THERAPEUTIC TREATMENT FOR FRAGILE X-ASSOCIATED DISORDER

Information

  • Patent Application
  • 20240417729
  • Publication Number
    20240417729
  • Date Filed
    June 21, 2024
    6 months ago
  • Date Published
    December 19, 2024
    15 days ago
Abstract
Provided herein, in various embodiments, are methods of treating a fragile X-associated disorder (e.g., fragile X syndrome), comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that decreases expression of an aberrant fragile X messenger ribonucleoprotein 1 (FMR1) gene product (e.g., FMR1-217). Also provided herein, in various embodiments, are compositions (e.g., polynucleotides such as antisense oligonucleotides or pharmaceutical compositions) for decreasing expression of an aberrant FMR1 gene product.
Description
INCORPORATION BY REFERENCE OF MATERIAL IN XML

This application incorporates by reference the Sequence Listing contained in the following eXtensible Markup Language (XML) file being submitted concurrently herewith:

    • a) File name: 54391028-003_SL.xml; created Jun. 21, 2024, 155,162 Bytes in size.


BACKGROUND

Fragile X syndrome (FXS) is an autism spectrum disorder that is the most frequent inherited form of intellectual impairment. FXS afflicts 1 in 4,000 boys and 1 in 7,000 girls. In addition to intellectual impairment, children with FXS present a range of symptoms including speech and developmental delays, perseveration, hyperactivity, aggression, and epilepsy, among other maladies. FXS is caused by a CGG triplet repeat expansion in a single gene, fragile X messenger ribonucleoprotein 1 (FMR1), which resides on the X chromosome. When the CGG triplet expands to 200 or more, the FMR1 gene is methylated and thereby transcriptionally inactivated. The loss of the FMR1 gene product, the protein fragile X messenger ribonucleoprotein (FMRP), is the cause of the disorder.


Treatments for fragile X syndrome (and other autism spectrum disorders), which are mostly based on animal models, have met with very limited success in human clinical trials (Hagerman et al., Fragile X syndrome, Nature Rev Disease Primers 3:17065 (2017); Berry-Kravis et al., Drug development for neurodevelopmental disorders: lessons learned from fragile X syndrome, Nature Rev Drug Disc. 17:280-299 (2018)). Indeed, there is no widely applicable therapy that shows even modest efficacy for FXS.


SUMMARY

There is a critical need to develop methods and therapeutic agents for treating fragile X-associated disorders such as fragile X syndrome (FXS). The disclosure provides such methods and therapeutic agents.


The disclosure provided herein is based, in part, on the discovery that, in FXS cells, antisense oligonucleotide (ASO) treatment reduces the expression of the CGG expansion-dependent aberrantly spliced FMR1-217 RNA and restores fragile X messenger ribonucleoprotein (FMRP) to levels observed in cells from typically developing individuals. Accordingly, the disclosure generally relates to compositions (e.g., polynucleotides, pharmaceutical compositions) and methods that are useful for treating a fragile X-associated disorder.


In one aspect, the present disclosure provides a method of treating a fragile X-associated disorder, comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that decreases expression of an aberrant fragile X messenger ribonucleoprotein 1 (FMR1) gene product, thereby treating the fragile X-associated disorder in the subject.


In another aspect, the present disclosure provides a method of treating a fragile X-associated disorder, comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that modulates splicing of an FMR1 gene (e.g., decreasing splicing between Exons 1 and 2 of FMR1-217), thereby treating the fragile X-associated disorder in the subject.


In another aspect, the present disclosure provides a method of decreasing expression of an aberrant FMR1 gene product in a cell, comprising contacting the cell with an agent under conditions whereby the agent is introduced into the cell, thereby decreasing expression of the aberrant FMR1 gene product in the cell.


In another aspect, the present disclosure provides a method of modulating FMR1 splicing and/or expression in a cell, comprising contacting the cell with an agent (e.g., a polynucleotide) under conditions whereby the agent is introduced into the cell, thereby modulating FMR1 splicing and/or expression in the cell.


In another aspect, the present disclosure provides a method of increasing the level of FMRP in a cell, comprising contacting the cell with an agent (e.g., a polynucleotide) under conditions whereby the agent is introduced into the cell, such that the level of FMRP in the cell is enhanced.


In another aspect, the present disclosure provides a method of enhancing the level of FMRP in a cell, comprising contacting the cell with an oligonucleotide which is complementary to at least 8 contiguous nucleotides of a sequence set forth in SEQ ID NOs:24-42, such that the level of FMRP in the cell is enhanced.


In another aspect, the present disclosure provides a method of reducing CGG triplet repeat expansion in FMR1 5′ UTR in a cell, comprising contacting the cell with an agent that reduces expression of an aberrant FMR1 gene product under conditions whereby the agent is introduced into the cell, thereby reducing CGG triplet repeat expansion in the cell.


In some embodiments, the fragile X-associated disorder is FXS.


In some embodiments, the aberrant FMR1 gene product comprises FMR1-217.


In some embodiments, the agent is a polynucleotide (e.g., any one of the modified polynucleotides disclosed herein).


In some embodiments, the method increases expression of fragile X messenger ribonucleoprotein (FMRP) in the subject.


In another aspect, the present disclosure provides an agent that decreases expression of an aberrant FMR1 gene product.


In another aspect, the present disclosure provides an agent that modulates splicing and/or expression of an FMR1 gene (e.g., decreasing splicing between Exons 1 and 2 of FMR1-217 or decreasing a protein encoded by FMR1-217).


In yet another aspect, the present disclosure provides a pharmaceutical composition, comprising any one or more of the agents disclosed herein, and one or more pharmaceutically acceptable excipients, diluents, or carriers.


In some embodiments, the agent is a polynucleotide (e.g., any one of the modified polynucleotides disclosed herein).


In another aspect, the present disclosure provides an antisense oligonucleotide (ASO), wherein the ASO specifically binds a contiguous nucleotide sequence set forth in any one of SEQ ID NOs:24-42, and wherein the contiguous nucleotide sequence is at least 12 nucleotides in length.


In another aspect, the present disclosure provides a pharmaceutical composition, comprising at least one ASO disclosed herein and a pharmaceutically acceptable excipient, diluent, and/or carrier.


In another aspect, the present disclosure provides a method of treating a disease in a subject in need thereof, comprising administering to the subject a therapeutically effective amount of any one of the pharmaceutical compositions disclosed herein. In some embodiments, the disease is fragile X syndrome (FXS).


In another aspect, the present disclosure provides a method of reducing a FMR1-217 transcript in a cell, comprising contacting the cell with an effective amount of the at least one ASO disclosed herein or any one of the pharmaceutical compositions disclosed herein.





BRIEF DESCRIPTION OF THE DRAWINGS

The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.


The foregoing will be apparent from the following more particular description of example embodiments, as illustrated in the accompanying drawings in which like reference characters refer to the same parts throughout the different views. The drawings are not necessarily to scale, emphasis instead being placed upon illustrating embodiments.



FIG. 1 shows a genome browser view of FMR1 RNA in 7 typically developing (“TD” or “control”) and 10 fragile X syndrome (FXS) patients sequenced from white blood cells (WBCs).



FIG. 2 shows a genome browser view of exon 1 and intron 1 of FMR1 RNA in 7 typically developing individuals and 10 fragile X syndrome patients sequenced from white blood cells.



FIG. 3 illustrates a non-limiting approach, using antisense oligonucleotides (ASOs), for blocking isoform 12 production, increasing isoform 1 production, and increasing FMRP levels.



FIG. 4 shows a schematic of FMR1 iso1 and iso12 pre-mRNAs. The numbered boxes (704-714) refer to antisense oligonucleotides complementary to regions in intron 1, that span intron 1 and iso12 junction, and within iso12. Iso1_1 F, Iso1_1 R, Exon1 F, Exon1 R, and Iso12_1 R refer to primers (F, forward; R, reverse) that were used to detect RNA levels by RT-qPCR.



FIG. 5 shows RT-qPCR data demonstrating a reduction in iso12 and increase in iso1. The asterisk refers to p<0.05.



FIGS. 6A-6B show RT-qPCR data from a fully methylated FXS cell line (FXS1, GM07365). FIG. 6A shows an increase in FMR1 iso12 upon 5-AzaC treatment and a partial rescue of the FMR1 iso12 increase when combined with the ASO treatment. FIG. 6B shows an increase in FMR1 iso1 upon 5-AzaC treatment and a further increase when combined with the ASO treatment. The asterisks refer to p<0.05.



FIGS. 7A-7B show FMRP levels. FIG. 7A shows western blot data for an FXS1 LCL cell line in duplicates (the upper panel), demonstrating an increase in FMRP after treatment with 1 μM 5-AzaC and ASO treatment (80 nM of both antisense oligonucleotides 713 and 714) when compared to DMSO or 5-AzaC only treated samples. The mouse brains (hippocampus tissue) from a wild-type mouse and an Fmr1 knock-out mouse were loaded as controls. The bottom panel represents GAPDH protein levels used to normalize the protein amounts loaded in each sample. FIG. 7B shows quantification of the FMRP protein levels relative to GAPDH protein levels as seen on the western blot in FIG. 7A.



FIGS. 8A-8C show FMR1 iso1 and iso12 levels in fibroblast cells from six individuals. FIG. 8A is a table showing the number of CGG repeats in the FMR1 RNA 5′ UTR from three healthy males and three premutation carrier males for FXS. FIG. 8B shows RT-qPCR data of FMR1 iso1 levels in fibroblast cells from the six individuals, normalized to GAPDH RNA levels. FIG. 8C compares the FMR1 iso12 level in individual P1 to those in the other premutation carriers and healthy control samples.



FIGS. 9A-9C A truncated isoform of FMR1 mRNA identified in a subset of FXS individuals. FIG. 9A Integrative Genomics Viewer (IGV) tracks of RNA-seq data for FXS and TD individuals for the FMR1 gene. FMR1 RNA was detected in all TD individuals, and FXS individuals 1-21. The thick-lined box marked on the FMR1 gene illustrated at the bottom shows the region of intron 1 with differential reads between TD (1-13) and FXS (1-21) individuals.



FIG. 9B Expanded view map to an exon that comprises the annotated FMR1-217 isoform. All annotated FMR1 isoforms and sequence data for FMR1-217 PCR fragments from FXS RNA sample are shown in Table 3 and FIGS. 9E-9H. H refers to high and L refers to low FMR1. FIG. 9C. The full length FMR1 RNA (exons-grey boxes) and the FMR1-217 isoform (exons-grey boxes) are illustrated with the CGG repeats in the 5′UTR (UTRs-black boxes). The proportion of full length FMR1 to FMR1-217 was quantified by RT-qPCR in TD, H FMR1 (N=7), and L FMR1 (N=5) individuals. The forward (F) and reverse (R) primers used for q-PCR are shown. The total FMR1 RNA relative to GAPDH RNA levels was significantly reduced in H FMR1 and L FMR1 vs TD (*P<0.05, t test). Bar graphs indicate mean, and error bars indicate±SEM. FIG. 9D Summary table of changes in alternative splicing events from L FMR1 vs H FMR1 samples detected by replicate multivariate analysis of transcript splicing (rMATS; see Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. 111(51):E5593-5601 (2014)) at an FDR<5% and a difference in the exon inclusion levels (PSI, Percent spliced-in) between the genotypes (deltaPSI) of ≥5%. Schematic for the splicing event categories is shown at the left of the table. FIG. 9E FMR1-217 isoform was identified in RNA samples generated from leukocytes (individual FXS-05). DNase-treated RNA samples were reverse transcribed using an oligo(dT)20 primer, and the PCR product, generated using primers Ex1F and 217R, was sequenced. FIG. 9F The predicted protein product of the FMR1-217 isoform. The predicted protein length is 31 amino acids, with a mass of 3,524 Da. FIG. 9G Alignment of the sequencing data of the PCR product using primers Ex1F and 217R to FMR1 gene is displayed. The poly(A) site was identified by sequencing the PCR product of primer 217F and oligo(dT)20 primer. FIG. 9H FMR1 isoforms annotated in the GRCh38.p13 genome assembly. The FMR1-217 isoform (ENST00000621447.1) is marked with a thick-lined box.



FIG. 10 Correlation of FXS molecular parameters with intelligence quotient (IQ). Three-dimensional comparison of indicated parameters. The inset shows samples with 100% methylation. The increasing size of the dots represent increase in FMRP levels, and the darkness from low to high represent increase in IQ levels (see Table 4).



FIGS. 11A-11E FMR1-217 is derived from FMR1, requires the CGG expansion, and is expressed in human postmortem brain tissues (FXS and premutation carriers), and in skin-derived fibroblasts (premutation carrier). FIG. 11A Integrative Genomics Viewer (IGV) tracks of RNA-seq data (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019)) for FXS and TD individuals for the FMR1 gene. FIG. 11B IGV tracks of selected regions of FMR1 re-analyzed from the RNA-seq data of Vershkov et al. (FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo, Cell Rep. 26:2531-39 (2019)), who deleted the FMR1 CGG expansion by CRISPR/Cas9 gene editing. Biologic duplicate of iPSC-derived neural stem cells (NSCs) from FXS individuals (FXS-NSC) treated with vehicle or 5-aza-2-deoxycytidine (5-azadC) as well as isogenic CGG-edited samples are shown. FMR1-217 reads are detected only in the 5-azadC-treated samples. FIG. 11C IGV tracks of selected regions of FMR1 re-analyzed from the RNA-seq data of Liu et al. (Rescue of Fragile X Syndrome Neurons by DNA Methylation Editing of the FMR1 Gene, Cell 172:979-91 (2018)), who performed targeted FMR1 gene demethylation in FXS iPSCs and iPSC-derived neurons. iPSCs derived from FXS individuals were incubated with viruses expressing a mock guide RNA (i_mock), or an FMR1 guide RNA and catalytically inactive Cas9 fused to the Tet1 demethylase (i_Tet1). iPSC-derived neurons from to FXS individuals were treated with a mock guide RNA (N1 mock, N2 mock), or an FMR1 guide RNA and catalytically inactive Cas9 fused to the Tet1 demethylase (N1_Tet1, N2_Tet1, N3_Tet1). All cells were incubated with an FMR1 guide RNA and catalytically inactive Cas9 fused to the Tet1 demethylase express FMR1-217. FIG. 11D Experimental design for RNA extraction from post-mortem cortical tissue obtained from 6 FXS males (F1-F6) and 5 typically developing (T1-T5) age-matched males. RT-qPCR data for cortical tissue-derived RNA samples representing abundance for FMR1 and FMR1-217 isoforms relative to GAPDH RNA. Each sample was analyzed in duplicate. Primers used for amplification are represented in FIG. 9C (**P<0.01, t test). FIG. 11E Schematic diagram of fibroblast generated from skin biopsies obtained from three male premutation carriers (P1-P3) and three male TD individuals (T1-T3). The table shows patient de-identified designation, genotypes, and CGG repeat numbers in the 5′UTR in the FMR1 gene. ND: not determined. qPCR data for fibroblast-derived RNA samples representing abundance for FMR1 and FMR1-217 isoforms relative to GAPDH RNA. Each sample was analyzed in duplicate. Primers used for amplification are represented in FIG. 9C.



FIGS. 12A-12G FMR1-217 is expressed in lymphoblast cell cultures from FXS individuals. FIG. 12A Sample information for lymphoblast cell lines (LCLs) (Coriell Institute, NJ) from two FXS and two TD members of a family. FMRP and GAPDH (loading control) levels were determined by western blots. Ratios of FMRP/GAPDH normalized to FXS1 are shown below the blot. FMRP quantification by LUMINEX® Microplex immunochemistry assay are shown in ng FMRP/μg total protein). FIG. 12B The proportion of full length FMR1 to FMR1-217 was quantified using RT-qPCR in the TD and FXS2 LCLs relative to GAPDH RNA levels. Primers used for q-PCR are shown in the gene illustration. The total FMR1 RNA was unchanged but the proportion of FMR1-217 was significantly higher in FXS2 LCL compared to TD LCL. FIG. 12C Schematic diagram of the 5-AzadC treatment (1 μM for 7 days) of the FXS1 and FXS2 LCLs to determine FMR1 isoforms and FMRP levels after demethylation. DMSO treated cells were used as a vehicle control. FIGS. 12D-12E The proportion of full length FMR1 to FMR1-217 was quantified using RT-qPCR in the FXS1 and FXS2 LCLs treated with 5-AzadC relative to vehicle, normalized to GAPDH RNA levels (**P<0.001, t test). FIGS. 12F-12G FMRP levels were determined using western blots relative to GAPDH in FXS1 and FXS2 LCLs treated with DMSO or 5-AzadC (See FIG. 13A) Ratios of FMRP/GAPDH are shown for FXS1 and FXS2 cells, respectively. Histograms indicate mean values (N=2); error bars indicate SEM.



FIG. 13A Western blots showing FXS1 and FXS2 cells respectively treated with DMSO or 5-AzadC (as treated in FIG. 12C and quantified in FIGS. 12F-12G). FIG. 13B The decrease in MALAT1 RNA levels relative to GAPDH RNA was quantified by RT-qPCR in the TD1 LCL treated with MALAT1 ASO (80 nM and 100 nM) for 48 hours. Untreated cells were used as negative controls (* represents P<0.05, t test). The right panel shows a decrease in MALAT1 RNA levels compared to GAPDH RNA levels, quantified using RT-qPCR in the TD1 LCL treated with 80 nM MALAT1 gapmer ASO for 48 hours or 72 hours. Untreated cells were used as negative controls (* represents P<0.05 using t test). FIG. 13C FXS2 LCLs were treated with either 80 nM of ASOs 704 and 705, 709 and 710 or 713 and 714 for 72 hours. RNA levels for FMR1-217 and FMR1 full length RNA were quantified by RT-qPCR using primers as in FIG. 9C. ASOs 713 and 714 reduced FMR1-217 levels whereas FMR1 full length RNA levels were increased (* represents P<0.05, t test). FIG. 13D FXS2 LCLs were treated with either 80 nM or 160 nM of ASOs 713 and 714 or 80 nM of Malat1 gapmer ASO for 72 hours. RNA levels for FMR1-217 and FMR1 full length RNA were quantified by RT-qPCR using primers as in FIG. 9C. ASOs 713 and 714 reduced FMR1-217 levels at both 80 nM and 160 nM concentrations whereas FMR1 full length RNA levels were increased. No change in the FMR1 isoform levels was observed upon MALAT1 ASO treatment (* represents P<0.05, t test).



FIGS. 14A-14F ASOs targeting FMR1-217 restore FMRP levels in FXS LCLs with partial or complete FMR1 gene methylation. FIG. 14A ASOs designed against the FMR1-217 RNA are illustrated. (Intron specific: 704-706, intron-exon junction specific: 707-710 and exon specific: 711-714). FIG. 14B Schematic diagram of the ASO treatment (80 nM for 72 hours) of the FXS2 LCLs to determine FMR1 isoform and FMRP levels after demethylation. DMSO treated cells were used as a vehicle control (****P<0.0001, **P<0.01, t test). FIG. 14C FMRP levels were determined for FXS2 LCLs treated with DMSO (vehicle) and ASOs as described in FIG. 12A. TD LCLs were also probed for FMRP on the same western blots. Ratios of FMRP/GAPDH normalized to FXS1 are shown below the blot. FIG. 14D Fully methylated FXS1 LCLs were treated with ASOs 713 and 714 (80 nM each) followed by 5-AzadC (1 uM) added on consecutive days 2-9 after which RNA and protein were extracted. FMR1-217 and FMR1 isoforms were assessed using qPCR primers as shown in FIG. 9C was determined using one way ANOVA with multiple comparisons test (****P<0.0001, ***P<0.001, **P<0.01, *P<0.05). Data information: bar graphs indicate mean, error bars indicate±SEM. FIG. 14E Western blot of FMRP and GAPDH from FXS1 LCLs treated with DMSO, 5-AzadC, or 5-AzadC plus ASOs as in FIG. 13A. FIG. 14F Histogram depicting quantification of western blot for FXS1 cells treated with DMSO, 5-AzadC and ASO or 5-AzadC alone (N=3). Significance was determined using one way ANOVA with multiple comparisons test ((****P<0.0001, Data information: bar graphs indicate mean, error bars indicate±SEM.



FIGS. 15A-15F ASOs targeting FMR1-217 restore FMRP levels in FXS fibroblasts with an inactive FMR1 gene treated with 5-AzadC. FIG. 15A Dermal fibroblasts derived from a FXS individual (GM05131B, Coriell Institute) were cultured with 5-AzadC for 8 days and then treated with ASOs 713/714 (100 nM each) for 72 hours prior to RNA and protein extraction. FIG. 15B RT-qPCR analysis of FMR1-217, FMR1, and GAPDH RNAs in dermal fibroblasts treated with DMSO, ASOs 713/714, 5-AzadC, or the ASOs 713/714 plus 5-AzadC. The amounts of FMR1-217 and FMR1 were made relative to GAPDH. (*P<0.05, **P<0.01, one way ANOVA with multiple comparisons test). FIG. 15C Western blots of FMRP and GAPDH from the dermal fibroblasts treated as in FIG. 15B. Quantification of FMRP relative to GAPDH is noted at right. *p<0.05. Histogram depicting quantification of western blot (N=3). Significance was determined using one way ANOVA with multiple comparisons test (*p<0.05, one way ANOVA with multiple comparisons test). Data information: bar graphs indicate mean, error bars indicate±SEM. FIG. 15D Lung fibroblasts derived from a FXS individual (GM07072, Coriell Institute) were cultured with 5-AzadC for 8 days and then treated with ASOs 713/714 (100 nM each) for 72 hours prior to RNA and protein extraction. RT-qPCR analysis of FMR1-217, FMR1, and GAPDH RNAs in lung fibroblasts treated with DMSO, ASOs 713/714, 5-AzadC, or the ASOs 713/714 plus 5-AzadC. The amounts of FMR1-217 and FMR1 were made relative to GAPDH. (*p<0.05, **p<0.01, ***p<0.001, one way ANOVA with multiple comparisons test). FIG. 15E Western blots of FMRP and GAPDH from the lung fibroblasts treated as in FIG. 15B. Quantification of FMRP relative to GAPDH is noted below (N=2). Significance was determined using one way ANOVA with multiple comparisons test (P<0.0001****, P<0.001, ***P<0.01**, one way ANOVA with multiple comparisons test). Data information: bar graphs indicate mean, error bars indicate±SEM. FIG. 15F Model depicting active FMR1 transcription in FXS cells (or after treatment with demethylating agents to activate FMR1 transcription) result in production of mis-spliced FMR1-217. Down-regulation of FMR1-217 with an ASO results in rescue of correctly spliced FMR1 transcripts and restoration of FMRP protein.



FIG. 16A Additional ASO sequences. FIG. 16B 72-hour treatment with 160 nM of each ASO in lymphoblastoid cell line FXS2. Total RNA was extracted using TRIZOL® Reagent (Thermo Fisher Scientific #15596026). One μg of total RNA was primed with oligo(dT)20 to generate cDNA with a QuantiTect cDNA synthesis kit using random hexamers (FIG. 9E). qPCR was performed using the iTaq™ Universal SYBR® Green Supermix on a QuantStudio 3 qPCR machine in triplicate. The fold change of full length FMR1 and FMR1-217 in ASO treated cells relative to vehicle (control) was measured using qPCR. The RNA levels were normalized to GAPDH RNA (*P values measured using t test).



FIGS. 17A-17G. Gene expression changes in leukocytes derived from FXS individuals and identification of a truncated FMR1 RNA transcript. FIG. 17A Schematic diagram of leukocyte isolation from fresh blood samples from FXS male (N=29) and age-matched TD male (N=13) individuals and subsequent RNA-seq. The data were analyzed for changes in differential gene expression (DGE) and differential alternative splicing (DAS).



FIG. 17B Summary table for changes in alternative splicing events in FXS vs. TD leukocytes detected by rMATS (Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. 111(51):E5593-5601 (2014)) at a false discovery rate (FDR)<5% and a difference in the exon inclusion levels (PSI, Percent spliced-in) between the genotypes (deltaPSI) of ≥5%. Schematic for the splicing event categories is shown at the left of the table (see also Tables 13-19 and FIG. 22A). FIG. 17C Violin plots of alternative splicing in FXS vs. TD leukocytes indicating PSI for each type of event. FIG. 17D RT-PCR showing exon 3 skipping of the LAIR2 RNA in TD (N=3) and FXS (N=9) samples. FIG. 17E Normalized gene counts (transcripts per million, TPM) obtained from RNA-seq data analysis for total FMR1 (all isoforms), FMR1-205 (encodes full-length 632 amino acid FMRP), FMR1-217 (a mis-spliced RNA, see FIG. 17G), and FXR2, a paralog of FMR1. The color scale from red to green denotes highest to lowest gene counts. FIG. 17F IGV viewer tracks of RNA-seq data for FXS and TD individuals for the FMR1 gene. FMR1 RNA is detected in all TD individuals (blue) and FXS individuals 1-21 (coral). The black box marked on the FMR1 gene illustrated at the bottom shows the region of intron 1 with differential reads between TD (1-13) and FXS (1-21) individuals. Expanded view of this region is shown in the bottom. FIG. 17G An expanded view of the FMR1 RNA marked with a black box in FIG. 17G. The reads map to an exon that comprises the annotated FMR1-217 isoform. “H” refers to high and “L” refers to low FMR1. Sequence data for FMR1-217 PCR fragments from FXS RNA sample are shown in FIG. 22G.



FIGS. 18A-18E. Correlation of FXS molecular parameters with IQ. FIG. 18A FMR1 gene methylation (in percent as determined by methylation (MPCR) PCR analysis), FMRP levels (ng/μg total protein), CGG repeat number, FMR1 (all isoforms, TPM), FMR1-217 (TPM), and full-length FMR1-205 (TPM) in leukocytes are listed as well as IQ (Stanford-Binet) for each FXS individual. N/A, not available (see also Tables 9-12 and FIGS. 26A-27B). Color shading of cells corresponds to levels of each parameter (green to red represent increasing level). FIG. 18B Correlation coefficients for pairwise comparisons for each parameter (less CGG expansion and methylation) listed in FIG. 18A. Correlations were based on parameters from 19 FXS individuals because some data were not available from all the 29 samples. FIG. 18C 3-dimensional comparison of all parameters (less CGG expansion and methylation) listed in FIG. 18A. The color from green to red represents increasing FMR1-205 levels (see also FIG. 18A). The illustration is based on parameters from 19 FXS individuals because some data were not available from all the 29 samples. FIG. 18D FMR1-217 RNA levels (TPM) were assessed between FXS samples with CGG repeat number mosaicism (N=8) or without (full expansion only) (N=21). FIG. 18E FMR1-217 RNA levels (TPM) were assessed between FXS samples with methylation mosaicism (N=7) or without (full expansion only) (N=13) (*P<0.05, t test).



FIGS. 19A-19H. FMR1-217 is derived from FMR1, requires the CGG expansion, and is expressed in human postmortem brain tissues (FXS and premutation carriers) and in skin-derived fibroblasts (premutation carrier). FIG. 19A Sample information for postmortem FXS frontal cortex, premutation FXS carriers, and TD individuals (derived from Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019)). RNA-seq datasets GSE107867 (NIH samples) and GSE117776 were reanalyzed for differential gene expression (DGE) and differential alternative splicing (DAS). The TPM for FMR1 RNA in the samples is shown. FIG. 19B IGV tracks of RNA-seq data (Tran et al., Nat. Neurosci. 22(1):25-36 (2019)) for FXS and TD individuals for the FMR1 gene. FIG. 19C IGV tracks of selected regions of FMR1 reanalyzed from the RNA-seq data of Vershkov et al. FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo, Cell Rep. 26(10):2531-39 (2019), who deleted the FMR1 CGG expansion by CRISPR/Cas9 gene editing. Biologic duplicate of iPSC-derived neural stem cells (NSCs) from FXS individuals (FXS-NSC) treated with vehicle or 5-AzadC and isogenic CGG-edited samples are shown. FMR1-217 reads (coral) are detected only in the 5-AzadC-treated samples. FIG. 19D Total FMR1, full-length FMR1-205, and FMR1-217 reads (TPM) of the samples noted in panel C are listed. FIG. 19E IGV tracks of selected regions of FMR1 reanalyzed from the RNA-seq data of Liu et al. Rescue of Fragile X syndrome neurons by DNA methylation editing of the FMR1 gene, Cell 172:979-91 (2018)), who performed targeted FMR1 gene demethylation in FXS iPSCs and iPSC-derived neurons. FXS iPSCs/iPSC-derived neurons incubated a mock guide RNA (blue tracks) (i_mock or N1_mock, N2_mock) or an FMR1 guide RNA (coral tracks) and Cas9 fused to the Tet1 demethylase (i_Tet1 or N1_Tet1, N2_Tet1, N3_Tet1). FIG. 19F Total FMR1, full-length FMR1-205, and FMR1-217 reads (TPM) of the samples noted in panel E are listed. FIG. 19G Experimental design of RNA extraction from postmortem cortical tissue obtained from six FXS males (F1 to F6) and five TD (T1 to T5) age-matched males. RT-qPCR data for cortical tissue-derived RNA samples representing abundance for FMR1 and FMR1-217 isoforms relative to GAPDH RNA. Each sample was analyzed in duplicate. Primers used for amplification are represented in FIG. 22F (**P<0.01, t test). FIG. 19H Schematic diagram of fibroblast generated from skin biopsies obtained from three male premutation carriers (P1 to P3) and three male TD individuals (T1 to T3). The table shows patient deidentified designation, genotypes, and CGG repeat numbers in the 5′UTR in the FMR1 gene. ND, not determined. qPCR data for fibroblast-derived RNA samples representing abundance for FMR1 and FMR1-217 isoforms relative to GAPDH RNA are shown. Each sample was analyzed in duplicate. Primers used for amplification are represented in FIG. 22F and Tables 9-12.



FIGS. 20A-20F. Antisense oligonucleotides (ASOs) targeting FMR1-217 restored FMRP levels in FXS2 LCLs with incomplete methylation. FIG. 20A Sample information for lymphoblast cell lines (LCLs) (Coriell Institute, NJ) from two FXS and two TD members of a family is shown. FMRP quantification by LUMINEX® Microplex immunochemistry assay is shown in ng FMRP/μg total protein. The western blot below the table shows FMRP and GAPDH (loading control) determinations in the above noted LCLs. Ratios of FMRP/GAPDH normalized to FXS1 are shown below the blot. FIG. 20B The proportion of full-length FMR1 to FMR1-217 was quantified using RT-qPCR in the TD and FXS2 LCLs relative to GAPDH RNA levels. Primers used for qPCR are shown in the gene illustration. The total FMR1 RNA was unchanged, but the proportion of FMR1-217 was significantly higher in FXS2 LCL compared to TD LCL. FIG. 20C ASOs complementary to FMR1-217 RNA are illustrated (intron specific: 704 to 706, intron-exon junction specific: 707 to 710 and exon specific: 711 to 714). FIG. 20D Schematic diagram of the ASO treatment (80 nM for 72 hours) of the FXS2 LCLs to determine FMR1 isoform and FMRP levels after demethylation. DMSO-treated cells were used as a vehicle control (****P<0.0001, **P<0.01, t test). FIG. 20E FMRP levels were determined for FXS2 LCLs treated with DMSO (vehicle) and ASOs as described in FIG. 21A. TD LCLs were also probed for FMRP on the same western blots. Ratios of FMRP/GAPDH normalized to FXS1 are shown below the blot. FIG. 20F Model depicting that ASO-mediated decrease of mis-spliced FMR1-217 in FXS2 LCLs can restore FMR1 full-length RNA and consequently FMRP levels.



FIGS. 21A-21F. ASOs targeting FMR1-217 in combination with 5-AzadC restored FMRP levels in FXS cells with complete FMR1 gene methylation. FIG. 21A Schematic diagram of the fully methylated FXS cells treated with ASOs 713 and 714 (80 nM each) followed by 5-AzadC (1 μM) added on consecutive days 2 to 9 after which RNA and protein were extracted. FIG. 21B FMR1-217 and FMR1 isoforms were assessed using qPCR primers as shown in FIG. 22F and were analyzed using one-way ANOVA with multiple comparisons test (****P<0.0001, ***P<0.001, **P<0.01, *P<0.05). Data information: bar graphs indicate mean, and error bars indicate±standard error of the mean (SEM). FIG. 21C Western blot of FMRP and GAPDH from FXS1 LCLs treated with DMSO, 5-AzadC, or 5-AzadC plus ASOs. Histogram depicting quantification of western blot for FXS1 cells treated with DMSO, 5-AzadC, and ASO or 5-AzadC alone (N=3) in arbitrary units. Significance was determined using one-way ANOVA with multiple comparisons test (****P<0.0001). Data information: bar graphs indicate mean, and error bars indicate±SEM. FIG. 21D Lung fibroblasts derived from an FXS individual (GM07072, Coriell Institute) were cultured with 5-AzadC for 8 days and then treated with ASOs 713/714 (100 nM each) for 72 hours prior to RNA and protein extraction. RT-qPCR analysis of FMR1-217, FMR1, and GAPDH RNAs in lung fibroblasts treated with DMSO, ASOs 713/714, 5-AzadC, or the ASOs 713/714 plus 5-AzadC. The amounts of FMR1-217 and FMR1 were made relative to GAPDH (*P<0.05, **P<0.01, ***P<0.001, one-way ANOVA with multiple comparisons test). FIG. 21E Western blots of FMRP and GAPDH from the lung fibroblasts treated as in panel B. Quantification of FMRP relative to GAPDH is noted below (N=2) in arbitrary units. Significance was determined using one-way ANOVA with multiple comparisons test (****P<0.0001, ***P<0.001, **P<0.01, one-way ANOVA with multiple comparisons test). Data information: bar graphs indicate mean, and error bars indicate±SEM. FIG. 21F Model depicting active FMR1 transcription in FXS cells (or after treatment with demethylating agents to activate FMR1 transcription) results in the production of mis-spliced FMR1-217. Downregulation of FMR1-217 with an ASO results in rescue of correctly spliced FMR1 transcripts and restoration of FMRP.



FIGS. 22A-22G. FIG. 22A Volcano plot of log 2 of fold change (log 2FC) of RNA levels (FXS vs TD). Statistically significant changes (P value<0.0002) are shown as blue dots (down-regulated) and red dots (up-regulated). Gray dots refer to unchanged RNAs. See also Tables 13-19. FIG. 22B Histograms for TPM values for RNAs that were up or downregulated in FXS vs TD. *p<0.05; **p<0.01). FIG. 22C Histograms of RT-qPCR validations of up or down-regulated RNAs in FXS (N=7) and TD (N=5) leukocytes. See also FIG. 22B. FIG. 22D Metagene profiles using deepTools 2 for distribution of H3K4me3 marks along gene lengths. A similar increase in ChIP signal irrespective of genotype is seen at the transcription start site (TSS) for the H3K4me3 IP. FXS (N=2) and TD (N=3). FIG. 22E Metagene profiles using deepTools 2 for distribution of H3K36me3 marks along gene lengths. A similar increase in ChIP signal irrespective of genotype is seen in the gene body and transcription end site (TES) for H3K36me3 ChIP. FXS (N=2) and TD (N=3). FIG. 22F The full length FMR1 RNA (exons-blue boxes) and the FMR1-217 isoform (exons-orange boxes) are illustrated with the CGG repeats in the 5′UTR (UTRs-black boxes). The proportion of full length FMR1 to FMR1-217 is quantified by RT-qPCR in TD; H FMR1 (N=7) and L FMR1 (N=5) individuals. The forward (F) and reverse (R) primers used for q-PCR are shown. The total FMR1 RNA relative to GAPDH RNA levels was significantly reduced in H FMR1 and L FMR1 vs TD (*P<0.05, t test). Bar graphs indicate mean, error bars indicate±SEM. FIG. 22G FMR1-217 isoform was identified in RNA samples generated from leukocytes (individual FXS-05). DNase-treated RNA samples were reverse transcribed using an oligo(dT)20 and the PCR product generated using primers Ex1F and 217R was sequenced. Alignment of the sequencing data of the PCR product using primers Ex1F and 217R to FMR1 gene is displayed. The poly(A) site was identified by sequencing the PCR product of primer 217F and oligo(dT)20 primer. The predicted protein product of the FMR1-217 isoform is shown.



FIGS. 23A-23C. FIG. 23A IQ comparison between FXS individuals with (N=8) or without (N=18) CGG repeat number mosaicism (full expansion only) (left) or with (N=6) or without (N=12) methylation mosaicism. Related to FIG. 18A and Tables 9-12 and FIGS. 26A-27B. FIG. 23B FMRP level comparison between FXS samples with (N=5) or without (N=15) CGG repeat number mosaicism (full expansion only). In the right panel, FMRP level comparison between FXS samples with (N-5) or without (N=11) methylation mosaicism (full expansion only) (N=11). (*P<0.05, **P<0.01, t test). Related to FIG. 18A and Tables 9-12 and FIGS. 26A-27B. FIG. 23C FMR1-205 level comparison between FXS samples with (N=8) or without (N=21) CGG repeat number mosaicism (full expansion only). In the right panel, FMR1-205 level comparison levels between FXS samples with (N=7) or without (N=13) methylation mosaicism (full expansion only). (*P<0.05, **P<0.01, t test). Related to FIG. 18A, Tables 9-12, and FIGS. 26A-27B.



FIGS. 24A-24D. FIG. 24A Volcano plot of log 2FC of RNA level change (DGE) comparing FXS (N=2) and TD (N=2) postmortem brain. Statistically significant changes (Padj value<0.05) are shown as blue dots (down-regulated) and red dots (up-regulated) compared to unchanged RNAs (gray dots). (See also Tables 20-28). FIG. 24B Changes in alternative splicing comparing TD vs FXS postmortem brain detected by rMATS (Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. 111(51):E5593-5601 (2014)) at an FDR<5% and a difference in the exon inclusion levels (PSI, Percent spliced-in) between the genotypes (deltaPSI) of ≥5%. Schematic for the splicing event categories is shown at the left of the table (See also Tables 20-28). FIG. 24C Volcano plot of log 2FC of RNA level change (FXS vs pre-mutation carriers (NIH), N=2 per genotype). Statistically significant changes (Padj value<0.05) are shown as blue dots (down-regulated) and red dots (up-regulated) compared to unchanged RNAs (gray dots). (See also Tables 20-28). FIG. 24D Changes in alternative splicing comparing FXS vs pre-mutation carriers (NIH), detected by rMATS (Shen et al., Proc Natl Acad Sci USA. 111(51):E5593-601 (2014)) at an FDR<5% and a difference in the exon inclusion levels (PSI, Percent spliced-in) between the genotypes (deltaPSI) of ≥5%. Schematic for the splicing event categories is shown at the left of the table (See also Tables 20-28).



FIGS. 25A-25F. FIG. 25A The decrease in MALAT1 RNA levels relative to GAPDH RNA was quantified by RT-qPCR in the TD1 LCL treated with MALAT1 ASO (80 nM and 100 nM) for 48 hours. Untreated cells were used as negative controls (* represents P<0.05, t test). The right panel shows a decrease in MALAT1 RNA levels compared to GAPDH RNA levels, quantified using RT-qPCR in the TD1 LCL treated with 80 nM MALAT1 gapmer ASO for 48 hours or 72 hours. Untreated cells were used as negative controls (* represents P<0.05 using t test). FIG. 25B FXS2 LCLs were treated with either 80 nM or 160 nM of ASOs 713 and 714 or 80 nM of Malat1 gapmer ASO for 72 hours. RNA levels for FMR1-217 and FMR1 full length RNA were quantified by RT-qPCR using primers as in FIG. 18C. ASOs 713 and 714 reduced FMR1-217 levels at both 80 nM and 160 nM concentrations whereas FMR1 full length RNA levels were increased. No change in the FMR1 isoform levels was observed upon MALAT1 ASO treatment (* represents P<0.05, t test). FIG. 25C FXS2 LCLs were treated with either 80 nM of ASOs 704 and 705, 709 and 710 or 713 and 714 for 72 hours. RNA levels for FMR1-217 and FMR1 full length RNA were quantified by RT-qPCR using primers as in FIG. 18C. ASOs 713 and 714 reduced FMR1-217 levels whereas FMR1 full length RNA levels were increased (* represents P<0.05, t test). FIG. 25D Western blots of FMRP and GAPDH from the FXS1 LCL cells treated with 5-AzadC or 5-AzadC and ASOs for 1 week prior to collection (scheme as in FIG. 21A). Quantification of FMRP relative to GAPDH in arbitrary units is noted below. Data information: bar graphs indicate mean, error bars indicate±SEM. FIG. 25E RT-qPCR analysis of FMR1-217, FMR1, and GAPDH RNAs in dermal fibroblasts (GM05131B, Coriell Institute) treated with DMSO, ASOs 713/714, 5-AzadC, or the ASOs 713/714 plus 5-AzadC. The amounts of FMR1-217 and FMR1 were made relative to GAPDH. (*P<0.05, **P<0.01, one way ANOVA with multiple comparisons test). FIG. 25F Western blots of FMRP and GAPDH from the dermal fibroblasts treated as in FIG. 25B. Quantification of FMRP relative to GAPDH in arbitrary units is noted at right. *p<0.05. Histogram depicting quantification of western blot (N=3). Significance was determined using one way ANOVA with multiple comparisons test (*p<0.05, one way ANOVA with multiple comparisons test). Data information: bar graphs indicate mean, error bars indicate±SEM.



FIGS. 26A-26C. FMR1 Transcript Levels.



FIGS. 27A-27B. FXS Sample Details.



FIGS. 28A-28B. FIG. 28A is a schematic diagram of ASOs that are complementary to a pseudo exon of FMR1 (FMR1 217 exon 2). ASOs 713 and 714 are indicated. FIG. 28B The sequences of ASOs. The lower case “e” before each base indicates that the base contains a 2′-O-methoxyethyl ribose sugar. The uppercase letters indicate the sequence of nucleobases in each ASO. The backbone of these oligonucleotides is either fully modified with phosphorothioate linkages (ASOs 2826, 2828, 2829, 2831, 2832, 2833, and 2834) or is a combination of phosphorothioate and phosphodiester linkages (ASOs 2827 and 2830). The positions of the phosphorothioate linkages are indicated by a hashtag between the parentheses defining each nucleotide, “)#(”, while phosphodiester linkages are indicated by no symbol between the parentheses,“)(”.



FIGS. 29A-29B. FIG. 29A is a schematic diagram of the experimental design. Lymphoblastoid cells (LCLs) expressing FMR1-217, FXS2 cell line (GM06897, Coriell Institute For Medical Research, Camden, NJ) were incubated with 80 nM of the indicated ASOs (using Lipofectamine™ RNAIMAX®, Thermo Fisher Scientific, Waltham, MA) for 48 hours. Then cells were collected for RNA and protein extraction. FIG. 29B shows FMR1 and FMR1-217 RNA levels as determined by RT-qPCR made relative to GAPDH RNA. Vehicle refers to equivalent volumes of OPTI-MEM® (Thermo Fisher Scientific) medium with Lipofectamine™ RNAIMAX® added without any ASO. *p<0.05).



FIGS. 30A-30B. LCLs (line FXS2) were treated with 2.5 μM of the indicated ASOs (by gymnotic delivery (without lipofectamine)) for 72 hours prior to protein and RNA extraction. FIG. 30A shows FMR1 RNA levels (determined by RT-qPCR and normalized to GAPDH RNA). Control fibroblasts refer to normal (i.e., not Fragile X) fibroblasts. FIG. 30B shows FMRP protein levels (normalized to GAPDH) as determined by western blot analysis. *p<0.05; **p<0.01; ns, not significant.





DETAILED DESCRIPTION

A description of example embodiments follows.


Several aspects of the disclosure are described below, with reference to examples for illustrative purposes only. It should be understood that numerous specific details, relationships, and methods are set forth to provide a full understanding of the disclosure. One having ordinary skill in the relevant art, however, will readily recognize that the disclosure can be practiced without one or more of the specific details or practiced with other methods, protocols, reagents, cell lines and animals. The present disclosure is not limited by the illustrated ordering of acts or events, as some acts may occur in different orders and/or concurrently with other acts or events. Furthermore, not all illustrated acts, steps or events are required to implement a methodology in accordance with the present disclosure. Many of the techniques and procedures described, or referenced herein, are well understood and commonly employed using conventional methodology by those skilled in the art.


Unless otherwise defined, all terms of art, notations and other scientific terms or terminology used herein are intended to have the meanings commonly understood by those of skill in the art to which this invention pertains. In some cases, terms with commonly understood meanings are defined herein for clarity and/or for ready reference, and the inclusion of such definitions herein should not necessarily be construed to represent a substantial difference over what is generally understood in the art. It will be further understood that terms, such as those defined in commonly-used dictionaries, should be interpreted as having a meaning that is consistent with their meaning in the context of the relevant art and/or as otherwise defined herein.


The terminology used herein is for the purpose of describing some embodiments only and is not intended to be limiting.


As used herein, the indefinite articles “a,” “an” and “the” should be understood to include plural reference unless the context clearly indicates otherwise.


Throughout this specification and the claims which follow, unless the context requires otherwise, the word “comprise,” and variations such as “comprises” and “comprising”, will be understood to imply the inclusion of, e.g., a stated integer or step or group of integers or steps, but not the exclusion of any other integer or step or group of integer or step. When used herein, the term “comprising” can be substituted with the term “containing” or “including.”


“About” means within an acceptable error range for the particular value, as determined by one of ordinary skill in the art. Typically, an acceptable error range for a particular value depends, at least in part, on how the value is measured or determined, e.g., the limitations of the measurement system. For example, “about” can mean within an acceptable standard deviation, per the practice in the art. Alternatively, “about” can mean a range of ±20%, e.g., ±10%, ±5% or ±1% of a given value. It is to be understood that the term “about” can precede any particular value specified herein, except for particular values used in the Exemplification. When “about” precedes a range, as in “about 24-96 hours,” the term “about” should be read as applying to both of the given values of the range, such that “about 24-96 hours” means about 24 hours to about 96 hours.


As used herein, “consisting of” excludes any element, step, or ingredient not specified in the claim element. When used herein, “consisting essentially of” does not exclude materials or steps that do not materially affect the basic and novel characteristics of the claim. Any of the terms “comprising,” “containing,” “including,” and “having,” whenever used herein in the context of an aspect or embodiment of the invention, can in some embodiments, be replaced with the term “consisting of,” or “consisting essentially of” to vary scopes of the disclosure.


As used herein, the conjunctive term “and/or” between multiple recited elements is understood as encompassing both individual and combined options. For instance, where two elements are conjoined by “and/or,” a first option refers to the applicability of the first element without the second. A second option refers to the applicability of the second element without the first. A third option refers to the applicability of the first and second elements together. Any one of these options is understood to fall within the meaning, and, therefore, satisfy the requirement of the term “and/or” as used herein. Concurrent applicability of more than one of the options is also understood to fall within the meaning, and, therefore, satisfy the requirement of the term “and/or.”


When a list is presented, unless stated otherwise, it is to be understood that each individual element of that list, and every combination of that list, is a separate embodiment. For example, a list of embodiments presented as “A, B, or C” is to be interpreted as including the embodiments, “A,” “B,” “C,” “A or B,” “A or C,” “B or C,” or “A, B, or C.”


When introducing elements disclosed herein, the articles “a,” “an,” “the,” and “said” are intended to mean that there are one or more of the elements. Further, the one or more elements may be the same or different. Thus, for example, unless the context clearly indicates otherwise, “an agent” includes a single agent, and two or more agents. Further the two or more agents can be the same or different as, for example, in embodiments wherein a first agent comprises a polynucleotide (e.g., ASO) of a first sequence and a second agent comprises a polynucleotide (e.g., ASO) of a second sequence.


The phrase “pharmaceutically acceptable” means that the substance or composition the phrase modifies is, within the scope of sound medical judgment, suitable for use in contact with the tissues of humans and lower animals without undue toxicity, irritation, allergic response and the like, and are commensurate with a reasonable benefit/risk ratio.


As used herein, the term “pharmaceutically acceptable salt” refers to those salts which are, within the scope of sound medical judgment, suitable for use in contact with the tissues of mammals without undue toxicity, irritation, allergic response and the like, and are commensurate with a reasonable benefit/risk ratio. Pharmaceutically acceptable salts are well known in the art. For example, S. M. Berge et al., describe pharmaceutically acceptable salts in detail in J. Pharmaceutical Sciences, 1977, 66, 1-19, the relevant teachings of which are incorporated herein by reference in their entirety. Pharmaceutically acceptable salts of the compounds described herein include salts derived from suitable inorganic and organic acids, and suitable inorganic and organic bases.


Examples of salts derived from suitable acids include salts of an amino group formed with inorganic acids such as hydrochloric acid, hydrobromic acid, phosphoric acid, sulfuric acid and perchloric acid, or with organic acids such as acetic acid, oxalic acid, maleic acid, tartaric acid, citric acid, succinic acid or malonic acid or by using other methods used in the art, such as ion exchange. Other pharmaceutically acceptable salts derived from suitable acids include adipate, alginate, ascorbate, aspartate, benzenesulfonate, benzoate, bisulfate, borate, butyrate, camphorate, camphorsulfonate, cinnamate, citrate, cyclopentanepropionate, digluconate, dodecylsulfate, ethanesulfonate, formate, fumarate, glucoheptonate, glycerophosphate, gluconate, glutarate, glycolate, hemisulfate, heptanoate, hexanoate, hydroiodide, hydroxybenzoate, 2-hydroxy-ethanesulfonate, hydroxymaleate, lactobionate, lactate, laurate, lauryl sulfate, malate, maleate, malonate, methanesulfonate, 2-naphthalenesulfonate, nicotinate, nitrate, oleate, oxalate, palmitate, pamoate, pectinate, persulfate, 2-phenoxybenzoate, phenylacetate, 3-phenylpropionate, phosphate, pivalate, propionate, pyruvate, salicylate, stearate, succinate, sulfate, tartrate, thiocyanate, p-toluenesulfonate, undecanoate, valerate salts, and the like.


Either the mono-, di- or tri-acid salts can be formed, and such salts can exist in either a hydrated, solvated or substantially anhydrous form.


Salts derived from appropriate bases include salts derived from inorganic bases, such as alkali metal, alkaline earth metal, and ammonium bases, and salts derived from aliphatic, alicyclic or aromatic organic amines, such as methylamine, trimethylamine and picoline, or N+((C1-C4)alkyl)4 salts. Representative alkali or alkaline earth metal salts include sodium, lithium, potassium, calcium, magnesium, barium and the like. Further pharmaceutically acceptable salts include, when appropriate, nontoxic ammonium, quaternary ammonium, and amine cations formed using counterions such as halide, hydroxide, carboxyl, sulfate, phosphate, nitrate, lower alkyl sulfonate and aryl sulfonate.


In one aspect, the present disclosure provides a method of treating a fragile X-associated disorder, comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that decreases expression of an aberrant fragile X messenger ribonucleoprotein 1 (FMR1) gene product, thereby treating the fragile X-associated disorder in the subject. An agent that decreases expression of an aberrant FMR1 gene product in a method disclosed herein can be any one or more of the agents disclosed herein.


In another aspect, the present disclosure provides a method of treating a fragile X-associated disorder, comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that modulates splicing of an FMR1 gene (e.g., decreasing splicing between Exons 1 and 2 of FMR1-217), thereby treating the fragile X-associated disorder in the subject. An agent that modulates splicing of an FMR1 gene in a method disclosed herein can be any one or more of the agents disclosed herein.


In another aspect, the present disclosure provides a method of decreasing expression of an aberrant FMR1 gene product in a cell, comprising contacting the cell with an agent under conditions whereby the agent is introduced into the cell, thereby decreasing expression of the aberrant FMR1 gene product in the cell.


In another aspect, the present disclosure provides a method of modulating FMR1 splicing and/or expression in a cell, comprising contacting the cell with an agent (e.g., a polynucleotide) under conditions whereby the agent is introduced into the cell, thereby modulating FMR1 splicing and/or expression in the cell. An agent that modulates FMR1 splicing and/or expression in a method disclosed herein can be any one or more of the agents disclosed herein.


In another aspect, the present disclosure provides a method of increasing the level of fragile X messenger ribonucleoprotein (FMRP) in a cell, comprising contacting the cell with an agent (e.g., a polynucleotide) under conditions whereby the agent is introduced into the cell, such that the level of FMRP in the cell is enhanced.


In another aspect, the present disclosure provides a method of reducing CGG triplet repeat expansion in FMR1 5′ UTR in a cell, comprising contacting the cell with an agent that reduces expression of an aberrant FMR1 gene product under conditions whereby the agent is introduced into the cell, thereby reducing CGG triplet repeat expansion in the cell.


Fragile X-Associated Disorders

Fragile X-associated disorders are caused by mutation of the fragile X messenger ribonucleoprotein 1 (FMR1, previously known as fragile X mental retardation 1) gene, located in the q27.3 locus of the X chromosome. The expansion of the trinucleotide CGG above the normal range (greater than 54 repeats) in the non-coding region of the FMR1 gene has been associated with the development of fragile X-associated disorders. For example, in those carrying the premutation, the trinucleotide CGG can range from 55-200 CGG repeats. In some embodiments, a fragile X-associated disorder described herein is linked to greater than 77 CGG repeats in FMR1, e.g., greater than 98 CGG repeats in FMR1. In some embodiments, the fragile X-associated disorder is linked to at least 140 CGG repeats in FMR1. In some embodiments, the fragile X-associated disorder is linked to at least 201 CGG repeats in FMR1.


Non-limiting examples of fragile X-associated disorders include fragile-X associated tremor/ataxia syndrome (FXTAS), fragile X-associated primary ovarian insufficiency (FXPOI), fragile X-associated neuropsychiatric disorders (FXAND), and fragile X syndrome (FXS). In some embodiments, a fragile X-associated disorder described herein is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS), or a combination thereof. In some embodiments, the fragile X-associated disorder is FXS.


FMR1 Gene Products

A FMR1 gene encodes a fragile X messenger ribonucleoprotein (FMRP, previously known as fragile X mental retardation protein).


In some embodiments, an FMR1 gene described herein is a human FMR1 gene (e.g., corresponding to GenBank reference number NC_000023.11), a mouse FMR1 gene (e.g., NC_000086.8), a rat FMR1 gene (e.g., NC_051356.1), a golden hamster FMR1 gene (e.g., NW_024429188.1), a Chinese hamster FMR1 gene (e.g., NW_003614110.1), a dog FMR1 gene (e.g., NC_051843.1), a pig FMR1 gene (e.g., NC_046383.1), or a monkey FMR1 gene (e.g., NC_041774.1). In some embodiments, the FMR1 gene is a human FMR1 gene. The human FMR1 gene (Ensembl: ENSG00000102081.16) is located within chromosome band Xq27.3 between base pairs 147,911,919 and 147,951,125 (the numberings referring to Genome Reference Consortium Human Build 38 (GRCh38)).


As used herein, “an aberrant FMR1 gene product” refers to an FMR1 gene product elevated in a subject who has, or is predisposed to have a fragile X-associated disorder. In some embodiments, an aberrant FMR1 gene product described herein is elevated in a subject who is being treated, or has been treated, for a fragile X-associated disorder. In some embodiments, the aberrant FMR1 gene product is elevated in a subject having at least 55 CGG repeats in the 5′ untranslated region of an FMR1 gene, for example, having at least 77, at least 78, at least 98, at least 99, at least 140, or at least 201 CGG repeats in the 5′ untranslated region of the FMR1 gene. In some embodiments, the aberrant FMR1 gene product is elevated in a subject having at least 201 CGG repeats in the 5′ untranslated region of an FMR1 gene. In some embodiments, an aberrant FMR1 gene product described herein is not expressed in typically developing subjects (e.g., typically developing humans). In some embodiments, the aberrant FMR1 gene product is elevated in a subject who is a premutation carrier for FXS. In some embodiments, the aberrant FMR1 gene product is elevated in a subject who has FXS.


In some embodiments, an aberrant FMR1 gene product described herein is produced from a CGG expansion-dependent mis-splicing of a FMR1 gene.


In some embodiments, an aberrant FMR1 gene product described herein contributes to pathology of a fragile X-associated disorder described herein. In some embodiments, an aberrant FMR1 transcript, its protein product, or both contribute to pathology of the fragile X-associated disorder. In some embodiments, an aberrant FMR1 transcript described herein contributes to pathology of the fragile X-associated disorder. In some embodiments, a protein encoded by an aberrant FMR1 transcript described herein contributes to pathology of the fragile X-associated disorder. In some embodiments, an aberrant FMR1 transcript and its protein product contribute to pathology of the fragile X-associated disorder.


In some embodiments, an aberrant FMR1 gene product described herein comprises FMR1-217, its protein product, or both. In some embodiments, the aberrant FMR1 gene product comprises FMR1-217. In some embodiments, the aberrant FMR1 gene product comprises the protein product of FMR1-217. In some embodiments, the aberrant FMR1 gene product comprises FMR1-217 and its protein product.


In humans, FMR1-217, also referred to as “isoform 12” or “iso12,” is a transcript corresponding to A0A087X1M7 (ENST00000621447.1, 1,832 nucleotides). FMR1-217 has 2 exons, and the splicing between Exon 1 of FMR1-217 (between base pairs 147,912,123 and 147,912,230, SEQ ID NO:23) and Exon 2 of FMR1-217 (between base pairs 147,912,728 and 147,914,451, SEQ ID NO:21) is considered aberrant FMR1 RNA splicing. FMR1-217 is detected in a subpopulation of subjects with fragile X-associated disorder, including a subpopulation of FXS patients, and a subpopulation of premutation carriers for FXS.









(SEQ ID NO: 23)


CGCCCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGGGCTGA





AGAGAAGATGGAGGAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGCGCTT





TCTACAAG.





(SEQ ID NO: 21)


CATTGGGACTTCGGAGAGCTCCACTGTTCTGGGCGAGGGCTGTGAAGAAA





GAGTAGTAAGAAGCGGTAGTCGGCACCAAATCACAATGGCAACTGATTTT





TAGTGGCTTCTCTTTGTGGATTTCGGAGGAGATTTTAGATCCAAAAGTTT





CAGGAAGACCCTAACATGGCCCAGCAGTGCATTGAAGAAGTTGATCATCG





TGAATATTCGCGTCCCCCTTTTTGTTAAACGGGGTAAATTCAGGAATGCA





CATGCTTCAGCGTCTAAAACCATTAGCAGCGCTGCTACTTAAAAATTGTG





TGTGTGTGTTTAAGTTTCCAAAGACCTAAATATATGCCATGAAACTTCAG





GTAATTAACTGAGAGTATATTATTACTAGGGCATTTTTTTTTTAACTGAG





CGAAAATATTTTTGTGCCCCTAAGAACTTGACCACATTTCCTTTGAATTT





GTGGTGTTGCAGTGGACTGAATTGTTGAGGCTTTATATAGGCATTCATGG





GTTTACTGTGCTTTTTAAAGTTACACCATTGCAGATCAACTAACACCTTT





CAGTTTTAAAAGGAAGATTTACAAATTTGATGTAGCAGTAGTGCGTTTGT





TGGTATGTAGGTGCTGTATAAATTCATCTATAAATTCTCATTTCCTTTTG





AATGTCTATAACCTCTTTCAATAATATCCCACCTTACTACAGTATTTTGG





CAATAGAAGGTGCGTGTGGAAGGAAGGCTGGAAAATAGCTATTAGCAGTG





TCCAACACAATTCTTAAATGTATTGTAGAATGGCTTGAATGTTTCAGACA





GGACACGTTTGGCTATAGGAAAATAAACAATTGACTTTATTCTGTGTTTA





CCAATTTTATGAAGACATTTGGAGATCAGTATATTTCATAAATGAGTAAA





GTATGTAAACTGTTCCATACTTTGAGCACAAAGATAAAGCCTTTTGCTGT





AAAAGGAGGCAAAAGGTAACCCCGCGTTTATGTTCTTAACAGTCTCATGA





ATATGAAATTGTTTCAGTTGACTCTGCAGTCAAAATTTTAATTTCATTGA





TTTTATTGATCCATAATTTCTTCTGGTGAGTTTGCGTAGAATCGTTCACG





GTCCTAGATTAGTGGTTTTGGTCACTAGATTTCTGGCACTAATAACTATA





ATACATATACATATATATGTGTGAGTAACGGCTAATGGTTAGGCAAGATT





TTGATTGACCTGTGATATAAACTTAGATTGGATGCCACTAAAGTTTGCTT





ATCACAGAGGGCAAGTAGCACATTATGGCCTTGAAGTACTTATTGTTCTC





TTCCAGCAACTTATGATTTGCTCCAGTGATTTTGCTTGCACACTGACTGG





AATATAAGAAATGCCTTCTATTTTTGCTATTAATTCCCTCCTTTTTTGTT





TTGTTTTGTAACGAAGTTGTTTAACTTGAAGGTGAATGAAGAATAGGTTG





GTTGCCCCTTAGTTCCCTGAGGAGAAATGTTAATACTTGAACAAGTGTGT





GTCAGACAAATTGCTGTTATGTTTATTTAATTAAGTTTGATTTCTAAGAA





AATCTCAAATGGTCTGCACTGATGGAAGAACAGTTTCTGTAACAAAAAAG





CTTGAAATTTTTATATGACTTATAATACTGCTGTGAGTTTTAAAAGTAAA





GCAAAAGTAAACTGAGTTGCTTGTCCAGTGGGATGGACAGGAAAGATGTG





AAATAAAAACCAATGAAAAATGAA.






FMR1-217 encodes a 31-amino acid protein (SEQ ID NO:22)).











(SEQ ID NO: 22)



MEELVVEVRGSNGAFYKHWDFGELHCSGRGL.






Additional information on FMR1-217 and its protein product, can be found at the web address below, the contents of which are incorporated herein by reference in their entirety: useast.ensembl.org/Homo_sapiens/Transcript/Summary?db=core;g=ENSG00000102081; r=X:147911951-147951125;t=ENST00000621447.


In some embodiments, a method disclosed herein increases the level of expression of FMRP in a subject described herein. In some embodiments, a method disclosed herein increases the level of expression of FMRP in a cell described herein.


In some embodiments, a method disclosed herein increases a normal FMR1 gene product (e.g., a normal FMR1 transcript, its protein product, or both) in a subject and/or cell described herein.


Several normal FMR1 gene products are expressed in typically developing subjects (e.g., humans who do not have FXS). Non-limiting examples of “normal” human FMR1 gene products include:

    • a transcript corresponding to Q06787 (FMR1-205, ENST00000370475.9, 4,441 nucleotides), and its protein product (a 632-amino acid protein (NP_002015.1)),
    • a transcript corresponding to NM_001185075.2 (4,170 nucleotides), and its protein product (a 537-amino acid protein (NP_001172004.1)),
    • a transcript corresponding to NM_001185076.2 (4,378 nucleotides), and its protein product (a 611-amino acid protein (NP_001172005.1)),
    • a transcript corresponding to NM_001185082.2 (4,303 nucleotides), and its protein product (a 586-amino acid protein (NP_001172011.1)),
    • a transcript corresponding to NM_001185081.2 (4,107 nucleotides), and its protein product (a 516-amino acid protein (NP_001172010.1)),
    • a transcript corresponding to Q06787-9 (FMR1-201, ENST00000218200.12, 4,333 nucleotides), and its protein product (a 611-amino acid protein),
    • a transcript corresponding to Q06787-8 (FMR1-208, ENST00000440235.6, 4,271 nucleotides), and its protein product (a 586-amino acid protein),
    • a transcript corresponding to X5D907 (FMR1-223, ENST00000687593.1, 4,159 nucleotides), and its protein product (a 594-amino acid protein),
    • a transcript corresponding to Q06787-10 (FMR1-204, ENST00000370471.7, 4,125 nucleotides), and its protein product (a 537-amino acid protein),
    • a transcript corresponding to G3V0J0 (FMR1-207, ENST00000439526.6, 3,699 nucleotides), and its protein product (a 592-amino acid protein),
    • a transcript corresponding to A8MQB8 (FMR1-206, ENST00000370477.5, 3,437 nucleotides), and its protein product (a 582-amino acid protein),
    • a transcript corresponding to A0A087WY29 (FMR1-212, ENST00000495717.6, 2,874 nucleotides), and its protein product (a 561-amino acid protein),
    • a transcript corresponding to A0A087WXI3 (FMR1-214, ENST00000616382.5, 2,799 nucleotides), and its protein product (a 536-amino acid protein), and
    • a transcript corresponding to R9WNI0 (“FMR1-218”, ENST00000621453.5, 1,827 nucleotides), and its protein product (a 548-amino acid protein).


In some embodiments, a normal FMR1 gene product described herein comprises a transcript corresponding to Q06787 (FMR1-205, ENST00000370475.9, 4,441 nucleotides), and its protein product (a 632-amino acid protein (NP_002015.1)). FMR1-205, also referred to as “isoform 1” or “iso1”, is produced in typical developing individuals and a subpopulation of FXS subjects. FMR1-205 has 17 exons, and the splicing between Exon 1 of FMR1-205 (between base pairs 147,911,919 and 147,912,230, SEQ ID NO:19) and Exon 2 of FMR1-205 (between base pairs 147,921,933 and 147,921,985, SEQ ID NO:20) is considered normal FMR1 RNA splicing. Additional information on FMR1-205 and its protein product, can be found at the web address below, the contents of which are incorporated herein by reference in their entirety: useast.ensembl.org/Homo_sapiens/Transcript/Summary?db=core;g=ENSG00000102081;r=X:14 7911951-147951125;t=ENST00000370475.









(SEQ ID NO: 19)


CTCAGTCAGGCGCTCAGCTCCGTTTCGGTTTCACTTCCGGTGGAGGGCCG





CCTCTGAGCGGGCGGCGGGCCGACGGCGAGCGCGGGCGGCGGCGGTGACG





GAGGCGCCGCTGCCAGGGGGCGTGCGGCAGCGCGGCGGCGGCGGCGGCGG





CGGCGGCGGCGGAGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCTGGGCCT





CGAGCGCCCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGGG





CTGAAGAGAAGATGGAGGAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGC





GCTTTCTACAAG.





(SEQ ID NO: 20)


GCATTTGTAAAGGATGTTCATGAAGATTCAATAACAGTTGCATTTGAAAA





CAA.






Agents

In another aspect, the present disclosure provides an agent that modulates splicing and/or expression of FMR1 gene (e.g., decreasing splicing between Exons 1 and 2 of FMR1-217 or decreasing a protein encoded by FMR1-217).


In another aspect, the present disclosure provides an agent that modulates splicing and/or expression of FMR1 gene (e.g., decreasing splicing between Exons 1 and 2 of FMR1-217 or decreasing a protein encoded by FMR1-217).


In another aspect, the present disclosure provides an agent that decreases expression of an aberrant FMR1 gene product.


As used herein, the term “decreasing,” “decrease,” “reducing” or “reduce” refers to modulation that results in a lower level of the aberrant FMR1 gene product (e.g., FMR1-217 and/or its protein product), relative to a reference (e.g., the level prior to or in an absence of modulation by an agent disclosed herein).


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 gene product (e.g., FMR1-217 and/or its protein product), relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 transcript, decreases expression of an aberrant FMR1-encoded protein, or both.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 transcript (e.g., FMR1-217). In some embodiments, the agent decreases expression of the aberrant FMR1 transcript, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1-encoded protein (e.g., the protein product of FMR1-217). In some embodiments, the agent decreases expression of the aberrant FMR1-encoded protein, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 transcript and an aberrant FMR1-encoded protein (e.g., FMR1-217 and its protein product). In some embodiments, the agent decreases expression of the aberrant FMR1 transcript and the aberrant FMR1-encoded protein, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%.


An agent disclosed herein may decrease expression of an aberrant FMR1 gene product directly or indirectly, for example, by altering transcription initiation, transcription elongation, transcription termination, RNA splicing, RNA processing, RNA stability, translation initiation, post-translational modification, protein stability, protein degradation, or a combination of the foregoing.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases splicing of an aberrant FMR1 transcript (e.g., between Exons 1 and 2 of FMR1-217). In some embodiments, the agent decreases splicing of the aberrant FMR1 transcript, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases the level of expression of FMRP. As used herein, the term “increasing” or “increase” refers to modulation that results in a higher level of FMRP, relative to a reference (e.g., the level prior to or in an absence of modulation by an agent disclosed herein).


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases FMRP expression, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases expression of a normal FMR1 gene product, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%. In some embodiments, the agent increases expression of a normal FMR1 gene product to at least 5% of the level observed in in typically developing subjects (e.g., human), e.g., at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, or 100%, of the level observed in the typically developing subject. In some embodiments, the agent increases expression of a normal FMR1 gene product to at least 30% of the level observed in in typically developing subjects (e.g., human).


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases expression of a normal FMR1 transcript, a normal FMR1-encoded protein, or both.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases expression of a normal FMR1 transcript (e.g., FMR1-205). In some embodiments, the agent increases expression of the normal FMR1 transcript, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases expression of a normal FMR1-encoded protein (e.g., a protein encoded by FMR1-205). In some embodiments, the agent increases expression of the normal FMR1-encoded protein, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases expression of a normal FMR1 transcript and a normal FMR1-encoded protein (e.g., FMR1-205 and its protein product). In some embodiments, the agent increases expression of the normal FMR1 transcript and the normal FMR1-encoded protein, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) increases splicing of a normal FMR1 transcript (e.g., between Exons 1 and 2 of FMR1-205). In some embodiments, the agent increases splicing of the normal FMR1 transcript, relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 gene product (e.g., FMR1-217 and/or its protein product) and increases expression of FMRP.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 gene product (e.g., FMR1-217 and/or its protein product) and increases expression of a normal FMR1 gene product (e.g., FMR1-205 and/or its protein product). In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide) decreases expression of an aberrant FMR1 transcript, decreases expression of an aberrant FMR1-encoded protein, increases expression of a normal FMR1 transcript, increases expression of a normal FMR1-encoded protein, or a combination thereof.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide):

    • decreases expression of an aberrant FMR1 gene product (e.g., FMR1-217 and/or its protein product), relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%; and
    • increases expression of a normal FMR1 gene product (e.g., FMR1-205 and/or its protein product), relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, an agent disclosed herein (e.g., an anti-sense RNA polynucleotide):

    • decreases splicing of an aberrant FMR1 transcript (e.g., between Exons 1 and 2 of FMR1-217), relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%; and
    • increases splicing of a normal FMR1 transcript (e.g., between Exons 1 and 2 of FMR1-205), relative to a reference, by at least 5%, e.g., by at least: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125%.


In some embodiments, a level of an FMR1 gene product (e.g., an aberrant FMR1 transcript, an aberrant FMR1-encoded protein, a normal FMR1 transcript, a normal FMR1-encoded protein, or a combination thereof), is measured at least 1 day after an agent disclosed herein is administered to a subject, e.g., for at least: 2 days, 3 days, 4 days, 5 days, 6 days, 8 days, 9 days, 10 days, 1 week, 2 weeks, 3 weeks, 1 month, 2 months, 3 months, 4 months, 5 months or 6 months, after a treatment with an agent disclosed herein has begun.


In some embodiments, a level an FMR1 gene product is measured in a tissue or a cell. In some embodiments, a level an FMR1 gene product is measured in a white blood cell. In some embodiments, a level an FMR1 gene product is measured in a leukocyte. In some embodiments, a level an FMR1 gene product is measured in a fibroblast cell (e.g., a dermal derived fibroblast cell or a lung-derived fibroblast cell). In some embodiments, a level an FMR1 gene product is measured in a cortex tissue (e.g., a brain biopsy of superficial cortex).


Target Sequences

In some embodiments, an agent disclosed herein (e.g., an antisense oligonucleotide (ASO)) promotes exclusion of an aberrant FMR1 exon. In some embodiments, the agent promotes exclusion of Exon 2 of FMR1-217.


In some embodiments, an agent disclosed herein (e.g., an ASO) targets (indirectly, or directly, e.g., binds) a primary aberrant transcript (pre-mRNA) of an FMR1 gene. As used herein, the term “target” refers to a preliminary mRNA region, and specifically, to a region identified by Exon 2, and the adjacent intron 1-2 regions of FMR1-217, which is responsible for the splicing associated with FMR1-217. In some embodiments, a target sequence refers to a portion of the target RNA against which a polynucleotide (e.g., an ASO) is directed, that is, the sequence to which the polynucleotide will hybridize by Watson-Crick base pairing of a complementary sequence.


In some embodiments, the agent targets a contiguous nucleotide sequence within pre-mRNA of FMR1-217, wherein the contiguous nucleotide sequence is at least 8 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is at least 9 nucleotides in length, for example, at least: 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75 or 80 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is at least 12 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is about 8-80 nucleotides in length, for example, about: 10-60, 10-40, 10-30, 12-80, 12-60, 12-40, 12-38, 12-30, 13-38, 13-36, 14-36, 14-34, 15-80, 15-60, 15-40, 15-34, 15-32, 16-32, 16-30, 17-30, 17-28, 18-28, 18-26, 19-26, 19-24, 20-80, 20-60, 20-40, 20-30, 20-24 or 20-22 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is about 10-30 nucleotides in length.


In some embodiments, the agent (e.g., an ASO) targets a contiguous nucleotide sequence within SEQ ID NO:24 (e.g., within any one or more of SEQ ID NOs:25-42), wherein the contiguous nucleotide sequence is at least 8 nucleotides in length. In some embodiments, the agent (e.g., an ASO) targets a contiguous nucleotide sequence within SEQ ID NO:27, wherein the contiguous nucleotide sequence is at least 8 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is at least 9 nucleotides in length, for example, at least: 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75 or 80 nucleotides in length.









(SEQ ID NO: 24)


UCAGGUCUCCUUUGGCUUCUCUUUUCCGGUCUAGCAUUGGGACUUCGGAG





AGCUCCACUGUUCUGGGCGAGGGCUGUGAAGAAAGA.





(SEQ ID NO: 25)


UCAGGUCUCCUUUGGCUUCUCUUUUCCGGUCUAGCAUUGGGACUUCGG





AGA





(SEQ ID NO: 26)


CAUUGGGACUUCGGAGAGCUCCACUGUUCUGGGCGAGGGCUGUGAAGA





AAGA





(SEQ ID NO: 27)


UGGGACUUCGGAGAGCUCCACUGUUCUGGGCGAGGGCUGUGAAGAA






In some embodiments, the agent (e.g., an ASO) targets a contiguous nucleotide sequence within FMR1-217 Exon 2, FMR1-217 Intron 1-2, the junction between Exon 2 and Intron 1-2 of FMR1-217, or a combination thereof. In some embodiments, the agent (e.g., an ASO) targets a contiguous nucleotide sequence within any one or more of SEQ ID NOs:28-42, wherein the contiguous nucleotide sequence is at least 8 nucleotides in length. In some embodiments, the agent (e.g., an ASO) targets a contiguous nucleotide sequence within any one or more of SEQ ID NOs:37-42, wherein the contiguous nucleotide sequence is at least 8 nucleotides in length. In some embodiments, the contiguous nucleotide sequence is selected from a polynucleotide sequence set forth in any one of SEQ ID NOs:28-42. In some embodiments, the contiguous nucleotide sequence is selected from a polynucleotide sequence set forth in any one of SEQ ID NOs:37-42.











(SEQ ID NO: 28)



UCAGGUCUCCUUUGGCUUCU







(SEQ ID NO: 29)



GUCUCCUUUGGCUUCUCUUU







(SEQ ID NO: 30)



UGGCUUCUCUUUUCCGGUCUAG







(SEQ ID NO: 31)



UUCUCUUUUCCGGUCUAGCAU







(SEQ ID NO: 32)



UCUUUUCCGGUCUAGCAUUG







(SEQ ID NO: 33)



UCCGGUCUAGCAUUGGGACUU







(SEQ ID NO: 34)



UAGCAUUGGGACUUCGGAGA







(SEQ ID NO: 35)



UGGGACUUCGGAGAGCUC







(SEQ ID NO: 36)



UCGGAGAGCUCCACUGUUCU







(SEQ ID NO: 37)



GAGCUCCACUGUUCUGGGCG







(SEQ ID NO: 38)



CUCCACUGUUCUGGGCGAGG







(SEQ ID NO: 39)



GGACUUCGGAGAGCUCCACUG







(SEQ ID NO: 40)



GGAGAGCUCCACUGUUCUGGG







(SEQ ID NO: 41)



UGUUCUGGGCGAGGGCUGUG







(SEQ ID NO: 42)



UGGGCGAGGGCUGUGAAGAA






Polynucleotides (Polynucleotide Agents)

In some embodiments, an agent disclosed herein comprises at least one polynucleotide disclosed herein. In some embodiments, the agent comprises at least two polynucleotides disclosed herein.


In another aspect, the present disclosure provides a polynucleotide capable of decreasing expression of an aberrant FMR1 gene product.


In another aspect, the present disclosure provides a polynucleotide capable of decreasing splicing of FMR1-217.


In another aspect, the present disclosure provides a method of enhancing the level of FMRP in a cell, comprising contacting the cell with an oligonucleotide which is complementary to at least 8 contiguous nucleotides of a sequence set forth in SEQ ID NOs:24-42, such that the level of FMRP in the cell is enhanced.


As used herein, a “polynucleotide” is defined as a plurality of nucleotides and/or nucleotide analogs linked together in a single molecule. In some embodiments, a polynucleotide disclosed herein comprises deoxyribonucleotides. In some embodiments, the polynucleotide comprises ribonucleotides. Non-limiting examples of polynucleotides include single-, double- or multi-stranded DNA or RNA, DNA-RNA hybrids (e.g., each “T” position may be independently substituted by a “U” or vice versa), or a polymer comprising purine and pyrimidine bases, or other natural, chemically or biochemically modified, non-natural, or derivatized nucleotide bases. The backbone of the polynucleotide can comprise sugars and phosphate groups, modified or substituted sugar or phosphate groups, a polymer of synthetic subunits such as phosphoramidates, or a combination thereof.


As used herein, the term “nucleotide analog” or “altered nucleotide” or “modified nucleotide” refers to a non-standard nucleotide, including non-naturally occurring ribonucleotides or deoxyribonucleotides. A nucleotide analog may be modified at any position so as to alter certain chemical properties of the nucleotide yet retain the ability to perform its intended function. Non-limiting examples of positions of the nucleotide which may be derivatized include the 5 position, e.g., 5-(2-amino)propyl uridine, 5-bromo uridine, 5-propyne uridine, and 5-propenyl uridine; the 6 position, e.g., 6-(2-amino)propyl uridine; the 8-position for adenosine and/or guanosines, e.g., 8-bromo guanosine, 8-chloro guanosine, and 8-fluoroguanosine. Nucleotide analogs also include deaza nucleotides, e.g., 7-deaza-adenosine; O- and N-modified (e.g., alkylated or N6-methyl adenosine) nucleotides.


In some embodiments, a nucleotide analog comprises a modification to the sugar portion of the nucleotide. For example, the 2′ OH— group may be replaced by a group selected from H, OR, R, F, Cl, Br, I, SH, SR, NH2, NHR, NR2, COOR, or OR, wherein R is substituted or unsubstituted C1-C6 alkyl, alkenyl, alkynyl or aryl.


In some embodiments, a phosphate group of the nucleotide is modified, e.g., by substituting one or more of the oxygens of the phosphate group with sulfur (e.g., phosphorothioates). In some embodiments, the ASO is a phosphorothioate-modified polynucleotide, such as a polynucleotide where each internucleotide linkage is a phosphorothioate, or where at least half of the internucleotide linkages are phosphorothioate.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) binds a target sequence described herein.


In some embodiments, a targeting polynucleotide disclosed herein (e.g., ASO) has near or substantial complementarity to a target sequence described herein. In some embodiments, the polynucleotide is formed of contiguous complementary sequences (to the target sequence). In some embodiments, the polynucleotide sequence is formed of non-contiguous complementary sequences (to the target sequence), for example, when placed together, constitute sequence that spans the target sequence.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence that is complementary (e.g., fully complementary or partially complementary) to a target sequence described herein (such that the polynucleotide is capable of hybridizing or annealing to target sequence, e.g., under physiological conditions). As used herein, “complementary” refers to sequence complementarity between two different polynucleotides or between two regions of the same polynucleotide. A first region of a polynucleotide is complementary to a second region of the same or a different polynucleotide if, when the two regions are arranged in an anti-parallel fashion, at least one nucleotide residue of the first region is capable of base pairing (i.e., hydrogen bonding) with a residue of the second region, thus forming a hydrogen-bonded duplex.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) specifically hybridizes to a target polynucleotide described herein (e.g., contiguous nucleotides of a sequence set forth in SEQ ID NOs:24-42), for example, under physiological conditions, with a Tm of at least 45° C., e.g., at least: 50° C., 55° C., 60° C., 65° C., 70° C., 75° C. or 80° C. The Tm is the temperature at which 50% of a target sequence hybridizes to a complementary polynucleotide at a given ionic strength and pH. In some embodiments, specific hybridization corresponds to stringent hybridization conditions. In some embodiments, specific hybridization occurs with near complementary of the antisense oligomer to the target sequence. In some embodiments, specific hybridization occurs with substantial complementary of the antisense oligomer to the target sequence. In some embodiments, specific hybridization occurs with exact complementary of the antisense oligomer to the target sequence.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence that is complementary to a contiguous nucleotide sequence (e.g., 10 to 30 nucleotides) of pre-mRNA of an aberrant FMR1 transcript.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence that is complementary to a contiguous nucleotide sequence (e.g., 10 to 30 nucleotides) of pre-mRNA of FMR1-217. In some embodiments, the polynucleotide comprises a nucleotide sequence that is complementary to a target sequence within any one of SEQ ID NOs:24-42 (e.g., any one of SEQ ID NOs:24-27, any one of SEQ ID NOs:28-42, or a combination thereof).


In some embodiments, a polynucleotide disclosed herein is an antisense oligonucleotide (ASO). In some embodiments, the polynucleotide is a small interfering RNA (siRNA), a short hairpin RNA (shRNA), an antisense DNA, an antisense RNA, a microRNA (miRNA), an antagomir, a guide RNA (gRNA). The polynucleotide may be modified, including with one or more locked nucleic acid (LNA) nucleotides, one or more 2′-modified ribonucleotides, one or more morpholino nucleotides, or a combination thereof.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence specifically hybridizes to (e.g., having near, substantial, or exact complementarity to) at least a portion of X chromosome between base pairs 147,911,919 and 147,921,985 (e.g., a target sequence within X chromosome between base pairs 147,911,919 and 147,921,985), for example, between 147,911,919 and 147,921,933, between 147,911,919 and 147,912,230, between 147,911,919 and 147,912,123, between 147,911,919 and 147,914,451, between 147,911,919 and 147,912,728, between 147,912,231 and 147,921,932, between 147,912,231 and 147,914,451, between 147,912,231 and 147,912,727, between 147,912,728 and 147,914,451, between 147,912,694 and 147,912,727, between 147,912,710 and 147,912,745, between 147,912,731 and 147,912,766, or between 147,912,694 and 147,912,766. In some embodiments, a polynucleotide disclosed herein (e.g., ASO) has exact complementarity to at least a portion of X chromosome between base pairs 147,911,919 and 147,921,985, for example, between 147,911,919 and 147,921,933, between 147,911,919 and 147,912,230, between 147,911,919 and 147,912,123, between 147,911,919 and 147,914,451, between 147,911,919 and 147,912,728, between 147,912,231 and 147,921,932, between 147,912,231 and 147,914,451, between 147,912,231 and 147,912,727, between 147,912,728 and 147,914,451, between 147,912,694 and 147,912,727, between 147,912,710 and 147,912,745, between 147,912,731 and 147,912,766, or between 147,912,694 and 147,912,766.


In some embodiments, the polynucleotide comprises a nucleotide sequence specifically hybridizes to (e.g., having near, substantial, or exact complementarity to) at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766, for example, having at least about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to the reverse and complementary sequence of the at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766.


As used herein, the term “sequence identity,” refers to the extent to which two nucleotide sequences have the same residues at the same positions when the sequences are aligned to achieve a maximal level of identity, expressed as a percentage. For sequence alignment and comparison, typically one sequence is designated as a reference sequence, to which a test sequences are compared. Sequence identity between reference and test sequences is expressed as a percentage of positions across the entire length of the reference sequence where the reference and test sequences share the same nucleotide or amino acid upon alignment of the reference and test sequences to achieve a maximal level of identity. As an example, two sequences are considered to have 70% sequence identity when, upon alignment to achieve a maximal level of identity, the test sequence has the same nucleotide residue at 70% of the same positions over the entire length of the reference sequence.


Alignment of sequences for comparison to achieve maximal levels of identity can be readily performed by a person of ordinary skill in the art using an appropriate alignment method or algorithm. In some instances, alignment can include introduced gaps to provide for the maximal level of identity. Examples include the local homology algorithm of Smith & Waterman, Adv. Appl. Math. 2:482 (1981), the homology alignment algorithm of Needleman & Wunsch, J. Mol. Biol. 48:443 (1970), the search for similarity method of Pearson & Lipman, Proc. Nat'l. Acad. Sci. USA 85:2444 (1988), computerized implementations of these algorithms (GAP, BESTFIT, FASTA, and TFASTA in the Wisconsin Genetics Software Package, Genetics Computer Group, 575 Science Dr., Madison, Wis.), and visual inspection (see generally Ausubel et al., Current Protocols in Molecular Biology).


In some embodiments, the polynucleotide comprises a nucleotide sequence having at least about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766. In some embodiments, the polynucleotide comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766. In some embodiments, the polynucleotide comprises a nucleotide sequence having about 70-100% sequence identity to at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide comprises a nucleotide sequence that is identical to at least a portion of X chromosome between base pairs 147,912,694 and 147,912,766.


In some embodiments, a polynucleotide disclosed herein comprises a nucleotide sequence specifically hybridizes to (e.g., having near, substantial, or exact complementarity to) at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766, for example, having at least about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to the reverse and complementary sequence of the at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766.


In some embodiments, the polynucleotide comprises a nucleotide sequence having at least about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766. In some embodiments, the polynucleotide comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766. In some embodiments, the polynucleotide comprises a nucleotide sequence having about 70-100% sequence identity to at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide comprises a nucleotide sequence that is identical to at least a portion of X chromosome between base pairs 147,912,731 and 147,912,766.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least 70% sequence identity to, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50. In certain embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50. In some embodiments, the polynucleotide (e.g., ASO) has about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50. In the sequences, each nucleobase shown as T may independently be T or U. Similarly, each C nucleotide may independently be C or a C analogue such as 5-methyl C, or other substituted C analogue. Other modified nucleobases with equivalent Watson-Crick base pairing properties will be known to one of skill in the art and would also be appropriate for use in the polynucleotides of the instant invention.









(W-704)


(SEQ ID NO: 1)


AGAAGCCAAAGGAGACCTGA.





(W-705)


(SEQ ID NO: 2)


AAAGAGAAGCCAAAGGAGAC.





(W-706)


(SEQ ID NO: 3)


CTAGACCGGAAAAGAGAAGCCA.





(W-707)


(SEQ ID NO: 4)


ATGCTAGACCGGAAAAGAGAA.





(W-708)


(SEQ ID NO: 5)


CAATGCTAGACCGGAAAAGA.





(W-709)


(SEQ ID NO: 6)


AAGTCCCAATGCTAGACCGGA.





(W-710)


(SEQ ID NO: 7)


TCTCCGAAGTCCCAATGCTA.





(W-711)


(SEQ ID NO: 8)


GAGCTCTCCGAAGTCCCA.





(W-712)


(SEQ ID NO: 9)


AGAACAGTGGAGCTCTCCGA.





(W-713)


(SEQ ID NO: 10)


CGCCCAGAACAGTGGAGCTC.





(W-714)


(SEQ ID NO: 11)


CCTCGCCCAGAACAGTGGAG.





(2831)


(SEQ ID NO: 43)


CAGTGGAGCTCTCCGAAGTCC.





(2832)


(SEQ ID NO: 44)


CCCAGAACAGTGGAGCTCTCC.





(2833)


(SEQ ID NO: 45)


CACAGCCCTCGCCCAGAACA.





(2834)


(SEQ ID NO: 46)


TTCTTCACAGCCCTCGCCCA.





(SEQ ID NO: 47)


TCTTTCTTCACAGCCCTCGCCCAGAACAGTGGAGCTCTCCGAAGTCCCAA





TGCTAGACCGGAAAAGAGAAGCCAAAGGAGACCTGA.





(SEQ ID NO: 48)


TCTCCGAAGTCCCAATGCTAGACCGGAAAAGAGAAGCCAAAGGAGACCTG





A.





(SEQ ID NO: 49)


TCTTTCTTCACAGCCCTCGCCCAGAACAGTGGAGCTCTCCGAAGTCCCAA





TG.





(SEQ ID NO: 50)


TTCTTCACAGCCCTCGCCCAGAACAGTGGAGCTCTCCGAAGTCCCA.






In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least 70% sequence identity to, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:10-11 and SEQ ID NOs:43-46. In certain embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11 and SEQ ID NOs:43-50. In some embodiments, the polynucleotide (e.g., ASO) has about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:10-11 and SEQ ID NOs:43-46. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to a sequence set forth in any one of SEQ ID NOs:10-11 and SEQ ID NOs:43-46, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to a sequence set forth in any one of SEQ ID NOs:10-11 and SEQ ID NOs:43-46.


In some embodiments, an agent disclosed herein comprises a first polynucleotide (e.g., ASO) comprising a nucleotide sequence having at least 70% sequence identity, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity, to SEQ ID NO:10, and a second polynucleotide (e.g., ASO) comprising a nucleotide sequence having at least 70% sequence identity, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity. to SEQ ID NO:11. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to SEQ ID NO:10, and the second polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to SEQ ID NO:11. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to SEQ ID NO:10, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%, sequence identity to SEQ ID NO:10; and the second polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to SEQ ID NO:11, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100% sequence identity to SEQ ID NO:11. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to SEQ ID NO:10, and the second polynucleotide comprises a nucleotide sequence that is identical to SEQ ID NO:11.


In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least 70% sequence identity to, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:51-69. In certain embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:51-69. In some embodiments, the polynucleotide (e.g., ASO) has about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:51-69. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to a sequence set forth in any one of SEQ ID NOs:51-69, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to a sequence set forth in any one of SEQ ID NOs:51-69.









(W-704)


(SEQ ID NO: 51)


AGAAGCCAAAGGAGACCUGA.





(W-705)


(SEQ ID NO: 52)


AAAGAGAAGCCAAAGGAGAC.





(W-706)


(SEQ ID NO: 53)


CUAGACCGGAAAAGAGAAGCCA.





(W-707)


(SEQ ID NO: 54)


AUGCUAGACCGGAAAAGAGAA.





(W-708)


(SEQ ID NO: 55)


CAAUGCUAGACCGGAAAAGA.





(W-709)


(SEQ ID NO: 56)


AAGUCCCAAUGCUAGACCGGA.





(W-710)


(SEQ ID NO: 57)


UCUCCGAAGUCCCAAUGCUA.





(W-711)


(SEQ ID NO: 58)


GAGCUCUCCGAAGUCCCA.





(W-712)


(SEQ ID NO: 59)


AGAACAGUGGAGCUCUCCGA.





(W-713)


(SEQ ID NO: 60)


CGCCCAGAACAGUGGAGCUC.





(W-714)


(SEQ ID NO: 61)


CCUCGCCCAGAACAGUGGAG.





(2831)


(SEQ ID NO: 62)


CAGUGGAGCUCUCCGAAGUCC.





(2832)


(SEQ ID NO: 63)


CCCAGAACAGUGGAGCUCUCC.





(2833)


(SEQ ID NO: 64)


CACAGCCCUCGCCCAGAACA.





(2834)


(SEQ ID NO: 65)


UUCUUCACAGCCCUCGCCCA.





(SEQ ID NO: 66)


UCUUUCUUCACAGCCCUCGCCCAGAACAGUGGAGCUCUCCGAAGUCCCAA





UGCUAGACCGGAAAAGAGAAGCCAAAGGAGACCUGA.





(SEQ ID NO: 67)


UCUCCGAAGUCCCAAUGCUAGACCGGAAAAGAGAAGCCAAAGGAGACCUG





A.





(SEQ ID NO: 68)


UCUUUCUUCACAGCCCUCGCCCAGAACAGUGGAGCUCUCCGAAGUCCCAA





UG.





(SEQ ID NO: 69)


UUCUUCACAGCCCUCGCCCAGAACAGUGGAGCUCUCCGAAGUCCCA.






In some embodiments, a polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least 70% sequence identity to, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:60-65. In certain embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:60-65. In some embodiments, the polynucleotide (e.g., ASO) has about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:60-65. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to a sequence set forth in any one of SEQ ID NOs:60-65, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%. In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to a sequence set forth in any one of SEQ ID NOs:60-65.


In some embodiments, an agent disclosed herein comprises a first polynucleotide (e.g., ASO) comprising a nucleotide sequence having at least 70% sequence identity, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity, to SEQ ID NO:60, and a second polynucleotide (e.g., ASO) comprising a nucleotide sequence having at least 70% sequence identity, for example, at least: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity. to SEQ ID NO:61. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to SEQ ID NO:60, and the second polynucleotide (e.g., ASO) comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to SEQ ID NO:61. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to SEQ ID NO:60, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%, sequence identity to SEQ ID NO:60; and the second polynucleotide (e.g., ASO) comprises a nucleotide sequence having about 70-100% sequence identity to SEQ ID NO:61, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100% sequence identity to SEQ ID NO:61. In some embodiments, the first polynucleotide (e.g., ASO) comprises a nucleotide sequence that is identical to SEQ ID NO:60, and the second polynucleotide comprises a nucleotide sequence that is identical to SEQ ID NO:61.


In some embodiments, the polynucleotide (e.g., ASO) comprises a nucleotide sequence that is at least about 70% identical to a sequence within X chromosome region between 147,912,230 and 147,914,451 (e.g., between 147,912,230 and 147,912,728 or between 147,912,728 and 147,914,451), for example, at least about: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% identical to the sequence within X chromosome region between 147,912,230 and 147,912,728. In some embodiments, the polynucleotide comprises a nucleotide sequence that is about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% identical to a sequence within X chromosome region between 147,912,230 and 147,914,451 (e.g., between 147,912,230 and 147,912,728 or between 147,912,728 and 147,914,451). In some embodiments, the polynucleotide comprises a nucleotide sequence having about 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% sequence identity to a sequence within X chromosome region between 147,912,230 and 147,914,451 (e.g., between 147,912,230 and 147,912,728 or between 147,912,728 and 147,914,451). In some embodiments, the polynucleotide comprises a nucleotide sequence having about 70-100% sequence identity to a sequence within X chromosome region between 147,912,230 and 147,914,451 (e.g., between 147,912,230 and 147,912,728 or between 147,912,728 and 147,914,451), for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100%.


In some embodiments, the polynucleotide (e.g., ASO) is at least about 70% complimentary to at least a portion of an FMR1 gene transcript, for example, at least about: 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% complimentary to at least a portion of an FMR1 gene transcript. In some embodiments, the polynucleotide is about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99% or 100% complimentary to at least a portion of an FMR1 gene transcript. In some embodiments, the polynucleotide is about 70-100% complimentary to at least a portion of an FMR1 gene transcript, for example, about: 75-100%, 75-99%, 80-100%, 80-98%, 85-100%, 85-97%, 90-100%, 90-96%, 95-100%, 96-100%, 97-100%, 98-100% or 99-100% complimentary to at least a portion of an FMR1 gene transcript.


In some embodiments, a polynucleotide disclosed herein has a length of at least about 8 nucleotides, for example, at least about: 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75 or 80 nucleotides. In some embodiments, the polynucleotide has a length of about 8-80 nucleotides, for example, about: 10-60, 10-40, 12-80, 12-60, 12-40, 12-38, 12-30, 13-38, 13-36, 14-36, 14-34, 15-80, 15-60, 15-40, 15-34, 15-32, 16-32, 16-30, 17-30, 17-28, 18-28, 18-26, 19-26, 19-24, 20-80, 20-60, 20-40, 20-30, 20-24 or 20-22 nucleotides. In some embodiments, the polynucleotide has a length of about 10-30 or 12-30 nucleotides. In some embodiments, the polynucleotide has a length of about: 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75 or 80 nucleotides.


In some embodiments, a polynucleotide disclosed herein has a length of at least about 12 nucleotides, for example, at least about: 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29 or 30 nucleotides. In some embodiments, the polynucleotide has a length of about 12-40 nucleotides, for example, about: 12-35, 12-30, 12-25, 13-40, 13-35, 13-30, 13-25, 14-40, 14-35, 14-30, 14-25, 15-40, 15-35, 15-30 or 15-25 nucleotides. In some embodiments, the polynucleotide has a length of about 15-25 nucleotides. In some embodiments, the polynucleotide has a length of about: 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35 or 40 nucleotides. In some embodiments, a polynucleotide is an oligonucleotide. In some embodiments, the length of the polynucleotide is about 18-22 nucleotides.


In some embodiments, a polynucleotide disclosed herein (e.g., oligonucleotide) is an isolated polynucleotide. An “isolated polynucleotide” refers to a polynucleotide that has been separated from other cellular components normally associated with native nucleotide polymers, including proteins and other nucleotide sequences. In some embodiments, the polynucleotide is an isolated DNA polynucleotide. In some embodiments, the polynucleotide is an isolated RNA polynucleotide.


Polynucleotides of the disclosure can be produced recombinantly or synthetically, using methods, techniques and reagents that are well known in the art, such as routine and well known molecular cloning techniques and solid-phase synthesis techniques. In some embodiments, a polynucleotide of the disclosure is a recombinant polynucleotide.


In another aspect, the present disclosure provides a polynucleotide capable of increasing the expression of a functional FMR1 gene product. The polynucleotide is any one of the polynucleotides, modified or unmodified, disclosed herein. In some embodiments, the polynucleotide is any one of the modified polynucleotides disclosed herein.


Modification of Polynucleotides

In some embodiments, a polynucleotide of the disclosure comprises one or more modified nucleotides. In some embodiments, one or more modified nucleotides each independently comprises a modification of a ribose or deoxyribose group, a phosphate group, a nucleobase, or a combination thereof.


Chemical modifications can be chosen to, e.g., increase nuclease resistance of a polynucleotide (e.g., oligonucleotide), to prevent RNase H cleavage of a polynucleotide (e.g., a complementary RNA strand), or to increase cellular uptake of a polynucleotide. For each of these goals, a variety of compatible chemical modifications are available and will be familiar to those skilled in the art.


In some embodiments, a ribose or deoxyribose group comprises 2′-O-methyl, 2′-fluoro, 2′-deoxy, 2′-O-methoxyethyl (MOE; also 2′-O-(2-methoxyethyl)), 2′-O-alkyl, 2′-O-alkoxy, 2′-O-alkylamino, or 2′-NH2 modification, a constrained nucleotide, a tricyclo-DNA modification, or a combination thereof.


In some embodiments, a substituted RNA analogue disclosed herein comprises a methoxyethyl group on the 2′OH.


In some embodiments, a constrained nucleotide comprises a locked nucleic acid (LNA), an ethyl-constrained nucleotide, a 2′-(S)-constrained ethyl (S-cEt) nucleotide, a constrained MOE, a 2′-0,4′-C-aminomethylene bridged nucleic acid (2′,4′-BNANC), an alpha-L-locked nucleic acid, and a tricyclo-DNA, or a combination thereof.


In some embodiments, modification of a ribose or deoxyribose group comprises a 2′-O-(2-methoxyethyl) (MOE) modification. In some embodiments, every nucleotide of a polynucleotide (e.g., oligonucleotide) comprises a 2′-O-(2-methoxyethyl) (MOE) modification.


In some embodiments, modification of a ribose or deoxyribose group comprises a tricyclo-DNA modification. In some embodiments, every nucleotide of a polynucleotide (e.g., antisense oligonucleotide) comprises a tricyclo-DNA modification.


In some embodiments, modification of a ribose group comprises a 2′-deoxy modification.


In some embodiments, each modification of a phosphate group comprises a phosphorothioate, a phosphoramidate, a phosphorodiamidate, a phosphorodithioate, a phosphonoacetate (PACE), a thiophosphonoacetate (thioPACE), an amide, a triazole, a phosphonate, a phosphotriester, or a combination thereof. In some embodiments, each modification of a phosphate group comprises a phosphoramidate.


In some embodiments, modification of a phosphate group comprises a phosphorothioate modification. In some embodiments, every nucleotide of a polynucleotide (e.g., oligonucleotide) comprises a phosphorothioate modification. In some embodiments, a polynucleotide is a phosphorothioate-modified polynucleotide.


In some embodiments, a sugar-phosphate backbone is replaced with a phosphorodiamidate morpholino (PMO) backbone. In other embodiments, a sugar-phosphate backbone is replaced with a peptide nucleic acid or other pseudopeptide backbone.


In some embodiments, a polynucleotide backbone comprises a sugar phosphate backbone, a phosphorodiamidate mopholino (PMO) backbone, a peptide nucleic acid backbone, a pseudopeptide backbone, or a combination thereof.


In some embodiments, each modification of a nucleobase comprises 2-thiouridine, 4-thiouridine, N6-methyladenosine, pseudouridine, 2,6-diaminopurine, inosine, thymidine, 5-methylcytosine, 5-substituted pyrimidine, isoguanine, isocytosine, halogenated aromatic groups, or a combination thereof.


In some embodiments, modification of a nucleobase group comprises a 5-methylcytosine modification.


In some embodiments, a polynucleotide comprises a mixture of modified nucleotides.


In some embodiments, a mixture of modified nucleotides comprise two or more modifications selected from the group consisting of: 2′-O-methyl, 2′-deoxy, 2′-O-(2-methoxyethyl) (MOE), LNA, and tricyclo-DNA.


In some embodiments, a polynucleotide comprises 4 or fewer consecutive 2′-deoxy modified nucleotides.


In some embodiments, a mixture of modified nucleotides comprise one or more 2′-O-methyl modified nucleotides and one or more LNA modified nucleotides.


In some embodiments, a mixture of modified nucleotides comprises one or more 2′-O-(2-methoxyethyl) (MOE) modified nucleotides and one or more LNA modified nucleotides.


In some embodiments, each ribose or deoxyribose group of a polynucleotide disclosed herein (e.g., ASO) comprises 2′-O-(2-methoxyethyl) (MOE) and/or each phosphate group of the polynucleotide comprises a phosphorothioate. In some embodiments, each ribose or deoxyribose group of the polynucleotide (e.g., ASO) comprises 2′-O-(2-methoxyethyl) (MOE). In some embodiments, each phosphate group of the polynucleotide comprises a phosphorothioate. In some embodiments, each ribose or deoxyribose group of a polynucleotide disclosed herein (e.g., ASO) comprises 2′-O-(2-methoxyethyl) (MOE), and each phosphate group of the polynucleotide comprises a phosphorothioate.


Polypeptides

In some embodiments, an agent disclosed herein comprises a polypeptide. As used herein, the term “polypeptide” refers to a polymer of at least two amino acids covalently linked by an amide bond, regardless of length or post-translational modification (e.g., glycosylation or phosphorylation). A polypeptide can comprise any suitable L- and/or D-amino acid, for example, common α-amino acids (e.g., alanine, glycine, valine), non-α-amino acids (e.g., β-alanine, 4-aminobutyric acid, 6-aminocaproic acid, sarcosine, statine), and unusual amino acids (e.g., citrulline, homocitruline, homoserine, norleucine, norvaline, ornithine). The amino, carboxyl and/or other functional groups on a polypeptide can be free (e.g., unmodified) or protected with a suitable protecting group. Suitable protecting groups for amino and carboxyl groups, and methods for adding or removing protecting groups are known in the art and are disclosed in, for example, Green and Wuts, “Protecting Groups in Organic Synthesis,” John Wiley and Sons, 1991. The functional groups of a polypeptide can also be derivatized (e.g., alkylated) or labeled (e.g., with a detectable label, such as a fluorogen or a hapten) using methods known in the art. A polypeptide can comprise one or more modifications (e.g., amino acid linkers, acylation, acetylation, amidation, methylation, terminal modifiers (e.g., cyclizing modifications), N-methyl-α-amino group substitution), if desired. In addition, a polypeptide can be an analog of a known and/or naturally-occurring peptide, for example, a peptide analog having conservative amino acid residue substitution(s).


In some embodiments, a polypeptide disclosed herein is an isolated polypeptide. In some embodiments, a polypeptide disclosed herein is a recombinant polypeptide.


In some embodiments, the polypeptide is an inhibitor (e.g., a direct inhibitor or an indirect inhibitor) of expression of an aberrant FMR1 gene product (e.g., FMR1-217, and/or its protein product). In some embodiments, the polypeptide is an activator (e.g., a direct activator or an indirect activator) of expression of a normal FMR1 gene product (e.g., FMR1-205, and/or its protein product). In some embodiments, the polypeptide reduces expression of an aberrant FMR1 gene product (e.g., FMR1-217, and/or its protein product) and increases expression of a normal FMR1 gene product (e.g., FMR1-205, and/or its protein product).


In some embodiments, a polypeptide disclosed herein is an immunoglobulin molecule. In some embodiments, the immunoglobulin molecule an antibody. In some embodiments, the antibody is an antagonist antibody that binds an FMR1 transcript, or isoform, associated with a fragile X-associated disorder (e.g., FXS). The antibody can be of any species, such as a rodent (e.g., murine, rat, guinea pig) antibody, a primate (e.g., human) antibody, or a chimeric antibody. In some embodiments, the antibody is primatized (e.g., humanized). In some embodiments, the antibody is a polyclonal antibody. In some embodiments, the antibody is a monoclonal antibody. In some embodiments, the antibody (e.g., monoclonal antibody) is multispecific, e.g., bi-, tri-, or quad-specific.


In some embodiments, a polypeptide disclosed herein is an antigen-binding fragment of an immunoglobulin molecule (e.g., an antibody), that retains the antigen binding properties of the parental full-length immunoglobulin molecule. In some embodiments, the antigen-binding fragment is a Fab, Fab′, F(ab′)2, Fd, Fv, disulfide-linked Fvs (sdFv, e.g., diabody, triabody or tetrabody), scFv, SMIP or rlgG.


In some embodiments, a polypeptide disclosed herein is an antibody mimetic. The term “antibody mimetic” refers to polypeptides capable of mimicking an antibody's ability to bind an antigen, but structurally differ from native antibody structures. Examples of antibody mimetics include, but not limited to, Adnectins, Affibodies, Affilins, Affimers, Affitins, Alphabodies, Anticalins, Avimers, DARPins, Fynomers, Kunitz domain peptides, monobodies, nanobodies, nanoCLAMPs, and Versabodies.


Techniques, assays and reagents for making and using therapeutic antibodies, or antigen-binding fragments thereof, against a target antigen (e.g., an FMR1 transcript, or isoform, associated with a fragile X-associated disorder, such as FXS) are known in the art. See, e.g., Therapeutic Monoclonal Antibodies: From Bench to Clinic (Zhiqiang An eds., 1 st ed. 2009); Antibodies: A Laboratory Manual (Edward A. Greenfield eds., 2d ed. 2013); Ferrara et al., Using Phage and Yeast Display to Select Hundreds of Monoclonal Antibodies: Application to Antigen 85, a Tuberculosis Biomarker, PLoS ONE 7(11): e49535 (2012), for techniques and methods of screening, making, purifying, storing, labeling, and characterizing antibodies.


Gene Editing Systems

In some embodiments, an agent disclosed herein comprises a gene editing system. In some embodiments, the gene editing system produces a deletion of nucleotides, a substitution of nucleotides, an addition of nucleotides or a combination of the foregoing, in the FMR1 gene. In some embodiments, the gene editing system produces a partial or complete deletion in Exon 2 of FMR1-217 (e.g., pseudo exon between base pairs 147,911,919 and 147,914,451 in the human FMR1 gene).


In some embodiments, the gene editing system is a CRISPR/Cas system, a transposon-based gene editing system, or a transcription activator-like effector nuclease (TALEN) system. In some embodiments, the gene editing system is a CRISPR/Cas system. In some embodiments, the gene editing system is a class II CRISPR/Cas system.


In some embodiments, the gene editing system comprises a single Cas endonuclease or a polynucleotide encoding the single Cas endonuclease. In some embodiments, the single Cas endonuclease is Cas9, Cpf1, C2C1 or C2C3. In some embodiments, the single Cas endonuclease is Cas9 (e.g., of Streptococcus Pyogenes). In some embodiments, the single Cas endonuclease is Cpf1. In some embodiments, the Cpf1 is AsCpf1 (from Acidaminococcus sp.) or LbCpf1 (from Lachnospiraceae sp.). The choice of nuclease and gRNA(s) will typically be determined according to whether a deletion, a substitution, or an addition of nucleotide(s) to a targeted sequence is desired.


In some embodiments, the type II Cas endonuclease is Cas 9 (e.g., of Streptococcus pyogenes). In some embodiments, the modified Cas 9 is nickase Cas9, dead Cas9 (dCas9) or eSpCas9. In some embodiments, the nickase Cas9 is Cas9 D10A. In some embodiments, the dCas9 is D10A or H840A. In some embodiments, the gene editing system comprises a double nickase Cas9 (e.g., to achieve more accurate genome editing, see, e.g., Ran et al., Cell 154: 1380-89 (2013). Wild-type Cas9 generates double-strand breaks (DSBs) at specific DNA sequences targeted by a gRNA. Nickase Cas9 generates only a single-strand break. dCas9 is catalytically inactive. In some embodiments, dCas9 is fused to a nuclease (e.g., a FokI to generate DSBs at target sequences homologous to two gRNAs). Various CRISPR/Cas9 plasmids are publicly available from the Addgene repository (Addgene, Cambridge, MA: addgene.org/crispr/).


CRISPR technology for editing the genes of eukaryotes is disclosed in US Patent Application Publications 2016/0138008A1 and US2015/0344912A1, and in U.S. Pat. Nos. 8,697,359, 8,771,945, 8,945,839, 8,999,641, 8,993,233, 8,895,308, 8,865,406, 8,889,418, 8,871,445, 8,889,356, 8,932,814, 8,795,965, and 8,906,616. Cpf1 endonuclease and corresponding guide RNAs and PAM sites are disclosed in US Patent Application Publication 2016/0208243 A1. CRISPR technology for generating mtDNA dysfunction in the mitochondrial genome is disclosed in Jo et al., BioMed Res. Int. 2015: 305716 (2015). Co-delivery of Cas9 and sgRNA with nanoparticles is disclosed in Mout et al., ACS Nano 11(3): 2452-58 (2017).


In some embodiments, the agent comprises a small molecule. In some embodiments, the small molecule binds to a protein capable of modulating the splicing and/or expression of FMR1 or a fragment thereof. In some embodiments, the small molecule is an inhibitor of the target protein (e.g., a direct inhibitor, an indirect inhibitor). In some embodiments, the small molecule is an activator of the target protein (e.g., a direct activator, and indirect activator). Non-limiting examples of small molecules include organic compounds, organometallic compounds, inorganic compounds, and salts of organic, organometallic or inorganic compounds.


Subjects

The term “subject” refers to a mammalian subject, preferably human, diagnosed with or suspected of having a fragile X-associated disorder (e.g., FXS).


In some embodiments, the subject comprises a CGG repeat expansion between about 55 and about 200 repeats in the 5′ untranslated region of an FMR1 gene. In some embodiments, the subject comprises a CGG repeat expansion exceeding 200 repeats in the 5′ untranslated region of an FMR1 gene. In some embodiments, the subject comprises a CGG repeat expansion that is partially methylated. In some embodiments, the subject comprises a CGG repeat expansion that is fully methylated. In some embodiments, the subject has an increased level of isoform 12 of FMR1, a decreased level of isoform 1 of FMR1, or a combination thereof.


In some embodiments, the subject has one X chromosome and one Y chromosome. In some embodiments, the subject has two X chromosomes. In some embodiments, the subject has two X chromosomes and one Y chromosome. In some embodiments, the subject has one X chromosome and two Y chromosomes.


In some embodiments, the subject is a human male. In some embodiments the subject is human female.


In some embodiments, the subject is at least about 1 month of age, for example, at least about 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 15, 18 or 21 months of age, or at least about: 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, or 50 years of age. In some embodiments, the subject is about: 1-100, 1-80, 1-60, 1-30, 1-24, 1-20, 1-18, 1-12, 1-10, 1-8, 1-6, 2-100, 2-80, 2-60, 2-30, 2-24, 2-20, 2-18, 2-12, 2-10, 2-8, 2-6, 3-100, 3-80, 3-60, 3-30, 3-24, 3-20, 3-18, 3-12, 3-10, 3-8, 3-6, 4-100, 4-80, 4-60, 4-30, 4-24, 4-20, 4-18, 4-12, 4-10, 4-8, 4-6, 5-100, 5-80, 5-60, 5-30, 5-24, 5-20, 5-18, 5-12, 5-10, 5-8, 6-100, 6-80, 6-60, 6-30, 6-24, 6-20, 6-18, 6-12, 6-10, 8-100, 8-80, 8-60, 8-30, 8-24, 8-20, 8-18, 8-12, 10-100, 10-80, 10-60, 10-30, 10-24, 10-20, 10-18, 12-100, 12-80, 12-38, 12-60, 12-50, 12-40, 12-30, 12-24, 12-20, 12-18, 18-100, 18-80, 18-60, 18-50, 18-40, 18-30, 18-24, 20-100, 20-80, 20-60, 20-50, 20-40, 20-30, 20-25, 30-100, 30-80, 30-60, 30-55, 30-50, 30-45, 30-40, 40-100, 40-80, 40-60, 40-55 or 40-50 years of age. In some embodiments, the subject is about 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 55, 60, 65, 70, 75, 80 or 100 years of age. In some embodiments, the subject is about 12-38 years of age. In other embodiments, the subject is a fetus. In some embodiments, the subject is a neonatal subject.


In some embodiments, the subject is 18 years of age or older, e.g., 18 to less than 40 years of age, 18 to less than 45 years of age, 18 to less than 50 years of age, 18 to less than 55 years of age, 18 to less than 60 years of age, 18 to less than 65 years of age, 18 to less than 70 years of age, 18 to less than 75 years of age, 40 to less than 75 years of age, 45 to less than 75 years of age, 50 to less than 75 years of age, 55 to less than 75 years of age, 60 to less than 75 years of age, 65 to less than 75 years of age, 60 to less than 75 years of age, 40 years of age or older, 45 years of age or older, 50 years of age or older, 55 years of age or older, 60 years of age or older, 65 years of age or older, 70 years of age or older, 75 years of age or older or 90 years of age or older. In some embodiments, the subject is 50 years of age or older. In some embodiments, the subject is a child. In some embodiments, the subject is 18 years of age or younger, e.g., 0-18 years of age, 0-12 years of age, 0-16 years of age, 0-17 years of age, 2-12 years of age, 2-16 years of age, 2-17 years of age, 2-18 years of age, 3-12 years of age, 3-16 years of age, 3-17 years of age, 3-18 years of age, 4-12 years of age, 4-16 years of age, 4-17 years of age, 4-18 years of age, 6-12 years of age, 6-16 years of age, 6-17 years of age, 6-18 years of age, 9-12 years of age, 9-16 years of age, 9-17 years of age, 9-18 years of age, 12-16 years of age, 12-17 years of age or 12-18 years of age.


In some embodiments, the subject is about 2-11, 4-17, 12-18, 18-50, 18-90 or 50-90 years of age.


In some embodiments, a subject is a human. In some embodiments, the human subject has, or is predisposed to have a fragile X-associated disorder. In some embodiments the human subject has, or is predisposed to have, FXS, FXPOI, FXTAS, or a combination thereof. In some embodiments, the human subject has, or is predisposed to have FXS. In some embodiments, the subject is a human (e.g., about 50 years of age or older) who has, or is predisposed to have, FXTAS.


In some embodiments, the subject has one or more of the physical and/or medical features associated with a fragile X-associated disorder (e.g., FXS). Non-limiting examples of physical features associated with FXS include a long face, prominent ears and chin, arched palate, large testicles at puberty, low muscle tone, flat feet, and hyperextensible joints. Non-limiting examples of medical or behavioral features associated with FXS include sleep problems, seizures, recurrent ear infections, mitral valve prolapse, behaviors of hyperactivity, short attention span, hand biting or hand flapping, poor eye contact and social skills, shyness, anxiety, autism, epilepsy, aggression, delayed speech and/or motor development, repetitive speech, sensitivity to sensory stimulation (including a hypersensitivity to being touched, to light or to sound), or any combination thereof. In some embodiments, the subject is a female with an intelligence quotient (IQ) score of less than 115, 110, 105, 100, 95 or 90. In some embodiments, the subject is a male with an IQ score of less than 60, 55, 50 or 45.


In some embodiments, the subject has one or more of the following: irregular menses, fertility problem, elevated FSH (follicle-stimulating hormone) level, premature ovarian failure, primary ovarian insufficiency, and vasomotor symptoms (e.g., “hot flash”). In some embodiments, the subject has one or more of the following: intention tremor, parkinsonism, ataxia, memory loss, white matter lesion involving middle cerebellar peduncles, and cognitive decline.


Treatments

“Treat,” “treating” or “treatment” refers to therapeutic treatment wherein the objective is to slow down (lessen) an undesired physiological change or disease, such as the development or progression of the fragile X-associated disorder (e.g., FXS), or to provide a beneficial or desired clinical outcome during treatment. Beneficial or desired clinical outcomes include alleviation of symptoms, diminishment of extent of disease, stabilized (i.e., not worsening) state of disease, delay or slowing of disease progression, amelioration or palliation of the disease state, whether detectable or undetectable.


In some embodiments, the method further comprises assessing the efficacy of the agent (e.g., polynucleotide such as ASO) (outcome measure) for treatment of the fragile X-associated disorder (e.g., FXS) in the subject, comprising assaying a biological sample from the subject for the presence and/or level of FMR1 RNA isoform 1, FMR1 RNA isoform 12, or a combination thereof.


In some embodiments, treating a fragile X-associated disorder (e.g., FXS) includes slowing progression of the fragile X-associated disorder (e.g., FXS), alleviating one or more signs or symptoms of the fragile X-associated disorder (e.g., FXS), preventing one or more signs or symptoms of the fragile X-associated disorder (e.g., FXS), or a combination thereof.


Non-limiting examples of treatment benefits include improvements in speech and motor development; a reduction in or prevention of cognitive disabilities, ranging from learning disabilities to intellectual disability; alleviating or preventing physical and medical features such as a long face, prominent ears and chin, arched palate, large testicles at puberty, low muscle tone, flat feet, hyperextensible joints, sleep problems, seizures, recurrent ear infections, and mitral valve prolapse; reducing or preventing behaviors of hyperactivity, short attention span, hand biting or hand flapping, poor eye contact and social skills, shyness, anxiety, delayed speech and/or motor development, repetitive speech, and/or sensitivity to sensory stimulation (including a hypersensitivity to being touched).


In some embodiments, treatment may include modulation of or improvement in language, fragile X behaviors, brain activity, clinical impression, inattention, safety, social avoidance, cognition, hyperactivity, executive function, irritability, eye contact, or memory.


In some embodiments, treatment results in an intelligence quotient (IQ) score of at least about 40, for example, at least about: 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 105, 110, 115, 120, 125, or 130. In some embodiments, treatment results in an IQ score between about: 40-110, 40-100, 50-105, 60-80, 65-90, 70-80, 75-95, or 70-100. In some embodiments, treatment results in an IQ score of about 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 105, 110, 115, 120, 125, or 130. In some embodiments, treatment results in an increase in IQ score of at least about: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 points. In some embodiments, treatment results in an increase in IQ score of between about: 1-10, 1-15, 2-20, 2-15, 2-10, 5-15, 5-10, 10-20, or 15-20 points. In some embodiments, treatment results in an increase in IQ score of about: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 points.


In still other embodiments, treatment can include reducing or preventing absent or irregular menses, fertility problems, elevated FSH (follicle-stimulating hormone) levels, premature ovarian failure, primary ovarian insufficiency, and/or hot flashes. In still further embodiments, treating may include reducing or preventing intention tremors, parkinsonism, ataxia, memory loss, white matter lesions involving middle cerebellar peduncles, and/or cognitive decline. In some embodiments, treatment may reduce or prevent neuropathy of extremities, mood instability, irritability, explosive outbursts, personality changes, autonomic function problems such as impotence, loss of bladder or bowel functions. Treatment may also include reducing or preventing high blood pressure, thyroid disorders, or fibromyalgia.


Formulation and Administration

“Therapeutically effective amount” refers to an amount effective, at dosages and for periods of time necessary, to achieve the desired therapeutic result. A therapeutically effective amount may vary according to factors such as the disease state, age, sex, and weight of the individual, and the ability of a therapeutic or a combination of therapeutics to elicit a desired response in the individual.


In some embodiments, an agent disclosed herein (e.g., ASO) is in a form of a pharmaceutical composition, or a pharmaceutically acceptable salt thereof. A “pharmaceutical composition” refers to a formulation of one or more therapeutic agents and a medium generally accepted in the art for delivery of a biologically active agent to subjects, e.g., humans. In some embodiments, a pharmaceutical composition may include one or more pharmaceutically acceptable excipients, diluents, or carriers. “Pharmaceutically acceptable carrier, diluent, or excipient” includes any adjuvant, carrier, excipient, glidant, sweetening agent, diluent, preservative, dye/colorant, flavor enhancer, surfactant, wetting agent, dispersing agent, suspending agent, stabilizer, isotonic agent, solvent, or emulsifier which has been approved by the United States Food and Drug Administration as being acceptable for use in humans or domestic animals.


In some embodiments, a pharmaceutical composition disclosed herein is formulated as a solution.


“Pharmaceutically acceptable carrier” refers to an ingredient in a pharmaceutical composition, other than an active ingredient, which is nontoxic to a subject. A pharmaceutically acceptable carrier includes, but is not limited to, a buffer, excipient, stabilizer, or preservative. In some embodiments, the carrier may be a diluent, adjuvant, excipient, or vehicle with which the agent (e.g., polynucleotide) is administered. Such vehicles may be liquids, such as water and oils, including those of petroleum, animal, vegetable or synthetic origin, such as peanut oil, soybean oil, mineral oil, sesame oil and the like. For example, 0.4% saline and 0.3% glycine can be used. These solutions are sterile and generally free of particulate matter. They may be sterilized by conventional, well-known sterilization techniques (e.g., filtration). The compositions may contain pharmaceutically acceptable auxiliary substances as required to approximate physiological conditions such as pH adjusting and buffering agents, stabilizing, thickening, lubricating and coloring agents, etc. The concentration of the agent in such pharmaceutical formulation may vary widely, i.e., from less than about 0.5%, to at least about 1%, or to as much as 15% or 20%, 25%, 30%, 35%, 40%, 45% or 50% by weight. The concentration will be selected primarily based on required dose, fluid volumes, viscosities, etc., according to the mode of administration. Suitable vehicles and formulations, inclusive of other human proteins, e.g., human serum albumin, are described, for example, in Remington: The Science and Practice of Pharmacy, 21st Edition, Troy, D. B. ed., Lipincott Williams and Wilkins, Philadelphia, PA 2006, Part 5, Pharmaceutical Manufacturing: 691-1092 (e.g., pages 958-89).


In some embodiments, a pharmaceutical composition suitable for use in methods disclosed herein further comprises one or more pharmaceutically acceptable carriers. The term “pharmaceutically acceptable carrier” refers to an ingredient in a pharmaceutical composition, other than an active ingredient, which is nontoxic to a subject and should not interfere with the efficacy of the active ingredient. A pharmaceutically acceptable carrier includes, but is not limited to, such as those widely employed in the art of drug manufacturing. The carrier may be a diluent, adjuvant, excipient, or vehicle with which the agent is administered. Such vehicles may be liquids, such as water and oils, including those of petroleum, animal, vegetable or synthetic origin, such as peanut oil, soybean oil, mineral oil, sesame oil and the like. For example, 0.4% saline and 0.3% glycine may be used. These solutions are sterile and generally free of particulate matter. They may be sterilized by conventional, well-known sterilization techniques (e.g., filtration). The compositions may contain pharmaceutically acceptable auxiliary substances as required to approximate physiological conditions such as pH adjusting and buffering agents, stabilizing, thickening, lubricating and coloring agents, etc. The concentration of the agent in such pharmaceutical formulation may vary widely, e.g., from less than about 0.5%, usually to at least about 1% to as much as 15%, 20%, 25%, 30%, 35%, 40%, 45% or 50% by weight. The concentration will be selected primarily based on required dose, fluid volumes, viscosities, etc., according to the particular mode of administration selected. Suitable vehicles and formulations, inclusive of other human proteins, e.g., human serum albumin, are described, for example, in e.g., Remington: The Science and Practice of Pharmacy, 21st Edition, Troy, D. B. ed., Lipincott Williams and Wilkins, Philadelphia, Pa. 2006, Part 5, Pharmaceutical Manufacturing pp 691-1092, see especially pp. 958-89.


Non-limiting examples of pharmaceutically acceptable carriers are solvents, dispersion media, coatings, antibacterial and antifungal agents, isotonic and absorption delaying agents, and the like that are physiologically compatible, such as salts, buffers, antioxidants, saccharides, aqueous or non-aqueous carriers, preservatives, wetting agents, surfactants or emulsifying agents, or combinations thereof.


Non-limiting examples of buffers that may be used are acetic acid, citric acid, formic acid, succinic acid, phosphoric acid, carbonic acid, malic acid, aspartic acid, histidine, boric acid, Tris buffers, HEPPSO and HEPES.


Non-limiting examples of antioxidants that may be used are ascorbic acid, methionine, cysteine hydrochloride, sodium bisulfate, sodium metabisulfite, sodium sulfite, lecithin, citric acid, ethylenediamine tetraacetic acid (EDTA), sorbitol and tartaric acid.


Non-limiting examples of amino acids that may be used are histidine, isoleucine, methionine, glycine, arginine, lysine, L-leucine, tri-leucine, alanine, glutamic acid, L-threonine, and 2-phenylamine.


Non-limiting examples of surfactants that may be used are polysorbates (e.g., polysorbate-20 or polysorbate-80); polyoxamers (e.g., poloxamer 188); Triton; sodium octyl glycoside; lauryl-, myristyl-, linoleyl-, or stearyl-sulfobetaine; lauryl-, myristyl-, linoleyl- or stearyl-sarcosine; linoleyl-, myristyl-, or cetyl-betaine; lauroamidopropyl-, cocamidopropyl-, linoleamidopropyl-, myristamidopropyl-, palmidopropyl-, or isostearamidopropyl-betaine (e.g., lauroamidopropyl); myristamidopropyl-, palmidopropyl-, or isostearamidopropyl-dimethylamine; sodium methyl cocoyl-, or disodium methyl oleyl-taurate; and the MONAQUA™ series (Mona Industries, Inc., Paterson, N.J.), polyethyl glycol, polypropyl glycol, and copolymers of ethylene and propylene glycol (e.g., PLURONICS™, PF68, etc.).


Non-limiting examples of preservatives that may be used are phenol, m-cresol, p-cresol, o-cresol, chlorocresol, benzyl alcohol, phenylmercuric nitrite, phenoxyethanol, formaldehyde, chlorobutanol, magnesium chloride, alkylparaben (methyl, ethyl, propyl, butyl and the like), benzalkonium chloride, benzethonium chloride, sodium dehydroacetate and thimerosal, or mixtures thereof.


Non-limiting examples of saccharides that may be used are monosaccharides, disaccharides, trisaccharides, polysaccharides, sugar alcohols, reducing sugars, nonreducing sugars such as glucose, sucrose, trehalose, lactose, fructose, maltose, dextran, glycerin, dextran, erythritol, glycerol, arabitol, sylitol, sorbitol, mannitol, mellibiose, melezitose, raffinose, mannotriose, stachyose, maltose, lactulose, maltulose, glucitol, maltitol, lactitol or iso-maltulose.


Non-limiting examples of salts that may be used are acid addition salts and base addition salts. Acid addition salts include those derived from nontoxic inorganic acids, such as hydrochloric, nitric, phosphoric, sulfuric, hydrobromic, hydroiodic, phosphorous and the like, as well as from nontoxic organic acids such as aliphatic mono- and dicarboxylic acids, phenyl-substituted alkanoic acids, hydroxy alkanoic acids, aromatic acids, aliphatic and aromatic sulfonic acids and the like. Base addition salts include those derived from alkaline earth metals, such as sodium, potassium, magnesium, calcium and the like, as well as from nontoxic organic amines, such as N,N′-dibenzylethylenediamine, N-methylglucamine, chloroprocaine, choline, diethanolamine, ethylenediamine, procaine and the like. In some embodiments, the salt is sodium chloride (NaCl).


Agents (e.g., polynucleotides) disclosed herein may be prepared in accordance with standard procedures and are administered at dosages that are selected to reduce, prevent, or eliminate, or to slow or halt progression of, a condition being treated (See, e.g., Remington's Pharmaceutical Sciences, Mack Publishing Company, Easton, PA, and Goodman and Gilman's The Pharmaceutical Basis of Therapeutics, McGraw-Hill, New York, N.Y., the contents of which are incorporated herein by reference, for a general description of methods for administering various agents for human therapy).


In some embodiments, an agent disclosed herein (e.g., ASO) is delivered using controlled or sustained-release delivery systems (e.g., capsules, biodegradable matrices). Example delayed-release delivery systems for drug delivery that would be suitable for administration of a composition described herein are described in U.S. Pat. No. 5,990,092 (issued to Walsh); U.S. Pat. No. 5,039,660 (issued to Leonard); U.S. Pat. No. 4,452,775 (issued to Kent); and U.S. Pat. No. 3,854,480 (issued to Zaffaroni), the entire teachings of which are incorporated herein by reference.


For oral administration, polynucleotides may be in the form of, for example, a tablet, capsule, suspension or liquid. A polynucleotide is preferably made in the form of a dosage unit containing a therapeutically effective amount of an active ingredient. Examples of such dosage units are tablets and capsules. For therapeutic purposes, tablets and capsules can contain, in addition to an active ingredient, conventional carriers such as binding agents, for example, acacia gum, gelatin, polyvinylpyrrolidone, sorbitol, or tragacanth; fillers, for example, calcium phosphate, glycine, lactose, maize-starch, sorbitol, or sucrose; lubricants, for example, magnesium stearate, polyethylene glycol, silica, or talc; disintegrants, for example potato starch, flavoring or coloring agents, or acceptable wetting agents. Oral liquid preparations generally in the form of aqueous or oily solutions, suspensions, emulsions, syrups or elixirs may contain conventional additives such as suspending agents, emulsifying agents, non-aqueous agents, preservatives, coloring agents and flavoring agents. Examples of additives for liquid preparations include acacia, almond oil, ethyl alcohol, fractionated coconut oil, gelatin, glucose syrup, glycerin, hydrogenated edible fats, lecithin, methyl cellulose, methyl or propyl para-hydroxybenzoate, propylene glycol, sorbitol, or sorbic acid.


Administration of the agent to the subject can be by parenteral or non-parenteral means. In some embodiments, an agent disclosed herein (e.g., ASO) is administered intravenously, intra-arterially, intrathecally, intraventricularly, intramuscularly, intradermally, subcutaneously, intracranially, or spinally. “Administering” or “administration” as used herein, refers to taking steps to deliver an agent to a subject, such as a mammal, in need thereof. Administering can be performed, for example, once, a plurality of times, and/or over one or more extended periods. Administration includes both direct administration, including self-administration, and indirect administration, including an act of prescribing a drug or directing a subject to consume an agent. For example, as used herein, one (e.g., a physician) who instructs a subject (e.g., a patient) to self-administer an agent (e.g., a drug), or to have an agent administered by another and/or who provides a patient with a prescription for a drug is administering an agent to a subject. Administration of an agent can be once in a day or more than once in a day (e.g., twice a day or more). Administration of the agent can be repeated after one day, two days, three days, four days, five days, six days, one week, two weeks, three weeks, four weeks, five weeks, six weeks, seven weeks, two months, three months, four months, five months, six months or longer. Repeated courses of treatment are also possible, as is chronic administration. The repeated administration may be at the same dose or at a different dose.


In some embodiments, an agent disclosed herein (e.g., polynucleotide such as ASO) is delivered locally to the central nervous system. This can include intrathecal or intraventricular injections, including the use of a catheter or Ommaya reservoir. Other methods of delivering agents (e.g., drugs) directly to the cerebrospinal fluid or central nervous system will be known to one skilled in the art.


In some embodiments, an agent disclosed herein (e.g., polynucleotide such as ASO) is administered as intrathecal bolus injection. In some embodiments, the agent (e.g., polynucleotide such as ASO) is administered at a dosage of about 4-20 mg per administration, for example, about: 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19 or 20 mg per administration. In some embodiments, the agent (e.g., polynucleotide such as ASO) is administered at a dosage of about 12 mg per administration. In some embodiments, the agent (e.g., polynucleotide such as ASO) is administered at a dosage of about, e.g., up to 50 or 100 mg per injection.


In some embodiments, an agent disclosed herein (e.g., polynucleotide such as ASO) is delivered systemically, such as via intravenous or subcutaneous injection. In some embodiments, the agent (e.g., polynucleotide such as ASO) is delivered using an approach that enhances bioavailability in the central nervous system after systemic administration. These approaches can include modification of the sugars or phosphate linkages, delivering as a duplex with a ligand-conjugated RNA molecule, formulation into an artificial exosome, liposome, polymer nanoparticle or lipid nanoparticle, or conjugation to lipids, antibodies, peptides, sugars, neuroactive molecules, or other moieties that enhance delivery to the central nervous system. In some embodiments, the agent (e.g., polynucleotide such as ASO) is delivered after transiently disrupting the blood-brain barrier. Other methods of enhancing bioavailability in the central nervous system after systemic administration will be known to one skilled in the art.


In some embodiments, a method disclosed herein comprises administering to the subject two or more polynucleotides, for example, 2, 3, 4, or 5 polynucleotides. In some embodiments, the two or more polynucleotides are administered together. In other embodiments, the two or more polynucleotides are administered separately.


In some embodiments, a first polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In some embodiments, the first polynucleotide comprises a nucleotide sequence having about: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In some embodiments, the first polynucleotide comprises a nucleotide sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65.


In some embodiments, a second polynucleotide disclosed herein (e.g., ASO) comprises a nucleotide sequence having at least: 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In some embodiments, the second polynucleotide comprises a nucleotide sequence having about 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In some embodiments, the second polynucleotide comprises a nucleotide sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65.


In some embodiments, a method disclosed herein comprises administering to a subject a third, fourth, or fifth polynucleotide (e.g., ASO) comprising a nucleotide sequence having at least 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In some embodiments, the third, fourth, or fifth polynucleotide comprises a nucleotide sequence having about 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98% or 99% sequence identity to a sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65. In still other embodiments, the third, fourth, or fifth polynucleotide comprises a nucleotide sequence set forth in any one of SEQ ID NOs:1-11, SEQ ID NOs:43-46, SEQ ID NOs:51-65.


In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:1, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:2, or both. In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:6, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:7, or both. In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:10, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:11, or both.


In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:51, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:52, or both. In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:56, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:57, or both. In some embodiments, the method comprises administering to the subject an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:60, an antisense oligonucleotide comprising a nucleotide sequence of SEQ ID NO:61, or both.


In some embodiments, it may be advantageous to administer an agent (e.g., a polynucleotide such as an antisense oligonucleotide, a pharmaceutical composition thereof, or a pharmaceutically acceptable salt of the foregoing) of the present disclosure in combination with one or more additional therapeutic agent(s). For example, it may be advantageous to administer a compound of the present disclosure (e.g., an antisense oligonucleotide, or a pharmaceutical composition thereof, or a pharmaceutically acceptable salt of the foregoing) in combination with one or more additional therapeutic agents, e.g., a modulator of DNA methylation (e.g., an agent that inhibits DNA methylation or promotes DNA demethylation, see for example, the section of “DNA demethylation”) a metabotropic glutamate receptor 5 (mGluR5) modulators (e.g., Basimglurant or Mavoglurant), GABAB receptor activator (e.g., arbaclofen), GABAA or GABAB receptor activator (e.g., acamprosate), AMPAkine (e.g., AX516), CB1 inhibitor (e.g., rimonabant), RAS signaling inhibitor (e.g., lovastatin), STEP inhibitor, S6K inhibitor, PAK inhibitor (e.g., FRAX486), MMP9 inhibitor (e.g., minocycline), and GSK30 inhibitor (e.g., lithium). In some embodiments, treating the subject comprises providing the subject with a ketogenic (“keto”) diet.


The term “combination therapy” refers to the administration of two or more therapeutic agents to treat a disease, disorder or condition described herein. Such administration encompasses co-administration of the therapeutic agents in a substantially simultaneous manner, such as in a single capsule having a fixed ratio of active ingredients. Alternatively, such administration encompasses co-administration in multiple, or in separate containers (e.g., capsules, powders, and liquids) for each active ingredient. Such administration also encompasses use of each type of therapeutic agent in a sequential manner, either at approximately the same time or at different times. Therapeutic agents in a combination therapy can be administered via the same administration route or via different administration routes. Powders and/or liquids may be reconstituted or diluted to a desired dose prior to administration. Typically, the treatment regimen will provide beneficial effects of a drug combination in treating diseases, conditions or disorders described herein.


In some embodiments, a method of treatment disclosed herein further comprises administering to the subject a therapeutically effective amount of a DNA-demethylating compound or DNA demethylase, prior to, during, or after, administering an agent disclosed herein (e.g., polynucleotide such as an ASO). In some embodiments, the method of treatment further comprises administering to the subject a therapeutically effective amount of a DNA-demethylating compound or DNA demethylase after administering an agent disclosed herein (e.g., polynucleotide such as an ASO).


Non-limiting examples of DNA-demethylating compounds include 5-Azacytidine (5-Aza-CR) and 5-aza-2′-deoxycytidine (5-Aza-CdR), dihydro-5-azacytidine (DHAC), zebularine, 5-fluoro-2′-deoxycytidine, Hydralazine, RG108, procainamide, and SGI-1027. In some embodiments, the DNA-demethylating compound is a nucleoside analogue. In some embodiments, the DNA-demethylating compound is a non-nucleoside analogue.


In some embodiments, the DNA demethylase (e.g., DNA methylation modification enzymes Dnmt or Tet (dCas9-Dnmt/Tet) is fused to a catalytically inactivate Cas9. Under the guidance of a single guide RNA (sgRNA), the dCas9-Tet1 demethylates the FMR1 locus and promoter region when FMR1 has an expanded CGG repeat of 200 or more.


In some embodiments, the DNA-demethylating compound or DNA demethylase is in an amount sufficient to demethylate at least about 5% of an FMR1 gene, for example, at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or 100% of the FMR1 gene. In some embodiments, the DNA-demethylating compound or DNA demethylase is in an amount sufficient to demethylate about: 10-100%, 10-90%, 15-90%, 15-80%, 15-75%, 20-75%, 20-70%, 25-60%, 25-55%, 25-50%, 30-40%, or 30-35% of an FMR1 gene. In some embodiments, a DNA demethylase is in an amount sufficient to demethylate about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 96%, 97%, 98%, 99%, or 100% of an FMR1 gene. In some embodiments, a DNA-demethylating compound or DNA demethylase is in an amount sufficient to demethylate about 25-50% of an FMR1 gene.


In some embodiments, a method of modulating FMR1 splicing and/or expression further comprising contacting the cell with a DNA-demethylating compound or DNA demethylase, prior to, during, or after, contacting the cell with the agent (e.g., polynucleotide). In some embodiments, a method of treatment disclosed herein further comprises decreasing (e.g., shortening or deleting) FMR1 CGG expansion (e.g., by CRISPR/Cas9 gene editing) in the subject, prior to, during, or after, administering an agent disclosed herein (e.g., polynucleotide such as an ASO). In some embodiments, the method of treatment further comprises decreasing (e.g., shortening or deleting) FMR1 CGG expansion prior to administering an agent disclosed herein (e.g., polynucleotide such as an ASO).


Methods of Modulating FMR1 Splicing and/or Expression


In another aspect, the present disclosure provides a method of modulating FMR1 splicing and/or expression in a cell, comprising contacting the cell with an agent (e.g., polynucleotide) under conditions whereby the agent is introduced into the cell, thereby modulates FMR1 splicing and/or expression in the cell. The agent can be any one of the agents disclosed herein.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases expression of isoform 1 of the FMR1 gene, increases splicing of isoform 1 (between X chromosome base pairs 147,912,230 and 147,921,933), decreases expression of isoform 12 of the FMR1 gene, decreases splicing of isoform 12 (between X chromosome between base pairs 147,912,230 and 147,912,728), or a combination thereof.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases the splicing and/or expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases the splicing of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases the expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases the splicing and/or expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., polynucleotide) decreases the splicing of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases the expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases splicing and/or expression of isoform 1 of FMR1, decrease splicing and/or expression of isoform 12 of FMR1, or a combination thereof. “Isoform 1” or “iso1” refers to normal FMR1 RNA with exon 1 spliced to exon 2. “Isoform 12” or “iso12” refers to missplicing of FMR1 RNA, where exon 1 is spliced to a pseudo exon located within intron 1. Isoform 12 would generate a 31-amino acid protein, which probably would have no biological function. Note that iso-12 and FMR1-217 refer to the same FMR1 RNA isoform.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases isoform 1 of FMR1 by at least about 5% relative to a reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125% relative to the reference. In some embodiments, the agent (e.g., polynucleotide) increases isoform 1 of the FMR1 gene by about 75%.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases isoform 12 of FMR1 by at least about 5% relative to a reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases isoform 12 of the FMR1 gene by about 30%.


In some embodiments, the level of splicing and/or expression of FMR1 or a fragment thereof, is measured after the agent is contacted with the cell for at least about 1 day, e.g., at least about: 2 days, 3 days, 4 days, 5 days, 6 days, 8 days, 9 days, 10 days, 1 week, 2 weeks, 3 weeks, 1 month, 2 months, 3 months, 4 months, 5 months or 6 months.


In some embodiments, the agent comprises, consists essentially of or consists of any one of the polypeptides, polynucleotides, gene editing systems or small molecules disclosed herein.


In some embodiments, the agent comprises at least one of the polynucleotides of the disclosure. In some embodiments, the agent comprises two or more of the polynucleotides of the disclosure.


In some embodiments, the cell is a fetal cell (e.g., circulating fetal cell), a blastomere, a trophectoderm cell, a stem cell (e.g., induced pluripotent stem cell (iPSC) or derived stem cell), a fibroblast, a modified fibroblast, a pluripotent cell, or a cultured cell.


In some embodiments, the cell is an in vitro cell or an ex vivo cell. In some embodiments, the cell is an iPSC-derived neuron from a human who has or is predisposed to have FXS, a primary human cell, or a cell line. In some embodiments, the cell is a cell of any one of the subjects disclosed herein. In some embodiments, the cell of the subject is allogeneic. In some embodiments, the cell of the subject is autologous or syngeneic.


Methods of Reducing CGG Triplet Repeat Expansion in FMR1 5′ UTR

In another aspect, the present disclosure provides a method of reducing CGG triplet repeat expansion in FMR1 5′ UTR in a cell, comprising contacting the cell with an agent (e.g., a polynucleotide disclosed herein, an agent that modulates DNA methylation, or a combination thereof) under conditions whereby the agent is introduced into the cell, thereby reducing CGG triplet repeat expansion in the cell. The agent can be any one of the agents disclosed herein.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases expression of isoform 1 of the FMR1 gene, increases splicing of isoform 1 (between X chromosome between base pairs 147,912,230 and 147,921,933), decreases expression of isoform 12 of the FMR1 gene, decreases splicing of isoform 12 (between X chromosome between base pairs 147,912,230 and 147,912,728), or a combination thereof.


In some embodiments, the agent (e.g., a polynucleotide disclosed herein, an agent that modulates DNA methylation, or a combination thereof) increases the splicing and/or expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases the splicing of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases the expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases the splicing and/or expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases the splicing of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases the expression of FMR1 or a fragment thereof, by at least about 5% relative to the reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases splicing and/or expression of isoform 1 of FMR1, decrease splicing and/or expression of isoform 12 of FMR1, or a combination thereof. “Isoform 1” or “iso1” refers to normal FMR1 RNA with exon 1 spliced to exon 2. “Isoform 12” or “iso12” refers to missplicing of FMR1 RNA, where exon 1 is spliced to a pseudo exon located within intron 1. Isoform 12 would generate a 31-amino acid protein, which probably would have no biological function.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases isoform 1 of FMR1 by at least about 5% relative to a reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95%, 98%, 99%, 100%, 105%, 110%, 120%, or 125% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) increases isoform 1 of the FMR1 gene by about 75%.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases isoform 12 of FMR1 by at least about 5% relative to a reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases isoform 12 of the FMR1 gene by about 30%.


In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases CGG triplet repeat expansion in FMR1 5′ UTR in the cell by at least about 5% relative to a reference, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98% relative to the reference. In some embodiments, the agent (e.g., a polynucleotide of the disclosure, an agent that modulates DNA methylation, or a combination thereof) decreases CGG triplet repeat expansion in FMR1 5′ UTR in the cell by at least about 10%, relative to a reference.


In some embodiments, the level CGG triplet repeat in FMR1 5′ UTR in the cell, is measured after the agent is contacted with the cell for at least about 1 day, e.g., at least about: 2 days, 3 days, 4 days, 5 days, 6 days, 8 days, 9 days, 10 days, 1 week, 2 weeks, 3 weeks, 1 month, 2 months, 3 months, 4 months, 5 months or 6 months.


In some embodiments, the agent comprises, consists essentially of or consists of any one of the polypeptides, polynucleotides, gene editing systems or small molecules disclosed herein.


In some embodiments, the agent comprises at least one of the polynucleotides disclosed herein. In some embodiments, the agent comprises two or more of the polynucleotides disclosed herein.


In some embodiments, the cell is a fetal cell (e.g., circulating fetal cell), a blastomere, a trophectoderm cell, a stem cell (e.g., induced pluripotent stem cell (iPSC) or derived stem cell), a fibroblast, a modified fibroblast, a pluripotent cell, or a cultured cell.


In some embodiments, the cell is an in vitro cell or an ex vivo cell. In some embodiments, the cell is an iPSC-derived neuron from a human who has or is predisposed to have FXS, a primary human cell, or a cell line. In some embodiments, the cell is a cell of any one of the subjects disclosed herein. In some embodiments, the cell of the subject is allogeneic. In some embodiments, the cell of the subject is autologous or syngeneic.


In another aspect, the present disclosure provides a polynucleotide capable of reducing expression of an aberrant FMR1 gene product. The polynucleotide is any one of the polynucleotides, modified or unmodified, disclosed herein. In some embodiments, the polynucleotide is any one of the modified polynucleotides disclosed herein.


In another aspect, the present disclosure provides an agent that modulates splicing and/or expression of FMR1 gene. In some embodiments, the agent is a polynucleotide. In some embodiments, the agent is any one of the modified polynucleotides disclosed herein.


In yet another aspect, the present disclosure provides a pharmaceutical composition, comprising any one of the agents described herein, and one or more pharmaceutically acceptable excipients, diluents, or carriers.


In another aspect, the present disclosure provides an antisense oligonucleotide (ASO), wherein the ASO specifically binds a contiguous nucleotide sequence set forth in any one of SEQ ID NOs:24-42, and wherein the contiguous nucleotide sequence is at least 12 nucleotides in length.


In some embodiments, an ASO is at least: 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, or 30 nucleotides in length. In some embodiments, an ASO is no more than: 100, 99, 98, 97, 96, 95, 94, 93, 92, 91, 90, 89, 88, 87, 86, 85, 84, 83, 82, 81, 80, 79, 78, 77, 76, 75, 74, 73, 72, 71, 70, 69, 68, 67, 66, 65, 64, 63, 62, 61, 60, 59, 58, 57, 56, 55, 54, 53, 52, 51, 50, 49, 48, 47, 46, 45, 44, 43, 42, 41, 40, 39, 38, 37, 36, 35, 34, 33, 32, 31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, or 18 nucleotides in length. In some embodiments, an ASO is about: 12-100, 12-35, 12-30, 12-25, 13-40, 13-35, 13-30, 13-25, 14-40, 14-35, 14-30, 14-25, 15-40, 15-35, 15-30, 15-25, 18-20, 18-21, 18-22, 18-23, 18-24, 19-20, 19-21, 19-22, 19-23, 19-24, 20-21, 20-22, 20-23, 20-24, 21-22, 21-23, 21-24, 22-23, 22-24, 23-24, 15-100, 15-90, 20-90, 20-80, 30-80, 30-70, 40-70, 40-60 or 50-60 nucleotides in length. In some embodiments, an ASO is about 18-24 nucleotides in length. In some embodiments, an ASO is about: 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 50, 53, 58, 59, 60, 70, 80, 90, 93, 95, or 100 nucleotides in length.


In some embodiments, an ASO comprises:

    • at least one modification of a ribose or deoxyribose group,
    • at least one modification of a phosphate group,
    • at least one modification of a nucleobase,
    • or any combination of a) to c).


In some embodiments, an ASO comprises:

    • at least one modification of a ribose or deoxyribose group, and
    • at least one modification of a phosphate group.


In some embodiments, an ASO is modified to comprise:

    • a) a locked nucleic acid (LNA), an ethyl-constrained nucleotide, a 2′-(S)-constrained ethyl (S-cEt) nucleotide, a constrained 2′-O-methoxyethyl (MOE), a 2′-0,4′-C-aminomethylene bridged nucleic acid (2′,4′-BNA(NC)), an alpha-L-locked nucleic acid, a tricyclo-DNA, or a combination thereof,
    • b) a ribose or deoxyribose group comprising a 2′-O-methyl, 2′-fluoro, 2′-deoxy, 2′-O-methoxyethyl (MOE), 2′-O-alkyl, 2′-O-alkoxy, 2′-O-alkylamino, or 2′-NH2 modification, a constrained nucleotide, a tricyclo-DNA modification, or a combination thereof,
    • c) a phosphate group comprising a phosphorothioate, a phosphoramidate, a phosphorodiamidate, a phosphorodithioate, a phosphonoacetate (PACE), a thiophosphonoacetate (thioPACE), an amide, a triazole, a phosphonate, a phosphotriester, or a combination thereof,
    • d) a nucleobase comprising 2-thiouridine, 4-thiouridine, N6-methyladenosine, pseudouridine, 2,6-diaminopurine, inosine, thymidine, 5-methylcytosine, 5-substituted pyrimidine, isoguanine, isocytosine, halogenated aromatic groups, or a combination thereof,
    • e) a polynucleotide backbone comprising a sugar phosphate backbone, a phosphorodiamidate mopholino (PMO) backbone, a peptide nucleic acid backbone, a pseudopeptide backbone, or a combination thereof, or any combination of a) to e).


In some embodiments, an ASO comprises at least one phosphorothioate internucleotide linkage. In some embodiments, at least: 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, or 95% of internucleotide linkages of an ASO are phosphorothioate internucleotide linkages. In some embodiments, 100% of internucleotide linkages of an ASO are phosphorothioate internucleotide linkages. In some embodiments, at most: 95%, 90%, 85%, 80%, 75%, 70%, 65%, 60%, 55%, 50%, 45%, 40%, 35%, 30%, 25%, 20%, 15%, 10%, or 5% of internucleotide linkages of an ASO are phosphorothioate internucleotide linkages. In some embodiments, about: 5-100%, 5-95%, 10-95%, 10-90%, 15-90%, 15-85%, 20-85%, 20-80%, 25-80%, 25-75%, 30-75%, 30-70%, 35-70%, 35-65%, 40-65%, 40-60%, 45-60%, 45-55%, or 50-55% of internucleotide linkages of an ASO are phosphorothioate internucleotide linkages. In some embodiments, about: 40-100%, 40-95%, 45-95%, 45-90%, 50-90%, 50-85%, 55-85%, 55-80%, 60-80%, 60-75%, 65-75%, or 65-70% of internucleotide linkages of an ASO are phosphorothioate internucleotide linkages.


In some embodiments, an ASO comprises at least one phosphodiester internucleotide linkage. In some embodiments, at least: 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, or 95% of internucleotide linkages of an ASO are phosphodiester internucleotide linkages. In some embodiments, 100% of internucleotide linkages of an ASO are phosphodiester internucleotide linkages. In some embodiments, at most: 95%, 90%, 85%, 80%, 75%, 70%, 65%, 60%, 55%, 50%, 45%, 40%, 35%, 30%, 25%, 20%, 15%, 10%, or 5% of internucleotide linkages of an ASO are phosphodiester internucleotide linkages. In some embodiments, about: 5-100%, 5-95%, 10-95%, 10-90%, 15-90%, 15-85%, 20-85%, 20-80%, 25-80%, 25-75%, 30-75%, 30-70%, 35-70%, 35-65%, 40-65%, 40-60%, 45-60%, 45-55%, or 50-55% of internucleotide linkages of an ASO are phosphodiester internucleotide linkages. In some embodiments, about: 0-60%, 5-60%, 5-55%, 10-55%, 10-50%, 15-50%, 15-45%, 20-45%, 20-40%, 25-40%, 25-35%, or 30-35% of internucleotide linkages of an ASO are phosphodiester internucleotide linkages.


In some embodiments, an ASO comprises at least one 2′-O-methoxyethyl ribose sugar. In some embodiments, at least: 5%, 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, or 95% of riboses or deoxyriboses of an ASO comprise a 2′-O-methoxyethyl ribose sugar. In some embodiments, 100% of riboses or deoxyriboses of an ASO comprise a 2′-O-methoxyethyl ribose sugar. In some embodiments, at most: 95%, 90%, 85%, 80%, 75%, 70%, 65%, 60%, 55%, 50%, 45%, 40%, 35%, 30%, 25%, 20%, 15%, 10%, or 5% of riboses or deoxyriboses of an ASO comprise a 2′-O-methoxyethyl ribose sugar. In some embodiments, about: 5-100%, 5-95%, 10-95%, 10-90%, 15-90%, 15-85%, 20-85%, 20-80%, 25-80%, 25-75%, 30-75%, 30-70%, 35-70%, 35-65%, 40-65%, 40-60%, 45-60%, 45-55%, or 50-55% of riboses or deoxyriboses of an ASO comprise a 2′-O-methoxyethyl ribose sugar. In some embodiments, about: 40-100%, 40-95%, 45-95%, 45-90%, 50-90%, 50-85%, 55-85%, 55-80%, 60-80%, 60-75%, 65-75%, or 65-70% of riboses or deoxyriboses of an ASO comprise a 2′-O-methoxyethyl ribose sugar.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to at least one sequence set forth in SEQ ID NOs:1-11, 43-50, and 51-75, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to at least one sequence set forth in SEQ ID NOs:1-11, 43-50, and 51-75. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to at least one sequence set forth in SEQ ID NOs:1-11, 43-50, and 51-75. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to at least one sequence set forth in SEQ ID NOs:1-11, 43-50, and 51-75.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to at least one sequence set forth in SEQ ID NOs: 1-11, 43-46, 51-65, and 70-75, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to at least one sequence set forth in SEQ ID NOs: 1-11, 43-46, 51-65, and 70-75. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to at least one sequence set forth in SEQ ID NOs: 1-11, 43-46, 51-65, and 70-75. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to at least one sequence set forth in SEQ ID NOs: 1-11, 43-46, 51-65, and 70-75.

    • CCTCGCCCAGAACAGTGGAGCTC (SEQ ID NO:70)
    • GCCCAGAACAGTGGAGCTC (SEQ ID NO:71)
    • CCTCGCCCAGAACAGTGGA (SEQ ID NO:72)
    • CCUCGCCCAGAACAGUGGAGCUC (SEQ ID NO:73)
    • GCCCAGAACAGUGGAGCUC (SEQ ID NO:74)
    • CCUCGCCCAGAACAGUGGA (SEQ ID NO:75)


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:10 or SEQ ID NO:60, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:10 or SEQ ID NO:60. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:10 or SEQ ID NO:60. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:10 or SEQ ID NO:60. In some embodiments, an ASO comprises:

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(e A)#(eG)#(eC)#(eT)#(eC),
    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(e A)#(eG)#(eC)#(eU)#(eC),
    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)(eG)(eA)(eG) #(eC)#(eT)#(eC), and/or
    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)(eG)(eA)(eG) #(eC)#(eU)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:10, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:10. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:10. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:10.


In some embodiments, an ASO comprises:

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(e A)#(eG)#(eC)#(eT)#(eC), and/or
    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)(eG)(eA)(eG) #(eC)#(eT)#(eC),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(eA)#(eG) #(eC)#(eT)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)(eG)(eA)(eG)#(eC)#(eT) #(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:60, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:60. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:60. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:60.


In some embodiments, an ASO comprises

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(e A)#(eG)#(eC)#(eU)#(eC), and/or
    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)(eG)(eA)(eG) #(eC)#(eU)#(eC),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(eA)#(eG) #(eC)#(eU)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eG)#(eC)#(eC)(eC)(eA)(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)(eG)(eA)(eG)#(eC) #(eU)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:10 or SEQ ID NO:60, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:10 or SEQ ID NO:60; and
    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:11 or SEQ ID NO:61, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:11 or SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:10 or SEQ ID NO:60; and
    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:11 or SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:10 or SEQ ID NO:60; and
    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:11 or SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(e A)#(eG)#(eC)#(eT)#(eC) or (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG) #(eA)#(eG)#(eC)#(eU)#(eC), and
    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT) #(eG)#(eG)#(eA)#(eG) or (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG) #(eU)#(eG)#(eG)#(eA)#(eG),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:10, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:10; and
    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:11, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:11.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO: 10; and
    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO: 11.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:10; and
    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:11.


In some embodiments, an ASO comprises:

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(e A)#(eG)#(eC)#(eT)#(eC), and
    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT) #(eG)#(eG)#(eA)#(eG),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:60, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:10 or SEQ ID NO:60; and
    • a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:61, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:60; and
    • a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:60; and
    • a nucleotide sequence having 100% sequence identity to SEQ ID NO:61.


In some embodiments, an ASO comprises:

    • (eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(e A)#(eG)#(eC)#(eU)#(eC), and
    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(e U)#(eG)#(eG)#(eA)#(eG),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:70 or SEQ ID NO:73, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:70 or SEQ ID NO:73. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:70 or SEQ ID NO:73. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:70 or SEQ ID NO:73.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT) #(eG)#(eG)#(eA)#(eG)#(eC)#(eT)#(eC), and/or
    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(e U)#(eG)#(eG)#(eA)#(eG)#(eC)#(eU)#(eC),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:70, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:70. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:70. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:70.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG) #(eG)#(eA)#(eG)#(eC)#(eT)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:73, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:73. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:73. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:73.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG) #(eG)#(eA)#(eG)#(eC)#(eU)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:71 or SEQ ID NO:74, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:71 or SEQ ID NO:74. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:71 or SEQ ID NO:74. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:71 or SEQ ID NO:74.


In some embodiments, an ASO comprises

    • (eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(eA)#(e G)#(eC)#(eT)#(eC), and/or
    • (eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(eA)#(e G)#(eC)#(eU)#(eC),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:71, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:71. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:71. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:71.


In some embodiments, an ASO comprises

    • (eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG)#(eG)#(eA)#(eG)#(eC) #(eT)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:74, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:74. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:74. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:74.


In some embodiments, an ASO comprises

    • (eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG)#(eG)#(eA)#(eG)#(eC) #(eU)#(eC), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:72 or SEQ ID NO:75, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:72 or SEQ ID NO:75. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:72 or SEQ ID NO:75. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:72 or SEQ ID NO:75.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT) #(eG)#(eG)#(eA),
    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(e U)#(eG)#(eG)#(eA),
    • (eC)#(eC)#(eT)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eT)#(eG) #(eG)#(eA), and/or
    • (eC)#(eC)#(eU)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eU)#(eG) #(eG)#(eA),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:72, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:72. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:72. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:72.


In some embodiments, an ASO comprises:

    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT) #(eG)#(eG)#(eA), and/or
    • (eC)#(eC)#(eT)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eT)#(eG) #(eG)#(eA), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eT)#(eG) #(eG)#(eA), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eT)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eT)#(eG)#(eG)#(eA), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises a nucleotide sequence having at least 70% sequence identity to SEQ ID NO:75, for example, having at least: 75%, 80%, 85%, 88%, 90%, 92%, 95%, 96%, 97%, 98%, or 99% sequence identity to SEQ ID NO:75. In some embodiments, an ASO comprises a nucleotide sequence having at least 85% sequence identity to SEQ ID NO:75. In some embodiments, an ASO comprises a nucleotide sequence having 100% sequence identity to SEQ ID NO:75.


In some embodiments, an ASO comprises:

    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(e U)#(eG)#(eG)#(eA), and/or
    • (eC)#(eC)#(eU)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eU)#(eG) #(eG)#(eA),
    • wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG)#(eU)#(eG) #(eG)#(eA), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In some embodiments, an ASO comprises

    • (eC)#(eC)#(eU)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eU)#(eG)#(eG)#(eA), wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.


In another aspect, the present disclosure provides a pharmaceutical composition, comprising at least one ASO disclosed herein and a pharmaceutically acceptable excipient, diluent, and/or carrier. In some embodiments, a pharmaceutical composition comprises at least two ASOs disclosed herein.


In another aspect, the present disclosure provides a method of treating a disease in a subject in need thereof, comprising administering to the subject a therapeutically effective amount of any one of the pharmaceutical compositions disclosed herein. In some embodiments, a disease is a fragile X-associated disorder. In some embodiments, a fragile X-associated disorder is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS). In some embodiments, a fragile X-associated disorder is FXS.


In some embodiments, a therapeutically effective amount of a pharmaceutical composition decreases an aberrant FMR1 transcript, decreases a protein encoded by an aberrant FMR1 transcript, or both. In some embodiments, aberrant FMR1 transcript comprises a FMR1-217 transcript.


In some embodiments, a therapeutically effective amount of a pharmaceutical composition decreases a FMR1-217 transcript. In some embodiments, a therapeutically effective amount of a pharmaceutical composition decreases a FMR1-217 transcript by at least about 5%, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%, relative to a reference. In some embodiments, a therapeutically effective amount of a pharmaceutical composition decreases a FMR1-217 transcript by at least 20%, relative to a reference.


In some embodiments, a therapeutically effective amount of a pharmaceutical composition increases expression of fragile X messenger ribonucleoprotein (FMRP). In some embodiments, a therapeutically effective amount of a pharmaceutical composition increases expression of FMRP by at least about 5%, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%, relative to a reference. In some embodiments, a therapeutically effective amount of a pharmaceutical composition increases expression of FMRP by at least 25%, relative to a reference.


In another aspect, the present disclosure provides a method of reducing a FMR1-217 transcript in a cell, comprising contacting the cell with an effective amount of the at least one ASO disclosed herein or any one of the pharmaceutical compositions disclosed herein.


In some embodiments, a method of reducing a FMR1-217 transcript in a cell, comprises contacting the cell with an ASO or a pharmaceutical composition in the presence of a transfection agent. In some embodiments, a transfection agent is a LIPOFECTAMINE® reagent, for example, LIPOFECTAMINE® 2000, LIPOFECTAMINE® 3000, LIPOFECTAMINE® LTX, LIPOFECTAMINE® RNAiMAX, or LIPOFECTAMINE® CRISPRMAX. In some embodiments, a transfection reagent comprises an INVIVOFECTAMINE® reagent for in vivo transfection. In some embodiments, a transfection reagent comprises LIPOFECTAMINE® or LIPOFECTAMINE® 2000.


In some embodiments, an effective amount of an ASO or a pharmaceutical composition decreases a FMR1-217 transcript. In some embodiments, an effective amount of an ASO or a pharmaceutical composition decreases a FMR1-217 transcript by at least about 5%, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%, relative to a reference. In some embodiments, an effective amount of an ASO or a pharmaceutical composition decreases a FMR1-217 transcript by at least 25%, relative to a reference.


In some embodiments, an effective amount of an ASO or a pharmaceutical composition increases expression of fragile X messenger ribonucleoprotein (FMRP). In some embodiments, an effective amount of an ASO or a pharmaceutical composition increases expression of FMRP by at least about 5%, e.g., by at least about: 10%, 15%, 20%, 25%, 30%, 35%, 40%, 45%, 50%, 55%, 60%, 65%, 70%, 75%, 80%, 85%, 90%, 95% or 98%, relative to a reference. In some embodiments, an effective amount of an ASO or a pharmaceutical composition increases expression of FMRP by at least 25%, relative to a reference.


In some embodiments, a cell is derived from or in a subject having a fragile X-associated disorder. In some embodiments, a fragile X-associated disorder is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS). In some embodiments, a fragile X-associated disorder is FXS.


EXEMPLIFICATION

Most FXS studies are focused on Fmr1 knockout (KO) mouse models. Shah et al. shows that Fmr1 KO mice have dysregulated pre-mRNA splicing in the brain (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020)).


New data show that missplicing in the FMRP KO mouse occurs in all brain regions and peripheral tissues tested. Therefore, because FMRP is likely present in all cells, missplicing probably also occurs in all cells.


Example 1. Methods
RNA Extraction and Sequencing

RNA was extracted from patient leukocytes using the LeukoLOCK™ total RNA isolation system (AM1923, Thermo Fisher Scientific, Waltham, MA). Ten mL fresh blood was collected from FXS male patients (N=10) and age-matched typically developing males (N=7) (controls) in an anti-coagulant containing tube, and RNA was extracted using a LeukoLOCK™ fractionation & stabilization kit (AM1933, Thermo Fisher Scientific, Waltham, MA), per the manufacturer's instructions. Briefly, the blood sample was passed through a LeukoLOCK™ filter and 3 mL phosphate buffered saline (PBS) was used to rinse the filter followed by 3 mL of RNALATER® RNA Stabilization Solution (Thermo Fisher Scientific, Waltham, MA). The residual RNALATER® was expelled from the LeukoLOCK™ filter and the filters were capped and stored at −80° C.


To extract RNA, the filters were thawed at room temperature for 5 minutes and then the remaining RNALATER® was removed. The filter was flushed with 4 mL of TRI Reagent, and the lysate was collected in a 15-mL tube. 800 μl 1-Bromo-3-chloropropane (BCP) was added to each tube and vortexed vigorously for 30 seconds. The tube was then incubated at room temperature for 5 minutes. After centrifugation for 10 minutes at 4° C. at ˜2,000×g, the aqueous phase was recovered. To recover long RNA fractions, 0.5 volumes of 100% ethanol were added and mixed well. The RNA was then recovered using the RNA clean and concentrator kit. DNase treatment was performed using Turbo™ DNase (Thermo Fisher Scientific, Waltham, MA), and the RNA obtained was resuspended in RNAse free water and stored at −80° C. 1 μg of the RNA was used for cDNA synthesis using the QuantiTect® reverse transcription kit (Qiagen, Hilden, Germany) to assess for depletion of the Globin mRNA using qPCR, to confirm exclusion of red blood cells from the prep. 3 μg of RNA sample was sent to Novogene (Beijing, China) for a directional mRNA library preparation using polyA enrichment. The libraries were sequenced on the NovaSeq platform to generate paired end, 150 bp reads.


RNA-Seq Data Analysis

Fastq files were uploaded to the DolphinNext platform (Yukselen et al., Dolphin Next: a distributed data processing platform for high throughput genomics, BMC Genomics 21(1):310 (2020)) at the University of Massachusetts Chan Medical School (UMMS) Bioinformatics Core for mapping and quantification. The reads were subjected to fastqc pipeline, and the quality of reads was assessed. 9-nt molecular labels were trimmed from both 5′ends of the pair-end reads and quality-filtered with Trimmomatic (0.32). Reads mapped to human rRNA by Bowtie2 (2.1.0) were filtered out. Cleaned reads were next mapped to the Refseq (V38) human transcriptome and quantified by RSEM (1.2.11). Estimated counts on each gene were used for the differential gene expression analysis by DESeq2 (1.16.1). After the normalization by median of ratios method, only the genes with minimal 5 counts average across all samples were kept for the Differential Gene expression analysis. The FDR (padj) cut-off<5% was used. The TDF files generated were uploaded on the Integrative Genomics Viewer for visualization.


The ratio between reads including or excluding exons, also known as “Percent Spliced In” (PSI), indicates how efficiently sequences of interest are spliced into transcripts. The False Discovery Rate (FDR) is a method of conceptualizing the rate of type I errors in null hypothesis testing when conducting multiple comparisons.


Alternative Splicing Analysis

RNA-seq data generated from leukocytes from FXS male patients (N=10) and age-matched typically developing males (N=7) was used to analyze alternative splicing (AS) using the rMATS package v3.2.5 (Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. 111(51):E5593-5601 (2014)) with default parameters. The Percent Spliced In (PSI) levels or the exon inclusion levels were calculated by rMATS using a hierarchical framework. To calculate the difference in PSI between genotypes, a likelihood-ratio test was used. AS events with an FDR<5% and |deltaPSI| ≥5% as identified using rMATS were used for further analysis.


Primer Sets for Detecting FMR1 Isoforms










Iso1_1Forward (Iso1_1 F):



(SEQ ID NO: 12)



5′ AGAAGATGGAGGAGCTGGTG 3′







Iso12_1Reverse (Iso12_1 R):



(SEQ ID NO: 13)



5′ CAGTGGAGCTCTCCGAAGTC 3′







Iso12_2Forward:



(SEQ ID NO: 14)



5′ CCAGCAGTGCATTGAAGAAG 3′







Iso12_2Reverse:



(SEQ ID NO: 15)



5′ CTGAAGCATGTGCATTCCTG 3′







Iso1_1 Forward (Iso1_1 F):



(SEQ ID NO: 12)



5′ AGAAGATGGAGGAGCTGGTG 3′







Iso1_1 Reverse (Iso1_1 R):



(SEQ ID NO: 16)



5′ TTCATGAACATCCTTTACAAATGC 3′







Exon1 Forward (Exon1 F):



(SEQ ID NO: 17)



5′ TAGCAGGGCTGAAGAGAA 3′







Exon1 Reverse (Exon1 R):



(SEQ ID NO: 18)



5′ CTTGTAGAAAGCGCCATTG 3′






Detection of FMR1 Isoforms

A white blood cell line derived from an FXS patient who expressed iso12 was transfected with antisense oligonucleotides (ASOs) pairs 705/705, 709/710, and 713/714. RNA was extracted 48 hours later and subjected to RT-qPCR to detect iso1 (primers Iso1_1 Forward/Iso1_1 Reverse) or total FMR1 isoforms (iso1+iso12) (primers Exon1 Forward and Exon1 Reverse) and iso12 (primers Iso1_1 Forward/Iso12_1 Reverse). Each assay was performed in triplicate and normalized against non-transfected cells.


Cell Culture
Cell Lines and Treatments

Lymphoblastoid cell lines (LCL) were obtained from Coriell Institute from two FXS individuals (GM07365 (FXS1), GM06897(FXS2)) and two typically developing control males (GM07174 (WT3), GM06890 (WT4)). Cells were cultured in RPMI 1640 medium (Sigma-Aldrich, St. Louis, MO), supplemented with 15% fetal bovine serum (FBS) and 2.5% L-glutamine at 37° C. with 5% CO2 in T25 flasks.


Fibroblast cells derived from patient skin samples were cultured in DMEM (15-017-CV) medium supplemented with 10% FBS and 1×antibiotic-antimitotic, 1×L-glutamine in T25 culture flasks at 37° C. with 5% CO2.


ASO Treatment

Antisense oligonucleotides (ASOs) were dissolved in ultrapure distilled water to a final concentration of 10 μM. Before use, the ASOs were heated to 55° C. for 15 minutes and cooled at room temperature. ASOs were added individually or in combinations to LCL cell lines at a final concentration of 80 nM using Lipofectamine® RNAIMAX® Transfection Reagent (Thermo Fisher Scientific, Waltham, MA, #13778030) and incubated at 37° C. with 5% CO2 for 16 hrs in reduced serum medium. RPMI 1640 medium (Sigma-Aldrich, St. Louis, MO), supplemented with 15% FBS was added for a total of 48 hours. The cells were collected after 48 hours of ASO treatment for RNA and protein extraction.


5-AzaC Treatment

For each cell culture, 30×105 cells/mL were added in a final volume of 20 mL medium (RPMI 1640 medium (Sigma-Aldrich), supplemented with 15% FBS and 2.5% L-glutamine at 37° C. with 5% CO2) per T25 flask. 5-Aza-2′-deoxycytidine (5-AzaC) (Sigma-Aldrich, A3656) was added to the cell cultures (final concentration 1 μM) for 7 consecutive days. A 2 mM stock of 5-AzaC was made in DMSO. For each cell line, two independent treatments were performed (n=2). For the no treatment controls for each cell line, DMSO was added to the flasks. For samples with both 5-AzaC and ASO treatment, 80 nM ASOs or vehicle were added on Day 1 and either 5-AzaC or DMSO was added each day from Day 2 up to Day 9 at a final concentration of 1 μM. On Day 9 the cells were collected in 1×Phosphate buffered saline to proceed with RNA extraction or Western blotting.


Western Blotting

Cells were homogenized at 4° C. in RIPA buffer with incubation on ice for 10 minutes and dissociation by pipetting. The extract was centrifuged at 13,200 rpm for 10 minutes at 4° C. and the supernatant collected. Protein concentration was determined by BCA reagent. Proteins (10 μg) were diluted in SDS-bromophenol blue reducing buffer with 40 mM DTT and analyzed using western blotting on a 10% SDS-PAGE gel with the following antibodies: FMRP (Abcam, 1:2000) and GAPDH (Cell signaling, 1:2000) diluted in 1×TBST with 5% non-fat milk. Membranes were washed three times for 10 minutes with 1×TBST and incubated with anti-rabbit or anti-mouse secondary antibodies (Jackson, 1:10000) at room temperature for 1 hour. Membranes were washed three times for 10 minutes with 1×TBST, developed with ECL-Plus (Piece), and scanned with GE Amersham Imager.


Example 2. FMR1 Isoform 12 Detected in a Subpopulation of FXS Patients

FXS is caused by a CGG triplet repeat expansion in a single gene, FMR1, which resides on the X chromosome. When the CGG triplet expands to 200 or more, the FMR1 gene is methylated and thereby transcriptionally inactivated. The loss of the FMR1 gene product, the protein FMRP, is the cause of the disorder.


Bioinformatic analysis showed that one-half of the FXS patients expressed detectable levels of FMR1 RNA, which was unexpected given that all patients had greater than 200 CGG repeats and had been clinically diagnosed with fragile X syndrome. This detection of FMR1 RNA in one-half of the FXS patients indicated that these individuals had incomplete DNA methylation of FMR1, because it is DNA methylation that silences the gene. FIG. 1 shows that there was robust expression of FMR1 in all 7 typically developing (TD) individuals. There was also FMR1 expression in FXS patients 1-5 (+FMR1), but no FMR1 expression was detected in FXS patients 6-10 (−FMR1). Therefore, 50% of FXS individuals express FMR1 RNA, likely due to incomplete methylation.


In the fragile X syndrome patients who did express FMR1 RNA, further bioinformatic analysis showed that the FMR1 RNA was misspliced. That is, instead of, or in addition to proper FMR1 splicing, there was a little-known isoform derived from missplicing. Normally, FMR1 exon 1 (chrX: 147,911,919-147,912,230) is spliced to FMR1 exon 2 (chrX: 147,921,933-147,921,985), which produces “isoform 1” or “Iso1.” However, within intron 1, there is a pseudo exon (chrX: 147,912,728-147,914,451), and splicing between FMR1 exon 1 and this pseudo exon produces “isoform 12” or “Iso12.” FIG. 2 shows an expanded view of FMR1 exon 1 and intron 1. Note that although none of the typically developing individuals expresses isoform 12, the five FXS patients who expressed FMR1 RNA (+FMR1) all express FMR1 isoform 12.


Isoform 12 is derived from missplicing, detected only when there was a CGG repeat expansion and when there was incomplete methylation. Isoform 12 does not produce full-length or functional FMRP. Instead, isoform 12 generates a 30-amino acid protein, which probably has no biological function.


These findings suggest that FMR1 RNA not only can be used for diagnosing an individual as having FXS, or having a propensity to develop FXS, but also can be used for stratifying FXS individuals. The identification FMR1 RNA isoform 12 enables stratification of FXS individuals into two subpopulations, those who express isoform 12 and those who do not.


These findings further suggest that FMR1 RNA, such as isoform 12, may provide novel therapeutic targets for FXS. For example, a reduction of aberrant splicing to isoform 12, alone or commensurate with an increase of proper splicing to isoform 1 (i.e., normal FMR1 RNA with exon 1 spliced to exon 2), may increase FMRP levels and thereby mitigate FXS in patients who express FMR1 RNA. In patients who does not express FMR1 RNA, it may be feasible to generate isoform 12 with a therapeutically effective amount of a DNA-demethylating compound or DNA demethylase, which could ideally include a targeted approach to partially demethylate the FMR1 gene without inducing general, widespread DNA demethylation.


Example 3. Reducing Isoform 12 Production and Increasing Isoform 1 Production


FIG. 3 shows a non-limiting example approach for blocking isoform 12 production, increasing isoform 1 production, and increasing FMRP levels using antisense oligonucleotides (ASOs). ASOs were designed to be complementary to regions within intron 1 and upstream of isoform 12, the junction spanning intron 1 and isoform 12, or within isoform 12 (Table 1). FIG. 4 shows a schematic illustration of FMR1 iso1, iso12, and relative positions of ASOs complementary to intron 1 (704, 705, and 706), the junction of intron 1 and iso12 (707, 708, 709, and 710), and within iso12 (711, 712, 713, and 714).


ASOs 704-714 were chemically modified to increase the nuclease resistance of the ASOs (e.g., reduce RNase H cleavage), increase cellular uptake, and enhance base-pairing capabilities (reduce off-target effects). The ribose or deoxyribose groups comprised 2′-O-(2-methoxyethyl) (MOE), and the phosphate groups comprised a phosphorothioate.


ASOs of the disclosure may be used singly or in combination. A WBC line derived from a FXS patient who expressed iso12 was transfected with ASOs 704/705, 709/710 or 713/714. RNA was extracted 48 hours later and subjected to RT-qPCR to detect iso1 (primers Iso1_1 Forward and Iso1_1 Reverse) and iso12 (primers Iso1_1 Forward and Iso12_1 Reverse). Each assay was performed in triplicate. FIG. 5 illustrates that ASOs 713 and 714, both of which are complementary to internal regions of iso12, reduced the iso12 level by ˜30% and increased the iso1 level by ˜75%. These data indicate that ASOs can be used to reduce isoform 12 expression. More importantly, these data indicate that ASOs can be used to elevate FMR1 isoform 1 expression, which may in turn increase FMRP levels and mitigate FXS.


These data suggest that ASOs may be a potent and specific therapeutic to treat a subpopulation of FXS individuals that express isoform 12. The findings provide further support that agents, such as ASOs, directed against FMR1 isoform 12 may provide novel therapeutic treatment to FXS by reducing improper splicing to isoform 12, increasing proper splicing of isoform 1 and increasing FMRP levels. This approach is entirely novel in the fragile X field. It is predicted to be a significant improvement over the prior art because all other treatments for FXS elicit only modest improvements at best. Additionally, all other therapies treat FXS patients as one large cohort, whereas these studies have identified a particular subpopulation—those who express iso12—and may be particularly amenable to therapeutics, such as ASOs that target iso12.


Example 4. Partial Demethylation of FMR1 DNA

Experiments illustrated in Example 3 have been and will be performed in cells with different methylation status.



FIG. 6A shows RT-qPCR data from a fully methylated FXS cell line (FXS1, GM07365). The FMR1 locus in this cell line is silenced and thus the FMR1 RNA (iso1 and iso12) and FMRP protein levels are very low compared to the FXS2 cell line with an unmethylated FMR1 gene. Treatment with the demethylating agent 5-AzaC resulted in demethylation of the FMR1 gene to allow expression of the FMR1 RNA isoforms. The data demonstrate an increase in FMR1 iso12 upon 5-AzaC treatment (p<0.05) and a partial rescue of the FMR1 iso12 increase when the 5-AzaC treatment was combined with the ASO treatment (80 nM of both antisense oligonucleotides 713 and 714) (p<0.05). FIG. 6B demonstrates an increase in FMR1 iso1 upon 5-AzaC treatment (p<0.05) and a further increase when the ASO treatment (80 nM of both antisense oligonucleotides 713 and 714) was combined with 5-AzaC treatment (p<0.05).


These data demonstrate that in a fully methylated FXS cell line, demethylation of the locus resulted in expression of both FMR1 RNA isoforms. However, when demethylation was combined with an ASO against FMR1 isoform 12, an increase in the FMR1 isoform 1 mRNA was found. Thus, a combination of demethylation and ASO treatment may be useful for FXS patients with a fully methylated FMR1 locus.


The upper panel of FIG. 7A shows western blot data for FXS1 LCL cell line in duplicates, demonstrating an increase in FMRP after treatment with 1 μM 5-AzaC and ASO treatment (80 nM of both antisense oligonucleotides 713 and 714) when compared to DMSO or 5-AzaC only treated samples. The mouse brains (hippocampus tissue) from a wild-type mouse and an Fmr1 knock-out mouse were loaded as controls. The FMRP protein from mouse tissues ran higher on the gel compared to the human FMRP. The bottom panel represents GADPH protein levels used to normalize the protein amounts loaded in each sample. FIG. 7B shows quantification of the FMRP protein levels relative to GAPDH protein levels as seen on the western blot in FIG. 7A.


These data demonstrate the FMRP protein levels from the samples analyzed for FMR1 RNA levels in FIGS. 6A-6B. Treatment of the FXS1 cell line (fully methylated FMR1 locus) with a demethylating agent (5-AzaC) alongside the ASO treatment against FMR1 iso12, resulted in a significant increase in FMRP protein levels as against the untreated FXS1 cells or the 5-AzaC treatment cells alone. As a comparison, the levels of FMRP protein expressed with this combination of treatment was similar to that seen in wild-type mouse brain tissues (see FIGS. 7A-7B).



FIG. 8A is a table demonstrating the CGG repeats in the FMR1 RNA 5′ UTR from three healthy males and three premutation carrier males for FXS. The premutation carriers had 55-200 CGG repeats in the 5′UTR of FMR1 gene, whereas greater than 200 CGG repeats would lead to FXS, and less than 55 CGG repeats are usually present in healthy individuals. Premutation carriers have a propensity to develop FXTAS (Fragile X-associated tremor/ataxia syndrome) after the age of 50 yrs. FIG. 8B shows RT-qPCR data demonstrating the presence of similar FMR1 iso1 levels in fibroblast cells from all six individuals normalized to GAPDH RNA levels. FIG. 8C shows the presence of increased FMR1 iso12 levels in individual P1 compared to the other premutation carriers and healthy control samples. All premutation carriers expressed similar FMR1 iso1 levels as compared to the healthy controls. However, only individual P1 with higher CGG repeats (140, see FIG. 8A) expressed FMR1 iso12.


These data demonstrate that the FMR1 iso12 might be expressed in premutation carriers with a higher CGG repeat number, and, in some embodiments, ASO treatment in these individuals can be therapeutically beneficial by increasing FMRP protein levels.


Prophetic Examples

In a first set of experiments, various ASOs will be introduced, singly or in combination, into human FXS WBC lines that are partially methylated and hence express some FMR1 RNA. At various time points, for example, about 24, 48, 72, 96, 120, 144 and 168 hours after transfection, levels of FMR1 iso1, FMR1 iso12, and FMRP will be assessed.


In a second set of experiments, human FXS WBC lines that have full methylation of FMR1 DNA and express no FMR1 RNA will be incubated with varying amounts of DNA demethylation agent, for example, 5-aza-2-deoxycytidine (5-azadC) (Sigma A3656), to partially demethylate the FMR1 DNA. Then, various ASOs will be introduced, singly or in combination, into the DNA demethylase-treated cells. At various time points, for example, about 24, 48, 72, 96, 120, 144 and 168 hours after transfection, levels of FMR1 iso1, FMR1 iso12, and FMRP will be assessed.


In a third set of experiments, various ASOs will be introduced, singly or in combination, into primary fibroblasts from FXS patients that are partially methylated. At various time points, for example, about 24, 48, 72, 96, 120, 144 and 168 hours after transfection, levels of FMR1 iso1, FMR1 iso12, and FMRP will be assessed. In the primary fibroblasts from patients with a completely methylated FMR1 locus, the cells will be incubated with varying amounts of DNA demethylation agent, for example, 5-aza-2-deoxycytidine (5-azadC) (Sigma A3656), to partially demethylate the FMR1 DNA. Then, various ASOs will be introduced, singly or in combination, into the DNA demethylase-treated cells.


Example 5. Safety and Efficacy in an Animal Model

The safety and efficacy of ASO treatment will be determined in an animal model. Neural progenitor cells, derived from human FXS patients with partially methylated FMR1 and iso12 expression, will be injected into NOD-scid IL2Rγnull mouse pups as described by Windrem et al., A Competitive Advantage by Neonatally Engrafted Human Glial Progenitors Yields Mice Whose Brains Are Chimeric for Human Glia, J Neurosci 34:16153-61 (2014) and Liu et al. Rescue of Fragile X syndrome neurons by DNA methylation editing of the FMR1 gene, Cell 172(5):979-92 (2018). Modified ASOs, such as those described above will be injected into the brain or via intraperitoneal injection (IP). The RNA will be extracted from the brains, and human FMR1 iso1 and iso12 will be quantified by RT-qPCR. This experiment will determine the safety and efficacy of ASO treatment in inhibiting FMR1 iso12 production and promoting iso1 formation in an animal model. FMRP in human neurons will be assessed by immunocytochemistry.









TABLE 1







Non-limiting Examples of ASOs and Other Pertinent Information.


















SEQ

Scale
nt
ε
MW
Vol
Conc.




Oligo #
ID NO
Sequence
(μMol)
Count
(L/mol*cm)
(g/mol)
(μL)
(μM)
μMol
nmol/μL




















W-704
1
AGAAGCCAAAG
1
20
216990
8035.67
500
614.68
0.31
0.61




GAGACCTGA













W-705
2
AAAGAGAAGCC
1
20
231300
8054.99
500
598.53
0.30
0.60




AAAGGAGAC













W-706
3
CTAGACCGGAAA
1
22
236430
8832.38
500
663.28
0.33
0.66




AGAGAAGCCA













W-707
4
ATGCTAGACCGG
1
21
233100
8439.7
500
582.75
0.29
0.58




AAAAGAGAA













W-708
5
CAATGCTAGACC
1
20
214470
8010.4
500
610.06
0.31
0.61




GGAAAAGA













W-709
6
AAGTOCCAATGC
1
21
205740
8384.38
500
561.92
0.28
0.56




TAGACCGGA













W-710
7
TCTCCGAAGTCC
1
20
178560
7920.39
500
603.77
0.30
0.60




CAATGCTA













W-711
8
GAGCTCTCCGAA
1
18
159390
7148.33
500
605.31
0.30
0.61




GTCCCA













W-712
9
AGAACAGTGGA
1
20
196650
8007.03
500
617.65
0.31
0.62




GCTCTCCGA













W-713
10
CGCCCAGAACAG
1
20
186120
7996.35
500
669.57
0.33
0.67




TGGAGCTC













W-714
11
CCTCGCOCAGAA
1
20
186120
7996.35
500
576.78
0.29
0.58




CAGTGGAG









Examples 6-10

Fragile X Syndrome (FXS) is a neuro-developmental disorder causing a range of maladies including intellectual disability, speech and developmental delays, social deficits, repetitive behavior, attention deficits, and anxiety. Previous studies have shown an expansion of >200 CGG triplets in the 5′UTR of Fragile X Messenger Ribonucleoprotein 1 (FMR1) induces gene methylation and transcriptional silencing, loss of the encoded FMRP, and FXS. Fragile X Messenger Ribonucleoprotein (FMRP) is an RNA-binding protein that interacts with >1000 mRNAs in the mouse brain and human neurons, predominantly through coding region associations (1-3). Although earlier studies suggested that FMRP inhibits protein synthesis (4), subsequent high-resolution methods showed that FMRP promotes as well as inhibits translation (5-8). One mechanism by which FMRP inhibits translation is stalling ribosome translocation on mRNAs (9, 10). Previously, several mRNAs associated with FMRP-stalled ribosomes were identified, one of which encodes SETD2, an epigenetic enzyme that trimethylates histone H3 lysine 36 (H3K36me3) (11). SETD2 was elevated in Fmr1-deficient hippocampus, which resulted in an altered H3K36me3 chromatin landscape. H3K36me3 resides in gene bodies and influences alternative pre-mRNA splicing (12), and indeed multiple mRNAs were mis-spliced in Fmr1-deficient mouse hippocampus. Many of these mis-splicing events were also detected in the human postmortem autism spectrum disorder (ASD) brain and blood tissues(14-18), indicating a convergence of FXS and ASD (11, 13).


Because mis-splicing of mRNAs is widespread in Fmr1-deficient mouse brain, and because individuals with FXS are often on the autism spectrum, it was surmised that RNA mis-splicing might also be prevalent in human FXS patient tissues (blood and brain). Accordingly, leukocytes were isolated from freshly obtained blood from 29 FXS males and 13 typically developing (TD) age-matched males, and RNA sequencing was performed. The analysis revealed widespread and statistically robust mis-regulation of alternative splicing and RNA abundance of greater than 1,000 mRNAs. Mis-regulated RNA expression and processing in FXS postmortem brain were also found.


Further analysis of the RNA-seq data unexpectedly revealed that FMR1 RNA was expressed in 21 of 29 FXS leukocyte samples, some nearly as high as FMR1 transcript levels from TD individuals. Because all FXS samples were from individuals with >200 CGG repeats, this was a surprising result because the FMR1 locus, which was purported to be silent under these conditions, was transcriptionally active in patients even when the gene appeared to be fully methylated in standard assays. However, the highest FMR1 RNA expressing FXS individuals were mosaic (CGG repeat number mosaicism or partial methylation of a full expansion). Furthermore, it was found that much of the FMR1 mRNA in the FXS individuals was itself mis-spliced to generate FMR1-217, a little-known 1.8 kb isoform comprised of FMR1 exon 1 and a pseudo-exon within FMR1 intron 1. This isoform is predicted to encode a truncated, 31 amino acid polypeptide whose function, if any, is unknown. Additional analysis revealed that FMR1-217 was detected in FXS dermal and lung-derived fibroblasts as well as in five of seven FXS postmortem cortex samples, further indicating the preponderance of FMR1 mis-splicing in FXS populations and, most importantly, that this altered processing event occurs in the brain as well as leukocytes. Fibroblasts from some FXS premutation (i.e., ˜55-200 CGG repeats) male carriers also expressed FMR1-217 as well as full-length FMR1 RNA, indicating that mis-splicing may be widespread in other disorders linked to CGG expansions in FMR1.


These findings suggest that modulation of FMR1 mis-splicing is a suitable approach to increase FMRP levels in individuals expressing FMR1-217. To investigate further, eleven 2′-O-methoxyethyl (MOE)/phosphorothioate-containing antisense oligonucleotides (ASOs) against several regions of FMR1-217 were generated and transfected into an established FXS lymphoblast cell line that expresses this transcript. Single ASOs or a combination of two ASOs blocked improper FMR1 splicing, rescued proper FMR1 splicing, and restored FMRP to TD levels. Moreover, application of the DNA methylation inhibitor 5-aza-2′-deoxycytidine (5-AzadC) to a second FXS lymphoblast line as well as FXS fibroblast lines that normally do not express any FMR1 resulted in synthesis of both FMR1 and FMR1-217 RNAs but little or no FMRP. However, treatment of these cells with both 5-AzadC and the ASOs produced strong FMRP up-regulation. These studies demonstrated that first, in cells from FXS but not TD individuals, a significant proportion of the FMR1 RNA was mis-spliced to produce the FMR1-217 isoform; and second, ASO treatment to reduce FMR1-217 levels resulted in FMRP restoration to TD levels. Therefore, ASO treatment may offer a novel therapeutic approach to mitigate FXS.


Aberrant alternative splicing of mRNAs results in dysregulated gene expression in multiple neurological disorders. Surprisingly, the Fragile X Messenger Ribonucleoprotein 1 (FMR1) gene was transcribed in >70% of the FXS tissues, in many instances even when the gene was fully methylated. In all FMR1 expressing FXS tissues, FMR1 RNA itself was mis-spliced in a CGG expansion-dependent manner to generate the little-known FMR1-217 RNA isoform, which is comprised of FMR1 exon 1 and a pseudo-exon in intron 1. FMR1-217 was also expressed in FXS premutation carrier-derived skin fibroblasts and brain tissue. It was shown that in cells aberrantly expressing mis-spliced FMR1, antisense oligonucleotide (ASO) treatment reduced FMR1-217, rescued full-length FMR1 RNA, and restored Fragile X Messenger Ribonucleoprotein (FMRP) to normal levels. Notably, FMR1 gene reactivation in transcriptionally silent FXS cells using 5-aza-2′-deoxycytidine (5-AzadC), which prevented DNA methylation, increased FMR1-217 RNA levels but not FMRP. ASO treatment of cells prior to 5-AzadC application rescued full-length FMR1 expression and restored FMRP. These findings indicate that in FXS individuals (e.g., those expressing FMR1-217), ASO treatment may offer a new therapeutic approach to mitigate the disorder.


Example 6. Materials and Methods
Human FXS Participant Studies

All participants were Caucasian males with a FMR1 full mutation (CGG repeats>200) or typically developing individuals (CGG repeats<55) as confirmed by DNA analysis. All participants or their legal guardians, as appropriate, signed informed consent to the study. The project was approved by the Rush University Medical Center Institutional Review Board. Intelligence quotient (IQ) scores were obtained using the Stanford-Binet Scale-Fifth Edition (SB5) (52) and applying the z-deviation method to avoid floor effects in persons with intellectual disability (53). The adaptive skills of participants were determined using an semi-structured interview and measured using the Vineland Adaptive Behavior skills (Vineland-3, (54)). The Adaptive Behavior Composite (ABC) standard score (SS) was the measure of overall adaptive functioning based on scores assessing the following domains: communication, daily living skills, and socialization. FXS patients were aged 16-38 years with FXS phenotypes, a z-deviation IQ range of 20-52 and ABC standard score range of 20-41. Age matched TD individuals for the study were aged 22-29 with a normal IQ and no known neuropsychiatric conditions. For CGG repeat size determination in the 5′ UTR of the FMR1 gene, DNA isolated from whole blood was analyzed using the Asuragen FMR1 AmplideX PCR Kit. Methylation status was determined using the Asuragen FMR1 methylation PCR Kit and/or Southern blot analysis. FMRP levels were quantified by generating dried blood spots (DBS) from the samples. To generate DBS, 12-50 μl spots were put on each blood card and allowed to dry. The blood cards were then stored at −80° C. Discs were punched using a 6-mm punch and incubated in lysis buffer. Extracted sample was centrifuged, and FMRP was quantified using the LUMINEX® Microplex immunochemistry assay. FMRP levels were normalized to 1,000 WBCs per sample. Additionally, FMRP levels were also quantified by using peripheral blood mononuclear cell (PBMC) samples. PBMCs were isolated from whole blood using Cell Preparation (CPT) blood tubes. Isolated PBMC were lysed and quantified for total protein concentration using a spectrophotometer, and FMRP was quantified using a LUMINEX® Microplex immunochemistry assay. FMRP levels were normalized to total protein. Both methods produced comparable levels of FMRP in the samples assessed.


Frozen post-mortem brain tissues were obtained from University of California at Davis Brain Repository from FXS male individuals (N=6) and age-matched typically developing (TD) males (N=5).


RNA Extraction and Sequencing of Tissue Samples from FXS and TD Individuals


Leukocytes

Eight milliliters (mL) of fresh blood were collected from FXS male individuals (N=29) and age-matched typically developing (TD) males (N=13) in a BD VACUTAINER® Cell Preparation Tube (CPT, with sodium citrate-blue top tube, Becton Dickinson #REF362761), and the leukocytes were collected on a LeukoLOCK™ filter, prior to RNA extraction using a LeukoLOCK™ Fractionation & Stabilization Kit (Ambion #1933) as per the manufacturer's instructions. Briefly, the blood samples were passed through LeukoLOCK™ filters that were then rinsed with 3 mL of phosphate buffered saline (PBS), followed by 3 mL of RNALATER®. The residual RNALATER® was expelled from the LeukoLOCK™ filter, and the filters were capped and stored in −80° C. To extract RNA, the filters were thawed at room temperature for 5 minutes, and then the remaining few drops of RNAlater were removed. The filter was flushed with 4 mL of TRIZOL® LS Reagent (ThermoFisher Scientific #10296028), and the lysate was collected in a 15-mL tube. 800 μl bromo-3-chloro-propane (BCP) (Sigma #B9673) was added to each tube and vortexed vigorously for 30 seconds. The tube was then incubated at room temperature for 5 minutes and centrifuged for 10 minutes at 4° C. at ˜2,000×g; the aqueous phase containing the RNA was recovered. To recover the long RNA fraction, 0.5 volume of 100% ethanol was added and mixed well. The RNA was then recovered using an RNA clean and concentrator kit (Zymo Research, #11-325/R1015), DNase-treated with TURBO™ DNase (Invitrogen #AM2238), resuspended in RNase-free water, and stored at −80° C. The quality of RNA (RNA integrity number (RIN)>7.3) was assessed using a 5300 Fragment Analyzer instrument. Three milligrams (mgs) of RNA sample were used for directional mRNA library preparation using polyA enrichment (Novogene Co), and the libraries were sequenced on the NovaSeq platform to generate paired end, 150-bp reads at a sequencing depth of 60-90 million reads per sample.


Brain Tissue

The post-mortem frozen cortical tissues from FXS male individuals (N=6) and age-matched typically developing (TD) males (N=5) were powdered in liquid nitrogen using a mortar and pestle. The fine powder was then homogenized on ice in a Dounce homogenizer using TRIZOL® Reagent (ThermoFisher Scientific #15596026), and the lysates were collected. Total RNA was extracted using BCP, recovered as described above, and stored at −80° C.


cDNA Synthesis and qPCR


One microgram (μg) of total RNA was primed with oligo(dT)20 to generate cDNA with a QuantiTect cDNA synthesis kit (Qiagen, #205311) using random hexamers (Table 3). qPCR was performed using the iTaq™ Universal SYBR® Green Supermix (BIO-RAD #1725122) on a QuantStudio 3 qPCR machine in duplicate.


RNA-Seq Data Analysis

FASTQ files were uploaded to the DolphinNext platform (55) at the UMass Chan Medical School Bioinformatics Core for mapping and quantification. The reads were subjected to FastQC (v0.11.8) analysis, and the quality of reads was assessed. Reads were mapped to the genome assembly GRCh38 (hg38) version 34 using the STAR (v2.5.3a) aligner. Gene and isoform expression levels were quantified by salmon v1.5.2.


Differential gene expression analysis: DESeq2 (v3.9) was used to obtain differentially expressed genes from the estimated counts table. After normalization by the median of ratios method, genes with minimal 5 counts average across all samples were kept for the Differential Gene expression analysis. P<0.0002 was used as a cutoff. The TDF files generated were uploaded on the Integrative Genomics Viewer (2.6.2) and autoscaled for visualization.


Alternative splicing analysis: To analyze differential alternative splicing (AS), the rMATS package v3.2.5 (14) was used with default parameters. The Percent Spliced In (PSI) levels or the exon inclusion levels were calculated by rMATS using a hierarchical framework. To calculate the difference in PSI between genotypes, a likelihood-ratio test was used. AS events with an FDR<5% and |deltaPSI|≥5% as identified using rMATS were used for further analysis. The genes with significant skipped exons were used for validation using RT-qPCR analysis. One μg of RNA was used to generate cDNA using the QuantiTect cDNA synthesis kit. Primers were designed to overlap skipped/inclusion exon junctions, and qPCR was performed using the Bio-Rad SYBR reagent on a Quantstudio3 instrument.


Cell Culture
Lymphoblast Cell Lines

Lymphoblast cell lines (LCL) were obtained from Coriell Institute from two FXS individuals (GM07365 (FXS1), GM06897(FXS2)) and two typically developing control males (GM07174 (WT3), GM06890 (WT4)). Cells were cultured in RPMI 1640 medium (Sigma-Aldrich), supplemented with 15% fetal bovine serum (FBS) and 2.5% L-glutamine, at 37° C. with 5% CO2 in T25 flasks.


Fibroblast Cells

Skin biopsies from participants were collected in a 15-cc tube with transfer culture medium (DMEM with 5% Gentamicin). The biopsy was then removed from the transfer medium with tweezers onto a sterile tissue culture dish and dissected into approximately 6-7 pieces using sterile tweezers and scissors in the culture hood. Three to four pieces of skin explants were kept on the bottom of a T25 flask, and 3 mL CHANG AMNIO culture medium was added. The flask was then incubated at 37° C. with 5% CO2 for 10 days. The culture medium was changed after cells started growing out from the skin explants. After the cells had grown to 5-6 layers around the skin explants, the skin explants were removed from the culture flask, and fibroblasts were trypsinized and spread evenly in the flask. The media were changed after overnight incubation with trypsin. Fibroblast culture medium was added (complete medium (500 mL DMEM (15-017-CV) with 10% FBS and 1×antibiotic-antimitotic, 5 mL 1×L-glutamine)) twice a week to cells in a T25 culture flasks at 37° C. with 5% CO2.


Fibroblast cell lines were obtained from Coriell Institute from two FXS individuals (GM05131, and GM07072). A control fibroblast line derived from a skin sample of a typically developing male was used. Cells were cultured in DMEM medium (Sigma-Aldrich), supplemented with 10% fetal bovine serum (FBS) and 2.5% L-glutamine, at 37° C. with 5% CO2.


ASO Synthesis and Treatment
ASO Synthesis

ASOs were synthesized on a Dr. Oligo 48 synthesizer. 2′-O-methoxyethyl (MOE)-modified phosphoramidites were coupled for 8 minutes. Oligonucleotides were deprotected in concentrated aqueous ammonia (30% in water) at 55° C. for 16 hours and characterized by liquid chromatography-mass spectrometry. Final desalting was effected by diafiltration (3× water wash) in a 3-kDa cutoff Amicon centrifugal filter.


ASO Treatment

Antisense oligonucleotides (ASOs) were dissolved in ultrapure distilled water to a final concentration of 10 μM. Before use, the ASOs were heated to 55° C. for 15 minutes and cooled at room temperature. ASOs were added, individually or in combinations, to LCL cell lines at a final concentration of 80 nM or 160 nM using Lipofectamine RNAIMAX® Transfection Reagent (Thermo Fisher Scientific, 13778030) and incubated at 37° C. with 5% CO2 for 16 hours in reduced serum medium. RPMI 1640 medium (Sigma-Aldrich), supplemented with 15% fetal bovine serum (FBS) was added for a total of 72 hours. The cells were collected after 72 hours of ASO treatment for RNA and protein extraction.


5-AzadC Treatment

For each cell culture, 30×105 cells/mL were added to a final volume of 20 mL medium (RPMI 1640 medium (Sigma-Aldrich) supplemented with 15% fetal bovine serum (FBS) and 2.5% L-glutamine at 37° C. with 5% CO2) per T25 flask. 5-Aza-2′-deoxycytidine (5-AzadC) (Sigma-Aldrich, A3656) was added to the cell cultures (final concentration 1 μM) for 7 consecutive days. A 2 mM stock of 5-AzadC was made in DMSO. For each cell line, two independent treatments were performed (n=2). For the no treatment controls for each cell line, DMSO was added to the flasks. For samples with both 5-AzadC and ASO treatment, 80 nM or 160 nM ASOs or vehicle were added on Day 1 and either 5-AzadC or DMSO was added each day from Day 2 up to Day 9 at a final concentration of 1 μM. On Day 9 the cells were collected in 1× phosphate buffered saline to proceed with RNA extraction or Western blotting.


Western Blotting

Cells were homogenized at 4° C. in RIPA buffer, with incubation on ice for 10 minutes and dissociation by pipetting. The extract was centrifuged at 13,200 rpm for 10 minutes at 4° C., and the supernatant collected. Protein concentration was determined using BCA reagent. Proteins (10 μg) were diluted in SDS-bromophenol blue reducing buffer with 40 mM DTT and analyzed using western blotting with the following antibodies: FMRP (Millipore, mAb2160, 1: 1,000), FMRP (Abcam, ab17722, 1:1,000) and GAPDH (14C10, Cell Signaling Technology, mAb 2118, 1:2,000), diluted in 1×TBST with 5% non-fat milk. Membranes were washed three times for 10 minutes with 1×TBST and incubated with anti-rabbit or anti-mouse secondary antibodies (Jackson, 1:10,000) at room temperature for 1 hour. Membranes were washed three times for 10 minutes with 1×TBST, developed with ECL-Plus (Piece), and scanned with GE Amersham Imager.


Quantification and Statistical Analysis

All grouped data were presented as mean±s.e.m. All tests used to compare the samples were mentioned in the respective figure legends and corresponding text. When exact P values were not indicated, they were represented as follows: *, p<0.05; **, p<0.01; ***, p<0.001; ****, P value<0.0001; n.s., p>0.05.


Data and Code Availability

Codes and scripts used for quantification analysis were written in Python or R and will be provided upon request. Data Resources Sequencing datasets generated in this study have been deposited into the Gene Expression Omnibus (GEO) database under the accession number: Super series GSE202179. The sub series GSE202177 comprise the raw data for the RNA-seq and GSE202178 for the ChIP-Seq experiments.


Chromatin immunoprecipitation Sequencing (ChIP-Seq)


Eight mL of fresh blood was collected from FXS male (N=10) and age-matched typically developing males (N=7) individuals in a BD VACUTAINER® CPT (Cell Preparation Tube with sodium citrate-blue top tube, Becton Dickinson #REF362761). The tube was gently inverted 5 times, and the sample was centrifuged for 25 minutes at 1,500-1,800 RCF at room temperature. The tubes were then inverted to collect the lymphocytes and other mononuclear cells resuspended in the upper liquid phase in a new 15-mL tube. The samples were centrifuged again for 10 minutes at 300 RCF to obtain the PBMC pellet. The PBMCs were rinsed with 1× Dulbecco's phosphate buffered saline without calcium or magnesium (D-PBS) (Invitrogen #14190-094). The PBMC pellet was resuspended in 250 μL ice-cold D-PBS with protease inhibitors. FMRP levels in PBMCs were quantified using a LUMINEX® Microplex immunochemistry assay. Chromatin isolation and sequencing were performed as previously described (11). Briefly, the cells were cross-linked with 1% formaldehyde and quenched with 150 mM glycine. After centrifugation at 2,000 g for 10 minutes at 4° C., the cells were lysed. After homogenization, the nuclei were harvested by centrifugation at 2,000 g for 5 minutes at 4° C. The nuclei were lysed by incubating for 20 minutes on ice in nuclear lysis buffer (10 mM Tris (pH 8.0), 1 mM EDTA, 0.5 mM EGTA). 0.5% SDS was added, and the samples were sonicated on a Bioruptor® sonicator at high power settings (sonication: 30 seconds on, 90 seconds off) for 9 cycles of 15 minutes each at 4° C. The samples were centrifuged and diluted to adjust the SDS concentration to <0.1%. 10% of each sample was used as input. The remainder of the samples were divided into two and incubated with protein G DYNABEADS® coupled overnight at 4° C. with antibodies against H3K36me3 (Abcam ab9050, 5 g per ChIP) or H3K4me3 (Active Motif-39159, 5 μg per ChIP). After IP, the beads were washed, and chromatin de-crosslinked overnight at 65° C. After RNase and proteinase K treatment, the DNA was purified. ChIP-Seq libraries were prepared by performing the following steps: ends repair using T4 DNA polymerase, A′ base addition by Klenow polymerase, and Illumina adapter ligation using T4 Polynucleotide kinase from New England Biolabs (NEB). The library was PCR amplified using multiplexing barcoded primers. The libraries were pooled with equal molar ratios, denatured, diluted, and sequenced with NextSeq 500/550 High Output Kit v2.5 (Illumina, 75-bp paired-end runs) on a Nextseq500 sequencer (Illumina).


ChIP-Seq Analysis

For ChIP-seq data analysis, alignments were performed with Bowtie2 (2.1.0) using the GRCh38 (hg38) version 34 genome, duplicates were removed with Picard and TDF files for Genomics Viewer (IGV), viewing were generated using a ChIP-seq pipeline from DolphinNext (55). The broad peaks for H3K36me3 ChIP-Seq were called using the broad peak parameter MACS2. Narrow peaks for H3K4me3 ChIP were called using the narrow parameter in MACS2. deepTools2 (57) was used to plot heatmaps and profiles for genic distribution of H3K36me3 and H3K4me3 ChIP signals over input. IGV tools (2.6.2) were used for visualizing TDF files, and all tracks shown were normalized for total read coverage.


Example 7. FMR1 RNA is Expressed and Mis-Spliced in a Subset of FXS Individuals

Expansion of >200 CGG repeats in FMR1 induces gene methylation, transcriptional silencing, loss of FMRP, and FXS. It was therefore surprising that in leukocytes of 21 of 29 FXS individuals, FMR1 RNA was detected, and in four individuals, the level of all isoforms of this RNA were similar to, or even higher than, those in the TD individuals (Table 2, FMR1 RNA TPM levels). When only full-length FMR1 encoding 632 amino acid FMRP (FMR1-205) was examined (FIG. 9H, Table 3), WBCs from 6 individuals had levels of this transcript that were similar to those of TD (Table 2). For comparison, the levels of the FMR1 paralog FXR2 were similar in all individuals (Table 2). Visualizing the RNA reads at the FMR1 locus with the Integrated Genome Viewer (IGV) made it evident that exonic reads were detected at robust levels in TD individuals, and that the exonic reads were also detected in FXS individuals (FIGS. 9A-9B). FXS individuals 1-21 expressed relatively high FMR1 levels (with a cutoff of 0.6 transcript per million (TPM)) (H FMR1), compared to FXS individuals 22-29 who expressed low or undetectable FMR1 levels (L FMR1) (Table 2 and FIGS. 9A-9B). Remarkably, the H-FMR1 FXS individuals displayed strong RNA reads in intron 1 of FMR1 (thick-lined black box in FIG. 9A, enlarged in FIG. 9B). Notably, RNA reads in this intronic region were not detected in any TD individuals even though FMR1 RNA was strongly expressed (FIGS. 9A-9B). The FMR1 locus expresses multiple alternatively spliced RNA isoforms (Table 3). The RNA reads detected in FMR1 intron 1 correspond to the second exon of the FMR1-217 RNA isoform. FMR1-217 (ENST00000621447.1) is a 1.8-kb transcript comprised of two exons, and is predicted to encode a 31-amino acid polypeptide (Table 3). Notably, most of the total FMR1 RNA in the FXS samples was comprised of the aberrantly spliced FMR1-217 transcript, which was absent in samples from TD individuals (Table 2). TPMs of all 14 FMR1 isoforms detected in the TD and FXS patient samples were obtained (data not shown). RT-PCR was used to detect the FMR1-217 isoform in the FXS leukocyte samples (reverse transcription primed with oligodT(20)), and the amplified product was sequenced using primers specific to the FMR1-217 exon-exon junction. Aligning this sequence to FMR1 confirmed that this transcript is polyadenylated and is a spliced product of FMR1 exon 1 and FMR1-217 exon 2 (FIG. 9C).









TABLE 2







FMR1 RNA TPM levels











Sample
FMR1
FMR1-205
FMR1-217
FXR2














TD1
31.1
1.9
0.1
17.0


TD2
26.3
3.7
0.1
15.5


TD3
23.7
2.6
0.2
14.0


TD4
23.0
1.6
0.1
9.0


TD5
22.1
1.3
0.1
14.3


TD6
20.6
1.7
0.2
12.4


TD7
19.5
1.9
0.1
12.1


TD8
18.8
2.6
0.1
9.4


TD9
18.4
0.8
0.0
7.4


TD10
16.2
1.1
0.0
12.7


TD11
15.7
1.9
0.1
8.2


TD12
13.6
2.2
0.1
14.0


TD13
12.6
0.3
0.1
9.0


FXS1
36.2
3.2
18.6
10.1


FXS2
32.6
1.7
24.4
10.6


FXS3
28.5
2.0
10.6
15.4


FXS4
17.0
0.8
2.7
11.7


FXS5
10.9
0.0
10.5
11.5


FXS6
8.4
0.5
0.2
10.2


FXS7
8.0
0.4
5.9
17.0


FXS8
4.9
0.0
2.9
14.0


FXS9
4.2
0.0
2.8
11.1


FXS10
3.8
0.0
2.7
12.4


FXS11
3.8
0.0
0.1
12.1


FXS12
2.9
0.1
2.3
12.4


FXS13
2.9
0.0
0.6
15.2


FXS14
2.2
0.2
1.3
14.4


FXS15
2.1
0.1
1.5
12.8


FXS16
2.0
0.0
0.9
10.8


FXS17
1.6
0.0
1.1
12.4


FXS18
1.1
0.0
0.8
13.0


FXS19
1.0
0.0
0.7
15.5


FXS20
0.6
0.0
0.4
6.4


FXS21
0.6
0.2
0.3
9.4


FXS22
0.0
0.0
0.0
15.7


FXS23
0.0
0.0
0.0
8.4


FXS24
0.0
0.0
0.0
16.1


FXS25
0.0
0.0
0.0
10.5


FXS26
0.0
0.0
0.0
12.0


FXS27
0.0
0.0
0.0
10.6


FXS28
0.0
0.0
0.0
15.2


FXS29
0.0
0.0
0.0
13.3









Table 2 shows normalized gene counts (transcripts per million, TPM) obtained from RNA-seq data analysis for total FMR1 (all isoforms), FMR1-205 (encoding the full-length, 632 amino acid FMRP), FMR1-217 (a mis-spliced RNA), and FXR2, a paralogue of FMR1.









TABLE 3







FMR1 Transcript Identification & Corresponding Predicted Amino Acid


Numbers of Encoded Proteins from ENSEMBL (56)











Transcript ID
Name
bp
Protein
Biotype





ENST00000370475.9
FMR1-205
4441
632aa
Protein coding


ENST00000690137.1
FMR1-226
4166
615aa
Protein coding


ENST00000218200.12
FMR1-201
4333
611aa
Protein coding


ENST00000691111.1
FMR1-228
4154
599aa
Protein coding


ENST00000687593.1
FMR1-223
4159
594aa
Protein coding


ENST00000439526.6
FMR1-207
3699
592aa
Protein coding


ENST00000370470.5
FMR1-203
1774
590aa
Protein coding


ENST00000690216.1
FMR1-227
4008
587aa
Protein coding


ENST00000440235.6
FMR1-208
4271
586aa
Protein coding


ENST00000370477.5
FMR1-206
3437
582aa
Protein coding


ENST00000686086.1
FMR1-222
3995
570aa
Protein coding


ENST00000691214.1
FMR1-229
4067
569aa
Protein coding


ENST00000495717.6
FMR1-212
2874
561aa
Protein coding


ENST00000685491.1
FMR1-221
4109
559aa
Protein coding


ENST00000621453.5
FMR1-218
1827
548aa
Protein coding


ENST00000370471.7
FMR1-204
4125
537aa
Protein coding


ENST00000616382.5
FMR1-214
2799
536aa
Protein coding


ENST00000692108.1
FMR1-232
4252
509aa
Protein coding


ENST00000689517.1
FMR1-224
4484
460aa
Protein coding


ENST00000693512.1
FMR1-235
3402
398aa
Protein coding


ENST00000334557.10
FMR1-202
1295
297aa
Protein coding


ENST00000621987.5
FMR1-219
2440
297aa
NMD


ENST00000616614.4
FMR1-215
1409
 76aa
NMD


ENST00000693452.1
FMR1-234
4093
 49aa
NMD


ENST00000692091.1
FMR1-231
3908
 49aa
NMD


ENST00000475038.3
FMR1-209
2747
 49aa
NMD


ENST00000621447.1
FMR1-217
1832
 31aa
Protein coding


ENST00000691793.1
FMR1-230
5731

RI


ENST00000492846.2
FMR1-211
5650

RI


ENST00000689570.1
FMR1-225
5650

RI


ENST00000620828.4
FMR1-216
4830

RI


ENST00000693079.1
FMR1-233
4647

RI


ENST00000643620.1
FMR1-220
1439

RI


ENST00000611273.1
FMR1-213
 564

RI


ENST00000478848.1
FMR1-210
 541

RI









Next, the proportion of full-length FMR1 RNA to FMR1-217 RNA in TD or FXS leukocytes was assessed. In the TD samples, 95% of the total FMR1 RNA (primers Ex1F and Ex1R) represented full-length molecules (primers Ex1F and Ex2R), whereas in the H FMR1 samples, 75% of the total FMR1 RNA was full-length and 25% was FMR1-217 (primers Ex1F and 217R) (FIG. 9C). In the L FMR1 samples, both isoforms were just barely detected. The total FMR1 RNA levels in all the samples were normalized to GAPDH RNA expression (* denotes P values<0.05). Importantly, all FXS individuals in this study, irrespective of FMR1 expression, displayed typical FXS symptoms, suggesting that even in patients with high FMR1 expression, functional FMRP may not be present or is present at very low amounts (FMRP protein levels were quantified for available samples (data not shown)).


Whether stratification of FXS individuals, based on relatively high (H) or low (L) amounts of FMR1 (using a cutoff of 0.6 TPM, Table 2), was reflected in transcriptome-wide RNA changes was examined. By reanalyzing FXS leukocyte RNA-seq data to compare significant RNA alterations between these two groups, hundreds of aberrant splicing events that tracked with the amount of this mis-spliced transcript were found (FIG. 9D and data not shown). Whether the parameters measured in WBCs correlated with intelligence quotient (IQ) was investigated. Table 4 presents determinations of methylation status of the FMR1 gene (by PCR), FMRP levels (ng/g protein), CGG repeat number, FMR1-217, full-length FMR1-205, all detected FMR1 isoforms and IQ (Stanford-Binet test).









TABLE 4







Characterizing Leukocytes of Each FXS Individual




















FMR1-
FMR1-


Lab
CGG repeat

PBMC [ng FMRP/

FMR1
205
217












ID
number
Methylation (MPCR)
μg total protein]
IQ
(TPM)

















FXS01
140, 175, >200
140 100%, 175
6.56E−03
37.8
36.2
3.2
18.6




97%, >200 90%


FXS02
>200
 81%
2.07E−03
26.8
32.6
1.7
24.4


FXS03
150, >200
N/A
N/A
52.0
28.5
2.0
10.6


FXS04
102, >200
N/A
N/A
37.0
17.0
0.8
2.7


FXS05
>200
>200 96%
4.85E−04
35.1
10.9
0.0
10.5


FXS06
 65, >200
65 98%, >200 100%
1.77E−02
55.0
8.4
0.5
0.2


FXS07
>200
N/A
2.28E−04
25.0
8.0
0.4
5.9


FXS08
173, >200
N/A
N/A
39.9
4.9
0.0
2.9



(~710, ~613)


FXS09
>200
100%
4.40E−04
35.0
4.2
0.0
2.8


FXS10
>200
100%
3.11E−04
56.0
3.8
0.0
2.7


FXS11
>200
100%
6.50E−03
62.3
3.8
0.0
0.1


FXS12
>200
100%
4.85E−04
26.9
2.9
0.1
2.3


FXS13
102, 174, >200
102, 174
5.35E−04
27.6
2.9
0.0
0.6




100%, >200 100%


FXS14
>200
N/A
N/A
20.0
2.2
0.2
1.3


FXS15
>200
100%
2.56E−04
45.9
2.1
0.1
1.5


FXS16
 63, >200
63.98%, 194
3.50E−03
53.5
2.0
0.0
0.9




36%, >200 100%


FXS17
>200
100%
1.05E−04
44.0
1.6
0.0
1.1


FXS18
>200
N/A
1.34E−04
30.3
1.1
0.0
0.8


FXS19
>200
N/A
N/A
50.0
1.0
0.0
0.7


FXS20
>200
100%
4.85E−04
29.6
0.6
0.0
0.4


FXS21
>200
100%
2.00E−04
37.7
0.6
0.2
0.3


FXS22
>200
N/A
4.88E−04
35.8
0.0
0.0
0.0


FXS23
>200
 94%
N/A
N/A
0.0
0.0
0.0


FXS24
28**, >200 
100%
N/A
37.6
0.0
0.0
0.0


FXS25
>200
100%
N/A
N/A
0.0
0.0
0.0


FXS26
>200
100%
4.85E−04
41.8
0.0
0.0
0.0


FXS27
>200
>200 100%
4.85E−04
20.2
0.0
0.0
0.0


FXS28
>200
N/A
N/A
N/A
0.0
0.0
0.0


FXS29
>200
>200: 85%
N/A
49
0
0
0









In Table 4, FMR1 gene methylation (MPCR): in percent as determined by methylation PCR (MPCR) analysis; FMRP levels: ng/μg total protein; FMR1: all isoforms; IQ: Stanford-Binet; N/A: not available.


Table 5 presents correlation coefficients for pairwise comparisons of the measurements noted above. Methylation of the FMR1 gene is negatively correlated with FMR1-217 and FMR1-205 expression. More intriguing is the moderately positive correlation of IQ with FMRP protein levels. Somewhat surprisingly, FMR1-205, which encodes full-length FMRP, has no correlation with IQ. However, it is noted that while FMR1-205 encodes the complete 632-amino acid FMRP, other FMR1 isoforms, which vary in abundance, encode truncated FMRP proteins (Table 3). Without presupposing functionality of truncated FMRP proteins, the canonical FMR1 isoform, FMR1-205, was used for further comparisons. FMR1-217 has a negative correlation with IQ, indicating a deleterious effect of this isoform. FIG. 10 displays a 3-dimensional comparison of all the parameters noted above. The inset shows that some FXS patients with a fully methylated FMR1 gene expressed FMR1 RNA and FMRP. Taken together, these results show several important findings. First, the FMR1 locus is frequently transcribed even when the FMR1 gene with a full CGG expansion is fully methylated. Second, FMRP levels in WBCs are positively correlated with IQ. Third, the negative correlation of FMR1-217 with IQ suggests that the process of mis-splicing, the 31-amino acid polypeptide derived from FMR1-217, the FMR1-217 RNA itself, or a combination thereof (e.g., all three), impart some toxic effect manifest in the brain (e.g., IQ). In any event, the levels of FMR1-217 expression, as well as additional transcriptome-wide changes in RNA processing events, likely form the basis for molecular stratification of FXS individuals.









TABLE 5







Correlation coefficients for pairwise comparisons for indicated parameters














Methylation
FMRP
IQ
FMR1
FMR1-205
FMR1-217

















Methylation
1.0
−0.2
0.3
−0.9
−0.8
−1.0


FMRP
−0.2
1.0
0.5
0.3
0.3
0.0


IQ
0.3
0.5
1.0
−0.2
−0.1
−0.3


FMR1
−0.9
0.3
−0.2
1.0
0.9
1.0


FMR1-205
−0.8
0.3
−0.1
0.9
1.0
0.8


FMR1-217
−1.0
0.0
−0.3
1.0
0.8
1.0









In Table 5, ±0-0.1: no correlation; 0.1-0.29: weak correlation; ±0.3-0.49: moderate correlation; ±0.5-1: strong correlation.


Example 8. FMR1-217 is Expressed in Human FXS and Pre-Mutation Carrier Postmortem Brain

To investigate whether FMR1-217 is expressed in FXS brain, publicly available RNA-seq data of post-mortem frontal cortex tissues from FXS individuals (CGG repeats>200), FXS carriers (CGG repeats 55-200), and TD individuals (CGG repeats<55) (16) were analyzed. FMR1 RNA (TPM) levels were highest in pre-mutation carriers (Table 6). Interestingly, the FXS sample UMB5746, which displayed CGG repeat number mosaicism, displayed high levels of FMR1 RNA (Table 6 and FIG. 11A) and to a lesser extent, FMRP (16). The analysis showed that this individual expressed FMR1-217, as did FXS carrier UMB5212, who had Fragile X-associated tremor/ataxia syndrome (FXTAS) (Table 6 and FIG. 11A). Neither TD individual had any RNA reads corresponding to FMR1-217 (Table 6 and FIG. 11A). Thus, FMR1-217 RNA may only be expressed in the brains of a subset of FXS individuals and premutation carriers.














TABLE 6





Sample



FMR1-
FMR1-


repository

Patient ID
FMR1
205
217




















NIH
Carrier
UMB5212
20
1.4
3.9


NeuroBioBank

UMB5529
23
1.6
0.4



FXS
UMB5319
0
0.0
0.0




UMB5746
19
0.0
10.1


UC Davis
TD
UCD1407
10
0.7
0.0


FXTAS

103710XX
12
1.5
0.1


(UCD)
FXS
103108GP
0
0.0
0.0




JS03
1
0.0
0.1









Table shows sample information or postmortem FXS frontal cortex, premutation FXS carriers and TD individuals (derived from (16)). RNA-seq datasets GSE107867 (NIH samples) and GSE117776 were reanalyzed for DGE and DAS. The TPM for FMR1 RNA in the samples is shown.


A BLAST analysis showed that FMR1-217 aligned only with intron 1 of FMR1 and with no other region of the genome. Additional data showed unequivocally that FMR1-217 is derived from FMR1, and that its synthesis is dependent the CGG expansion in this gene. Vershkov et al. (17) used CRISPR/Cas9 to delete the CGG expansion from FMR1 in FXS iPSC-derived neural stem cells (NSCs). Additional FXS NSCs were incubated with 5-AzadC, a nucleoside analogue that prevents DNA methylation. RNA sequencing from these samples, as well as from FXS NSCs incubated with vehicle, was then performed. The RNA-seq data from Vershkov et al. (17) was reanalyzed, some of which is presented in FIG. 11B, and FMR1 transcript quantification (TPM) in Table 7. RNA-seq reads corresponding to FMR1-217 were clearly evident in the FXS-NSCs incubated with 5-AzadC, but not in the other samples. Moreover, the CGG edited cells, which were isogenic to the unedited FXS NSCs, had no FMR1-217 reads, but instead robust expression of full-length FMR1. Quantification of the RNA-seq reads (TPM) showed strong total FMR1 and FMR1-205 expression in the CGG-edited and 5-AzadC-treated cells but not in vehicle-treated cells. More importantly, strong FMR1-217 expression was observed only in the 5-AzadC-treated cells. Therefore, FMR1-217 is derived from the FMR1 locus and requires a CGG expansion.









TABLE 7







FMR1 (Total, −205 or −217) reads (TPM)


of the samples in FIG. 11B













FMR1
FMR1-205
FMR1-217
















Vehicle
0.0
0.0
0.0



Vehicle
0.2
0.0
0.0



5-AzadC
9.9
0.8
6.9



5-AzadC
6.1
1.9
3.9



CGG edited
27.1
3.1
0.1



CGG edited
33.0
7.6
0.3










In a complementary study, Liu et al. (18) performed a targeted FMR1 gene demethylation experiment by incubating FXS iPSC and FXS iPSC-derived neurons with a FMR1 small guide RNA and a catalytically inactive Cas9 fused to Tet1 demethylase sequences. Reanalysis of the subsequent RNA-seq data is shown in FIG. 11C, and FMR1 transcript quantification (TPM) in Table 8. Their experimental paradigm showed that FMR1-217 sequences were evident only when the gene was demethylated in the FXS cells. Quantification of the relevant transcripts in Table 8 showed that strong FMR1 and FMR1-205 expression was detected in the Tet1-treated samples (but inexplicably, no FMR1-205 in sample N1_Tet1), and FMR1-217 expression in all Tet1-treated samples. These data therefore show once again that FMR1-217 is derived from the FMR1 locus and requires a CGG expansion.









TABLE 8







FMR1 (Total, 205 or 217) reads (TPM)


of the samples in FIG. 11C.













FMR1
FMR1-205
FMR1-217
















i_mock
0.1
0.0
0.0



i_Tet1
69.9
0.0
7.3



N1_mock
0.1
0.0
0.0



N2_mock
0.1
0.0
0.0



N1_Tet1
46.4
0.0
6.9



N2_Tet1
81.3
22.7
13.3



N3_Tet1
50.4
12.3
10.6










To confirm expression of FMR1-217 RNA in FXS brain tissue, frozen post-mortem cortex samples were obtained from six FXS males and five age-matched typically developing (TD) males (UC Davis Health). Using RT-qPCR, it was found that the FMR1 full-length RNA was significantly reduced in the FXS individuals compared to that in the TD individuals. However, 3 or 4 of the 6 FXS individuals expressed varying levels of the FMR1 full-length RNA as well as FMR1-217 RNA (1031-09LZ, 1001-18DL and 1033-08WS) (FIG. 11D). Previous studies on the FXS sample 1031-09LZ had noted expression of FMR1 RNA similar to that in TD individuals, despite the presence of a methylated fully mutated FMR1 locus (19). However, no detectable FMRP was found in the FXS brain sample 1031-09LZ (20). Also, in agreement with these studies, RNA-seq data from Tran et al. showed no FMR1 RNA in the FXS tissue samples (1031-08GP and JS03) (Table 6 and FIG. 11A) as well as an absence of FMRP (16).


FMR1-217 RNA was detected in only one of the two premutation carrier samples. To gain greater insight into the relationship of FMR1-217 FXS carrier tissue (CGG repeats between 55-200), skin biopsies were obtained from 3 additional premutation carriers and 3 TD individuals (FIG. 11E). The skin samples were cultured in vitro to generate fibroblast cell lines for RNA analysis. Interestingly, using RT-qPCR, FMR1-217 was detected in one premutation carrier (C172) with 140 CGG repeats but not in samples with 77 or 98 CGG repeats (FIG. 11E). There was no change in total FMR1 RNA levels among the samples (FIG. 11E). Thus, generation of FMR1-217 may be linked to the number of CGG repeats in the FMR1 gene.


Example 9. FMR1-217 RNA is Expressed in Lymphoblast Cell Cultures from FXS Individuals

DNA methylation of the CpG island upstream of the FMR1 gene promoter in FXS individuals (MFM, methylated full mutation) contributes to transcriptional silencing of the locus and loss of FMRP. FMR1 transcription can be reactivated by treatment with the nucleoside analogue 5-AzadC (5-aza-2′-deoxycytidine), which inhibits DNA methylation (21, 22). Consequently, whether re-activating FMR1 transcription in cells from FXS individuals with a completely silenced and presumably fully methylated FMR1 locus results in FMR1-217 expression was investigated. For these experiments, lymphoblast cell lines (LCLs) derived from a FXS individual with a fully methylated locus (MFM) that was transcriptionally inactive (FXS1, GM07365), a FXS individual with a presumably partially methylated locus (UFM) that expressed some FMR1 RNA (FXS2, GM06897), and two typically developing individuals (TD1, GM07174, and TD2, GM06890), were used (all samples from Coriell Institute, NJ, USA) (FIG. 12A). Western blot analysis showed that modest levels of FMRP were detected in FXS2, but not FXS1 cell lines. FMRP was strongly expressed in TD1 and TD2 cells (ratios of FMRP/GAPDH relative to TD2 were shown below the blot) (FIG. 12A). Similar ratios of FMRP protein expression in these cell lines were obtained by the LUMINEX® Microplex immunochemistry assay (FMRP levels in ng FMRP/g total protein) (FIG. 12A). Using RT-qPCR, it was found that FMR1-217 RNA is expressed in FXS2 LCLs and comprises 56% of the total FMR1 RNA compared to only 9% in TD cells (FIG. 12B). It is noteworthy that although total FMR1 RNA levels in FXS2 cells were similar to those in TD cells, FMRP levels were much lower (FIGS. 12A-12B). Next, FXS1 and FXS2 cell lines were treated with 5-AzadC, and then FMR1 RNA and FMRP levels were measured (FIG. 12C). In the FXS1 cell line, treatment with 5-AzadC for seven days resulted in significant increases of both full-length FMR1 and FMR1-217 RNAs relative to DMSO-treated cells (FIG. 12D). However, in FXS2 cells, 5-AzadC treatment resulted in an increase of only full-length FMR1 RNA (FIG. 12E). In neither cell line did 5-AzadC treatment induce a significant increase in FMRP, suggesting either a longer treatment time or a higher concentration of 5-AzadC may be needed to induce FMRP expression (FIGS. 12F-12G and FIG. 13A). However, previous studies showed that longer treatment (36 days) of FXS LCLs with 5-AzadC restored FMR1 RNA only up to 40% and produced an even lower level FMRP compared to that in TD cells (22). Thus, transcriptional activation of normally silenced FMR1 by demethylation induces expression of full-length FMR1 and FMR1-217 RNAs but does not commensurately induce FMRP expression.


Example 10. ASOs Targeting FMR1-217 Restored FMRP Levels in FXS LCLs with Partial or Complete FMR1 Gene Methylation

FMR1-217 was expressed in the UFM (partially methylated) FXS2 cells and after demethylation of MFM (fully methylated) FXS1 cells. At the time points tested, although full-length FMR1 increased in both FXS LCLs after 5-AzadC treatment, FMRP was unchanged. To test whether blocking the formation of FMR1-217 could lead to an increase in full-length FMR1 and concomitantly an increase in FMRP, 11 2′-O-methoxyethyl (MOE)-modified antisense oligonucleotides (ASOs) tiling across intron 1, the intron 1-exon 1 junction, or within exon 2 of FMR1-217 RNA were generated (FIG. 14A). First, an ASO targeting MALAT1 RNA (23) was used in LCL cultures to optimize treatment conditions and serves as a marker of transfection efficiency. LCLs cultured with 80 nM MALAT1 ASO for 72 hours led to ˜60% decrease in MALAT1 RNA levels (FIG. 13B), confirming that the transfection conditions were appropriate. Among the ASOs tested in FXS2 (FIG. 13C), the combination of ASO 713 and 714 (80 nM each) led to a significant decrease in FMR1-217 and an increase in full-length FMR1 (FIG. 14B, FIGS. 13C-13D). ASOs 713 and 714, at 80 nM or 160 nM each, for 72 hours elicited similar decreases in FMR1-217 and increases in full-length FMR1 RNA (FIG. 13D). The MALAT1 ASO had no effect on FMR1 isoform levels (FIG. 13D). Next, whether FMRP was restored in FXS2 cells following ASO treatment was assessed. FIG. 14C shows that 80 nM or 160 nM of ASOs 713 and 714 completely restored FMRP when compared to TD levels. Therefore, ASO treatment of cells from at least certain FXS individuals, which suggests a possible therapeutic path forward through FMRP restoration.


In the fully methylated FXS1 LCL, a 7-day treatment with 5-AzadC resulted in the expression of FMR1 and full-length FMR1 but did not affect FMRP levels. Thus, whether treatment of FXS1 LCLs with a combination of 5-AzadC and ASOs (713 and 714) could restore FMRP was addressed. FXS1 LCLs were incubated with 80 nM each of ASO 713 and 714, 24 hours preceding the addition of 1 μM of 5-AzadC every day for seven days prior to sample collection (FIG. 14D). FMR1 RNA isoform expression and FMRP levels were tested in these samples. Treatment with 5-AzadC alone led to the expected increase in FMR1 full length and FMR1-217 RNA compared to the DMSO control (FIG. 14D). Also, treatment with the ASOs alone did not affect FMR1 isoform levels, because the locus was completely methylated. However, treatment of cells with a combination of 5-AzadC and the ASOs rescued FMR1-217 RNA levels and further increased the full-length FMR1 compared to 5-AzadC treatment alone (FIG. 14D). Although FMRP levels were unaffected by 5-AzadC alone, FMRP was restored after treatment with a combination of 5-AzadC and the ASOs (FIGS. 14E-14F). These data showed that in FXS patient-derived cells with a UFM, treatment with FMR1-217 targeting ASOs restored FMRP levels while in MFM cells, a combinatorial treatment of demethylation (5-AzadC treatment) and ASOs restored FMRP.


Finally, two FXS patient-derived fibroblast cell lines were incubated with 5-AzadC and the ASOs to determine FMR1 splicing rescue as well as restoration of FMRP. A dermal cell line from a FXS individual (5131b) with CGG repeat numbers of 800,166 (24), and previously shown to harbor a transcriptionally active FMR1 locus, was treated with 5-AzadC and then ASOs 713/714 for 72 hours before RNA and protein extraction (FIG. 15A). RT-qPCR of FMR1 and FMR1-217 showed an ASO-dependent decrease in FMR1-217 and a subsequent increase in FMR1 levels (FIG. 15B). The western blot in FIG. 15C showed while 5-AzadC treatment had no effect on FMRP levels, the ASOs alone or in combination with 5-AzadC significantly increased FMRP levels. In a similar experiment with lung fibroblasts from another FXS individual with a fully methylated FMR1 locus, incubation with 5-AzadC in the absence or presence of ASOs 713/714 resulted in increased FMR1 and FMR1-217 (FIG. 15D). The western blot in FIG. 15E showed, as with the dermal fibroblasts, ASO treatment resulted in a significant increase of FMRP, albeit lesser than that in the TD fibroblast line.


To summarize, it was found that in most FXS patient samples tested, the FMR1 locus was active but predominantly expressed a mis-spliced FMR1-217 isoform as well as very modest levels of FMRP. In the FXS cells that are transcriptionally silent, application of demethylating agents induced FMR1 transcription, which resulted in FMR1-217 expression. In both cases, treatment of cells with ASOs to block FMR1-217 production resulted in partial to complete restoration of FMRP (FIG. 15F).


Defects in alternative splicing of mRNAs alter the transcript and protein repertoire of cells and occur in many neurological disorders such as autism, schizophrenia, and bipolar disorder (25-27). In fragile X syndrome model (e.g., Fmr1 knockout) mice, hundreds of dysregulated alternative splicing events were detected, a number of which appeared to be linked to an altered epigenetic histone H3 lysine 36 trimethylation (H3K36me3) landscape (11). In this study, >1000 RNA mis-splicing events were detected in human FXS white blood cells, but interestingly, they do not correlate with H3K36me3, which is unaffected in FXS blood. The large number of white blood cell RNA changes, if correlated with certain pathologies of FXS, may be useful as biomarkers to assess therapeutic outcomes, disease prognosis, and cognitive abilities (28-30). Unlike protein-based biomarkers for FXS (31-33), blood derived RNA biomarkers are more sensitive and specific and can easily be translated into the clinic.


When it contains an expansion of 200 or more CGG repeats, the FMR1 gene promoter is methylated and transcriptionally silenced. It was therefore surprising that FMR1 RNA was detected in 19 of 29 FXS blood samples and in 5 of 10 FXS post-mortem brain samples. Most of these FXS individuals appeared fully mutated with >200 CGG repeats and methylated in standard assays. Remarkably, in >70% of these FXS cells and tissues, the FMR1 RNA was also mis-spliced to generate the FMR1-217 isoform, a highly truncated RNA that could encode a 31 amino acid peptide. FMR1-217 RNA was not detected in any TD sample. Moreover, in FXS individuals with a fully methylated and silenced FMR1 locus, abrogation of DNA methylation by 5-AzadC treatment results in FMR1-217 expression. FMR1 mis-splicing to generate the FMR1-217 isoform in FXS clearly requires a CGG expansion, although some evidence suggests that CGG repeat number may be a critical determinant for mis-splicing. For example, FMR1-217 RNA expression was detected in FXS premutation carrier-derived fibroblasts with 140 CGG repeats, but not lesser amounts (77 or 98 CGG repeats) or cells from TD individuals (<55 CGG repeats).


An important point is the non-linear relationship between FMR1 levels and FMRP expression in FXS tissue samples. The data show that although total FMR1 levels are similar in UFM FXS2 LCLs to that of the TD LCLs, FMRP expression is much lower. Likewise, high FMR1 expression does not ensure proper FMRP levels in FXS brain tissue samples 1031-09LZ and UMB5746 (16, 20). Similarly, in FXS LCLs and fibroblasts treated with 5-AzadC, a robust increase in FMR1 RNA, but not FMRP, ensues. Interestingly, all FXS samples that express FMR1 full-length RNA, or after 5-AzadC-mediated transcriptional activation, the FMR1-217 mis-spliced RNA was expressed. This relationship between aberrant FMR1 expression in FXS cells and FMR1-217 was also evident in FXS iPSC-derived cells. Although the reanalysis of an RNA-seq dataset from FXS neurons with a full CGG expansion show that FMR1-217 was not produced, they did so when the FMR1 gene is specifically targeted for demethylation by CRISPR/inactive Cas9 fused to Tet1 demethylase ((18); FIG. 11C and Table 8). A second more critical point is that while FMR1-217 is generated in FXS iPSC-derived NPCs incubated with 5-AzadC, it is not produced when the CGG expansion is deleted by CRISPR/Cas9 ((17); FIG. 11C and Table 8). Therefore, the CGG expansion drives mis-spliced FMR1-217 generation.


Intellectual impairment is a major characteristic of FXS. The measurements of leukocyte full-length FMR1-205, FMR1-217, FMRP, and FMR1 gene methylation allowed correlating these molecular parameters with intelligence quotient (IQ). FMRP was moderately correlated with a higher IQ, whereas FMR1-217 was weakly correlated with a lower IQ. Based on these correlations, whether abrogating FMR1-217 RNA could elevate FMR1 and restore FMRP levels were considered. Accordingly, it was found that ASOs targeting the second exon of the FMR1-217 RNA reduced its levels in UFM FXS cells, rescued full-length FMR1 and importantly restored FMRP levels similar to TD cells. Therefore, in FXS individuals that express FMR1-217, ASO treatment can be a viable therapeutic option. In individuals with a fully methylated FMR1 locus, an ASO-based treatment would be more complex. Consider that in FXS cells with a silenced FMR1, demethylation of the locus by a chemical compound or a CRISPR/Cas9-anchored demethylating enzyme (17, 22, 34), or ASO-mediated blocking of CGG RNA translation (35, 36) have met with limited success in restoring FMRP. CRISPR/Cas9-mediated gene editing of the CGG repeats (37-40) have resulted in a nearly 70% restoration of FMRP levels. However, we show that in FXS cells with silenced FMR1, DNA demethylation combined with ASO treatment restores FMRP. Therefore, treatments that combine DNA demethylation with an ASO approach can be a useful therapeutic strategy for individuals with a fully silenced FMR1 gene.


These data demonstrate that FMR1-217 RNA is an underlying factor inhibiting FMRP expression in FMR1 RNA permissive FXS cells.


The findings suggest that ASOs can be used to correct dysregulated alternative splicing of FMR1 and restore FMRP in individuals with FXS, thereby offering a novel therapeutic strategy to treat the disorder.


Example 11

Aberrant alternative splicing of mRNAs results in dysregulated gene expression in multiple neurological disorders. Here, it is shown that hundreds of mRNAs are incorrectly expressed and spliced in white blood cells and brain tissues of individuals with fragile X syndrome (FXS). Surprisingly, the FMR1 (Fragile X Messenger Ribonucleoprotein 1) gene is transcribed in >70% of the FXS tissues. In all FMR1-expressing FXS tissues, FMR1 RNA itself is mis-spliced in a CGG expansion-dependent manner to generate the little-known FMR1-217 RNA isoform (FMR1 isoform 12), which is comprised of FMR1 exon 1 and a pseudo-exon in intron 1. FMR1-217 is also expressed in FXS premutation carrier-derived skin fibroblasts and brain tissues. It is shown herein that in cells aberrantly expressing mis-spliced FMR1, antisense oligonucleotide (ASO) treatment reduced FMR1-217, rescued full-length FMR1 RNA, and restored FMRP (Fragile X Messenger Ribonucleoprotein) to normal levels. Notably, FMR1 gene reactivation in transcriptionally silent FXS cells using 5-aza-2-deoxycytidine (5-AzadC), which prevents DNA methylation, increased FMR1-217 RNA levels but not FMRP. ASO treatment of cells prior to 5-AzadC application rescued full-length FMR1 expression and restored FMRP. These findings indicate that misregulated RNA-processing events in blood could serve as potent biomarkers for FXS and that in those individuals expressing FMR1-217, ASO treatment offers a therapeutic approach to mitigate the disorder.


Fragile X syndrome (FXS) is a neurodevelopmental disorder causing a range of maladies including intellectual disability, speech and developmental delays, social deficits, repetitive behavior, attention deficits, and anxiety. An expansion of >200 CGG triplets in the 5′UTR of FMR1 (Fragile X Messenger Ribonucleoprotein 1) induces gene methylation and transcriptional silencing, loss of the encoded FMRP, and FXS. FMRP is an RNA-binding protein that interacts with >1,000 mRNAs in the mouse brain and human neurons, predominantly through coding region associations (Darnell et al., FMRP stalls ribosomal translocation on mRNAs linked to synaptic function and autism, Cell 146(2):247-61 (2011); Maurin et al., HITS-CLIP in various brain areas reveals new targets and new modalities of RNA binding by fragile X mental retardation protein, Nucleic Acids Res. 46(12):6344-55 (2018); Li et al., Identification of FMR1-regulated molecular networks in human neurodevelopment, Genome Res. 30(3):361-74 (2020)). FMRP generally inhibits translation and does so by stalling ribosome translocation on mRNAs (Sharma et al., Widespread Alterations in Translation Elongation in the Brain of Juvenile Fmr1 Knockout Mice, Cell Rep. 26(12):3313-22 (2019); Udagawa et al., Genetic and acute CPEB1 depletion ameliorate fragile Xpathophysiology, Nat. Med. 19(11):1473-77 (2013)), one of which encodes SETD2, which trimethylates histone H3 lysine 36 (H3K36me3) (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020); Kim et al., Pre-mRNA splicing is a determinant of histone H3K36 methylation, Proc Natl Acad Sci USA. 108(33):13564-69 (2011)). Elevation of SETD2 in Fmr1-deficient mouse hippocampus results in an altered H3K36me3 chromatin landscape in gene bodies, which influences alternative pre-mRNA splicing (Shah et al., Cell Rep. 30(13):4459-72 (2020)). Many of these mis-splicing events were also detected in human postmortem autism spectrum disorder (ASD) brain and blood tissues (Gandal et al., Transcriptome-wide isoform-level dysregulation in ASD, schizophrenia, and bipolar disorder, Science 362(6240):eaat8127 (2018); Irimia et al., A highly conserved program of neuronal microexons is misregulated in autistic brains, Cell 159:1511-1523 (2014); Quesnel-Vallières et al., Misregulation of an activity-dependent splicing network as a common mechanism underlying autism spectrum disorders, Mol. Cell 64:1023-1034 (2016); Zafarullah et al., Molecular Biomarkers in Fragile X Syndrome, Brain Sci. 9(50:96 (2019); Westmark, The quest for fragile X biomarkers, Mol. Cell. Pediatr. 1(1):1 (2014)), indicating a convergence of FXS and ASD (Shah et al., Cell Rep. 30(13):4459-72 (2020); Shah et al., Do Fragile X syndrome and other intellectual disorders converge at aberrant Pre-mRNA splicing? Front. Psychiatry 12:715346 (2021)).


Leukocytes were isolated from human FXS patient tissues (blood and brain; 29 FXS males and 13 typically developing (TD) age-matched males) and RNA sequencing was performed. Analysis revealed widespread and statistically robust Misregulation of alternative splicing and RNA abundance of >1,000 mRNAs, which might provide readily available, quantifiable, and robust biomarkers for FXS.


Further analysis unexpectedly revealed that FMR1 RNA was expressed in 21 of 29 FXS leukocyte samples, some nearly as high as FMR1 transcript levels from TD individuals. This was a surprising result because the FMR1 locus harboring>200 CGG repeats and full methylation is purported to be silent. However, the highest FMR1 RNA-expressing FXS individuals were mosaic (CGG repeat number mosaicism or partial methylation of a full expansion). Furthermore, it was found that much of the FMR1 mRNA in the FXS samples was itself mis-spliced to generate FMR1-217 (ENST00000621447.1), a 1.8 kb isoform comprised of FMR1 exon 1 and a pseudo-exon within FMR1 intron 1. This isoform could encode a truncated 31 amino acid polypeptide whose function, if any, is unknown. Additional analysis revealed that FMR1-217 was detected in FXS dermal and lung-derived fibroblasts as well as in FXS postmortem cortex samples, indicating the preponderance of FMR1 mis-splicing in FXS populations. Fibroblasts from some FXS premutation (i.e., about 55 to 200 CGG repeats) male carriers also express FMR1-217 RNA, indicating that mis-splicing may be widespread in other disorders linked to CGG expansions in FMR1.


These findings raised the intriguing possibility that modulation of FMR1-217 mis-splicing might result in increased FMRP levels. Accordingly, eleven 2′-O-methoxy ethyl (MOE)/phosphorothioate-containing antisense oligonucleotides (ASOs) were generated against several regions of FMR1-217 and transfected into FXS lymphoblast cells expressing this transcript. A combination of two ASOs blocked improper FMR1 splicing, rescued proper FMR1 splicing, and restored FMRP to TD levels. Moreover, application of the DNA methylation inhibitor 5-aza-2′-deoxycytidine (5-AzadC) to a second FXS lymphoblast line as well as FXS fibroblast lines that normally do not express any FMR1 resulted in the synthesis of both FMR1 and FMR1-217 RNAs but little FMRP. However, treatment of these cells with both 5-AzadC and the ASOs produced strong FMRP upregulation. These studies demonstrate that first, in cells from FXS but not TD individuals, a significant proportion of the FMR1 RNA is mis-spliced to produce the FMR1-217 isoform. Second, ASO treatment to reduce FMR1-217 levels resulted in FMRP restoration to TD levels. This study provides a basis for further optimizing strategies to reduce the mis-splicing of FMR1 RNA and offers a unique therapeutic approach to mitigate FXS using splice-switching ASOs.


Results

Gene Expression Changes in Leukocytes from FXS Individuals.


Aberrant splicing of mRNAs is evident in the hippocampal tissue from Fmr1 KO mice, many of which overlap with those in human postmortem autistic cortex (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020); reviewed in Shah et al., Do Fragile X Syndrome and Other Intellectual Disorders Converge at Aberrant Pre-mRNA Splicing? Front. Psychiatry 12:715346 (2021); and Richter et al., The molecular biology of FMRP: New insights into fragile X syndrome, Nat. Rev. Neurosci. 22:209-222 (2021)). To investigate whether mis-splicing of mRNAs also occurs in blood samples from FXS individuals, deep (60 to 90 million reads) and long-read (150PE) RNA-seq was performed on freshly obtained leukocytes from 29 FXS males and 13 age-matched typically developing (TD) males (FIG. 17A). CGG repeat expansion (>200) for all samples and FMR1 promoter methylation status for FXS samples when available were confirmed by either southern blot or methylation PCR assays (Tables 9-12 and FIGS. 26A-27B). Differential alternative splicing (DAS) (Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. U.S.A. 111:E5593-E5601 (2014)) analysis revealed hundreds of statistically significant events that were altered between genotypes (FXS vs. TD) (using an FDR<5% and a difference in the exon inclusion levels (PSI, Percent spliced-in) of >5% (FIG. 17B and Tables 13-19). A violin plot of the DAS demonstrates that most significant splicing changes were about ±10% in FXS vs. TD with some changes near 30 to 40% (FIG. 17C). RT-PCR was used to confirm that the increased skipping (˜20% in DAS analysis) of exon 3 in the LAIR2 (leukocyte-associated immunoglobulin-like receptor 2) RNA (FIG. 17D and Tables 13-19). Differential gene expression (DGE) was assessed, and it was found that about 50 RNAs were up- or down-regulated in FXS leukocytes relative to TD (P value<0.0002) (FIG. 22A and Tables 13-19) and were clustered based on their z-scores (Tables 13-19). S100B (S100 calcium-binding protein B), AGAP1 (ArfGAP With GTPase Domain, Ankyrin Repeat And PH Domain 1), FAM3B (FAM3 Metabolism-Regulating Signaling Molecule B), and RAB25 (RAS oncogene family member 25) are examples of RNAs that were altered in the FXS samples relative to TD (log 2FC, P value<0.0002) (FIG. 22B) and confirmed by RT-qPCR (FIG. 22C).


Fmr1-dependent changes in the epigenetic mark H3K36me3 correlate with aberrant alternative splicing in the mouse hippocampus (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020)). Fmr1-dependent changes in RNA levels were also correlated with H3K4me3 in cultured mouse neurons (Korb et al., Excess translation of epigenetic regulators contributes to Fragile X syndrome and is alleviated by Brd4 inhibition, Cell 170:1209-1223 (2017)). ChIP-Seq was performed to determine whether similar changes in chromatin marks occur in FXS cells. However, results from FXS (n=2) and TD (n=3) leukocyte samples showed no genotype-specific changes in H3K36me3 or H3K4me3 (FIG. 22D and FIG. 22E). In summary, hundreds of statistically significant events that distinguish between TD and FXS in leukocytes represent robust, unique, and easily obtained biomarkers for human FXS.


FMR1 RNA is Expressed and Mis-Spliced in a Subset of FXS Individuals.

Expansion of >200 CGG repeats in FMR1 induces gene methylation, transcriptional silencing, loss of FMRP, and FXS. It was therefore surprising that in 21 of 29 FXS individuals, FMR1 RNA isoforms were detected, and in four individuals, the levels were similar to or even higher than those in the TD individuals (FIG. 17E, FMR1 RNA TPM levels). When only full-length FMR1-encoding 632 amino acid FMRP (FMR1-205) was examined, white blood cells (WBCs) from six individuals had levels similar to those of TD (FIG. 17E). For comparison, the levels of the FMR1 paralog FXR2 were unchanged (FIG. 17E). FMR1 RNA reads were detected at robust levels in TD individuals (blue traces), and also in FXS individuals (coral traces) (FIG. 17F). FXS individuals 1-18 expressed relatively high FMR1 levels (with a cutoff of 0.6 TPM) (H FMR1) compared to FXS individuals 19-29 who expressed low or undetectable FMR1 levels (L FMR1) (FIG. 17E and FIG. 17F). Remarkably, the H-FMR1 FXS individuals displayed RNA reads in intron 1 of FMR1 (black box, enlarged in the panel below, FIG. 17G) that were notably absent in TD individuals even though FMR1 RNA was strongly expressed (FIG. 17G). The FMR1 RNA reads detected in FMR1 intron 1 correspond to the second exon of the FMR1-217 RNA isoform. FMR1-217 (ENST00000621447.1) is a 1.8 kb transcript comprised of two exons and is predicted to encode a 31 amino acid polypeptide. Notably, most of the total FMR1 RNA in the FXS samples comprised of the aberrantly spliced FMR1-217 transcript, which was absent in samples from TD individuals (FIG. 17G, Tables 9-12, and FIGS. 26A-27B). TPMs of all 14 FMR1 isoforms detected in the TD and FXS patient samples are shown in Tables 9-12 and FIGS. 26A-27B.


Next, the proportion of full-length FMR1 RNA to FMR1-217 RNA was assessed. In the TD samples, 95% of the total FMR1 RNA (primers Ex1F and Ex1R) represents full-length molecules (primers Ex1F and Ex2R), whereas in the H FMR1 samples, 75% of the total FMR1 RNA was full length and 25% was FMR1-217 (primers Ex1F and 217R) (FIG. 22F). In the L FMR1 samples, both isoforms were barely detected. The total FMR1 RNA levels were normalized to GAPDH RNA (*P values<0.05). The presence of FMR1-217 RNA in FXS leukocytes was confirmed by sequencing the amplified product generated using RT-qPCR (reverse transcription primed with oligodT) (FIG. 22G). Importantly, all FXS individuals in this study irrespective of FMR1 expression displayed typical FXS symptoms which may be due to the negligible amounts of FMRP even in patients with high FMR1 expression (Tables 9-12 and FIGS. 26A-27B).


Whether the parameters measured in WBCs correlated with intelligence quotient (IQ) was investigated. FIGS. 18A-18B and 26A-27B and Tables 9-12 present determinations of methylation status of the FMR1 gene (by PCR), FMRP levels (ng/μg total protein), CGG repeat number, FMR1-217, full-length FMR1-205 (in TPM) and all detected FMR1 isoforms (TPM), and IQ (Stanford-Binet test).


Total FMR1 RNA expression was highly correlated to FMR1-217 and FMR1-205 isoform expression (FIG. 18B). More intriguing is the moderately positive correlation of IQ with FMRP protein levels. Surprisingly, FMR1-205, which encodes full-length FMRP, had no correlation with IQ. FMR1-217 has a negative correlation with IQ, perhaps indicating a deleterious effect of this isoform. FIG. 18C displays a 3-dimensional comparison of all the parameters noted above. The FXS patients toward the upper end of the IQ range (20 to 60) showed lower FMR1-217 levels and higher FMRP levels. Next, the influence of mosaicism (CGG repeat number or methylation) on FMR1-217 expression in the FXS patients was assessed (FIG. 18A and FIG. 18D). Although 38% of the FXS patients (8 of 21) had alleles for both the premutation (55 to 200 CGG repeats) and the full CGG expansion (>200 CGG repeats), the CGG mosaicism did not significantly influence the FMR1-217 expression (FIG. 18D). The IQ of the patients with or without CGG repeat mosaicism was also comparable (FIG. 23A). However, FMRP levels and FMR1-205 expression were significantly reduced in patients with no CGG mosaicism (FIGS. 23B-23C), suggesting a reduced capacity of the full expansion alleles to produce FMRP but not the mis-spliced FMR1-217 RNA. The methylation mosaicism was a strong determinant of FMR1-217 (FIGS. 18A and 18E), FMRP (FIG. 23B), and FMR1-205 (FIG. 23C) expression but not IQ (FIG. 23A). These results show several important findings. First, the FMR1 locus in FXS is frequently transcribed to produce the mis-spliced FMR1-217 RNA irrespective of CGG mosaicism and in a few cases when the locus is fully methylated. Second, FMRP levels in WBCs are positively correlated with IQ. Third, the negative correlation of FMR1-217 with IQ suggests that the process of mis-splicing, the 31-amino acid polypeptide derived from FMR1-217, or the FMR1-217 RNA itself (or all three), might impart some toxic effect manifest in the brain (e.g., IQ). In any event, the levels of FMR1-217 expression as well as hundreds of additional transcriptome-wide changes in RNA processing events may form the basis for molecular stratification of FXS individuals.


FMR1-217 Is Expressed in Human FXS and Premutation Carrier Postmortem Brain.

To investigate whether FMR1-217 is expressed in FXS brain, publicly available RNA-seq data of postmortem frontal cortex tissues from FXS individuals, premutation carriers (CGG repeats 55-200), and TD individuals (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22:25-36 (2019)) were analyzed. FMR1 RNA (TPM) levels were highest in premutation carriers (FIG. 19A). Interestingly, the FXS sample UMB5746, which displays CGG mosaicism, displayed high levels of FMR1 RNA (FIGS. 19A-19B) and to a lesser extent, FMRP (Tran et al., Nat. Neurosci. 22:25-36 (2019)). The analysis showed that this individual expressed FMR1-217 as did FXS carrier UMB5212, who had fragile X-associated tremor/ataxia syndrome (FXTAS) (FIGS. 19A-19B). Neither TD individual expressed FMR1-217 (FIGS. 19A-19B). Thus, FMR1-217 RNA may be expressed in the brains of a subset of FXS individuals and premutation carriers.


It is found that in FXS individuals with a transcriptionally active FMR1 gene, FMR1-217 was expressed. Next, it was investigated whether demethylating the locus in a transcriptionally silent FXS cell line can result in FMR1-217 expression and whether FMR1 mis-splicing is CGG repeat expansion dependent. RNA-seq data from Vershkov et al. (FMR1 reactivating treatments in Fragile X iPSC-derived neural progenitors in vitro and in vivo, Cell Rep. 26:2531-2539 (2019)), where the FMR1 locus was reactivated in transcriptionally silent FXS iPSC-derived neural stem cells (NSCs) by either treatment with 5-AzadC, a nucleoside analog that prevents DNA methylation, or by CRISPR/Cas9 editing to delete the CGG expansion from FMR1 locus, were reanalyzed. Reanalysis of these data (FIG. 19C) and FMR1 transcript quantification (TPM) in FIG. 19D showed reads corresponding to FMR1-217 (in coral) in the FXS-NSCs upon incubation with 5-AzadC. Moreover, loss of the CGG repeats in the edited cells resulted in no FMR1-217 reads but instead robust expression of full-length FMR1. Total FMR1 and FMR1-205 were expressed in the CGG-edited and 5-AzadC-treated cells but not in vehicle-treated cells. This analysis demonstrated that FMR1-217 is indeed derived from the FMR1 locus and requires a CGG expansion.


In a complementary study, Liu et al. (Rescue of Fragile X syndrome neurons by DNA methylation editing of the FMR1 gene, Cell 172:979-991 (2018)) performed a targeted FMR1 gene demethylation experiment by incubating FXS iPSC and FXS iPSC-derived neurons with an FMR1 small-guide RNA and a catalytically inactive Cas9 fused to Tet1 demethylase sequences. Reanalysis of the Liu et al. (Cell 172:979-991 (2018)) subsequent RNA-seq data is shown in (NaN) MR1 transcript quantification (TPM) in FIG. 19F. FMR1-217 reads were evident only when the gene was demethylated in the FXS cells. Total FMR1 and FMR1-205 expression was detected in the Tet1-treated samples (inexplicably, no FMR1-205 in sample N1_Tet1). These data therefore show once again that FMR1-217 is derived from the FMR1 locus in iPSCs and iPSC-derived neurons and requires a CGG expansion.


To determine whether transcriptome-wide changes in RNA expression could be detected in the frontal cortex, DGE and DAS analysis was performed on RNA-seq data (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019)) from the FXS vs. TD (FIG. 24 and Tables 20-28). Statistically significant changes were observed in DGE (FIG. 24A and Tables 20-28) and DAS events (FIG. 24B and Tables 20-28). A comparison of FXS samples to FXS premutation carrier samples also showed significant DGE (FIG. 24C and Tables 20-28) and DAS events (FIG. 24D and Tables 20-28). Thus, hundreds of transcriptomic changes are identified in brain tissues from FXS individuals and FXS carriers.


To confirm the expression of FMR1-217 RNA in FXS brain tissue, frozen postmortem cortex samples from six FXS males and five age-matched TD males (UC Davis Health) were obtained. Using RT-qPCR, it was found that the FMR1 full-length RNA was significantly reduced in the FXS individuals compared to that in the TD individuals. However, three of the six FXS individuals expressed varying levels of the FMR1 full-length RNA as well as FMR1-217 RNA (1031-09LZ, 1001-18DL, and 1033-08WS) (FIG. 19G). Previous studies on the FXS sample 1031-09LZ have noted expression of FMR1 RNA similar to that in TD individuals, despite the presence of a methylated fully mutated FMR1 locus (Esanov et al., The FMR1 promoter is selectively hydroxymethylated in primary neurons of fragile X syndrome patients, Hum. Mol. Genet. 25:4870-4880 (2016)). However, no detectable FMRP was found in the FXS brain sample 1031-09LZ (Raj et al., Cell-type-specific profiling of human cellular models of fragile X syndrome reveal PI3K-dependent defects in translation and neurogenesis, Cell Rep. 35:108991 (2021)). In agreement with observations here, RNA-seq data from Tran et al. showed no FMR1 RNA in the FXS tissue samples (1031-08GP and JS03) (FIG. 19I and FIG. 19B) as well as an absence of FMRP (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019)).


To gain greater insight into the relationship of FMR1-217 FXS carrier tissue (CGG repeats between 55 and 200), skin biopsies were obtained from three additional premutation carriers and three TD individuals (FIG. 19H). The skin samples were cultured in vitro to generate fibroblast cell lines for RNA analysis. Interestingly, FMR1-217 was detected, using RT-qPCR, in one premutation carrier (C172) with 140 CGG repeats but not in samples with 77 or 98 CGG repeats (FIG. 19H). There was no change in total FMR1 RNA levels among the samples (FIG. 19H). Thus, generation of FMR1-217 may be linked to the number of CGG repeats in the FMR1 gene.


ASOs Targeting FMR1-217 Restore FMRP Levels in FXS Cell Lines with Partial or Complete FMR1 Gene Methylation.


Next, whether blocking the formation of FMR1-217 could lead to an increase in full-length FMR1 and concomitantly an increase in FMRP, was investigated. For these experiments, lymphoblast cell lines (LCLs), derived from an FXS individual with a fully methylated locus that is transcriptionally inactive (FXS1, GM07365), an FXS individual with a partially methylated locus that expresses FMR1 RNA (FXS2, GM06897), and two TD individuals (TD1, GM07174, and TD2, GM06890) (all samples from Coriell Institute, NJ), were used (FIG. 20A). Western blot analysis showed that modest levels of FMRP were detected in FXS2, but not FXS1 cell lines. FMRP was strongly expressed in TD1 and TD2 cells (ratios of FMRP/GAPDH relative to TD2 are shown below the blot) (FIG. 20A). Similar ratios of FMRP protein in these cell lines were obtained by the LUMINEX® Microplex immunochemistry assay (FMRP levels in ng FMRP/μg total protein) (FIG. 20A). Using RT-qPCR, FMR1-217 RNA was found to be expressed in FXS2 LCLs and comprise 56% of the total FMR1 RNA compared to only 9% in TD cells (FIG. 20B). It is noteworthy that although total FMR1 RNA levels in FXS2 cells were similar to those in TD cells, FMRP levels were much lower (FIGS. 20A-20B).


Next, eleven antisense oligonucleotides (ASOs) modified with 2′-O-methoxyethyl-RNA (MOE) at each nucleotide were generated. The ASOs were tiled across intron 1, the intron 1 and the pseudo-exon junction, or within the pseudo-exon of FMR1-217 RNA (FIG. 20C), according to standard guidelines for design of exon-skipping ASOs. To test transfection efficiency under the conditions of our experiment, a gapmer ASO (80 nM) targeting MALAT1 RNA (Moazami et al., Quantifying and mitigating motor phenotypes induced by antisense oligonucleotides in the central nervous system, bioRxiv 2021.02.14.431096 (2021)) was used for 72 hours, which led to about a 60% decrease in MALAT1 RNA levels (FIG. 25A). Among the ASOs tested in FXS2 (FIG. 25B), the combination of ASO 713 and 714 (80 nM each) led to a significant decrease in FMR1-217 and an increase in full-length FMR1 (FIGS. 20D and 25C). ASOs 713 and 714 at 80 nM or 160 nM each for 72 hours elicited similar decreases in FMR1-217 and increases in full-length FMR1 RNA (FIG. 25C). The MALAT1 ASO had no effect on FMR1 isoform levels (FIG. 25C). Next, it was assessed whether FMRP was restored in FXS2 cells following ASO treatment. FIG. 20E shows that 80 nM or 160 nM of ASOs 713 and 714 restored FMRP when compared to TD levels. Therefore, ASO treatment of cells from FXS individuals with a transcriptionally active FMR1 suggests a therapeutic path forward through FMRP restoration (FIG. 20F).


DNA methylation of the CpG island upstream of the FMR1 gene promoter in FXS individuals contributes to transcriptional silencing and loss of FMRP. FMR1 transcription can be reactivated by treatment with 5-AzadC (Tabolacci et al., Transcriptional reactivation of the FMR1 Gene. A possible approach to the treatment of the fragile X syndrome, Genes (Basel) 7:1-16 (2016); Tabolacci et al., Genome-wide methylation analysis demonstrates that 5-aza-2-deoxycytidine treatment does not cause random DNA demethylation in Fragile X syndrome cells, Epigenetics Chromatin 9:1-16 (2016)) and can result in FMR1-217 expression (FIGS. 19C-19D). It was investigated whether in transcriptionally silent FXS cells, reactivation of FMR1 using 5-AzadC together with ASO treatment could restore FMRP expression. To do so, the fully methylated FXS1 LCLs were incubated with either 5-AzadC alone or with 80 nM each of ASOs 713 and 714, 24 hours prior to the addition of the analog. After 7 days of incubation, the samples were collected and analyzed (FIG. 21A). Treatment with the ASOs alone did not affect FMR1 isoform levels because the locus was completely methylated (FIG. 21). Treatment with 5-AzadC for 1 week resulted in the expression of FMR1-217 and full-length FMR1 but led to a modest increase in FMRP levels (FIGS. 21A-21C and FIG. 25D). A longer treatment time or a higher concentration of 5-AzadC may further induce FMRP expression. An earlier study showed that a 36-day treatment of FXS LCLs with 5-AzadC restored FMR1 RNA only up to 40% but produced an even lower level of FMRP compared to that in TD cells (Tabolacci et al., Epigenetics Chromatin 9:1-16 (2016)). Interestingly, a combinatorial treatment of 5-AzadC and ASOs (713 and 714) rescued FMR1-217 RNA levels and further increased the full-length FMR1 compared to 5-AzadC treatment alone (FIG. 21). Although FMRP levels were modestly affected by 5-AzadC alone, a combination of 5-AzadC and the ASOs was more effective in restoring FMRP as compared to that in TD cells (FIGS. 21C and 25D). These data show that in FXS patient-derived cells with full methylation, a combinatorial treatment of demethylation (5-AzadC treatment) and ASOs may restore FMRP.


Finally, two FXS patient-derived fibroblast cell lines were incubated with 5-AzadC and the ASOs, and rescue of FMR1 splicing and restoration of FMRP were determined. A dermal cell line from an FXS individual (GM05131b), with CGG repeat numbers of 800,166 (Sheridan et al., Epigenetic characterization of the FMR1 gene and aberrant neurodevelopment in human induced pluripotent stem cell models of fragile X syndrome, PLoS One 6(10):e26203 (2011)) and previously shown to harbor a transcriptionally active FMR1 locus, was treated with 5-AzadC and then ASOs 713/714 for 72 hours before RNA and protein extraction (FIG. 25E). RT-qPCR of FMR1 and FMR1-217 showed an ASO-dependent decrease in FMR1-217 and a subsequent increase in FMR1 levels (FIG. 25E). The western blot in FIG. 25F shows that while 5-AzadC treatment had no effect on FMRP levels, the ASOs alone or in combination with 5-AzadC significantly increased FMRP levels. In a similar experiment with lung fibroblasts from another FXS individual with a fully methylated FMR1 locus, incubation with 5-AzadC in the absence or presence of ASOs 713/714 resulted in increased FMR1 and FMR1-217 (FIG. 21D). The western blot in FIG. 21E shows that, as with the dermal fibroblasts, ASO treatment resulted in a significant increase of FMRP, albeit lesser than that in the TD fibroblast line.


To summarize, in most FXS patient samples tested, the FMR1 locus was active but predominantly expressed a mis-spliced FMR1-217 isoform as well as very modest levels of FMRP. In the FXS cells that were transcriptionally silent, application of demethylating agents induced FMR1 transcription, which resulted in FMR1-217 expression. In both cases, treatment of cells with ASOs to block FMR1-217 production resulted in partial to complete restoration of FMRP (FIG. 21F).


Defects in alternative splicing of mRNAs alter the transcript and protein repertoire of cells and occur in neurological disorders such as autism, schizophrenia, and bipolar disorder (Gandal et al., Science 362(6240):eaat8127 (2018); Irimia et al., Cell 159:1511-1523 (2014); Quesnel-Vallières et al., Mol. Cell 64:1023-1034 (2016)). In Fmr1 knockout mice, hundreds of alternative splicing events were dysregulated (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020)). Here, >1,000 RNA mis-splicing events in human FXS WBCs were detected. The large number of WBC RNA changes, if correlated with certain pathologies of FXS, might be useful to assess therapeutic outcomes, disease prognosis, and cognitive abilities (Zafarullah et al., Brain Sci. 9(50:96 (2019); Westmark, Mol. Cell. Pediatr. 1(1):1 (2014); Berry-Kravis et al., Outcome measures for clinical trials in Fragile X syndrome, J. Dev. Behav. Pediatr. 34:508-522 (2013)).


When it contains>200 CGG repeats, the FMR1 gene promoter was methylated and transcriptionally silenced. Surprisingly, FMR1 RNA was detected in 19 of 29 FXS blood samples and in 5 of 10 FXS postmortem brain samples. Several of these FXS individuals harbor FMR1 alleles with >200 CGG repeats and were fully methylated. Remarkably, in >70% of these FXS cells and tissues, the FMR1 RNA was also mis-spliced to generate the FMR1-217 isoform, a truncated RNA that could encode a 31 amino acid peptide. FMR1-217 RNA was not detected in any TD sample. Moreover, in FXS individuals with a fully methylated and silenced FMR1 locus, abrogation of DNA methylation by 5-AzadC treatment resulted in FMR1-217 expression. These data indicate that FMR1 mis-splicing to generate the FMR1-217 isoform in FXS requires a CGG expansion. For example, FMR1-217 RNA expression was detected in FXS premutation carrier-derived fibroblasts with 140 CGG repeats, but not lesser amounts (77 or 98 CGG repeats) or cells from TD individuals (<55 CGG repeats).


These data show that although total FMR1 levels are similar in UFM (partially methylated) FXS2 lymphoblast cell lines (LCLs) to that of the TD LCLs, FMRP expression is much lower. Likewise, high FMR1 expression does not ensure proper FMRP levels in FXS brain tissue samples 1031-09LZ and UMB5746 (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019); Raj et al., Cell Rep. 35:108991 (2021)). Similarly, in FXS LCLs and fibroblasts treated with 5-AzadC, a robust increase in FMR1 RNA, but not FMRP, ensued. Interestingly, all FXS samples that normally express FMR1 full-length RNA, or after 5-AzadC-mediated transcriptional activation, the FMR1-217 mis-spliced RNA was expressed. This relationship between aberrant FMR1 expression in FXS cells and FMR1-217 was also evident in FXS iPSC-derived cells. Although reanalysis of an RNA-seq dataset from FXS neurons with a full CGG expansion showed that FMR1-217 was not produced, they did so when the FMR1 gene was specifically targeted for demethylation by CRISPR/inactive Cas9 fused to Tet1 demethylase (Liu et al., Rescue of Fragile X Syndrome Neurons by DNA Methylation Editing of the FMR1 Gene, Cell 172:979-91 (2018) and FIGS. 19E-19F). A critical point is that while FMR1-217 was generated in FXS iPSC-derived NPCs incubated with 5-AzadC, it was not produced when the CGG expansion was deleted by CRISPR/Cas9 (Vershkov et al., FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo, Cell Rep. 26(10):2531-2539 (2019) and FIGS. 19C-19D). Therefore, the CGG expansion drives mis-spliced FMR1-217 generation.


Intellectual impairment is a characteristic of FXS. Measurements of leukocyte full-length FMR1-205, FMR1-217, FMRP, and FMR1 gene methylation performed herein allowed correlation of these molecular parameters with IQ. FMRP was moderately correlated with a higher IQ, whereas FMR1-217 was weakly correlated with a lower IQ. Whether abrogating FMR1-217 RNA could elevate FMR1 and restore FMRP levels was considered. It was found that ASOs targeting the second exon of the FMR1-217 RNA reduced its levels in FXS cells, rescued full-length FMR1, and importantly restored FMRP levels similar to TD cells. Therefore, in a subset of FXS individuals that express FMR1-217, ASO treatment may be a viable therapeutic option. In individuals with a fully methylated FMR1 locus, an ASO-based treatment would be more complex. Consider that in FXS cells with a silenced FMR1, demethylation of the locus by a chemical compound or a demethylating enzyme (Vershkov et al., FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo, Cell Rep. 26(10):2531-2539 (2019); Tabolacci et al., Epigenetics Chromatin 9:1-16 (2016); Chiurazzi et al., In vitro reactivation of the FMR1 gene involved in fragile X syndrome, Hum. Mol. Genet. 7:109-113 (1998)) has met with limited success in restoring FMRP. CRISPR/Cas9-mediated gene editing of the CGG repeats (Graef et al., Partial FMRP expression is sufficient to normalize neuronal hyperactivity in Fragile X neurons, Eur. J. Neurosci. 51:2143-2157 (2020); Haenfler et al., Targeted reactivation of FMR1 transcription in Fragile X Syndrome embryonic stem cells, Front. Mol. Neurosci. 11:282, (2018); Xie et al., Reactivation of FMR1 by CRISPR Cas9-mediated deletion of the expanded CGG-repeat of the fragile X chromosome, PLoS One 11:1-12 (2016); Park et al., Reversion of FMR1 methylation and silencing by editing the triplet repeats in Fragile X iPSC-derived Neurons, Cell Rep. 13:234-241 (2015)) has resulted in a nearly 70% restoration of FMRP levels. However, it is shown herein that in FXS cells with silenced FMR1, DNA demethylation combined with ASO treatment restores FMRP. Therefore, treatments that combine DNA demethylation with a splice-switching ASO might be a useful therapeutic strategy for individuals with a fully silenced FMR1 gene. In this study, a proof of concept has been presented in which splice-switching ASOs can restore FMRP levels in FMR1-expressing FXS cells. FMR1-217 RNA, which is expressed in FXS human brain tissues as well iPSC-derived neurons, may respond to treatment with splice-switching ASOs and restore FMRP.


Recent advances have shown the clinical feasibility of using ASOs to treat neurological disorders such as spinal muscular atrophy (SMA) (Finkel et al., Treatment of infantile-onset spinal muscular atrophy with nusinersen: A phase 2, open-label, dose-escalation study, Lancet 388:3017-3026 (2016)), myotonic dystrophy (Mulders et al., Triplet-repeat oligonucleotide-mediated reversal of RRNA toxicity in myotonic dystrophy, Proc. Natl. Acad. Sci. U.S.A. 106:13915-13920 (2009); Pandey et al., Identification and characterization of modified antisense oligonucleotides targeting DMPK in mice and nonhuman primates for the treatment of myotonic dystrophy type 1 s, J. Pharmacol. Exp. Ther. 355:329-340 (2015); Wheeler et al., Targeting nuclear RNA for in vivo correction of myotonic dystrophy, Nature 488:111-115 (2012)), ALS (amyotrophic lateral sclerosis) (Smith et al., Antisense oligonucleotide therapy for neurodegenerative disease, J. Clin. Invest. 116:2290-2296 (2006); Donnelly et al., RNA toxicity from the ALS/FTD C9ORF72 expansion is mitigated by antisense intervention, Neuron 80:415-428 (2013); Tran et al., Suppression of mutant C9orf72 expression by a potent mixed backbone antisense oligonucleotide, Nat. Med. 28:117-124 (2022); Becker et al., Therapeutic reduction of ataxin-2 extends lifespan and reduces pathology in TDP-43 mice, Nature 544:367-371 (2017); Jiang et al., Spinal morphine but not ziconotide or gabapentin analgesia is affected by alternative splicing of voltage-gated calcium channel CaV2.2 pre-mRNA, Mol. Pain 9:67 (2013)), and Angelman syndrome (Milazzo et al., Antisense oligonucleotide treatment rescues UBE3A expression and multiple phenotypes of an Angelman syndrome mouse model, JCI Insight 6:e145991 (2021); Dindot et al., An ASO therapy for Angelman syndrome that targets an evolutionarily conserved region at the start of the UBE3A-AS transcript, Sci. Transl. Med. 15:abf4077 (2023)). The findings disclosed herein suggest that ASOs can correct dysregulated alternative splicing of FMR1 and restore FMRP in individuals with FXS, thereby offering a unique therapeutic strategy to treat the disorder.


Materials and Methods
Human FXS Participant Studies.

FXS male patients (CGG repeats>200) between the ages of 16 to 38 years with FXS phenotypes, IQ range (obtained using the Stanford-Binet Scale Fifth Edition (SB5) (Roid et al., Contemporary Intellectual Assessment: Theories, Tests, and Issues, The Guilford Press, New York, NY, 3:249-268 (2012)) and ABC (The Adaptive Behavior Composite) standard score) were measured (Tables 9-12 and FIGS. 26A-27B). Samples from age-matched TD males (CGG repeats<55) with a normal IQ and no known neuropsychiatric conditions were obtained (Tables 9-12 and FIGS. 26A-27B). All participants or their legal guardians, as appropriate, signed informed consent to the study. The project was approved by the Rush University Medical Center's Institutional Review Board. Methylation status was determined using the Asuragen (Austin, TX) FMR1 methylation PCR Kit and/or southern blot analysis. FMRP levels were quantified by generating dried blood spots (DBS) or by using peripheral blood mononuclear cell (PBMC) samples. Detailed protocols are described in the Supplemental Methods.


Frozen postmortem brain tissues were obtained from the University of California at Davis Brain Repository from FXS male individuals (N=6) and age-matched TD males (N=5).


RNA Extraction and Sequencing of Tissue Samples from FXS and TD Individuals.


Leukocytes.

Fresh blood (8 mL) was collected (See Tables 9-12, FIGS. 26A-27B, and Supplemental Methods for details). RNA extraction was performed using TRIZOL® (biological material isolating reagent) LS Reagent (Thermo Fisher Scientific, Waltham, MA; #10296028). The RNA obtained was then DNase-treated with TURBO™ DNase (Invitrogen, Waltham, MA; #AM2238) and cleaned using the RNA clean and concentrator kit (Zymo Research, Irvine, CA: #11-325). The quality of RNA (RIN, RNA integrity number>7.3, Tables 9-12 and FIGS. 26A-27B) was assessed using fragment analysis. RNA sample (3 μg) was used for directional mRNA library preparation using polyA enrichment (Novogene, Durham, NC) and the libraries were sequenced on the NovaSeq platform to generate paired-end, 150 bp reads at a sequencing depth of 60 to 90 million reads per sample (Tables 9-12 and FIGS. 26A-27B).


Brain Tissue.

RNA was extracted from powdered postmortem frozen cortical tissues using TRIZOL® Reagent (Thermo Fisher Scientific #15596026), and the lysate was collected. Total RNA was extracted using bromo-3-chloro-propane (BCP), recovered as above, and stored at −80° C.


ASO Synthesis and Treatment.

ASOs were synthesized on a Dr. Oligo 48 synthesizer (Biolytic, Fremont, CA). 2′-O-methoxyethyl (MOE)-modified phosphoramidites were coupled for 8 minutes. Oligonucleotides were deprotected in concentrated aqueous ammonia (30% in water) at 55° C. for 16 hours and characterized by liquid chromatography-mass spectrometry. Final desalting was effected by diafiltration (3×water wash) in a 3-kDa cutoff Amicon centrifugal filter. ASOs were added individually or in combinations to LCL cell lines or fibroblast cultures at a final concentration of 80 nM or 160 nM using Lipofectamine RNAIMAX® Transfection Reagent (Thermo Fisher Scientific, 13778030). The cells were collected after 72 hours of ASO treatment for RNA and protein extraction.


5-AzadC Treatment.

5-Aza-2′-deoxycytidine (5-AzadC) (Sigma-Aldrich, St. Louis, MO; A3656) was added to the cell cultures (final concentration 1 μM) for 7 consecutive days. For samples with both 5-AzadC and ASO treatment, 80 nM or 160 nM ASOs or vehicle was added on day 1 and either 5-AzadC or DMSO was added each day from day 2 up to day 9 at a final concentration of 1 μM. On day 9, the cells were collected in 1×phosphate-buffered saline to proceed with RNA extraction or western blotting (See Supplemental Methods further details).


Data, Materials, and Software Availability.

Certain previously published data were used for this work (See NCBI GEO (Gene Expression Omnibus; https://www.ncbi.nlm.nih.gov/geo) GSE117776 (Tran et al., Widespread RNA editing dysregulation in brains from autistic individuals, Nat. Neurosci. 22(1):25-36 (2019)), GSE112145 (Vershkov et al., FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo, Cell Rep. 26(10):2531-2539 (2019)), and GSE108498 (Liu et al., Rescue of Fragile X Syndrome Neurons by DNA Methylation Editing of the FMR1 Gene, Cell 172:979-91 (2018))). All analyses were performed using the DolphinNext platform (Kucukural et al., DolphinNext: A graphical user interface for creating, deploying and executing Nextflow pipelines, J Biomol Tech. 31:S25 (2020)). Datasets generated in this study have been deposited into the Gene Expression Omnibus (GEO) database under the accession number: Super series GSE202179 (Shah et al., Antisense Oligonucleotide Rescue of CGG Expansion-Dependent FMR1 Mis-Splicing in Fragile X Syndrome Restores FMRP, Proc Natl Acad Sci USA (2023)).


Supplemental Methods
Human FXS Participant Studies

All participants were Caucasian males with a FMR1 full mutation (CGG repeats>200) or typically developing individuals (CGG repeats<55) as confirmed by DNA analysis. All participants or their legal guardians, as appropriate, signed informed consent to the study. The project was approved by the Rush University Medical Center Institutional Review Board. Intelligence quotient (IQ) scores were obtained using the Stanford-Binet Scale—Fifth Edition (SB5) (Roid et al., Contemporary Intellectual Assessment: Theories, Tests, and Issues, The Guilford Press, New York, NY, 3:249-268 (2012)) and applying the zdeviation method to avoid floor effects in persons with intellectual disability (Sansone et al., Improving IQ measurement in intellectual disabilities using true deviation from population norms, J Neurodev Disord. 6(1):16 (2014)). The adaptive skills of participants were determined using an semi-structured interview and measured using the Vineland Adaptive Behavior skills (Vineland-3, (Sparrow et al., Vineland adaptive behavior scales, Am. Guid. Serv., Circle Pines, MN (1984))). The Adaptive Behavior Composite (ABC) standard score (SS) is the measure of overall adaptive functioning based on scores assessing the following domains: communication, daily living skills, and socialization. FXS patients were aged 16-38 years with FXS phenotypes, a z-deviation IQ range of 20-52 and ABC standard score range of 20-41 (Tables 9-12 and FIGS. 26A-27B). Age matched TD individuals for the study were aged 22-29 with a normal IQ and no known neuropsychiatric conditions (Tables 9-12 and FIGS. 26A-27B). For CGG repeat size determination in the 5′ UTR of the FMR1 gene, DNA isolated from whole blood was analyzed using the Asuragen FMR1 AMPLIDEX® PCR Kit. Methylation status was determined using the Asuragen FMR1 methylation PCR Kit and/or Southern blot analysis. FMRP levels were quantified by generating dried blood spots (DBS) from the samples. FMRP levels were quantified by generating dried blood spots (DBS) from the samples. To generate DBS, twelve 50 mL spots were put on each blood card and allowed to dry. The blood cards were then stored at −80° C. Discs were punched using a 6 mm punch and incubated in lysis buffer. Extracted sample was centrifuged and FMRP quantified using the LUMINEX® Microplex immunochemistry assay. FMRP levels were normalized to 1000 white blood cells (WBCs) per sample. Additionally, FMRP levels were also quantified by using peripheral blood mononuclear cells (PBMC) samples. PBMC were isolated from whole blood using a Cell Preparation (CPT) blood tube. Isolated PBMC were lysed and quantified for total protein concentration using a spectrophotometer and FMRP quantified using a LUMINEX® Microplex immunochemistry assay. FMRP levels were normalized to total protein. Both methods produced comparable levels of FMRP in the samples assessed.


Frozen post-mortem brain tissues were obtained from University of California at Davis Brain Repository from FXS male individuals (N=6) and age-matched typically developing (TD) males (N=5).


RNA Extraction and Sequencing of Tissue Samples from FXS and TD Individuals


Leukocytes

Eight mL fresh blood were collected from FXS male individuals (N=29) and age-matched typically developing (TD) males (N=13) (See Tables 9-12 and FIGS. 26A-27B) in a BD VACUTAINER® CPT (Cell Preparation Tube with sodium citrate-blue top tube, Becton Dickinson and Company (BD), Franklin Lakes, NJ; #REF362761) and the leukocytes collected on a LeukoLOCK™ filter prior to RNA extraction using a LeukoLOCK™ Fractionation & Stabilization Kit (Ambion, Waltham, MA; #1933) as per the manufacturer's instructions. Briefly, the blood samples were passed through LeukoLOCK™ filters that were then rinsed with 3 mL phosphate buffered saline (PBS) followed by 3 mL of RNALATER® tissue storage reagent and RNA protectant. The residual RNALATER® was expelled from the LeukoLOCK™ filter and the filters were capped and stored in −80° C. To extract RNA, the filters were thawed at room temperature for 5 minutes and then the remaining few drops of RNALATER® were removed. The filter was flushed with 4 mL of TRIZOL® LS Reagent (Thermo Fisher Scientific #10296028), and the lysate was collected in a 15 mL tube. A volume of 800 μl bromo-3-chloro-propane (BCP) (Sigma-Aldrich #B9673) was added to each tube and vortexed vigorously for 30 seconds. The tube was then incubated at room temperature for 5 minutes and centrifuged for 10 minutes at 4° C. at about 2,000×g; the aqueous phase containing the RNA was recovered. To recover the long RNA fraction, 0.5 volumes of 100% ethanol were added and mixed well. The RNA was then recovered using an RNA clean and concentrator kit (Zymo Research, Irvine, CA; #11-325/R1015), DNase-treated with TURBO™ DNase (Invitrogen #AM2238) and the RNA resuspended in RNase-free water and stored at −80° C. The quality of RNA (RIN, RNA integrity number>7.3, Tables 9-12 and FIGS. 26A-27B) was assessed using a 5300 Fragment Analyzer instrument. Three mg of RNA sample was used for directional mRNA library preparation using polyA enrichment (Novogene), and the libraries were sequenced on the NovaSeq platform to generate paired end, 150 bp reads at a sequencing depth of 60-90 million reads per sample (Tables 9-12 and FIGS. 26A-27B).


Brain Tissue

The post-mortem frozen cortical tissues from FXS male individuals (N=6) and age-matched typically developing (TD) males (N=5) were powdered in liquid nitrogen using a mortar and pestle. The fine powder was then homogenized on ice in a dounce homogenizer using TRIZOL® Reagent (Thermo Fisher Scientific #15596026), and the lysate was collected. Total RNA was extracted using BCP and recovered as above and stored at −80° C.


cDNA Synthesis and qPCR


One μg of total RNA was primed with oligo(dT)20 primer to generate cDNA with a QUANTITECT® cDNA synthesis kit (Qiagen, Germantown, MD; #205311) using random hexamers or OligodT priming (FIG. 23B). qPCR was performed using the iTaq™ Universal SYBR® Green Supermix (Bio-Rad, Hercules, CA; #1725122) on a QuantStudio 3 qPCR machine in duplicate. For each experiment, three technical replicates were included, and the experiment was repeated at least twice.


RNA-Seq Data Analysis

Fastq files were uploaded to the DolphinNext platform (Yukselen et al., DolphinNext: A distributed data processing platform for high throughput genomics, bioRxiv 689539 (2019)) at the UMass Chan Medical School Bioinformatics Core for mapping and quantification. The reads were subjected to FastQC (v0.11.8) analysis, and the quality of reads was assessed. Reads were mapped to the genome assembly GRCh38 (hg38) version 34 using the STAR (v2.5.3a) aligner. Gene and isoform expression levels were quantified by Salmon v1.5.2. Transcript names were assigned using GENCODE/Ensembl V43.


Differential gene expression analysis: DESeq2 (v3.9) was used to obtain differentially expressed genes from the estimated counts table. After normalization by the median of ratios method, genes with minimal 5 counts average across all samples were kept for the Differential Gene expression analysis. The P<0.0002 was used as a cutoff. The TDF files generated were uploaded on the Integrative Genomics Viewer (2.6.2) and auto scaled for visualization.


Alternative splicing analysis: To analyze differential alternative splicing (AS), the rMATS package v3.2.5 (Shen et al., rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data, Proc. Natl. Acad. Sci. 111(51):E5593-5601 (2014)) was used with default parameters. The Percent Spliced In (PSI) levels or the exon inclusion levels calculated by rMATS using a hierarchical framework. To calculate the difference in PSI between genotypes a likelihood-ratio test was used. AS events with an FDR<5% and |deltaPSI|≥5% as identified using rMATS were used for further analysis. The genes with significant skipped exons were used for validation using RT-qPCR analysis. One mg of RNA was used to generate cDNA using the QUANTITECT® cDNA synthesis kit. Primers were designed to overlap skipped/inclusion exon junctions and qPCR was performed using the Bio-Rad SYBR® reagent on a QuantStudio 3 instrument.


Cell Culture
Lymphoblast Cell Lines

Lymphoblast cell lines (LCL) were obtained from Coriell Institute from two FXS individuals (GM07365 (FXS1), GM06897(FXS2)) and two typically developing control males (GM07174 (WT3), GM06890 (WT4)). Cells were cultured in RPMI 1640 medium (Sigma-Aldrich), supplemented with 15% fetal bovine serum (FBS) and 2.5% L-glutamine at 37° C. with 5% CO2 in T25 flasks.


Fibroblast Cells

Skin biopsies from participants were collected in a 15-cc tube with transfer culture medium (DMEM with 5% Gentamicin). The biopsy was then removed from the transfer medium with tweezers onto a sterile tissue culture dish and dissected into approximately 6-7 pieces using sterile tweezers and scissors in the culture hood. Three to four pieces of skin explants were kept on the bottom of a T25 flask and 3 mL CHANG AMNIO® culture medium was added. The flask was then incubated at 37° C. with 5% CO2 for 10 days. The culture medium was changed after cells started growing out from the skin explants. After the cells had grown to 5-6 layers around the skin explants, the skin explants were removed from the culture flask and fibroblasts were trypsinized and spread evenly in the flask. The media were changed after overnight incubation with trypsin. Fibroblast culture medium was added (complete medium (500 mL DMEM (15-017-CV) with 10% FBS and 1×antibiotic/antimitotic, 1×L-glutamine 5 mL)) twice a week to cells in a T25 culture flasks at 37° C. with 5% CO2. Fibroblast cell lines were obtained from Coriell Institute from two FXS individuals (GM05131 and GM07072). A control fibroblast line derived from a skin sample of a typically developing male was used. Cells were cultured in DMEM medium (Sigma-Aldrich), supplemented with 10% fetal bovine serum (FBS) and 2.5% L-glutamine at 37° C. with 5% CO2.


ASO Synthesis and Treatment
ASO Synthesis

ASOs were synthesized according to standard guidelines for design of exon skipping ASOs (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020)) on a Dr. Oligo 48 synthesizer. 2′-O-methoxyethyl (MOE)-modified phosphoramidites were coupled for 8 minutes. Oligonucleotides were deprotected in concentrated aqueous ammonia (30% in water) at 55° C. for 16 hours and characterized by liquid chromatography-mass spectrometry. Final desalting was effected by diafiltration (3×water wash) in a 3-kDa cutoff Amicon centrifugal filter.


ASO Treatment

Antisense oligonucleotides (ASOs) were dissolved in ultrapure distilled water to a final concentration of 10 μM. Before use, the ASOs were heated to 55° C. for 15 minutes and cooled at room temperature. ASOs were added individually or in combinations to LCL cell lines at a final concentration of 80 nM or 160 nM using Lipofectamine RNAIMAX® Transfection Reagent (Thermo Fisher Scientific, 13778030) and incubated at 37° C. with 5% CO2 for 16 hours in reduced serum medium. RPMI 1640 medium (Sigma-Aldrich), supplemented with 15% fetal bovine serum (FBS), was added for a total of 72 hours. The cells were collected after 72 hours of ASO treatment for RNA and protein extraction.


5-AzadC Treatment

For each cell culture, 30×105 cells/mL were added to a final volume of 20 mL medium (RPMI 1640 medium (Sigma-Aldrich) supplemented with 15% fetal bovine serum (FBS) and 2.5% L-glutamine at 37° C. with 5% CO2) per T25 flask. 5-Aza-2′-deoxycytidine (5-AzadC) (Sigma-Aldrich, A3656) was added to the cell cultures (final concentration 1 PM) for 7 consecutive days. A 2 mM stock of 5-AzadC was made in dimethyl sulfoxide (DMSO). For each cell line, two independent treatments were performed (n=2). For the no treatment controls for each cell line, DMSO was added to the flasks. For samples with both 5-AzadC and ASO treatment, 80 nM or 160 nM ASOs or vehicle were added on Day 1 and either 5-AzadC or DMSO was added each day from Day 2 up to Day 9 at a final concentration of 1 μM. On Day 9, the cells were collected in 1×phosphate buffered saline to proceed with RNA extraction or Western blotting.


Western Blotting

Cells were homogenized at 4° C. in radioimmunoprecipitation assay (RIPA) lysis buffer with incubation on ice for 10 minutes and dissociation by pipetting. The extract was centrifuged at 13,200 rpm for 10 minutes at 4° C., and the supernatant was collected. Protein concentration was determined by BCA reagent. Proteins (20 μg) were diluted in sodium dodecyl sulfate (SDS)-bromophenol blue reducing buffer with 40 mM dithiothreitol (DTT) and analyzed using western blotting on a 10% SDS polyacrylamide gel electrophoresis (PAGE) gel with the following antibodies: FMRP (MilliporeSigma, Burlington, MA, mAb2160, 1: 1000), FMRP (Abcam, Waltham, MA, ab17722, 1:1000) and GAPDH (14C10, Cell Signaling Technology, Danvers, MA, mAb 2118, 1:2000) diluted in 1×tris-buffered saline with Tween 20 (TBST) with 5% non-fat milk. Membranes were washed three times for 10 minutes with 1×TBST and incubated with anti-rabbit or anti-mouse secondary antibodies (Jackson ImmunoResearch Inc., West Grove, PA, 1:10000) at room temperature for 1 hour. Membranes were washed three times for 10 minutes with 1×TBST, developed with Pierce™ ECL-Plus Western Blotting Substrate, and scanned with a GE Amersham Imager.


Quantification and Statistical Analysis

All grouped data are presented as mean±standard error of the mean (s.e.m.). All tests used to compare the samples are mentioned in the respective Figure legends and corresponding text. When exact P values are not indicated, they are represented as follows: *, p<0.05; **, p<0.01; ***, p<0.001; ****, P value<0.0001; not significant (n.s.), p>0.05.


Chromatin Immunoprecipitation Sequencing (ChIP-Seq)

Eight mL fresh blood was collected from FXS male (N=3) and age-matched typically developing males (N=2) individuals in a BD VACUTAINER® CPT (Cell Preparation Tube with sodium citrate-blue top tube, Becton Dickinson and Company (BD) #REF362761). The tube was gently inverted 5 times and the sample was centrifuged for 25 minutes at 1500-1800 relative centrifugal force (RCF) at room temperature. The tubes were then inverted to collect the lymphocytes and other mononuclear cells resuspended in the upper liquid phase in a new 15 mL tube. The samples were centrifuged again for 10 minutes at 300 RCF to obtain the PBMC pellet. The PBMCs were rinsed with 1× Dublecco's phosphate buffered saline without calcium or magnesium (D-PBS) (Invitrogen #14190-094). The PBMC pellet was resuspended in 250 μL ice-cold D-PBS with protease inhibitors. FMRP levels in PBMCs were quantified using a LUMINEX® Microplex immunochemistry assay. Chromatin isolation and sequencing were performed as previously described (Shah et al., FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism, Cell Rep. 30(13):4459-72 (2020)). Briefly, the cells were cross-linked with 1% formaldehyde and quenched with 150 mM glycine. After centrifugation at 2000×g for 10 minutes at 4° C., the cells were lysed. After homogenization, the nuclei were harvested by centrifugation at 2000×g for 5 minutes at 4° C. The nuclei were lysed by incubating for 20 minutes on ice in nuclear lysis buffer (10 mM tris(hydroxymethyl)aminomethane (Tris) (pH 8.0), 1 mM ethylenediaminetetraacetic acid (EDTA), 0.5 mM ethylene glycol-bis(β-aminoethyl ether)-N,N,N′,N′-tetraacetic acid (EGTA)). 0.5% SDS was added, and the samples were sonicated on a BioruptorR sonicator at high power settings for 9 cycles (sonication: 30 seconds on, 90 seconds off) of 15 minutes each at 4° C. The samples were centrifuged and diluted to adjust the SDS concentration to <0.1%. 10% of each sample was used as input. The remainder of the samples were divided into two and incubated with protein G DYNABEADS® coupled overnight at 4° C. with antibodies against H3K36me3 (Abcam ab9050, 5 μg per ChIP) or H3K4me3 (Active Motif, Carlsbad, CA 39159, 5 μg per ChIP). After IP, the beads were washed and chromatin and de-crosslinked overnight at 65° C. After RNase and proteinase K treatment, the DNA was purified. ChIP-Seq libraries were prepared by performing the following steps ends repair using T4 DNA polymerase, A′ base addition by Klenow polymerase and Illumina adapter ligation using T4 Polynucleotide kinase from New England Biolabs (NEB, Ipswich, MA). The library was PCR amplified using multiplexing barcoded primers. The libraries were pooled with equal molar ratios, denatured, diluted, and sequenced with NextSeq 500/550 High Output Kit v2.5 (Illumina, San Diego, CA, 75 bp paired-end runs) on a Nextseq500 sequencer (Illumina).


ChIP-Seq Analysis

For ChIP-seq data analysis, alignments were performed with Bowtie2 (2.1.0) using the GRCh38 (hg38) version 34 genome, duplicates were removed with Picard, and TDF files for IGV viewing were generated using a ChIP-seq pipeline from DolphinNext (Yukselen et al., DolphinNext: A distributed data processing platform for high throughput genomics, bioRxiv 689539 (2019)). The broad peaks for H3K36me3 ChIP-Seq were called using the broad peak parameter MACS2. Narrow peaks for H3K4me3 ChIP were called using the narrow parameter in MACS2. deepTools2 (Ramirez et al., deepTools2: a next generation web server for deep-sequencing data analysis, Nucleic Acids Res. 44:W160-W165 (2016)) was used to plot heatmaps and profiles for genic distribution of H3K36me3 and H3K4me3 ChIP signals over input. IGV tools (2.6.2) were used for visualizing TDF files, and all tracks shown were normalized for total read coverage.


Dataset S1 (Tables 9-12 and FIGS. 26A-27B): Includes details regarding FXS and TD human samples, RNA-Sequencing read depth and mapping information, Antisense Oligonucleotides (ASO) sequences, Primer sequences for those used in qPCR, FMR1 transcript levels for all RNA-seq samples. Dataset S2 (Tables 13-19): Includes RNA level changes from the DGE analysis and clustering analysis (SI Appendix, FIG. 22A). DAS changes related to FIGS. 17B and 17C. Dataset S3 (Tables 20-28): DAS and DGE analysis data from FIGS. 19A-19H.









TABLE 9







Sample Information










FMRP levels












PMBC [ng
DBS




FMRP/ug
[FMRP(ng/















Sample
SB
MPCR
total
mL)/1000
SB5 Z dev
Vineland Seversity Score





















Lab ID
ID
Gender
Age
Status
CGG
Methylation
Methylation
protein]
WBC]
IQ
ABC
Com
|DLS
Social
























FXS01
A379
M
21
FXS
140, 175, >200

140 100% FM,
6.56E−03
1.82E−03
37.77
20
20
20
20









175 3% under methylated,









>200 FM 90%


FXS02
A387
M
36
FXS
>200
X
 81% FM
2.07E−03
2.80E−04
26.76
21
20
22
20


FXS03
R14
M
18

150, >200
5% Unmethylated
N/A
N/A
N/A
52
34
32
23
44








& 95% Fully








methylated


FXS04
R09
M
21
FXS
102, >200
N/A
N/A
N/A
N/A
37
20
20
20
20


FXS05
A457
M
41
FXS
>200
P
>200 96% fully Methylated
4.85E−04
3.23E−04
35.08
50
54
36
55


FXS06
A426
M
20
FXS
65, >200
P
65 2% under methylated,
1.77E−02
1.11E−02
55.02
73
64
79
78









>200 100% FM


FXS07
A365
M
19
FXS
>200
P
P
2.28E−04
<0**
25.04


FXS08
R07
M
27
FXS
173, >200
Unmethylated &



39.9
32
24
51
20







(~710, ~613)
methylated


FXS09
A285
M
22
FXS
>200

100% FM
4.40E−04
4.70E−05
34.99
32
24
49
20


FXS10
A377
M
30
FXS
>200
X
100% FM
3.11E−04
2.04E−04
56.01
34
32
38
31


FXS11
A366
M
33
FXS
>200

100% FM
6.50E−03
N/A
62.26
20
20
20
20


FXS12
A393
M
32
FXS
>200
X
100% FM
4.85E−04
2.16E−04
26.91
20
20
20
20


FXS13
A373
M
30
FXS
102, 174, >200
FMF
102, 174 100% FM, >200 100% FM
5.35E−04
1.12E−04
27.64
21
20
22
20


FXS14
R15
M
16
FXS
>200
N/A
N/A
N/A
N/A
20
39
34
20
60


FXS15
A284
M
21
FXS
>200

100% FM
2.56E−04
9.13E−05
45.91
35
26
40
37


FXS16
A435
M
37
FXS
63, >200

63 2% under methylated,
3.50E−03
    0.0001578
53.5
68
66
59
77









194 36% partially methylated,









>200 100% FM


FXS17
A367
M
28
FXS
>200

100% FM
1.05E−04
<0**
44.02


FXS18
A453
M
26
FXS
>200
P
P
1.34E−04
2.44E−04
30.28
20
20
20
20


FXS19
R12
M
35
FXS
>200




50
41
22
40
58


FXS20
A388
M
25
FXS
>200
X
100% FM
4.85E−04
2.66E−04
29.64
51
48
49
52


FXS21
A394
M
34
FXS
>200
X
100% FM
2.00E−04
2.10E−04
37.65
36
20
44
43


FXS22
A292
M
29
FXS
>200
X

4.88E−04
2.20E−04
35.82
20
20
20
20


FXS23
A369
M
25
FXS
>200

 94% FM
<0**
<0**


FXS24
A372
M
23
FXS
28**, >200
FMF
100% FM
<0**
<0**
37.58
24
20
30
20


FXS25
A376
M
?
FXS
>200
FMF
100% FM
<0 
<0 

29
22
20
42


FXS26
A395
M
33
FXS
>200

100% FM
4.85E−04
2.16E−04
41.83
27
20
40
20


FXS27
A420
M
19
FXS
>200

>200 100% FM
4.85E−04
2.70E−04
20.2
35
24
27
51


FXS28
R11
M

FXS


FXS29
R13
M
38
FXS
>200

>200: 85% methylated


49
30
20
49
20


TD01
A454
M
24
TD
30
N/A
N/A
6.35E−02
1.17E−02


TD02
R02
M

TD


TD03
R03
M

TD



    0.050422
    0.012831


TD04
A400
M
18
TD
39
N/A
N/A
4.29E−02
1.19E−02


TD05
R04
M

TD


TD06
R05


TD



   0.04193
    0.012076


TD07
A294
M
25
TD
30
N/A
N/A
4.83E−04
1.23E−02


TD08
A293
M
26
TD
37
N/A
N/A
4.40E−04
1.72E−02


TD09
A401
M
26
TD
38
N/A
N/A
7.24E−02
1.86E−02


TD10
A455
M
23
TD
20
N/A
N/A
9.77E−02
1.45E−02


TD11
A307
M
34
TD
29
N/A
N/A
5.17E−02
1.87E−02


TD12
A427
M
23
TD
29
N/A
N/A
7.19E−02
2.84E−02


TD13
A422
M
23
TD
29
N/A
N/A
8.46E−02
2.07E−02
















TABLE 10







Sequence Details













Multimapped
Unique





Reads
Reads





Aligned
Aligned



Sample
Total Reads
(STAR)
(STAR)
RIN














A307
119794556
6041675
111670371
9.1


R14
68519177
2134692
64882978
9.1


R13
62360982
2670612
58441217
8.7


R09
69872833
1862773
66242115
7.3


A394
43494351
4177547
38304886
4.7


A395
65223278
2829839
60807840
5.2


R12
69969048
2084909
66394907
9


R05
59972242
2910442
55917208
8.3


A453
64967407
2741029
60359847
6.4


A422
56652712
3069764
51245265
4.9


A367
67516939
5529074
60678125
6.3


R07
61410724
2014705
58110688
8.2


A455
53555660
2427253
49638699
4


R11
69057763
2266440
65253494
8.7


A366
67188435
3317969
62525200
8.3


R04
65397350
3573503
60430335
8.6


A376
65197658
3461805
60255474
8.7


A435
59988280
5313304
52703153
4


A365
66643094
1449256
63599170
7.9


A369
64864188
1521309
61810371
7.5


A457
68756440
2532756
64239177
6.9


A293
129747499
3607052
124018952
9.7


A393
61870959
4354839
56004641
5


A373
69346473
1384983
66189257
7.4


R02
64886909
2082376
61469383
8.7


A294
134619931
5585971
126950003
9.4


A285
101180767
3946740
95446571
8.5


R15
62230963
2763217
57991216
8.9


A388
64785498
1698146
61247919
7.9


A284
121201356
4319244
115033465
9.7


A427
61961032
3969130
55912405
6.4


A379
70861804
4544217
64842742
5.7


A426
68509163
2854422
63310021
5.5


R03
62515654
2382873
58990362
8.6


A400
67394598
3004462
62188035
5.8


A454
60912400
1684007
57607192
7.7


A387
63319317
3150093
58320095
7


A372
65150304
1747733
61780101
7.1


A401
66448666
5160839
59727949
5.1


A292
107849372
3084297
103172824
9.2


A420
70359287
2239870
65611556
7.5


A377
60296537
2949187
55918962
6.2
















TABLE 11







ASO









SEQ




ID
Oligo #
Sequence












FMR1









NO: 76
704 (DNA)
(eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) # (eA) # (eA) # (eA) # (eG) #




(eG) # (eA) # (eG) # (eA) # (eC) # (eC) # (eT) # (eG) # (eA)


NO: 77
704 (RNA)
(eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) # (eA) # (eA) # (eA) # (eG) #




(eG) # (eA) # (eG) # (eA) # (eC) # (eC) # (eU) # (eG) # (eA)


NO: 78
705 (DNA)
(eA) # (eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) #




(eA) # (eA) # (eA) # (eG) # (eG) # (eA) # (eG) # (eA) # (eC)


NO: 79
705 (RNA)
(eA) # (eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) #




(eA) # (eA) # (eA) # (eG) # (eG) # (eA) # (eG) # (eA) # (eC)


NO: 80
706 (DNA)
(eC) # (eT) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) # (eG) # (eA) # (eA) #




(eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) # (eA)


NO: 81
706 (RNA)
(eC) # (eU) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) # (eG) # (eA) # (eA) #




(eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA) # (eG) # (eC) # (eC) # (eA)


NO: 82
707 (DNA)
(eA) # (eT) # (eG) # (eC) # (eT) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) #




(eG) # (eA) # (eA) # (eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA)


NO: 83
707 (RNA)
(eA) # (eU) # (eG) # (eC) # (eU) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) #




(eG) # (eA) # (eA) # (eA) # (eA) # (eG) # (eA) # (eG) # (eA) # (eA)


NO: 84
708 (DNA)
(eC) # (eA) # (eA) # (eT) # (eG) # (eC) # (eT) # (eA) # (eG) # (eA) # (eC) #




(eC) # (eG) # (eG) # (eA) # (eA) # (eA) # (eA) # (eG) # (eA)


NO: 85
708 (RNA)
(eC) # (eA) # (eA) # (eU) # (eG) # (eC) # (eU) # (eA) # (eG) # (eA) # (eC) #




(eC) # (eG) # (eG) # (eA) # (eA) # (eA) # (eA) # (eG) # (eA)


NO: 86
709 (DNA)
(eA) # (eA) # (eG) # (eT) # (eC) # (eC) # (eC) # (eA) # (eA) # (eT) # (eG) #




(eC) # (eT) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) # (eG) # (eA)


NO: 87
709 (RNA)
(eA) # (eA) # (eG) # (eU) # (eC) # (eC) # (eC) # (eA) # (eA) # (eU) # (eG) #




(eC) # (eU) # (eA) # (eG) # (eA) # (eC) # (eC) # (eG) # (eG) # (eA)


NO: 88
710 (DNA)
(eT) # (eC) # (eT) # (eC) # (eC) # (eG) # (eA) # (eA) # (eG) # (eT) # (eC) #




(eC) # (eC) # (eA) # (eA) # (eT) # (eG) # (eC) # (eT) # (eA)


NO: 89
710 (RNA)
(eU) # (eC) # (eU) # (eC) # (eC) # (eG) # (eA) # (eA) # (eG) # (eU) # (eC) #




(eC) # (eC) # (eA) # (eA) # (eU) # (eG) # (eC) # (eU) # (eA)


NO: 90
711 (DNA)
(eG) # (eA) # (eG) # (eC) # (eT) # (eC) # (eT) # (eC) # (eC) # (eG) # (eA) #




(eA) # (eG) # (eT) # (eC) # (eC) # (eC) # (eA)


NO: 91
711 (RNA)
(eG) # (eA) # (eG) # (eC) # (eU) # (eC) # (EU) # (eC) # (eC) # (eG) # (eA) #




(eA) # (eG) # (eU) # (eC) # (eC) # (eC) # (eA)


NO: 92
712 (DNA)
(eA) # (eG) # (eA) # (eA) # (eC) # (eA) # (eG) # (eT) # (eG) # (eG) # (eA) #




(eG) # (eC) # (eT) # (eC) # (eT) # (eC) # (eC) # (eG) # (eA)


NO: 93
712 (RNA)
(eA) # (eG) # (eA) # (eA) # (eC) # (eA) # (eG) # (eU) # (eG) # (eG) # (eA) #




(eG) # (eC) # (eU) # (eC) # (eU) # (eC) # (eC) # (eG) # (eA)


NO: 94
713 (DNA)
(eC) # (eG) # (eC) # (eC) # (eC) # (eA) # (eG) # (eA) # (eA) # (eC) # (eA) #




(eG) # (eT) # (eG) # (eG) # (eA) # (eG) # (eC) # (eT) # (eC)


NO: 95
713 (RNA)
(eC) # (eG) # (eC) # (eC) # (eC) # (eA) # (eG) # (eA) # (eA) # (eC) # (eA) #




(eG) # (eU) # (eG) # (eG) # (eA) # (eG) # (eC) # (eU) # (eC)


NO: 96
714 (DNA)
(eC) # (eC) # (eT) # (eC) # (eG) # (eC) # (eC) # (eC) # (eA) # (eG) # (eA) #




(eA) # (eC) # (eA) # (eG) # (eT) # (eG) # (eG) # (eA) # (eG)


NO: 97
714 (RNA)
(eC) # (eC) # (eU) # (eC) # (eG) # (eC) # (eC) # (eC) # (eA) # (eG) # (eA) #




(eA) # (eC) # (eA) # (eG) # (eU) # (eG) # (eG) # (eA) # (eG)









MALAT1









NO: 98
MALATI
(1A) # (1A) # (1G) # (dC) # (dT) #(dG) # (dC) # (dA) # (dC) # (dT) # (dG) #



(DNA)
(dT) # (dG) # (1C) # (IT) # (1G)


NO: 99
MALATI
(1A) # (1A) #(1G) #(C)#(U) #(G)#(C) #(A) #(C) #(U) # (G) # (U) # (G) #



(RNA)
(1C) # (1U) # (1G)





Key:


e-2′-O-methoxyethyl (MOE) nucleotide;


l-locked (LNA) nucleotide;


d-deoxy (DNA) nucleotide;


#-phosphorothioate linkage













TABLE 12







Primers









Gene
Primer name
Sequence (5′-3′)





FMR1
Ex1F
TAGCAGGGCTGAAGAGAA



Ex1R
CTTGTAGAAAGCGCCATTG



Ex2R
TTCATGAACATCCTTTACAAATGC



217R
CAGTGGAGCTCTCCGAAGTC



217F
TGGAAAAATCACATGTTGGAG





GAPDH
GAPDH F
TCCAAAATCAAGTGGGGCGA



GAPDH R
TGATGACCCTTTTGGCTCCC





MALAT1
MALAT1 F
GAAGGAAGGAGCGCTAACGA



MALAT1 R
TACCAACCACTCGCTTTCCC





LAIR2
Lair2 F_h_RT
CCTGGATGGTCTGAGCACA



Lair2 R_h_RT
CATGGTGCATCAAATCCGGA





RAB25
RAB25_h_F
ACTGCTCTTCCTGGAGACCTCA



RAB25_h_R
GCTGTTCTGTCTCTGCTTGGAC





AGAP1
AGAP1_h_F
GAGTGAGGCTACGGTCATTGCA



AGAP1_h_R
TCGGTGCTTCTTTCTGTTGGCG





FAM3B
FAM3B_h_F
aatccctgctcttcatggtg



FAM3B_h_R
gagttocaagccttttgotg





S100B
S100b_h_F
TGGCCCTCATCGACGTTTTC



S100b_h_R
ATGTTCAAAGAACTCGTGGCA
















TABLE 13







DE_FXSvsTD














baseMean
log2FoldChange
lfcSE
stat
pvalue
padj

















ANAPC1P2
4.18E+01
 2.46E+01
3.17E+00
 7.75E+00
9.19E−15
1.70E−10


FAM3B
5.82E+01
 5.71E+00
1.04E+00
 5.47E+00
4.46E−08
2.91E−04


HMGB1P5
8.24E+01
−1.99E+00
3.65E−01
−5.46E+00
4.73E−08
2.91E−04


CYP4F22
1.27E+02
−1.16E+00
2.26E−01
−5.11E+00
3.15E−07
1.46E−03


RHOC
2.69E+03
−6.80E−01
1.35E−01
−5.04E+00
4.69E−07
1.56E−03


AGAP1
3.43E+02
−9.92E−01
1.97E−01
−5.02E+00
5.07E−07
1.56E−03


CFAP70
1.41E+02
 6.52E−01
1.41E−01
 4.61E+00
3.97E−06
1.04E−02


KNDC1
1.35E+02
−1.33E+00
2.92E−01
−4.57E+00
4.82E−06
1.04E−02


PRR5L
1.48E+03
−5.93E−01
1.30E−01
−4.56E+00
5.05E−06
1.04E−02


ZNF365
1.05E+02
−1.01E+00
2.25E−01
−4.48E+00
7.31E−06
1.35E−02


DUSP5
7.77E+02
−6.21E−01
1.45E−01
−4.29E+00
1.80E−05
2.76E−02


ARHGAP24
6.02E+02
 5.40E−01
1.26E−01
 4.28E+00
1.84E−05
2.76E−02


EPOP
3.73E+01
−9.23E−01
2.16E−01
−4.27E+00
1.94E−05
2.76E−02


MXRA7
9.50E+02
−1.38E+00
3.24E−01
−4.24E+00
2.24E−05
2.95E−02


TOMM5
1.22E+03
−2.61E−01
6.21E−02
−4.20E+00
2.67E−05
3.09E−02


TRBV2
1.83E+02
−7.59E−01
1.81E−01
−4.20E+00
2.68E−05
3.09E−02


NKG7
1.34E+04
−8.04E−01
1.96E−01
−4.10E+00
4.18E−05
4.22E−02


CLEC5A
4.17E+02
 7.19E−01
1.76E−01
 4.09E+00
4.28E−05
4.22E−02


TKTL1
3.19E+02
−9.02E−01
2.21E−01
−4.09E+00
4.33E−05
4.22E−02


RAB25
2.16E+01
 1.21E+00
2.97E−01
 4.07E+00
4.69E−05
4.34E−02


COL13A1
6.11E+01
−1.39E+00
3.44E−01
−4.04E+00
5.35E−05
4.71E−02


RBM11
8.26E+01
 6.80E−01
1.72E−01
 3.96E+00
7.55E−05
6.23E−02


AC008764.4
9.35E+00
 3.06E+00
7.77E−01
 3.94E+00
8.20E−05
6.23E−02


CKB
2.31E+02
−8.70E−01
2.21E−01
−3.93E+00
8.33E−05
6.23E−02


GNGT2
3.68E+02
−4.43E−01
1.13E−01
−3.93E+00
8.43E−05
6.23E−02


LAMC3
3.36E+01
 1.19E+00
3.03E−01
 3.91E+00
9.19E−05
6.40E−02


NEFL
1.89E+02
 8.97E−01
2.30E−01
 3.90E+00
9.44E−05
6.40E−02


ZNF154
5.07E+02
 6.94E−01
1.78E−01
 3.90E+00
9.69E−05
6.40E−02


C12orf75
1.27E+03
−4.30E−01
1.11E−01
−3.88E+00
1.03E−04
6.40E−02


MSC-AS1
7.91E+01
−1.20E+00
3.09E−01
−3.88E+00
1.05E−04
6.40E−02


RPL39L
7.66E+01
−8.97E−01
2.32E−01
−3.87E+00
1.09E−04
6.40E−02


PPFIBP1
1.29E+02
 6.46E−01
1.67E−01
 3.87E+00
1.11E−04
6.40E−02


ACOT7
2.85E+02
−4.31E−01
1.12E−01
−3.85E+00
1.18E−04
6.51E−02


CDKN1C
1.31E+03
−9.12E−01
2.37E−01
−3.84E+00
1.21E−04
6.51E−02


CKS1B
2.92E+02
−3.35E−01
8.72E−02
−3.84E+00
1.25E−04
6.51E−02


LINC00174
4.19E+02
 4.50E−01
1.18E−01
 3.83E+00
1.28E−04
6.51E−02


PALM
9.57E+00
−1.60E+00
4.17E−01
−3.83E+00
1.30E−04
6.51E−02


CABP4
5.72E+01
−8.13E−01
2.13E−01
−3.81E+00
1.36E−04
6.63E−02


EFNA5
2.93E+01
−1.30E+00
3.43E−01
−3.80E+00
1.46E−04
6.92E−02


LYPD2
1.41E+02
−1.25E+00
3.31E−01
−3.77E+00
1.64E−04
7.57E−02


DRAXIN
1.71E+02
−1.19E+00
3.18E−01
−3.76E+00
1.73E−04
7.78E−02


B3GAT1
3.80E+02
−1.29E+00
3.45E−01
−3.73E+00
1.93E−04
8.17E−02


TPST2
4.42E+03
−3.02E−01
8.10E−02
−3.72E+00
1.96E−04
8.17E−02


CROCC2
2.10E+01
−1.41E+00
3.80E−01
−3.72E+00
1.99E−04
8.17E−02


FCRL6
1.36E+03
−7.90E−01
2.12E−01
−3.72E+00
2.01E−04
8.17E−02


AC026369.3
2.30E+01
−1.28E+00
3.45E−01
−3.71E+00
2.03E−04
8.17E−02


C19orf12
1.19E+03
−2.70E−01
7.32E−02
−3.69E+00
2.24E−04
8.72E−02


S100B
5.77E+02
−1.95E+00
5.28E−01
−3.69E+00
2.26E−04
8.72E−02


GAS1
4.01E+01
−1.22E+00
3.30E−01
−3.68E+00
2.33E−04
8.80E−02


JAKMIP1
3.89E+02
−8.12E−01
2.21E−01
−3.67E+00
2.40E−04
8.88E−02


LINC02345
3.42E+01
−1.17E+00
3.22E−01
−3.65E+00
2.61E−04
9.45E−02


GPR153
1.42E+02
−9.19E−01
2.53E−01
−3.63E+00
2.81E−04
9.86E−02


S1PR5
2.89E+03
−7.25E−01
2.00E−01
−3.63E+00
2.87E−04
9.86E−02


MIR3150BHG
2.33E+01
 1.37E+00
3.78E−01
 3.63E+00
2.88E−04
9.86E−02
















TABLE 14







z_score_WBC_FXSvsTD











clusters







AC008764.4
1



ANAPC1P2
1



ARHGAP24
1



CFAP70
1



PPFIBP1
1



RBM11
1



AC026369.3
2



ACOT7
2



CABP4
2



CDKN1C
2



CKB
2



CKS1B
2



COL13A1
2



CYP4F22
2



DUSP5
2



GNGT2
2



KNDC1
2



LINC02345
2



LYPD2
2



MXRA7
2



RHOC
2



TKTL1
2



TOMM5
2



AGAP1
3



B3GAT1
3



C12orf75
3



C19orf12
3



CROCC2
3



DRAXIN
3



EFNA5
3



EPOP
3



FCRL6
3



GAS1
3



GPR153
3



HMGB1P5
3



JAKMIP1
3



MSC-AS1
3



NKG7
3



PALM
3



PRR5L
3



RPL39L
3



S100B
3



S1PR5
3



TPST2
3



TRBV2
3



ZNF365
3



CLEC5A
4



MIR3150BHG
4



NEFL
4



ZNF154
4



FAM3B
5



LAMC3
5



LINC00174
5



RAB25
5

















TABLE 15







SE_WBC_FXSvsTD































IncLevel


ID
GeneID
chr
strand
exonStart_0base
exonEnd
upstreamES
upstreamEE
downstreamES
downstreamEE
PValue
FDR
Difference






















66307
PARP6
chr15

72253949
72254070
72253713
72253762
72254454
72254481
4.13E−05
4.77E−03
−2.610E−01 


71943
NCALD
chr8

101887140
101887227
101719251
101719648
101915808
101915858
3.53E−07
9.83E−05
−2.590E−01 


133085
PACRGL
chr4
+
20709682
20709773
20707802
20707870
20713431
20713521
1.40E−11
1.94E−08
−2.560E−01 


30386
TCF7
chr5
+
134144796
134144869
134143591
134143640
134145259
134145340
3.66E−04
2.61E−02
−2.330E−01 


60067
ADAM15
chr1
+
155061903
155062117
155060204
155060343
155062244
155062369
5.21E−04
3.43E−02
−2.140E−01 


10686
LAIR2
chr19
+
54509034
54509085
54507890
54508184
54510525
54510687
3.42E−05
4.10E−03
−2.130E−01 


92498
XPNPEP3
chr22
+
40860677
40860793
40857096
40857245
40861617
40862770
9.18E−05
8.87E−03
−2.120E−01 


60064
ADAM15
chr1
+
155061903
155061975
155060204
155060343
155062244
155062369
1.37E−04
1.21E−02
−2.090E−01 


15527
POLR2J3
chr7

102543524
102543661
102541500
102541662
102544705
102544776
1.04E−04
9.77E−03
−2.010E−01 


15530
POLR2J3
chr7

102543524
102543697
102541500
102541662
102544705
102544776
3.32E−04
2.42E−02
−1.910E−01 


34914
LINC00937
chr12

8370212
8370429
8356962
8357141
8390269
8390969
2.73E−04
2.05E−02
−1.890E−01 


45192
WARS1
chr14

100374135
100374244
100361707
100361921
100375282
100375347
1.73E−04
1.46E−02
−1.890E−01 


60059
ADAM15
chr1
+
155061417
155061489
155060204
155060343
155062244
155062369
3.33E−05
4.01E−03
−1.880E−01 


60055
ADAM15
chr1
+
155061414
155061489
155060204
155060343
155062244
155062369
3.65E−05
4.31E−03
−1.850E−01 


169309
AL135818.1
chr14
+
91247489
91247659
91244354
91244499
91250764
91251228
8.11E−07
1.99E−04
−1.820E−01 


10872
AC092070.2
chr19
+
53200623
53200703
53197110
53197262
53204015
53204055
5.18E−06
8.73E−04
−1.800E−01 


147682
TRPT1
chr11

64224099
64224162
64223829
64223967
64224284
64224341
1.71E−04
1.45E−02
−1.800E−01 


22908
DST
chr6

56468981
56468999
56466077
56466195
56469882
56469957
5.43E−05
5.85E−03
−1.770E−01 


45198
WARS1
chr14

100374135
100374265
100361707
100361921
100375282
100375333
4.29E−05
4.89E−03
−1.770E−01 


103430
MIR4435-2HG
chr2

111239801
111239996
111233627
111233739
111248147
111248241
2.76E−08
1.26E−05
−1.770E−01 


60001
LRRFIP1
chr2
+
237739231
237739309
237720771
237720822
237748363
237748399
1.25E−04
1.13E−02
−1.670E−01 


90835
ADCY10P1
chr6
+
41132874
41133000
41132293
41132513
41134556
41134729
4.03E−04
2.82E−02
−1.610E−01 


122318
RNF19A
chr8

100300527
100300651
100287500
100288267
100303159
100303259
3.69E−04
2.62E−02
−1.590E−01 


85805
DRAM2
chr1

111139587
111139711
111137522
111137586
111140037
111140062
4.04E−05
4.68E−03
−1.570E−01 


50825
TRPV2
chr17
+
16433573
16433698
16428816
16428982
16436788
16437003
2.05E−04
1.65E−02
−1.560E−01 


32226
CAST
chr5
+
96740744
96740783
96740037
96740118
96741265
96741317
5.98E−11
6.79E−08
−1.540E−01 


52670
C11orf80
chr11
+
66756352
66756505
66748378
66748517
66759042
66759084
3.21E−04
2.36E−02
−1.540E−01 


192183
ZNF266
chr19

9433667
9433786
9420064
9420218
9434797
9434859
4.78E−05
5.35E−03
−1.540E−01 


59607
HMOX2
chr16
+
4483636
4483738
4476411
4476487
4496145
4496762
1.82E−05
2.48E−03
−1.520E−01 


175479
JPX
chrX
+
73997040
73997166
73946998
73947374
73998767
73998844
2.91E−13
6.92E−10
−1.520E−01 


192179
ZNF266
chr19

9433667
9433783
9420064
9420218
9434797
9434859
1.03E−04
9.68E−03
−1.500E−01 


7453
DPM1
chr20

50941128
50941209
50940864
50940933
50945736
50945762
4.29E−08
1.78E−05
−1.440E−01 


36444
FRG1
chr4
+
189955036
189955151
189952161
189952287
189957397
189957502
9.86E−05
9.35E−03
−1.410E−01 


36443
FRG1
chr4
+
189953067
189953125
189952161
189952287
189957397
189957502
4.98E−04
3.31E−02
−1.400E−01 


183737
COPS3
chr17

17261599
17261692
17254886
17254945
17261965
17262106
4.89E−05
5.44E−03
−1.360E−01 


22304
METTL8
chr2

171330558
171330616
171326041
171326148
171337452
171337502
1.60E−08
7.78E−06
−1.350E−01 


11473
FCRLA
chr1
+
161710474
161710492
161706971
161707343
161710759
161710912
4.32E−04
2.96E−02
−1.340E−01 


45197
WARS1
chr14

100374135
100374244
100369086
100369258
100376259
100376334
6.02E−09
3.43E−06
−1.340E−01 


45204
WARS1
chr14

100374135
100374265
100369086
100369258
100376259
100376285
3.15E−09
1.91E−06
−1.310E−01 


69313
PMS2CL
chr7
+
6733398
6733527
6731896
6731955
6735304
6735389
7.25E−04
4.45E−02
−1.280E−01 


82169
MUC20-OT1
chr3
+
195663623
195663767
195662570
195662733
195664085
195664250
5.26E−05
5.72E−03
−1.280E−01 


38851
ZNF273
chr7
+
64918196
64918292
64903246
64903419
64927653
64929124
1.51E−07
5.06E−05
−1.270E−01 


40300
NQO2
chr6
+
3003668
3003789
3002049
3002286
3006467
3006559
1.12E−05
1.65E−03
−1.270E−01 


120894
AC141586.1
chr16
+
2613959
2614068
2603419
2603727
2628824
2630494
3.03E−07
8.65E−05
−1.260E−01 


157606
PNPO
chr17
+
47945558
47945612
47944615
47944715
47946322
47946393
1.85E−05
2.51E−03
−1.250E−01 


31474
BFAR
chr16
+
14649803
14649973
14644287
14644609
14661891
14662065
2.33E−07
7.10E−05
−1.200E−01 


103134
GBAP1
chr1

155218387
155218479
155217239
155218049
155218847
155218943
1.00E−06
2.35E−04
−1.190E−01 


135245
RAB18
chr10
+
27531528
27531615
27509874
27509930
27532506
27532579
1.38E−06
3.02E−04
−1.150E−01 


52933
GPS1
chr17
+
82052255
82052459
82051499
82051524
82053273
82053366
3.45E−04
2.48E−02
−1.140E−01 


190346
TAF5
chr10
+
103378234
103378550
103373357
103373595
103379607
103379771
2.32E−05
2.99E−03
−1.100E−01 


59611
HMOX2
chr16
+
4483636
4483754
4476339
4476487
4496145
4496762
3.00E−05
3.69E−03
−1.090E−01 


133087
PACRGL
chr4
+
20712787
20712922
20707802
20707870
20713431
20713516
7.13E−12
1.09E−08
−1.090E−01 


156330
IZUMO4
chr19
+
2097928
2098127
2097251
2097495
2098286
2098334
6.33E−10
4.73E−07
−1.090E−01 


37101
ANKS3
chr16

4726978
4727177
4724749
4724831
4729979
4730151
1.48E−06
3.18E−04
−1.060E−01 


45019
SEPTIN2
chr2
+
241316421
241316540
241315881
241315982
241325992
241326113
3.83E−05
4.48E−03
−1.060E−01 


45390
YY1AP1
chr1

155680381
155680456
155679408
155679512
155688070
155688201
3.89E−07
1.06E−04
−1.060E−01 


2595
OFD1
chrX
+
13752703
13753441
13751248
13751368
13756577
13756767
9.82E−06
1.48E−03
−1.040E−01 


181022
AC012184.3
chr16

70341939
70342099
70333782
70333960
70346198
70346747
1.57E−05
2.18E−03
−1.020E−01 


45028
SEPTIN2
chr2
+
241316421
241316575
241315958
241315982
241325992
241326113
3.17E−04
2.33E−02
−1.000E−01 


10684
LAIR2
chr19
+
54507890
54508184
54503699
54503735
54510525
54510687
8.07E−12
1.20E−08
−9.900E−02 


45025
SEPTIN2
chr2
+
241316421
241316555
241315860
241315982
241325992
241326113
5.23E−04
3.43E−02
−9.900E−02 


47519
LDAH
chr2

20739970
20740205
20701569
20701652
20774809
20774979
4.09E−05
4.72E−03
−9.900E−02 


147539
CDC42BPG
chr11

64827685
64827783
64827526
64827611
64829470
64830070
3.34E−11
4.14E−08
−9.900E−02 


38854
ZNF273
chr7
+
64918196
64918292
64917580
64917707
64927653
64929124
1.40E−07
4.80E−05
−9.800E−02 


98945
VMP1
chr17
+
59834011
59834050
59811669
59811786
59838294
59838397
4.68E−04
3.15E−02
−9.600E−02 


104662
ATP6AP1L
chr5
+
82304933
82305481
82304614
82304850
82310156
82310207
4.63E−04
3.13E−02
−9.600E−02 


115640
COMMD2
chr3

149750256
149750382
149741389
149741718
149751402
149751485
6.09E−04
3.88E−02
−9.500E−02 


179439
PPRC1
chr10
+
102138878
102138980
102137849
102138038
102139099
102142004
6.73E−05
6.94E−03
−9.500E−02 


188419
RHBDF2
chr17

76487973
76488132
76487711
76487851
76501352
76501412
8.86E−06
1.36E−03
−9.500E−02 


193979
ZNF56
chr19
+
19786608
19786691
19776635
19776994
19806280
19806376
4.90E−04
3.27E−02
−9.500E−02 


82035
SRSF4
chr1

29166728
29166912
29160374
29160517
29168502
29168638
9.13E−12
1.33E−08
−9.400E−02 


171328
ZNF529-AS1
chr19
+
36594155
36594299
36593845
36593931
36594441
36594694
4.85E−05
5.40E−03
−9.200E−02 


179058
TNK2
chr3

195882444
195882527
195879082
195879175
195883156
195883309
4.67E−04
3.15E−02
−9.200E−02 


37095
ANKS3
chr16

4726658
4726776
4724791
4724831
4729979
4730151
1.18E−06
2.67E−04
−9.100E−02 


56298
SUCO
chr1
+
172585857
172585948
172579201
172579267
172588759
172588924
8.87E−05
8.67E−03
−9.000E−02 


44007
TBC1D19
chr4
+
26717932
26718017
26688344
26688407
26720080
26720125
2.91E−08
1.31E−05
−8.900E−02 


45189
WARS1
chr14

100374135
100374179
100369086
100369258
100376259
100376805
3.29E−10
2.78E−07
−8.900E−02 


157316
ITGB7
chr12

53201146
53201194
53200242
53200446
53207201
53207281
8.02E−06
1.25E−03
−8.900E−02 


82542
CYB5RL
chr1

54190747
54190896
54187651
54187739
54195418
54195616
1.00E−04
9.49E−03
−8.800E−02 


45195
WARS1
chr14

100374135
100374244
100369086
100369258
100375282
100375347
9.70E−12
1.40E−08
−8.600E−02 


58349
IFI44L
chr1
+
78627905
78628393
78620877
78620971
78628950
78628999
2.03E−05
2.69E−03
−8.600E−02 


15102
TGIF1
chr18
+
3450321
3450505
3449536
3449656
3456353
3456580
7.31E−05
7.44E−03
−8.500E−02 


69818
ZBTB25
chr14

64499440
64499563
64490360
64490540
64504486
64504584
2.44E−06
4.78E−04
−8.400E−02 


54030
FKRP
chr19
+
46748514
46748621
46748026
46748088
46755411
46755768
1.92E−04
1.58E−02
−8.300E−02 


16566
NSUN5P1
chr7
+
75414639
75414798
75412788
75412932
75414884
75415024
8.05E−04
4.84E−02
−8.200E−02 


60050
ADAM15
chr1
+
155060762
155060832
155060204
155060343
155062244
155062369
4.27E−07
1.15E−04
−8.200E−02 


134222
PRKCQ-AS1
chr10
+
6615369
6615637
6596845
6596894
6615762
6615893
1.31E−12
2.48E−09
−8.200E−02 


147683
TRPT1
chr11

64224099
64224210
64223798
64223967
64224284
64224341
3.63E−11
4.46E−08
−8.200E−02 


13796
NCAPG2
chr7

158650831
158650972
158646459
158646563
158652292
158652480
4.67E−05
5.23E−03
−8.100E−02 


80920
IP6K2
chr3

48694458
48694525
48693452
48694240
48695089
48695421
3.17E−04
2.34E−02
−8.100E−02 


91691
ALS2CL
chr3

46683129
46683326
46682028
46682094
46683781
46683848
5.57E−06
9.27E−04
−8.100E−02 


8575
NFS1
chr20

35675044
35675202
35674511
35674617
35680736
35680871
3.47E−05
4.14E−03
−8.000E−02 


59872
LINC00174
chr7

66476258
66476327
66450070
66450236
66479008
66479096
1.41E−06
3.07E−04
−8.000E−02 


43756
CYRIB
chr8

129948965
129949067
129912469
129912515
129970942
129970995
1.23E−07
4.28E−05
−7.900E−02 


50858
CDC27
chr17

47171916
47172064
47169916
47170042
47181561
47181637
7.60E−04
4.62E−02
−7.900E−02 


174873
ZNF202
chr11

123727475
123727595
123723913
123726991
123728132
123728262
1.32E−04
1.17E−02
−7.900E−02 


184886
GOLGA2P5
chr12

100168451
100168633
100167549
100167639
100168923
100169199
1.97E−08
9.30E−06
−7.900E−02 


194100
ZNF85
chr19
+
20944251
20944296
20934969
20935047
20948743
20949169
1.86E−04
1.54E−02
−7.900E−02 


54579
FBXW8
chr12
+
116985205
116985402
116964696
116964854
116988662
116988869
1.98E−10
1.81E−07
−7.800E−02 


127651
COA8
chr14
+
103571622
103571820
103562961
103563124
103587273
103587364
4.51E−04
3.07E−02
−7.800E−02 


184546
NSRP1
chr17
+
30163066
30163162
30117301
30117332
30172541
30172598
7.97E−05
7.95E−03
−7.800E−02 


154699
KLRC4-KLRK1
chr12

10391834
10391891
10389942
10390027
10405849
10405950
7.17E−05
7.32E−03
−7.700E−02 


2599
OFD1
chrX
+
13753367
13753441
13751248
13751368
13756577
13756767
3.23E−06
5.97E−04
−7.500E−02 


54035
FKRP
chr19
+
46748514
46748884
46748026
46748088
46755411
46755449
1.12E−04
1.03E−02
−7.500E−02 


137500
BCLAF3
chrX

19929784
19929940
19912859
19917334
19937504
19937532
6.04E−04
3.85E−02
−7.500E−02 


15359
SRPK2
chr7

105268805
105268869
105203627
105203785
105297420
105297533
1.22E−06
2.73E−04
−7.300E−02 


45202
WARS1
chr14

100374135
100374265
100369086
100369258
100375282
100375333
1.03E−13
2.84E−10
−7.300E−02 


48027
HPCAL1
chr2
+
10426219
10426495
10424524
10424613
10426723
10427352
1.27E−06
2.83E−04
−7.300E−02 


126021
RXYLT1
chr12
+
63782540
63782704
63781018
63781174
63784969
63785072
6.99E−04
4.32E−02
−7.300E−02 


25875
CARMIL1
chr6
+
25604811
25604893
25600313
25600746
25606060
25606273
2.40E−04
1.85E−02
−7.200E−02 


187107
RAD51C
chr17
+
58705877
58706022
58703195
58703329
58709858
58709990
9.33E−05
8.97E−03
−7.200E−02 


187232
HEATR6
chr17

60046024
60046099
60043672
60044134
60047308
60047405
3.33E−07
9.41E−05
−7.200E−02 


45641
CROCC
chr1
+
16950952
16951122
16946760
16946991
16953301
16953481
1.45E−08
7.20E−06
−7.100E−02 


55081
AL732372.2
chr1

502861
502955
501587
501620
514358
514423
4.19E−06
7.33E−04
−7.100E−02 


142312
DTNB
chr2

25607235
25607321
25596085
25596240
25628170
25628384
1.51E−05
2.11E−03
−7.100E−02 


34175
PLPP1
chr5

55475298
55475450
55467868
55468149
55490959
55491114
2.31E−05
2.98E−03
−7.000E−02 


58394
CTNS
chr17
+
3647443
3647522
3640146
3640267
3654997
3655101
2.82E−06
5.37E−04
−7.000E−02 


84986
COP1
chr1

176175909
176176007
176149005
176149074
176184632
176184664
6.87E−05
7.06E−03
−7.000E−02 


168274
NEK3
chr13

52135728
52135863
52133688
52133815
52136115
52136232
2.07E−05
2.74E−03
−7.000E−02 


2196
POLA1
chrX
+
24745417
24745542
24743229
24743329
24748310
24748460
4.14E−04
2.87E−02
−6.800E−02 


21109
LSM14B
chr20
+
62126225
62126439
62124616
62124780
62130218
62130296
1.51E−04
1.30E−02
−6.800E−02 


85585
CCDC18-AS1
chr1

93269682
93269758
93264637
93264772
93318167
93318228
1.83E−04
1.51E−02
−6.800E−02 


113790
LYPLAL1-DT
chr1

219156119
219156199
219149938
219150031
219173469
219173493
5.77E−04
3.71E−02
−6.800E−02 


826
SLC25A43
chrX
+
119410189
119410362
119399408
119399678
119452008
119452143
1.91E−06
3.93E−04
−6.700E−02 


137231
BRAF
chr7

140808236
140808316
140807959
140808062
140808891
140808995
2.75E−05
3.42E−03
−6.700E−02 


146655
STX3
chr11
+
59795601
59795712
59793379
59793514
59797282
59797396
5.00E−05
5.52E−03
−6.700E−02 


149082
PPFIA1
chr11
+
70350993
70351023
70348188
70348420
70354300
70354452
2.51E−05
3.18E−03
−6.700E−02 


23540
UBR2
chr6
+
42592150
42592229
42573733
42573993
42603587
42603718
9.35E−05
8.98E−03
−6.600E−02 


27934
SRP14-AS1
chr15
+
40060096
40060263
40045960
40046069
40065220
40065705
1.43E−04
1.25E−02
−6.500E−02 


74506
ZBTB7B
chr1
+
155010915
155011015
155010257
155010397
155014014
155014093
4.05E−10
3.31E−07
−6.500E−02 


137506
BCLAF3
chrX

19935808
19935898
19912859
19917334
19937504
19937532
2.04E−04
1.64E−02
−6.400E−02 


4130
SFI1
chr22
+
31603743
31603819
31602606
31602785
31604308
31604404
8.00E−12
1.20E−08
−6.300E−02 


54033
FKRP
chr19
+
46748514
46748717
46748026
46748088
46755411
46755610
1.96E−04
1.60E−02
−6.300E−02 


139762
STAG3L3
chr7

72999054
72999162
72979943
72980017
72999470
72999550
1.40E−05
1.99E−03
−6.300E−02 


144901
IMMP1L
chr11

31473723
31473786
31463171
31463305
31509518
31509594
2.67E−11
3.43E−08
−6.300E−02 


157609
PNPO
chr17
+
47945860
47945989
47944615
47944715
47946322
47946393
3.41E−06
6.23E−04
−6.300E−02 


180000
BBS2
chr16

56500853
56500977
56499777
56499907
56501352
56501594
5.46E−05
5.88E−03
−6.300E−02 


7954
PIGT
chr20
+
45418771
45418979
45416516
45416694
45419294
45419395
6.18E−04
3.92E−02
−6.200E−02 


32878
PAAF1
chr11
+
73878782
73878819
73876996
73877068
73887353
73887457
1.82E−06
3.77E−04
−6.200E−02 


40297
NQO2
chr6
+
3003668
3003789
2999875
3000085
3006467
3006559
5.29E−10
4.15E−07
−6.200E−02 


116490
NT5DC2
chr3

52524816
52524881
52524384
52524611
52524962
52525103
1.97E−05
2.63E−03
−6.200E−02 


134213
PRKCQ-AS1
chr10
+
6608347
6608408
6596845
6596894
6615762
6615909
1.22E−12
2.38E−09
−6.200E−02 


142875
OSBPL5
chr11

3120543
3120624
3119546
3119631
3121996
3122098
3.84E−04
2.71E−02
−6.200E−02 


160923
MAPKAPK5
chr12
+
111868752
111868861
111866155
111866231
111871084
111871180
1.45E−05
2.04E−03
−6.200E−02 


182422
ITGAE
chr17

3723287
3723383
3716687
3716798
3723687
3723744
1.81E−07
5.85E−05
−6.200E−02 


193215
PCBP1-AS1
chr2

70081369
70081490
70051202
70051305
70083537
70083687
7.56E−06
1.19E−03
−6.200E−02 


21383
FAM229B
chr6
+
112097040
112097201
112087590
112087720
112099269
112099408
1.81E−05
2.47E−03
−6.100E−02 


53646
ZSCAN25
chr7
+
99621372
99621574
99619549
99619993
99622548
99622640
9.90E−06
1.49E−03
−6.100E−02 


68430
OBSCN
chr1
+
228299881
228300145
228298453
228298717
228303674
228303938
2.61E−05
3.30E−03
−6.100E−02 


120683
HDAC10
chr22

50247691
50247776
50246874
50246966
50247889
50247948
1.96E−05
2.62E−03
−6.100E−02 


160867
ACAD10
chr12
+
111727961
111728143
111721670
111721739
111733922
111734047
7.99E−08
2.98E−05
−6.100E−02 


175470
JPX
chrX
+
73994839
73994961
73946998
73947374
73998767
73998844
2.10E−11
2.78E−08
−6.100E−02 


176726
NUBP2
chr16
+
1786756
1786955
1786536
1786655
1787676
1787777
7.35E−04
4.50E−02
−6.100E−02 


9016
FRG1BP
chr20
+
30391196
30391308
30388452
30388578
30393550
30393655
4.31E−04
2.96E−02
−6.000E−02 


18576
PDPR
chr16
+
70130422
70130544
70128783
70129122
70131301
70131419
7.53E−04
4.58E−02
−6.000E−02 


115021
RAB3IP
chr12
+
69800208
69800332
69795140
69795344
69812777
69813033
2.98E−10
2.61E−07
−6.000E−02 


142717
HEATR3
chr16
+
50066366
50066539
50065969
50066269
50068779
50068867
4.11E−07
1.11E−04
−6.000E−02 


21108
LSM14B
chr20
+
62126225
62126439
62124616
62124780
62129784
62129952
2.59E−05
3.28E−03
−5.800E−02 


70253
POGLUT3
chr11

108482005
108482222
108477606
108477711
108486156
108486440
2.48E−05
3.15E−03
−5.800E−02 


76547
TPP2
chr13
+
102651338
102651397
102648992
102649151
102657055
102657207
2.08E−07
6.48E−05
−5.800E−02 


127019
TRPM7
chr15

50578558
50578664
50575868
50575919
50580873
50580908
2.19E−05
2.88E−03
−5.800E−02 


37871
NDUFAF5
chr20
+
13794837
13794941
13793159
13793227
13798460
13798500
1.36E−04
1.20E−02
−5.700E−02 


45191
WARS1
chr14

100374135
100374220
100369086
100369258
100375282
100375344
1.07E−10
1.08E−07
−5.700E−02 


115024
RAB3IP
chr12
+
69800208
69800337
69795140
69795344
69812777
69812834
3.88E−10
3.20E−07
−5.700E−02 


145680
LARGE2
chr11
+
45928176
45928372
45927748
45928069
45928629
45929082
1.94E−06
3.97E−04
−5.700E−02 


152053
DPAGT1
chr11

119097854
119097925
119097463
119097551
119098402
119098487
5.82E−04
3.74E−02
−5.700E−02 


154960
DUSP16
chr12

12500518
12500682
12487027
12487187
12519861
12520000
8.11E−08
3.01E−05
−5.700E−02 


19295
KDM3B
chr5
+
138386288
138386621
138381515
138381590
138391012
138392261
1.42E−05
2.01E−03
−5.600E−02 


33333
KMT2B
chr19
+
35719468
35719541
35717972
35718381
35719783
35721804
3.80E−06
6.75E−04
−5.600E−02 


40304
NQO2
chr6
+
3004494
3004651
3002049
3002286
3006467
3006559
3.73E−07
1.03E−04
−5.600E−02 


108026
COA1
chr7

43650611
43650712
43647227
43648652
43656032
43656153
1.57E−14
5.19E−11
−5.600E−02 


41209
GARS1-DT
chr7

30551317
30551395
30550567
30550781
30563722
30564617
5.76E−06
9.50E−04
−5.500E−02 


76550
TPP2
chr13
+
102651358
102651397
102648906
102649151
102657055
102657207
3.99E−04
2.80E−02
−5.500E−02 


80188
NMRK1
chr9

75069741
75069813
75068995
75069102
75069894
75070042
########
#######
−5.500E−02 


95143
MMEL1
chr1

2591931
2592027
2591556
2591633
2592654
2592720
8.06E−06
1.26E−03
−5.500E−02 


101319
ABCA11P
chr4

437445
437511
425814
426973
472574
472701
2.22E−04
1.74E−02
−5.500E−02 


127462
UPP1
chr7
+
48103296
48103411
48101823
48101870
48103781
48103991
2.29E−07
7.03E−05
−5.500E−02 


146633
PHF1
chr6
+
33414954
33415081
33414724
33414829
33415260
33415329
4.31E−06
7.51E−04
−5.500E−02 


152735
TMEM218
chr11

125110643
125110746
125102131
125102809
125111538
125111579
3.02E−05
3.70E−03
−5.500E−02 


533
MAP7D3
chrX

136231543
136232097
136230838
136230966
136236243
136236339
3.35E−07
9.45E−05
−5.400E−02 


135613
ZNF653
chr19

11500677
11500815
11498295
11498339
11505487
11505500
4.56E−04
3.09E−02
−5.400E−02 


154409
AC010175.1
chr12
+
9247580
9247677
9246468
9246548
9255558
9255692
3.58E−04
2.56E−02
−5.400E−02 


181196
DHODH
chr16
+
72022361
72022475
72017023
72017106
72023164
72023318
8.17E−07
2.00E−04
−5.400E−02 


183453
TUBGCP6
chr22

50220191
50221874
50219956
50220015
50222027
50222102
6.63E−05
6.86E−03
−5.400E−02 


183455
TUBGCP6
chr22

50221274
50221874
50219956
50220015
50222027
50222102
1.22E−04
1.11E−02
−5.400E−02 


67041
TTLL3
chr3
+
9817644
9817759
9813247
9813345
9826996
9827072
4.18E−06
7.33E−04
−5.300E−02 


96700
TEX10
chr9

100308499
100308681
100303631
100303842
100320264
100320398
2.70E−07
7.88E−05
−5.300E−02 


156810
SPATS2
chr12
+
49486249
49486348
49484589
49484669
49489464
49489573
1.23E−04
1.12E−02
−5.300E−02 


24123
ZNF76
chr6
+
35293750
35293915
35292880
35293044
35294455
35294552
8.27E−04
4.95E−02
−5.200E−02 


54031
FKRP
chr19
+
46748514
46748665
46747658
46748088
46755411
46755463
6.12E−06
9.99E−04
−5.200E−02 


99946
SAR1B
chr5

134632076
134632195
134623961
134624037
134632727
134632774
3.18E−05
3.85E−03
−5.200E−02 


102530
ZEB2
chr2

144398300
144400270
144384080
144390028
144401198
144401307
3.78E−05
4.44E−03
−5.200E−02 


108040
COA1
chr7

43657215
43657269
43650611
43650712
43729428
43729505
5.18E−04
3.41E−02
−5.200E−02 


129266
SLC44A2
chr19
+
10635430
10635515
10634755
10635073
10636322
10636585
2.76E−04
2.07E−02
−5.200E−02 


137512
BCLAF3
chrX

19935808
19935898
19929784
19929940
19937417
19937532
1.12E−04
1.04E−02
−5.200E−02 


155382
TRMT2B
chrX

101041316
101041371
101037916
101038051
101051250
101051366
1.46E−06
3.13E−04
−5.200E−02 


161968
PITPNM2
chr12

123013827
123014042
123012612
123012734
123034512
123034654
6.47E−04
4.07E−02
−5.200E−02 


8169
IFT52
chr20
+
43605001
43605216
43604182
43604258
43613849
43613976
7.27E−04
4.46E−02
−5.100E−02 


34316
P4HA1
chr10

73044980
73045051
73043886
73043957
73046924
73047101
1.24E−04
1.12E−02
−5.100E−02 


42303
NUTM2A-AS1
chr10

87241181
87245855
87207623
87207808
87246114
87246212
1.07E−06
2.46E−04
−5.100E−02 


142155
SIGIRR
chr11

406875
406993
406348
406538
407061
407164
9.72E−05
9.25E−03
−5.100E−02 


160846
ACAD10
chr12
+
111702161
111702310
111692696
111692896
111705737
111705932
1.85E−04
1.53E−02
−5.100E−02 


162990
ZMYM5
chr13

19837655
19837821
19835476
19835689
19851688
19852190
1.92E−08
9.13E−06
−5.100E−02 


195502
AC243960.1
chr19
+
41551179
41551494
41549519
41549552
41553705
41553746
4.10E−04
2.85E−02
−5.100E−02 


1334
ZMYM3
chrX

71251177
71251250
71250431
71250726
71251557
71251601
1.94E−07
6.19E−05
−5.000E−02 


22750
VNN2
chr6

132752672
132752749
132751144
132751518
132755842
132756035
1.45E−04
1.27E−02
−5.000E−02 


32871
SERINC5
chr5

80169334
80169546
80166382
80166478
80174953
80175047
3.73E−04
2.65E−02
−5.000E−02 


70248
POGLUT3
chr11

108479300
108479495
108477606
108477711
108486156
108486440
1.75E−06
3.65E−04
−5.000E−02 


135451
LAIR1
chr19

54364294
54364486
54360915
54361209
54370261
54370558
7.39E−04
4.51E−02
−5.000E−02 


182832
BAZ2A
chr12

56615013
56615128
56613952
56614138
56615218
56615607
4.84E−04
3.23E−02
−5.000E−02 


196399
FCGRT
chr19
+
49525456
49525561
49514210
49514486
49526009
49526428
3.56E−04
2.55E−02
−5.000E−02 


3755
GGA1
chr22
+
37613118
37613191
37608844
37608903
37614189
37614195
8.63E−07
2.09E−04
5.000E−02


62394
TMEM161B-AS1
chr5
+
88285743
88285851
88283009
88283086
88287438
88287616
3.83E−04
2.71E−02
5.000E−02


68317
KRIT1
chr7

92245426
92245595
92242033
92242137
92245789
92245920
2.69E−06
5.17E−04
5.000E−02


83520
SAMD4B
chr19
+
39351816
39352374
39342467
39342576
39354005
39354066
2.97E−05
3.65E−03
5.000E−02


113132
FRG1CP
chr20

28590556
28590614
28588642
28588757
28600391
28600461
2.46E−06
4.80E−04
5.000E−02


124021
ACADVL
chr17
+
7220463
7220529
7219843
7220197
7220603
7220676
3.13E−04
2.31E−02
5.000E−02


128753
KIF27
chr9

83880296
83880494
83870518
83870632
83887040
83887196
2.29E−05
2.97E−03
5.000E−02


135502
NBPF12
chr1
+
146989573
146989746
146988840
146988949
146991112
146991285
1.43E−10
1.41E−07
5.000E−02


136634
NUP62
chr19

49927693
49927848
49908104
49909884
49929349
49929763
1.47E−04
1.28E−02
5.000E−02


150732
CEP295
chr11
+
93724253
93724375
93722501
93723289
93725650
93725831
1.70E−12
3.16E−09
5.000E−02


153486
RHNO1
chr12
+
2885282
2885534
2877222
2877282
2887910
2887934
1.91E−04
1.57E−02
5.000E−02


175578
FANCI
chr15
+
89293832
89293997
89292941
89293063
89299799
89299966
2.17E−04
1.72E−02
5.000E−02


178089
RMDN1
chr8

86474819
86474914
86472352
86472479
86477293
86477324
5.68E−10
4.36E−07
5.000E−02


182903
UBA52
chr19
+
18573292
18573403
18571801
18571887
18574869
18574972
6.90E−04
4.28E−02
5.000E−02


188722
ELF4
chrX

130081255
130081312
130074580
130074752
130110619
130110716
5.63E−04
3.64E−02
5.000E−02


49460
MVK
chr12
+
109579801
109579946
109575997
109576145
109581394
109581535
9.67E−05
9.23E−03
5.100E−02


51570
WASHC2A
chr10
+
50127159
50127222
50126056
50126179
50129418
50129784
4.22E−05
4.84E−03
5.100E−02


52127
TMEM79
chr1
+
156285183
156285267
156282934
156283065
156286259
156286473
4.51E−05
5.11E−03
5.100E−02


62120
BANP
chr16
+
88027482
88027650
88018427
88018667
88076589
88076661
1.03E−10
1.05E−07
5.100E−02


63583
EBLN3P
chr9
+
37080341
37080536
37079873
37080034
37086667
37087995
5.97E−06
9.81E−04
5.100E−02


84487
ITGB3BP
chr1

63510064
63510181
63508527
63508570
63523128
63523194
6.66E−16
2.79E−12
5.100E−02


94155
TMEM267
chr5

43453657
43454043
43444251
43446557
43483821
43483885
7.62E−04
4.63E−02
5.100E−02


113668
SLC25A37
chr8
+
23543087
23543211
23541469
23541856
23566107
23566378
3.38E−04
2.45E−02
5.100E−02


146758
SERPING1
chr11
+
57599863
57600377
57598248
57598321
57602034
57602169
4.69E−04
3.15E−02
5.100E−02


163152
AC087632.2
chr15

64207508
64207594
64204864
64204949
64213889
64214124
7.37E−04
4.51E−02
5.100E−02


168889
TGFB3
chr14

75960268
75960386
75959288
75959345
75960922
75960957
3.21E−05
3.89E−03
5.100E−02


20399
TPT1-AS1
chr13
+
45383759
45383838
45378529
45380001
45389734
45389747
9.55E−06
1.44E−03
5.200E−02


75239
LGMN
chr14

92706482
92706653
92703808
92704361
92709671
92709872
4.01E−06
7.07E−04
5.200E−02


75816
INO80C
chr18

35479299
35479411
35478281
35478349
35497718
35497933
1.46E−09
9.93E−07
5.200E−02


75817
INO80C
chr18

35480452
35480563
35478281
35478349
35497718
35497933
1.92E−05
2.59E−03
5.200E−02


93518
TAF11
chr6

34879966
34880063
34877461
34878720
34882931
34883080
4.57E−04
3.10E−02
5.200E−02


95344
ATRIP
chr3
+
48461360
48461445
48460708
48460799
48463744
48463881
7.60E−04
4.62E−02
5.200E−02


98851
NCOR2
chr12

124457105
124457162
124449814
124449867
124466172
124466286
5.36E−05
5.79E−03
5.200E−02


102450
GTDC1
chr2

143952772
143952843
143951981
143952073
144007181
144007535
7.33E−04
4.49E−02
5.200E−02


116592
CPVL
chr7

29066022
29066121
29030576
29030759
29086483
29086550
1.65E−06
3.47E−04
5.200E−02


123651
PVT1
chr8
+
128070159
128070272
128010317
128010444
128082752
128082848
2.50E−07
7.46E−05
5.200E−02


176961
RNPS1
chr16

2267174
2267218
2264572
2264760
2267662
2267848
3.71E−06
6.64E−04
5.200E−02


190876
A1BG-AS1
chr19
+
58353320
58353474
58347750
58347844
58353713
58353857
1.29E−06
2.85E−04
5.200E−02


193099
PCBP1-AS1
chr2

70053730
70053792
70051044
70051305
70055655
70055749
1.30E−04
1.16E−02
5.200E−02


30258
CAMLG
chr5
+
134741062
134741523
134738547
134738792
134743986
134744052
1.57E−06
3.31E−04
5.300E−02


59187
TMBIM1
chr2

218285762
218285938
218281939
218282181
218292465
218292529
5.83E−04
3.74E−02
5.300E−02


117321
SLC15A2
chr3
+
121940383
121940488
121939190
121939495
121940830
121940982
3.62E−07
1.01E−04
5.300E−02


125879
DENND4C
chr9
+
19371755
19371820
19361845
19361963
19372036
19372594
8.89E−07
2.15E−04
5.300E−02


143112
MAP3K20
chr2
+
173090997
173091190
173075841
173076002
173169804
173169892
2.15E−14
6.53E−11
5.300E−02


177313
RAB4A
chr1
+
229288728
229288843
229271110
229271370
229295847
229295910
4.13E−04
2.87E−02
5.300E−02


179713
NOD2
chr16
+
50707854
50707960
50693587
50693662
50710557
50710791
8.66E−15
3.11E−11
5.300E−02


19787
ERMARD
chr6
+
169753943
169754032
169751621
169751663
169755282
169755422
3.14E−10
2.68E−07
5.400E−02


27422
ZNF354B
chr5
+
178885613
178885737
178883864
178884518
178887608
178888122
4.82E−11
5.72E−08
5.400E−02


74276
NOTCH2
chr1

119948413
119948566
119941525
119941754
119950723
119950837
2.89E−12
4.93E−09
5.400E−02


80946
IP6K2
chr3

48715314
48715527
48693520
48695421
48717156
48717188
6.51E−04
4.09E−02
5.400E−02


91414
HLTF
chr3

149041489
149041668
149040030
149040156
149042165
149042290
4.24E−05
4.86E−03
5.400E−02


113349
TRAF3IP2-AS1
chr6
+
111574620
111574802
111565250
111565282
111576361
111576470
3.86E−04
2.73E−02
5.400E−02


119504
CCNL1
chr3

157157010
157157083
157153035
157153156
157158865
157158975
5.73E−04
3.69E−02
5.400E−02


150405
SYTL2
chr11

85714412
85714507
85709330
85709500
85718789
85718843
4.65E−05
5.22E−03
5.400E−02


154152
DGUOK
chr2
+
73938909
73939022
73926825
73927052
73957124
73957240
5.95E−04
3.81E−02
5.400E−02


13612
AGPAT5
chr8
+
6747669
6747828
6732560
6732650
6755050
6755174
1.12E−04
1.04E−02
5.500E−02


22803
VNN2
chr6

132760631
132760803
132757670
132757759
132763382
132763431
2.11E−04
1.68E−02
5.500E−02


27427
R3HCC1L
chr10
+
98162882
98162975
98134670
98134706
98163292
98163397
9.11E−07
2.19E−04
5.500E−02


128743
KIF27
chr9

83859155
83859371
83853628
83853835
83867683
83867860
3.06E−06
5.73E−04
5.500E−02


132199
LINC00963
chr9
+
129493415
129493595
129488544
129489299
129513418
129513686
5.11E−05
5.60E−03
5.500E−02


168341
JAK3
chr19

17839179
17839293
17838269
17838390
17839476
17839663
4.67E−04
3.15E−02
5.500E−02


178114
PPP4R1L
chr20

58236153
58236274
58235239
58235374
58238210
58238311
9.49E−07
2.26E−04
5.500E−02


183139
HM13
chr20
+
31567639
31567740
31566209
31566295
31568077
31568280
3.04E−05
3.72E−03
5.500E−02


183141
HM13
chr20
+
31567639
31567806
31566153
31566295
31568077
31568280
2.45E−04
1.88E−02
5.500E−02


195115
GMFG
chr19

39335260
39335310
39329543
39329626
39335973
39336017
7.40E−07
1.84E−04
5.500E−02


3749
GGA1
chr22
+
37613023
37613191
37608844
37608903
37614189
37614274
1.38E−08
6.96E−06
5.600E−02


18232
CCM2
chr7
+
45070093
45070168
45069825
45069961
45070388
45071872
2.01E−04
1.62E−02
5.600E−02


30267
LY96
chr8
+
74004795
74004885
73991391
73991554
74010000
74010129
2.58E−07
7.66E−05
5.600E−02


55309
EIF4G3
chr1

21002712
21002808
20981047
20981227
21050865
21050994
4.69E−13
1.03E−09
5.600E−02


85132
SNX25
chr4
+
185258847
185259064
185247293
185247378
185264437
185264498
2.92E−06
5.55E−04
5.600E−02


97359
METTL15
chr11
+
28122141
28122180
28113317
28113604
28211061
28211198
2.46E−06
4.80E−04
5.600E−02


122669
CEP290
chr12

88054339
88054413
88053651
88053746
88055575
88055717
2.80E−04
2.10E−02
5.600E−02


129128
MAP4
chr3

47867245
47867338
47857430
47857512
47870857
47871105
1.96E−05
2.62E−03
5.600E−02


180825
DPEP2
chr16

67992949
67993257
67991114
67991184
67999395
67999518
1.30E−05
1.88E−03
5.600E−02


17373
TCEA3
chr1

23408663
23408726
23397791
23397955
23417248
23417390
1.82E−09
1.21E−06
5.700E−02


36901
ST6GALNAC4
chr9

127909950
127910528
127908317
127908581
127912267
127912680
1.60E−08
7.79E−06
5.700E−02


54600
CASP5
chr11

105003273
105003383
105002027
105002201
105023129
105023136
1.26E−04
1.13E−02
5.700E−02


82051
DLGAP4
chr20
+
36465264
36465367
36461467
36461510
36496704
36497066
2.58E−08
1.18E−05
5.700E−02


96608
RBIS
chr8

85219235
85219360
85217385
85217502
85220305
85220353
3.77E−12
6.29E−09
5.700E−02


103734
LUCAT1
chr5

91303872
91303971
91301903
91303161
91305679
91305771
4.81E−05
5.36E−03
5.700E−02


141378
PSTK
chr10
+
122982732
122983024
122980039
122980695
122983271
122983470
1.29E−10
1.27E−07
5.700E−02


162316
GLT1D1
chr12
+
128914932
128914989
128899235
128899287
128945325
128945369
3.25E−05
3.92E−03
5.700E−02


166728
GTF21
chr7
+
74744138
74744250
74743448
74743520
74744757
74744941
7.66E−05
7.71E−03
5.700E−02


169278
NRDE2
chr14

90317703
90317820
90316586
90316811
90318004
90318113
3.30E−06
6.05E−04
5.700E−02


171253
ST3GAL2
chr16

70400695
70401094
70399449
70399533
70422943
70423073
1.71E−05
2.36E−03
5.700E−02


172656
SNAP23
chr15
+
42529674
42529819
42515236
42515354
42545208
42545356
7.93E−05
7.92E−03
5.700E−02


178518
AC138894.1
chr16

28491481
28491513
28489289
28489386
28491713
28491835
3.32E−04
2.42E−02
5.700E−02


180943
LMAN2L
chr2

96733518
96733601
96711863
96712025
96734408
96734526
1.71E−05
2.36E−03
5.700E−02


192035
CERS4
chr19
+
8257878
8257985
8256948
8257077
8261929
8262418
1.14E−04
1.05E−02
5.700E−02


19558
PGAP2
chr11
+
3822908
3822993
3811249
3811424
3823882
3824135
2.44E−04
1.87E−02
5.800E−02


107624
SLC12A2
chr5
+
128177104
128177152
128174540
128174666
128178566
128178689
1.89E−05
2.56E−03
5.800E−02


31791
CAMK4
chr5
+
111376859
111376942
111344023
111344102
111394709
111394749
1.77E−05
2.43E−03
5.900E−02


40982
ABRAXAS1
chr4

83470202
83470396
83469031
83469151
83476642
83476679
3.64E−05
4.29E−03
5.900E−02


77387
FCRL2
chr1

157770408
157770666
157766854
157766971
157775774
157775795
3.04E−10
2.63E−07
5.900E−02


104000
TANGO2
chr22
+
20061529
20061683
20055942
20056013
20063337
20063411
4.14E−04
2.87E−02
5.900E−02


112543
GGCT
chr7

30500535
30500681
30498802
30498938
30504568
30504799
4.15E−04
2.88E−02
5.900E−02


151459
AP001781.2
chr11

111876480
111876639
111875697
111876104
111876807
111876844
7.12E−08
2.70E−05
5.900E−02


179730
NOD2
chr16
+
50716890
50716974
50710557
50712373
50719924
50720008
9.32E−05
8.97E−03
5.900E−02


186409
FYN
chr6

111754433
111754677
111719855
111720062
111759844
111759925
2.00E−05
2.66E−03
5.900E−02


189083
CYBC1
chr17

82449430
82449956
82449173
82449292
82450699
82450737
8.33E−04
4.97E−02
5.900E−02


190331
CCDC191
chr3

114046590
114046732
114042702
114042846
114056376
114056549
3.33E−04
2.42E−02
5.900E−02


9140
ABHD12
chr20

25314924
25314970
25309445
25309575
25323324
25323430
5.56E−13
1.15E−09
6.000E−02


22272
FOPNL
chr16

15873490
15873627
15865718
15867516
15884007
15884205
8.10E−04
4.86E−02
6.000E−02


86241
NEXN
chr1
+
77935822
77936044
77933047
77933479
77942022
77942208
6.34E−09
3.58E−06
6.000E−02


143186
HFE
chr6
+
26090840
26091104
26087280
26087516
26091313
26091589
3.03E−09
1.85E−06
6.000E−02


155385
TRMT2B
chrX

101041316
101041371
101037916
101038051
101051816
101052054
2.02E−08
9.45E−06
6.000E−02


168705
ABCD4
chr14

74299547
74299675
74297835
74298069
74302874
74302910
1.30E−04
1.16E−02
6.000E−02


195508
AC243960.1
chr19
+
41553705
41553746
41549519
41549552
41554950
41555099
1.76E−07
5.74E−05
6.000E−02


36506
PSMG4
chr6
+
3264173
3264325
3263683
3263759
3267590
3267920
1.27E−13
3.44E−10
6.100E−02


43880
IKBKG
chrX
+
154560406
154560559
154558531
154558650
154561687
154561763
4.93E−08
2.01E−05
6.100E−02


66157
TRMT61B
chr2

28852407
28852499
28850327
28850405
28861117
28861308
6.76E−09
3.78E−06
6.100E−02


71196
IGHG3
chr14

105770292
105770337
105770104
105770149
105770480
105770525
5.40E−11
6.16E−08
6.100E−02


113217
ING3
chr7
+
120964741
120964838
120955558
120955624
120966625
120966697
6.96E−04
4.30E−02
6.100E−02


118116
RPL32P3
chr3

129396216
129396420
129393634
129393795
129397039
129397140
2.70E−04
2.04E−02
6.100E−02


126580
ABHD14A-ACY1
chr3
+
51988523
51988603
51984046
51984158
51988765
51988789
7.03E−07
1.76E−04
6.100E−02


148701
TBCD
chr17
+
82909284
82909307
82903404
82903478
82911757
82911765
1.74E−04
1.46E−02
6.100E−02


172093
RPAIN
chr17
+
5426235
5426299
5422768
5422829
5432541
5432876
6.42E−04
4.05E−02
6.100E−02


178559
SULT1A1
chr16

28609930
28610191
28606950
28607077
28620062
28620133
1.89E−09
1.24E−06
6.100E−02


6977
TCFL5
chr20

62857394
62857638
62854015
62854157
62860124
62860308
1.07E−05
1.59E−03
6.200E−02


11532
TCF25
chr16
+
89893788
89893858
89892192
89892275
89895082
89895137
1.11E−16
5.28E−13
6.200E−02


75605
COX20
chr1
+
244841943
244842058
244835657
244835756
244842194
244842258
4.29E−04
2.95E−02
6.200E−02


144397
SERGEF
chr11

18010074
18010139
18007940
18008076
18012950
18013012
1.95E−12
3.53E−09
6.200E−02


178652
KIAA2026
chr9

5910614
5910707
5881595
5881675
5913857
5913860
1.48E−07
5.01E−05
6.200E−02


7842
CD40
chr20
+
46121723
46121898
46118372
46118394
46122232
46122358
2.44E−10
2.19E−07
6.300E−02


12001
KIR2DL1
chr19
+
54780088
54780166
54778611
54778662
54782921
54783023
7.23E−06
1.15E−03
6.300E−02


25070
GPR141
chr7
+
37709717
37709799
37685459
37685583
37713341
37713510
1.27E−04
1.14E−02
6.300E−02


102608
LRRC37B
chr17
+
32027768
32027840
32024710
32024782
32034909
32034981
2.39E−07
7.24E−05
6.300E−02


128569
TMEM44-AS1
chr3
+
194589020
194589142
194584010
194584448
194589473
194589626
8.89E−05
8.68E−03
6.300E−02


137473
TYSND1
chr10

70142667
70142853
70137980
70140141
70145420
70146700
1.98E−08
9.32E−06
6.300E−02


138994
FGR
chr1

27621558
27621657
27616856
27617006
27635064
27635185
2.75E−04
2.06E−02
6.300E−02


181805
ZNF133
chr20
+
18305680
18305807
18288282
18288604
18306297
18306393
3.37E−08
1.47E−05
6.300E−02


5424
BCL2L13
chr22
+
17696140
17696210
17683213
17683321
17702242
17702386
3.41E−09
2.05E−06
6.400E−02


80480
PMS2
chr7

6005891
6006031
6003971
6004058
6008996
6009019
8.86E−06
1.36E−03
6.400E−02


139668
ARHGAP19
chr10

97256317
97256404
97246271
97246337
97259401
97259628
4.64E−06
7.96E−04
6.400E−02


143407
TRIM34
chr11
+
5642816
5642853
5642405
5642506
5643143
5643809
2.54E−07
7.57E−05
6.400E−02


146263
ZBTB8OS
chr1

32634767
32634792
32633950
32634072
32650428
32650550
9.81E−07
2.31E−04
6.400E−02


148979
RESF1
chr12
+
31980877
31985957
31970188
31970356
31992377
31993107
4.45E−09
2.59E−06
6.400E−02


153877
CHD4
chr12

6580581
6580679
6578845
6578917
6581037
6581173
1.97E−05
2.63E−03
6.400E−02


181799
ZNF133
chr20
+
18305667
18305807
18288282
18288604
18306297
18306393
4.93E−08
2.01E−05
6.400E−02


192056
RBM23
chr14

22905605
22905659
22905335
22905453
22906194
22906368
1.87E−10
1.74E−07
6.400E−02


193194
PCBP1-AS1
chr2

70059642
70059680
70055616
70055910
70085546
70085574
4.86E−04
3.24E−02
6.400E−02


35288
TMEM116
chr12

111978735
111978787
111943264
111943369
111991757
111991889
1.38E−04
1.21E−02
6.500E−02


76752
PI4KB
chr1

151324744
151324917
151307573
151307801
151326171
151326373
9.31E−07
2.23E−04
6.500E−02


176282
SNRPA1
chr15

101291961
101292040
101287655
101287702
101295096
101295204
1.55E−04
1.33E−02
6.500E−02


193110
PCBP1-AS1
chr2

70053730
70053812
70051202
70051305
70055655
70055910
6.79E−04
4.23E−02
6.500E−02


59613
HMOX2
chr16
+
4483636
4483754
4476339
4476487
4505483
4505610
1.07E−07
3.79E−05
6.600E−02


90406
GMDS-DT
chr6
+
2269697
2269799
2263600
2263684
2398576
2398778
2.75E−08
1.26E−05
6.600E−02


98608
IL18R1
chr2
+
102367824
102368068
102362632
102362718
102371952
102372118
5.23E−04
3.43E−02
6.600E−02


4741
UPB1
chr22
+
24523618
24523773
24520386
24520468
24525710
24526668
2.78E−06
5.31E−04
6.700E−02


17041
ZNF138
chr7
+
64815575
64815653
64814917
64815044
64830939
64831076
6.47E−07
1.64E−04
6.700E−02


23911
GATC
chr12
+
120454932
120455030
120446656
120446829
120457075
120457179
1.41E−12
2.64E−09
6.700E−02


26446
PIK3C2B
chr1

204433792
204433949
204433315
204433425
204434438
204434608
9.40E−05
9.02E−03
6.700E−02


38089
UPF3A
chr13
+
114286301
114286400
114282020
114282127
114286518
114286629
5.83E−07
1.51E−04
6.700E−02


64980
ANGEL2
chr1

213013092
213013418
213008209
213008466
213015225
213015493
1.14E−06
2.60E−04
6.700E−02


68316
KRIT1
chr7

92245426
92245574
92242033
92242137
92245789
92245923
5.06E−05
5.56E−03
6.700E−02


153879
CHD4
chr12

6580581
6580699
6578845
6578917
6581037
6581173
4.43E−05
5.02E−03
6.700E−02


15337
SRPK2
chr7

105117366
105117511
105115268
105115503
105117707
105118022
7.42E−07
1.84E−04
6.800E−02


104391
EVA1C
chr21
+
32457596
32457720
32452184
32453508
32467695
32467848
2.06E−06
4.15E−04
6.800E−02


145429
ACCS
chr11
+
44082064
44082192
44081178
44081320
44083168
44083208
3.48E−06
6.33E−04
6.800E−02


26488
DDX60L
chr4

168377727
168377843
168375376
168375524
168378353
168378475
1.45E−04
1.26E−02
6.900E−02


96609
RBIS
chr8

85219235
85219363
85217385
85217502
85220305
85220384
3.62E−08
1.55E−05
6.900E−02


153405
N4BP2L2
chr13

32537005
32537027
32527407
32527532
32538777
32538813
3.94E−04
2.77E−02
6.900E−02


193117
PCBP1-AS1
chr2

70053730
70053815
70051202
70051305
70055655
70055910
5.96E−04
3.81E−02
7.000E−02


119114
ERICH6-AS1
chr3
+
150706926
150707171
150703563
150703667
150719868
150720156
9.04E−05
8.79E−03
7.100E−02


157398
ATP5MC2
chr12

53669870
53670114
53665238
53665428
53672575
53672645
3.11E−05
3.79E−03
7.100E−02


166862
SRP54-AS1
chr14

34963928
34964040
34954858
34954954
34969169
34969307
6.97E−09
3.85E−06
7.100E−02


168030
ZBTB1
chr14
+
64516599
64516751
64504725
64504946
64521486
64521606
7.89E−10
5.73E−07
7.100E−02


28087
DTNBP1
chr6

15651312
15651408
15637743
15637804
15652086
15652140
3.31E−05
3.99E−03
7.200E−02


82397
FAM228B
chr2
+
24139369
24139450
24095140
24095229
24146747
24146835
2.30E−04
1.79E−02
7.200E−02


104251
METTL6
chr3

15415497
15415583
15411329
15411437
15415771
15415860
2.01E−06
4.09E−04
7.200E−02


104671
KPTN
chr19

47483294
47483379
47483125
47483215
47483934
47484013
1.14E−12
2.25E−09
7.200E−02


120068
POLK
chr5
+
75590343
75590440
75587025
75587058
75596221
75597178
1.54E−08
7.56E−06
7.200E−02


136235
PGS1
chr17
+
78392513
78392665
78378661
78378808
78398251
78398351
1.39E−05
1.97E−03
7.200E−02


8414
RPRD1B
chr20
+
38040434
38040564
38033745
38034098
38057531
38057644
6.21E−05
6.51E−03
7.300E−02


25399
LINC00426
chr13

30367600
30367717
30340269
30341468
30372284
30372374
1.53E−04
1.32E−02
7.300E−02


91582
CD160
chr1
+
145730743
145731070
145728243
145728400
145735996
145736134
1.88E−06
3.88E−04
7.300E−02


123048
TAF2
chr8

119801793
119802025
119797661
119797846
119803877
119804019
2.12E−04
1.68E−02
7.300E−02


134117
IL15RA
chr10

5963742
5963841
5960366
5960567
5977404
5977492
1.26E−04
1.14E−02
7.300E−02


138630
ANXA11
chr10

80172806
80172869
80164052
80164143
80205342
80205572
5.72E−08
2.25E−05
7.300E−02


14498
RALGAPB
chr20
+
38535085
38535207
38532729
38532859
38539775
38539958
1.10E−05
1.63E−03
7.400E−02


93898
FAM13B
chr5

138019880
138019977
138018954
138019146
138021030
138021197
2.70E−04
2.04E−02
7.400E−02


105694
KIAA1191
chr5

176359810
176359918
176352621
176352748
176361601
176361735
2.41E−04
1.86E−02
7.400E−02


180749
DPEP2
chr16

67991114
67991184
67990820
67990939
67992063
67992193
2.15E−04
1.71E−02
7.400E−02


190719
CD226
chr18

69873143
69873246
69842283
69842395
69895700
69896045
2.09E−09
1.36E−06
7.400E−02


9979
PTPRA
chr20
+
2975214
2975241
2947981
2948024
2986764
2986849
2.49E−04
1.90E−02
7.500E−02


48300
ZNF75D
chrX

135291471
135291563
135291008
135291135
135295767
135296039
3.76E−04
2.66E−02
7.500E−02


64546
NABP1
chr2
+
191682491
191682595
191681945
191682017
191683728
191683804
2.46E−05
3.14E−03
7.500E−02


95325
EME2
chr16
+
1774259
1774352
1773704
1773841
1775040
1775132
1.02E−07
3.66E−05
7.500E−02


196286
SNRNP70
chr19
+
49102113
49102185
49101389
49101471
49104633
49104735
4.81E−04
3.21E−02
7.500E−02


50816
TRPV2
chr17
+
16431783
16431850
16428816
16428982
16433573
16433698
1.30E−04
1.16E−02
7.600E−02


155071
PLBD1-AS1
chr12
+
14614521
14614570
14612878
14612926
14619151
14619298
2.53E−04
1.93E−02
7.600E−02


160469
UBE3B
chr12
+
109529889
109530072
109526357
109526416
109533465
109533558
4.07E−04
2.84E−02
7.600E−02


169158
CEP68
chr2
+
65069398
65069801
65056415
65056528
65071453
65072569
4.26E−05
4.87E−03
7.600E−02


40984
ABRAXAS1
chr4

83472221
83472288
83469031
83469151
83476642
83476679
4.24E−04
2.92E−02
7.700E−02


89687
NLRP6
chr11
+
280083
281839
279833
279872
282701
282797
1.98E−04
1.61E−02
7.700E−02


122109
RIDA
chr8

98108645
98108768
98106271
98106326
98117031
98117110
2.44E−04
1.87E−02
7.700E−02


160445
UBE3B
chr12
+
109481636
109481742
109477401
109477764
109483530
109483712
3.33E−04
2.42E−02
7.700E−02


195503
AC243960.1
chr19
+
41551179
41551494
41549519
41549552
41554950
41555099
1.83E−07
5.90E−05
7.700E−02


17832
DPY19L1
chr7

34957983
34958070
34955307
34955367
34966893
34966971
4.23E−05
4.85E−03
7.800E−02


81868
CLEC4C
chr12

7741420
7741531
7737428
7737574
7746330
7746423
0.00E+00
0.00E+00
7.800E−02


96006
MADD
chr11
+
47273826
47273976
47270147
47270246
47274562
47274726
3.73E−08
1.59E−05
7.800E−02


127986
CBWD3
chr9
+
68266219
68266306
68264467
68264514
68268933
68268978
6.84E−05
7.04E−03
7.800E−02


183473
ANP32A
chr15

68784396
68784595
68780409
68780473
68820697
68820868
6.85E−08
2.64E−05
7.800E−02


188695
ENDOV
chr17
+
80422205
80422245
80415314
80415821
80423519
80423587
1.11E−06
2.55E−04
7.800E−02


196383
FCGRT
chr19
+
49521694
49521813
49513881
49514133
49524506
49524568
3.73E−10
3.11E−07
7.800E−02


21960
RNF8
chr6
+
37374619
37374709
37371511
37371574
37376925
37377033
3.64E−06
6.56E−04
7.900E−02


53096
TFB1M
chr6

155298476
155298585
155285157
155285277
155311187
155311339
1.30E−08
6.59E−06
7.900E−02


58405
LONP2
chr16
+
48256609
48256741
48252130
48252365
48258617
48258740
9.13E−08
3.34E−05
7.900E−02


62376
TMEM161B-AS1
chr5
+
88283009
88283086
88282041
88282106
88285740
88285851
1.55E−11
2.10E−08
7.900E−02


62391
TMEM161B-AS1
chr5
+
88285743
88285851
88282714
88282866
88287438
88287616
4.76E−10
3.81E−07
7.900E−02


120054
POLK
chr5
+
75547009
75547157
75511755
75511914
75552471
75552591
1.43E−04
1.25E−02
7.900E−02


193123
PCBP1-AS1
chr2

70053730
70053994
70051202
70051305
70055655
70055910
3.43E−04
2.47E−02
7.900E−02


193674
RAB3A
chr19

18202512
18202855
18200326
18200445
18203895
18204012
1.38E−05
1.97E−03
7.900E−02


14656
SLC37A3
chr7

140355667
140355764
140352061
140352146
140364407
140364491
4.06E−06
7.13E−04
8.000E−02


36456
MIR762HG
chr16
+
30888713
30888958
30875778
30876118
30894547
30895136
7.46E−04
4.55E−02
8.000E−02


72367
MRS2
chr6
+
24408407
24408444
24405167
24405241
24412221
24412395
1.21E−05
1.77E−03
8.000E−02


83568
TXNDC11
chr16

11733981
11734079
11721576
11721670
11742476
11742547
9.01E−11
9.60E−08
8.000E−02


103880
LUCAT1
chr5

91313077
91313229
91264662
91264713
91313637
91313675
1.35E−04
1.19E−02
8.000E−02


106584
CERS5
chr12

50144768
50144969
50143951
50144057
50165821
50165943
4.45E−08
1.83E−05
8.000E−02


62160
INO80E
chr16
+
30001211
30003013
30000928
30001040
30005220
30005790
6.66E−04
4.16E−02
8.100E−02


103864
LUCAT1
chr5

91312294
91313229
91264662
91264713
91313637
91313675
1.27E−04
1.14E−02
8.100E−02


122426
AC096887.1
chr3

53092368
53092618
53085749
53085852
53099380
53099453
5.55E−16
2.38E−12
8.100E−02


158704
IRAK3
chr12
+
66203710
66203893
66189213
66189432
66209455
66209520
1.16E−04
1.07E−02
8.100E−02


185726
SGCB
chr4

52033430
52033640
52029677
52029863
52038226
52038245
1.65E−05
2.29E−03
8.100E−02


14957
CEP41
chr7

130426645
130426759
130421852
130422007
130427954
130428018
1.52E−04
1.31E−02
8.200E−02


19860
MPC1
chr6

166366968
166367184
166366794
166366891
166368732
166368961
8.10E−05
8.06E−03
8.200E−02


63495
PPP2R2D
chr10
+
131940030
131940196
131901237
131901330
131955683
131956555
6.03E−10
4.54E−07
8.200E−02


88553
TOGARAM2
chr2
+
29022157
29022308
29017791
29017956
29023085
29023191
2.07E−06
4.18E−04
8.200E−02


113670
SLC25A37
chr8
+
23543087
23543211
23541686
23541839
23566107
23566378
1.09E−07
3.84E−05
8.200E−02


139896
ERLIN1
chr10

100164003
100164095
100156144
100156234
100174207
100174281
1.49E−06
3.18E−04
8.200E−02


158443
COQ5
chr12

120526456
120526546
120522213
120522363
120528939
120529140
2.19E−05
2.87E−03
8.200E−02


179870
TAF1C
chr16

84183071
84183149
84182201
84182440
84183243
84183333
1.48E−04
1.28E−02
8.200E−02


196287
SNRNP70
chr19
+
49102113
49103587
49101389
49101471
49104633
49104735
3.99E−04
2.80E−02
8.200E−02


38811
INTS7
chr1

211946606
211946705
211944783
211944969
211952568
211952701
5.71E−06
9.44E−04
8.300E−02


70760
DSTYK
chr1

205160113
205160270
205159546
205159679
205161257
205161387
8.50E−05
8.39E−03
8.300E−02


145108
CD44
chr11
+
35196745
35196874
35189834
35190065
35198120
35198246
4.00E−15
1.53E−11
8.300E−02


39328
RPL5
chr1
+
92833388
92833458
92832039
92832117
92836189
92836354
0.00E+00
0.00E+00
8.400E−02


60484
CCDC138
chr2
+
108856793
108856970
108846737
108846930
108873450
108873589
3.87E−04
2.73E−02
8.400E−02


63823
RMND5B
chr5
+
178131236
178131376
178130995
178131054
178138107
178138258
5.18E−04
3.41E−02
8.400E−02


78752
SLC66A2
chr18

79947266
79947341
79943328
79943462
79949518
79949655
1.84E−04
1.52E−02
8.400E−02


84151
MAK
chr6

10830547
10830877
10818885
10818940
10838502
10838531
7.56E−09
4.13E−06
8.400E−02


130448
ABITRAM
chr9
+
108939195
108939272
108936307
108936437
108950506
108950744
7.76E−05
7.79E−03
8.400E−02


49318
AC000120.4
chr7

92244001
92244149
92242033
92242137
92245789
92245924
1.21E−07
4.24E−05
8.500E−02


77273
TAMM41
chr3

11830721
11830874
11829755
11829864
11833002
11833151
3.07E−05
3.74E−03
8.500E−02


78954
SP140
chr2
+
230245862
230245940
230244987
230245080
230247915
230248065
4.79E−04
3.20E−02
8.500E−02


158982
STAMBP
chr2
+
73870142
73870352
73862202
73862304
73873351
73873659
8.16E−08
3.02E−05
8.500E−02


91145
UBXN8
chr8
+
30754664
30754749
30753034
30753105
30756764
30756887
2.76E−09
1.71E−06
8.600E−02


110796
CHROMR
chr2
+
178426365
178426505
178413944
178414113
178430694
178430889
2.06E−04
1.65E−02
8.600E−02


126708
FANCG
chr9

35076970
35077101
35076431
35076583
35077263
35077399
3.72E−09
2.21E−06
8.600E−02


139012
FGR
chr1

27623690
27623929
27621558
27621657
27635064
27635185
1.02E−06
2.38E−04
8.600E−02


180787
DPEP2
chr16

67992063
67992193
67990046
67990131
68000447
68000586
4.27E−05
4.87E−03
8.600E−02


14497
RALGAPB
chr20
+
38535073
38535207
38532729
38532859
38539775
38539958
1.90E−05
2.56E−03
8.700E−02


88985
C1orf162
chr1
+
111477333
111477428
111473791
111474030
111477982
111478472
5.66E−05
6.05E−03
8.700E−02


184887
GOLGA2P5
chr12

100168451
100168633
100167549
100167639
100170564
100170667
8.10E−11
8.95E−08
8.700E−02


195126
GMFG
chr19

39335434
39335554
39329543
39329626
39335973
39336028
1.95E−04
1.59E−02
8.700E−02


19485
AC147651.1
chr7
+
524079
524280
522541
522703
524853
525232
3.44E−05
4.11E−03
8.800E−02


73782
IQCB1
chr3

121788283
121788432
121781742
121781874
121790072
121790215
1.08E−05
1.61E−03
8.800E−02


139897
ERLIN1
chr10

100167347
100167406
100156144
100156234
100174207
100174281
7.06E−09
3.89E−06
8.800E−02


29002
ATOX1
chr5

151751703
151751779
151742821
151742959
151758545
151758631
7.38E−06
1.17E−03
8.900E−02


122105
RIDA
chr8

98108645
98108713
98106271
98106326
98117031
98117159
4.20E−04
2.91E−02
8.900E−02


174427
TSPAN5
chr4

98484398
98484598
98482100
98482175
98486737
98486884
2.50E−05
3.17E−03
8.900E−02


8381
SNHG17
chr20

38422095
38422241
38421005
38421098
38426418
38426503
8.25E−04
4.94E−02
9.000E−02


49462
MVK
chr12
+
109581394
109581550
109575997
109576145
109586021
109586096
6.14E−04
3.91E−02
9.000E−02


180190
PSME3IP1
chr16

57178501
57178852
57174619
57174688
57186030
57186064
2.40E−05
3.08E−03
9.000E−02


120069
POLK
chr5
+
75593877
75594049
75587025
75587058
75596221
75597178
3.06E−10
2.63E−07
9.100E−02


170159
WDR20
chr14
+
102208602
102209862
102194937
102195120
102222829
102223667
1.04E−04
9.74E−03
9.100E−02


171729
DDX31
chr9

132625663
132625745
132612086
132612255
132630263
132630403
2.64E−07
7.76E−05
9.200E−02


11193
POLD1
chr19
+
50395024
50395150
50384341
50384390
50398850
50399053
5.69E−06
9.41E−04
9.300E−02


32200
CAST
chr5
+
96726753
96726859
96695835
96695907
96727488
96727530
4.24E−04
2.92E−02
9.300E−02


147991
TM7SF2
chr11
+
65115313
65115390
65114712
65115081
65115475
65115598
5.93E−04
3.80E−02
9.300E−02


184533
NSRP1
chr17
+
30118079
30118173
30116780
30116863
30172541
30172598
4.69E−04
3.16E−02
9.300E−02


189708
FAM210A
chr18

13671861
13671973
13663346
13666713
13726328
13726558
6.79E−05
6.99E−03
9.300E−02


48454
MYL5
chr4
+
677921
678029
676072
676209
678657
678765
5.32E−07
1.40E−04
9.400E−02


75823
INO800
chr18

35487385
35487823
35480455
35480563
35489331
35489385
2.87E−11
3.64E−08
9.400E−02


124049
SIMC1
chr5
+
176289653
176290955
176238423
176238637
176295029
176295262
3.16E−05
3.84E−03
9.400E−02


34364
ABHD16A
chr6

31702073
31702130
31700941
31701028
31702611
31702984
5.24E−04
3.44E−02
9.500E−02


144968
DAP3
chr1
+
155721516
155721618
155709772
155709824
155727607
155727738
2.29E−14
6.82E−11
9.500E−02


84290
ANKRD26
chr10

27005622
27005723
26995040
26995147
27006916
27006962
3.57E−05
4.25E−03
9.600E−02


90806
ADCY10P1
chr6
+
41118128
41118184
41117475
41117665
41120522
41120657
3.52E−04
2.53E−02
9.600E−02


184672
ADAP2
chr17
+
30926826
30926918
30922939
30923070
30931888
30931968
2.43E−04
1.87E−02
9.600E−02


39330
RPL5
chr1
+
92833544
92833660
92832012
92832117
92836189
92836354
2.35E−12
4.14E−09
9.700E−02


45752
ZCWPW1
chr7

100408538
100408659
100406693
100406798
100409427
100409544
3.34E−12
5.64E−09
9.700E−02


101749
SUSD3
chr9
+
93077845
93077993
93058778
93058830
93084536
93085132
1.05E−05
1.57E−03
9.700E−02


110802
CHROMR
chr2
+
178426365
178426680
178413676
178414113
178430694
178430889
4.04E−04
2.82E−02
9.700E−02


150386
TMEM126A
chr11
+
85650248
85650341
85647966
85648089
85655593
85655708
6.70E−05
6.93E−03
9.700E−02


181346
ZFP1
chr16
+
75166769
75166913
75152908
75152966
75169252
75169326
8.78E−08
3.22E−05
9.700E−02


142911
ZNF195
chr11

3369356
3369502
3361808
3361889
3370974
3371070
2.18E−04
1.72E−02
9.900E−02


11075
FPR2
chr19
+
51763361
51763517
51762416
51762535
51768644
51770013
2.85E−07
8.23E−05
1.000E−01


45589
DCLRE1C
chr10

14936537
14936593
14935462
14935564
14939809
14939869
1.62E−07
5.37E−05
1.000E−01


114118
POU6F1
chr12

51206788
51206883
51204172
51204368
51217641
51217667
3.13E−04
2.31E−02
1.000E−01


21423
RPF2
chr6
+
110988987
110989065
110985005
110985138
110991746
110991786
1.79E−04
1.49E−02
1.020E−01


29794
MTSS1
chr8

124557680
124557875
124556260
124556354
124562781
124562992
1.95E−04
1.59E−02
1.020E−01


110658
TOP1MT
chr8

143334107
143334285
143331223
143331339
143334739
143334795
5.37E−11
6.16E−08
1.020E−01


116598
CPVL
chr7

29071772
29071904
29030576
29030759
29086483
29086550
6.61E−07
1.67E−04
1.020E−01


132162
PTPA
chr9
+
129127963
129128068
129123051
129123138
129131521
129131639
7.41E−05
7.51E−03
1.020E−01


9897
PANK2
chr20
+
3916926
3917050
3910576
3910830
3923243
3923631
2.84E−04
2.13E−02
1.040E−01


147060
RGS18
chr1
+
192161452
192161487
192160377
192160439
192184296
192185815
3.98E−12
6.55E−09
1.040E−01


91323
CKLF
chr16
+
66563071
66563217
66552562
66552793
66566082
66566251
6.03E−04
3.84E−02
1.050E−01


149906
PAK1
chr11

77397026
77397093
77392330
77392538
77411773
77411944
2.40E−05
3.08E−03
1.050E−01


183107
HM13
chr20
+
31548676
31548793
31547381
31547606
31549028
31549114
8.18E−08
3.02E−05
1.060E−01


71865
LINC01934
chr2
+
181354207
181354343
181226470
181226539
181362686
181362902
1.49E−06
3.19E−04
1.070E−01


21253
BBOF1
chr14
+
74049701
74050195
74040564
74040645
74055583
74055685
1.99E−06
4.05E−04
1.080E−01


106110
BMPR2
chr2
+
202555251
202556531
202552715
202552888
202559695
202560341
0.00E+00
0.00E+00
1.080E−01


96685
AF117829.1
chr8

89725517
89725641
89724018
89724966
89757044
89757711
6.29E−05
6.58E−03
1.090E−01


46410
THTPA
chr14
+
23556742
23557304
23556006
23556343
23558694
23559574
2.33E−04
1.81E−02
1.100E−01


52673
C11orf80
chr11
+
66762078
66762450
66759042
66759096
66788159
66788269
6.44E−04
4.05E−02
1.100E−01


73231
UBL7
chr15

74451435
74451520
74445976
74446227
74456551
74456671
4.13E−05
4.77E−03
1.100E−01


143408
TRIM5
chr11

5665168
5665395
5664057
5664173
5665655
5665682
8.80E−05
8.61E−03
1.100E−01


147626
DICER1-AS1
chr14
+
95158875
95159035
95157918
95158234
95179503
95179925
5.53E−08
2.20E−05
1.100E−01


180955
AC009022.1
chr16

69990596
69990683
69986380
69986509
69996068
69996226
5.88E−06
9.67E−04
1.100E−01


15553
POLR2J3
chr7

102545302
102545420
102544705
102544776
102566996
102567083
4.56E−05
5.15E−03
1.110E−01


116625
MATR3
chr5
+
139279934
139280058
139279050
139279129
139307238
139307556
1.83E−07
5.90E−05
1.110E−01


127991
CBWD3
chr9
+
68269599
68269722
68268933
68268978
68285988
68286040
2.16E−12
3.83E−09
1.120E−01


114119
POU6F1
chr12

51206788
51206947
51204320
51204368
51217641
51217708
2.80E−05
3.47E−03
1.130E−01


137474
TYSND1
chr10

70143841
70143972
70137980
70140141
70145420
70146700
9.39E−06
1.42E−03
1.130E−01


21255
BBOF1
chr14
+
74049701
74050195
74047929
74048074
74055583
74055685
8.37E−11
9.09E−08
1.140E−01


185888
NBR2
chr17
+
43132598
43132723
43131207
43131270
43138656
43138922
7.30E−07
1.82E−04
1.140E−01


18238
CCM2
chr7
+
45071749
45071872
45000299
45000363
45072725
45072786
5.48E−04
3.55E−02
1.150E−01


26610
MAP3K8
chr10
+
30437175
30437406
30434183
30434378
30438915
30439274
4.96E−05
5.48E−03
1.170E−01


52233
AC008035.1
chr12
+
46571255
46571412
46537501
46537631
46652389
46652550
5.89E−07
1.52E−04
1.170E−01


189697
LDLRAD4
chr18
+
13484036
13484119
13465014
13465111
13621116
13621270
7.16E−04
4.40E−02
1.170E−01


36507
PSMG4
chr6
+
3264208
3264325
3263683
3263759
3267590
3267781
5.52E−13
1.15E−09
1.190E−01


102095
ANAPC10
chr4

144999256
144999294
144995160
144995603
145081659
145081750
5.39E−04
3.51E−02
1.200E−01


91488
ZMYM1
chr1
+
35095818
35095891
35093913
35094083
35097316
35097478
1.62E−04
1.38E−02
1.220E−01


90861
ADCY10P1
chr6
+
41138608
41138726
41137356
41137561
41139855
41140069
3.48E−05
4.14E−03
1.240E−01


6980
TCFL5
chr20

62859363
62859526
62854015
62854157
62860124
62860308
2.67E−07
7.83E−05
1.260E−01


23439
POLL
chr10

101585315
101585478
101582762
101582891
101587245
101587382
1.55E−04
1.33E−02
1.270E−01


153428
DPH7
chr9

137576308
137576402
137575708
137576167
137578624
137578890
3.40E−04
2.45E−02
1.270E−01


124336
MOK
chr14

102231706
102231821
102226139
102226408
102232534
102232671
2.84E−08
1.28E−05
1.280E−01


223
MECP2
chrX

154056940
154057254
154032206
154032557
154097603
154097737
5.80E−04
3.73E−02
1.290E−01


119208
HLA-DPA1
chr6

33069018
33069300
33064568
33065347
33073470
33073669
8.76E−09
4.64E−06
1.310E−01


183106
HM13
chr20
+
31548379
31548793
31547464
31547606
31549028
31549114
5.44E−10
4.24E−07
1.310E−01


49461
MVK
chr12
+
109579801
109579946
109575997
109576145
109586021
109586125
5.42E−05
5.85E−03
1.330E−01


146249
ZBTB8OS
chr1

32634767
32634792
32627507
32627544
32650401
32650525
6.92E−04
4.28E−02
1.330E−01


28412
DOCK2
chr5
+
170075946
170076084
170067509
170067686
170078974
170079146
1.42E−07
4.85E−05
1.360E−01


29209
WBP1
chr2
+
74458831
74459117
74458471
74458671
74459477
74459562
5.28E−05
5.73E−03
1.370E−01


98914
VMP1
chr17
+
59764970
59765138
59707647
59707748
59808795
59808876
1.93E−06
3.97E−04
1.380E−01


97903
MYOM1
chr18

3135546
3135730
3134649
3134824
3141938
3142063
2.96E−07
8.46E−05
1.390E−01


60922
FYB1
chr5

39212677
39213017
39202773
39202987
39274402
39274528
2.40E−04
1.85E−02
1.400E−01


104389
EVA1C
chr21
+
32457596
32457720
32412436
32413013
32467695
32467848
7.46E−04
4.55E−02
1.460E−01


41045
AC093157.1
chr1
+
101072659
101072830
101025868
101026061
101077362
101077508
3.90E−04
2.75E−02
1.480E−01


110023
TRAF3IP1
chr2
+
238333959
238334035
238328925
238329342
238347454
238347475
1.10E−05
1.62E−03
1.490E−01


8378
SNHG17
chr20

38422091
38422241
38421005
38421098
38426418
38426503
1.43E−05
2.02E−03
1.510E−01


25604
YWHAH
chr22
+
31945499
31945678
31944965
31945235
31956138
31956482
2.00E−04
1.62E−02
1.510E−01


1050
ARMCX5-GPRASP2
chrX
+
102639399
102639533
102605481
102605653
102713781
102713849
0.00E+00
0.00E+00
1.520E−01


180957
AC009022.1
chr16

69992910
69993248
69986380
69986509
69996068
69996226
8.12E−05
8.07E−03
1.520E−01


129952
ZNF232
chr17

5111075
5111219
5108925
5109868
5111799
5111815
3.35E−04
2.43E−02
1.540E−01


38545
CENPN
chr16
+
81022596
81022652
81020099
81020276
81022754
81022885
6.02E−04
3.84E−02
1.550E−01


29206
WBP1
chr2
+
74458831
74458919
74458438
74458671
74459477
74459562
6.08E−05
6.42E−03
1.570E−01


84489
ITGB3BP
chr1

63510064
63510181
63508527
63508570
63529130
63529186
2.53E−10
2.26E−07
1.570E−01


161267
MPV17
chr2

27317077
27317234
27312993
27313154
27322447
27322522
2.53E−08
1.17E−05
1.570E−01


39862
MTIF3
chr13

27441016
27441077
27437115
27437273
27445087
27445137
2.66E−15
1.04E−11
1.600E−01


81387
LRRC23
chr12
+
6909889
6910026
6907314
6907445
6913890
6914228
2.34E−04
1.82E−02
1.600E−01


196128
TMEM143
chr19

48360071
48360176
48345159
48345354
48363290
48363531
1.29E−06
2.85E−04
1.600E−01


14423
NEIL2
chr8
+
11770173
11770335
11769698
11769791
11771445
11771585
7.16E−04
4.40E−02
1.680E−01


62383
TMEM161B-AS1
chr5
+
88283009
88283086
88282714
88282866
88287438
88287616
7.14E−06
1.14E−03
1.680E−01


38810
INTS7
chr1

211946606
211946645
211944783
211944969
211952568
211952701
2.67E−04
2.02E−02
1.700E−01


113347
TRAF3IP2-AS1
chr6
+
111574620
111574802
111483540
111483665
111576361
111576470
5.57E−04
3.61E−02
1.740E−01


171865
GOLGA8A
chr15

34435382
34435471
34407523
34407735
34437397
34437466
1.22E−04
1.11E−02
1.740E−01


82949
BBS9
chr7
+
33352858
33352873
33349067
33349170
33357854
33357995
9.71E−06
1.47E−03
1.750E−01


134251
PPIEL
chr1

39523806
39523896
39522279
39522505
39524835
39525057
5.07E−04
3.36E−02
1.770E−01


172725
TUBGCP4
chr15
+
43399111
43399174
43398037
43398179
43400043
43400221
3.59E−05
4.26E−03
1.770E−01


15753
AC060780.1
chr17

43159422
43159727
43148367
43148783
43166979
43167849
5.18E−04
3.41E−02
1.800E−01


37036
ECHDC2
chr1

52899173
52899224
52896222
52896597
52911565
52911655
1.41E−06
3.07E−04
1.820E−01


141611
UROS
chr10

125789282
125789363
125788585
125789005
125794021
125794388
4.35E−04
2.98E−02
1.820E−01


29621
MAFG
chr17

81923352
81923416
81923149
81923214
81927527
81927708
6.25E−07
1.59E−04
1.860E−01


195898
GIPR
chr19
+
45671284
45671392
45670634
45670734
45672850
45672954
3.11E−04
2.30E−02
1.860E−01


26863
HCLS1
chr3

121636433
121636489
121634206
121634418
121642926
121642981
0.00E+00
0.00E+00
1.910E−01


108516
AC016727.1
chr2
+
61480299
61480583
61471355
61471379
61482626
61483913
2.18E−04
1.72E−02
1.920E−01


8377
SNHG17
chr20

38422091
38422241
38421005
38421098
38425934
38426048
3.34E−04
2.43E−02
1.950E−01


190800
AC022137.3
chr19
+
53446226
53446337
53431983
53432028
53447195
53447283
2.01E−04
1.63E−02
1.950E−01


139974
CWF19L1
chr10

100260217
100260319
100253420
100253539
100267570
100267638
2.33E−04
1.81E−02
2.010E−01


81388
LRRC23
chr12
+
6912729
6913027
6907314
6907445
6913890
6914194
7.97E−06
1.24E−03
2.080E−01


196129
TMEM143
chr19

48360071
48360183
48345159
48345354
48363290
48363674
3.32E−05
3.99E−03
2.090E−01


22804
VNN2
chr6

132760631
132760803
132757670
132757902
132763382
132763431
3.87E−05
4.52E−03
2.140E−01


149954
AAMDC
chr11
+
77841018
77841060
77821186
77821237
77842478
77842628
4.39E−07
1.18E−04
2.200E−01


50604
TPRKB
chr2

73734527
73734588
73732162
73732285
73737301
73737386
4.40E−05
5.00E−03
2.280E−01


29571
FCHSD1
chr5

141642396
141642503
141641701
141641757
141644217
141644438
2.48E−06
4.83E−04
2.460E−01


139815
PYROXD2
chr10

98388353
98388508
98387200
98387307
98391009
98391082
1.09E−04
1.01E−02
2.490E−01


177507
STRA6LP
chr9
+
97347313
97347666
97343339
97343563
97350408
97350555
1.73E−08
8.32E−06
2.550E−01


27105
SERPINB9P1
chr6

2857910
2857991
2854657
2855690
2876292
2876425
4.59E−04
3.11E−02
2.660E−01


72653
AC245100.4
chr1
+
148424062
148424189
148420371
148420607
148424626
148424638
3.71E−07
1.02E−04
2.680E−01


171084
PGAP3
chr17

39676613
39676755
39674616
39674679
39685921
39686019
2.22E−16
1.00E−12
3.190E−01
















TABLE 16







MXE_WBC_FXSvsTD














1stExon
2ndExon
upstream
downstream

IncLevel





















ID
GeneID
chr
strand
Start_0base
End
Start_0base
End
ES
EE
ES
EE
PValue
FDR
Difference
























18883
CR1
chr1
+
207526752
207526929
207545307
207545484
207523610
207524009
207545575
207545678
5.48E−12
7.24E−09
0.438


42190
PIGL
chr17
+
16313546
16313614
16316680
16316712
16299887
16299978
16317774
16317908
9.48E−08
2.53E−05
0.239


21240
XPNPEP3
chr22
+
40870047
40870139
40881769
40882177
40868998
40869115
40907586
40907649
4.88E−04
1.96E−02
0.238


13289
MAPKBP1
chr15
+
41813620
41813781
41815258
41815405
41812918
41813101
41815623
41815799
4.39E−05
3.28E−03
0.231


32138
TBC1D12
chr10
+
94522343
94522453
94531201
94531460
94521954
94522083
94533027
94536332
2.10E−04
1.07E−02
0.188


4152
AC004593.2
chr7
+
29146848
29146960
29354624
29354663
29145853
29146745
29367931
29367987
7.06E−04
2.51E−02
0.184


9042
AC016831.6
chr7

130912109
130912152
130945719
130945835
130884316
130884396
131052424
131052555
4.24E−06
5.38E−04
0.184


3177
WDR60
chr7
+
158905988
158906091
158911549
158911679
158902375
158902595
158912984
158913096
1.03E−03
3.19E−02
0.179


5157
ZNF720
chr16
+
31723257
31723353
31753765
31753900
31722625
31722752
31759356
31761565
2.19E−04
1.10E−02
0.171


41158
MYO15B
chr17
+
75603031
75603077
75605863
75606021
75602829
75602945
75610165
75610259
1.69E−04
9.09E−03
0.167


29758
HSD17B3
chr9

96252802
96252910
96254867
96254943
96251417
96251485
96298415
96298462
1.56E−03
4.25E−02
0.165


40789
WHAMMP3
chr15
+
22674420
22674586
22676804
22676934
22672689
22672859
22678196
22678383
9.46E−04
3.02E−02
0.164


16517
AL392172.1
chr1
+
222835118
222835215
222836995
222837066
222827427
222827601
222837218
222837229
3.30E−05
2.62E−03
0.163


36990
ATXN2
chr12

111456028
111456256
111464661
111464715
111452213
111452840
111470107
111470240
2.59E−04
1.24E−02
0.152


16588
AL356481.1
chr9

128536826
128536955
128543378
128543684
128528656
128529000
128552367
128552410
5.50E−04
2.13E−02
0.149


40376
PDE8A
chr15
+
85109052
85109130
85113376
85113447
85100155
85100198
85113872
85113956
4.81E−04
1.94E−02
0.148


44077
ZNF266
chr19

9433667
9433786
9434797
9434859
9420064
9420218
9435107
9435193
1.78E−03
4.65E−02
0.148


21072
AL162258.1
chr1

153627482
153627598
153631010
153631078
153626331
153626533
153632033
153632063
3.47E−05
2.73E−03
0.146


41945
CAMKK1
chr17

3882527
3882564
3883041
3883175
3881626
3881648
3883428
3883480
1.24E−04
7.17E−03
0.145


34393
PPFIA1
chr11
+
70349922
70350039
70350993
70351023
70348188
70348420
70354300
70354452
1.48E−03
4.13E−02
0.143


44079
ZNF266
chr19

9434074
9434235
9434797
9434859
9433667
9433786
9435107
9435193
5.54E−04
2.13E−02
0.143


5917
CFAP70
chr10

73277239
73277361
73278178
73278337
73275445
73275598
73291225
73291444
2.60E−04
1.25E−02
0.139


33519
ACCS
chr11
+
44071255
44071315
44073446
44073517
44067627
44067915
44074611
44074681
5.82E−04
2.20E−02
0.138


20632
ATF7IP2
chr16
+
10473922
10473989
10480878
10480964
10473478
10473534
10481835
10483637
7.24E−05
4.76E−03
0.137


3336
NEIL2
chr8
+
11771445
11771590
11779597
11779950
11770173
11770335
11783202
11783399
6.53E−04
2.40E−02
0.136


1571
TAF4
chr20

62006509
62006758
62007546
62007636
62003730
62003878
62009051
62009174
4.42E−08
1.38E−05
0.129


4975
PNPT1
chr2

55666990
55667093
55671318
55671376
55661955
55662026
55671994
55672046
2.52E−04
1.22E−02
0.128


35502
HLA-DRB5
chr6

32519369
32519651
32521904
32522174
32518555
32518666
32530124
32530287
9.51E−04
3.02E−02
0.128


6165
DDX60L
chr4

168391539
168391644
168395958
168396124
168384611
168384812
168400825
168400978
1.55E−03
4.25E−02
0.126


35988
YAF2
chr12

42172139
42172209
42235613
42235755
42161612
42161765
42237598
42237724
3.91E−04
1.66E−02
0.126


18038
SP140
chr2
+
230245862
230245940
230247915
230248065
230244987
230245080
230255451
230255532
1.12E−03
3.39E−02
0.125


21535
KIAA1841
chr2
+
61073457
61073551
61076919
61077158
61071605
61071792
61081451
61081510
1.25E−03
3.67E−02
0.125


32881
TNNT3
chr11
+
1926469
1926481
1929809
1929828
1925255
1925276
1932468
1932514
1.22E−05
1.24E−03
0.125


8747
ARFIP1
chr4
+
152807203
152807248
152809672
152809733
152779992
152780091
152810079
152810388
1.72E−03
4.55E−02
0.12


19983
TUBD1
chr17

59866608
59866749
59874538
59874703
59863663
59863847
59878102
59878334
1.54E−03
4.24E−02
0.12


24955
POMZP3
chr7

76611453
76611591
76618182
76618300
76609985
76610215
76625521
76625683
1.02E−03
3.18E−02
0.117


28807
SH3TC1
chr4
+
8225174
8225216
8226979
8228644
8222839
8222970
8231975
8232156
1.21E−05
1.23E−03
0.117


4055
POLR2J4
chr7

43986600
43986677
44013592
44013679
43973209
43973323
44014605
44014783
1.05E−04
6.36E−03
0.116


7066
CDKL3
chr5

134308573
134308727
134312291
134312380
134308137
134308466
134319357
134319497
8.96E−04
2.91E−02
0.112


43224
CD300LF
chr17

74696194
74696217
74698368
74698481
74695724
74695859
74704477
74704816
1.70E−03
4.51E−02
0.112


12681
ELP1
chr9

108918810
108918901
108919252
108919349
108917546
108917670
108922841
108922927
1.19E−03
3.55E−02
0.111


26852
RPTOR
chr17
+
80707840
80707999
80730559
80730706
80643727
80643810
80754009
80754185
9.05E−05
5.69E−03
0.111


44078
ZNF266
chr19

9434074
9434235
9434797
9434859
9420064
9420218
9435107
9435193
1.19E−03
3.55E−02
0.111


4054
POLR2J4
chr7

43986600
43986677
43987677
43987888
43973209
43973323
43988085
43988247
1.46E−04
8.16E−03
0.11


29298
CBWD3
chr9
+
68266219
68266306
68268933
68268978
68264467
68264514
68285988
68286040
1.46E−04
8.17E−03
0.11


24477
WDR12
chr2

202894580
202894626
202897299
202897415
202892616
202892702
202899530
202899637
8.91E−06
9.88E−04
0.109


28262
PVT1
chr8
+
128009589
128009718
128082752
128082848
127989161
127989291
128096517
128096654
5.56E−05
3.96E−03
0.109


30601
LLGL2
chr17
+
75574212
75574260
75574609
75574668
75573951
75573980
75574873
75574906
8.52E−05
5.46E−03
0.107


1554
TCFL5
chr20

62854015
62854157
62859363
62859526
62841004
62842097
62860124
62860308
1.97E−04
1.02E−02
0.104


13145
MCTP1
chr5

94870416
94870491
94870871
94870973
94867221
94868452
94871314
94871417
9.96E−06
1.08E−03
0.104


13524
ST3GAL5
chr2

85852859
85853099
85861180
85861292
85851263
85851703
85863361
85863485
1.51E−03
4.19E−02
0.103


20964
UBXN8
chr8
+
30754664
30754787
30756764
30756887
30753034
30753105
30760887
30760929
4.83E−04
1.95E−02
0.102


36995
ATXN2
chr12

111464661
111464715
111470107
111470240
111457213
111457359
111470557
111470742
3.72E−06
4.90E−04
0.102


5766
MICA
chr6
+
31410542
31410797
31411946
31412225
31399783
31400783
31412324
31412460
5.91E−06
7.00E−04
0.101


8399
CARD8
chr19

48242539
48242644
48246074
48246381
48240961
48241063
48249522
48249633
1.05E−03
3.23E−02
0.101


8400
CARD8
chr19

48242539
48242644
48246074
48246381
48240961
48241063
48249750
48249847
1.72E−03
4.55E−02
0.101


13049
AL121845.3
chr20
+
63735158
63735564
63737532
63737647
63734704
63734824
63737820
63737902
3.17E−05
2.55E−03
0.099


29252
IL32
chr16
+
3067983
3068010
3068179
3068239
3067553
3067613
3068989
3069667
9.71E−04
3.06E−02
0.099


5626
GMPPB
chr3

49722431
49722510
49722595
49722754
49722230
49722358
49722971
49723114
8.07E−05
5.22E−03
0.098


23611
ZEB2
chr2

144403915
144404130
144424795
144424867
144401198
144401307
144429768
144430026
4.41E−04
1.81E−02
0.098


26157
TBC1D8
chr2

101032267
101032385
101033543
101033758
101029490
101029776
101036017
101036168
4.63E−07
9.26E−05
0.098


32352
LEMD3
chr12
+
65245668
65245774
65245860
65245939
65243387
65243469
65246161
65248355
4.39E−05
3.29E−03
0.098


41376
SLC38A1
chr12

46201097
46201198
46203009
46203089
46198624
46198743
46204300
46204417
8.29E−04
2.78E−02
0.098


22116
JARID2
chr6
+
15468541
15468718
15487306
15487542
15452005
15452175
15496131
15497170
5.33E−04
2.08E−02
0.097


27861
SLC38A9
chr5

55633694
55635657
55645788
55645895
55627890
55627980
55649206
55649314
1.03E−05
1.11E−03
0.096


33553
AC119396.1
chr19
+
7362780
7362905
7372811
7373071
7348942
7349241
7375719
7375870
2.80E−04
1.31E−02
0.096


20257
UBE3C
chr7
+
157216866
157216971
157220688
157220776
157207702
157207935
157223253
157223351
1.32E−07
3.29E−05
0.095


22892
MARCHF8
chr10

45461230
45461411
45489366
45489417
45459119
45459267
45533109
45533289
1.37E−05
1.33E−03
0.095


39762
TUBGCP4
chr15
+
43400043
43400221
43401715
43401850
43399111
43399174
43403682
43403799
7.37E−04
2.57E−02
0.095


17472
SLAMF1
chr1

160624095
160624185
160634612
160634897
160623502
160623585
160637190
160637529
2.36E−04
1.17E−02
0.092


13535
GTF2H2
chr5

71045443
71045507
71048005
71048113
71042180
71042284
71048761
71048849
1.06E−03
3.25E−02
0.091


26386
IRF8
chr16
+
85913130
85913236
85918416
85918803
85911569
85911658
85920108
85920224
1.74E−04
9.29E−03
0.091


24954
POMZP3
chr7

76611453
76611591
76611721
76611813
76609985
76610215
76618182
76618300
1.77E−03
4.63E−02
0.09


26307
MCM6
chr2

135862606
135862748
135866131
135866277
135859300
135859442
135866562
135866728
1.12E−03
3.39E−02
0.09


28293
PVT1
chr8
+
128070161
128070272
128082752
128082848
127989161
127989291
128096517
128096654
2.58E−04
1.24E−02
0.09


44471
NIBAN3
chr19
+
17537375
17537543
17539149
17539265
17533586
17533701
17539346
17539451
1.45E−03
4.07E−02
0.09


1974
NFS1
chr20

35675044
35675202
35680736
35680871
35674511
35674617
35681887
35681981
5.54E−04
2.13E−02
0.088


4465
KDM3B
chr5
+
138381515
138381590
138391012
138392261
138379583
138379708
138393170
138393372
1.05E−03
3.23E−02
0.088


9505
AC114490.2
chr1

34983766
34983947
34992233
34992387
34981532
34982119
35003967
35004005
2.49E−04
1.21E−02
0.088


37856
ZC3H13
chr13

46020448
46020557
46042163
46042275
46011414
46011554
46044954
46045064
1.58E−03
4.28E−02
0.088


8696
TGS1
chr8
+
55786237
55787060
55790181
55790299
55785718
55785891
55792697
55792784
9.47E−04
3.02E−02
0.087


18887
CR1
chr1
+
207609289
207609688
207611676
207611853
207607250
207607336
207611938
207612041
4.31E−05
3.24E−03
0.087


24960
POMZP3
chr7

76618182
76618300
76625521
76625683
76611721
76611813
76625999
76626215
1.23E−03
3.64E−02
0.087


24961
POMZP3
chr7

76618182
76618615
76625521
76625683
76611721
76611813
76625999
76626127
9.30E−04
2.98E−02
0.087


31569
DDX21
chr10
+
68971890
68972052
68973544
68973664
68970200
68970350
68974669
68974743
9.29E−04
2.98E−02
0.087


12291
SYNE1
chr6

152176393
152176560
152180135
152180294
152164162
152164325
152185273
152185411
2.82E−06
3.96E−04
0.086


17689
ZBTB17
chr1

15945714
15945840
15946934
15947123
15944936
15945202
15948290
15948497
1.70E−04
9.14E−03
0.086


22539
MYOM1
chr18

3075724
3075761
3079178
3079342
3075453
3075476
3083788
3083894
1.76E−03
4.61E−02
0.085


31408
TIMM23B-AGAP6
chr10
+
49987164
49987234
49988750
49988938
49973011
49973142
49989307
49989376
4.87E−06
6.09E−04
0.085


37373
SBNO1
chr12

123315547
123315660
123317220
123317356
123315372
123315444
123319899
123320031
1.23E−03
3.64E−02
0.084


40651
RAB11FIP3
chr16
+
491133
491268
496823
496859
488850
489000
503003
503097
8.48E−05
5.44E−03
0.084


41486
CNOT1
chr16

58558472
58558674
58560211
58560362
58556846
58556993
58574608
58574760
1.18E−03
3.53E−02
0.084


18318
NMRK1
chr9

75069741
75069813
75069894
75070042
75068995
75069102
75077158
75077207
5.01E−05
3.65E−03
0.083


26387
IRF8
chr16
+
85914472
85914520
85918416
85918803
85913130
85913236
85920108
85920224
2.21E−04
1.11E−02
0.083


30144
TSC2
chr16
+
2079275
2079428
2079556
2079669
2078238
2079196
2080164
2080377
1.92E−03
4.88E−02
0.083


44881
RCHY1
chr4

75491888
75491933
75494100
75494179
75491723
75491782
75508823
75508935
3.94E−04
1.67E−02
0.083


28285
PVT1
chr8
+
128070159
128070361
128082752
128082848
127989161
127989291
128096517
128096654
4.55E−04
1.86E−02
0.082


41597
COG8
chr16

69330812
69331095
69332713
69332882
69326912
69329179
69334520
69335348
1.15E−04
6.78E−03
0.082


29956
FKBP15
chr9

113206508
113206578
113207211
113207296
113202960
113203035
113211476
113211592
6.52E−06
7.66E−04
0.081


35714
PLBD1-AS1
chr12
+
14614521
14614570
14619151
14619373
14612878
14612926
14619737
14622721
1.84E−03
4.75E−02
0.081


3426
TOM1
chr22
+
35345724
35345784
35346929
35346969
35338712
35338788
35347054
35347973
2.07E−04
1.06E−02
0.08


6058
SUGP1
chr19

19296988
19297344
19310096
19310200
19280184
19280291
19316421
19316593
3.68E−04
1.59E−02
0.08


13134
MCTP1
chr5

94708511
94708609
94710817
94710927
94703740
94705203
94714776
94714886
1.49E−04
8.27E−03
0.08


15756
ZNF185
chrX
+
152920706
152920748
152922172
152922256
152918982
152919081
152931671
152931776
2.82E−04
1.31E−02
0.08


23290
TAF1D
chr11

93733086
93733121
93733349
93733397
93732243
93732291
93734624
93734660
1.34E−04
7.59E−03
0.08


23311
CELF1
chr11

47476845
47476959
47477296
47477425
47475335
47475521
47478876
47478940
7.81E−04
2.68E−02
0.08


27839
PIGG
chr4
+
515972
516185
523458
523913
508828
508970
527038
527230
2.92E−05
2.40E−03
0.08


12044
C11orf80
chr11
+
66762078
66762450
66788159
66788269
66759042
66759096
66796280
66796364
1.34E−03
3.85E−02
0.079


16784
ZNF638
chr2
+
71408121
71408247
71418601
71418639
71406127
71406262
71422813
71424038
1.37E−04
7.73E−03
0.079


29791
TRIM14
chr9

98091908
98092001
98094866
98095029
98084352
98088005
98099930
98100164
4.02E−04
1.70E−02
0.079


3335
NEIL2
chr8
+
11771445
11771585
11783202
11783399
11769709
11770335
11785962
11787345
1.37E−03
3.91E−02
0.078


17614
SNX9
chr6
+
157896826
157896998
157901897
157902045
157875050
157875176
157906127
157906212
1.56E−03
4.25E−02
0.078


30960
NSUN6
chr10

18585948
18586093
18596207
18596327
18551822
18551971
18609844
18609926
1.08E−03
3.29E−02
0.078


36710
MRTFA
chr22

40420846
40421100
40423535
40423685
40420404
40420576
40424205
40424381
8.33E−04
2.79E−02
0.078


4679
SLC3A2
chr11
+
62884631
62884690
62885176
62885608
62884454
62884525
62888134
62888169
2.27E−05
1.97E−03
0.077


20835
SNAPC1
chr14
+
61782246
61782397
61792806
61792902
61778847
61778910
61794948
61796428
3.88E−04
1.65E−02
0.077


33006
ING4
chr12

6652944
6653050
6656726
6656798
6652661
6652770
6663064
6663101
8.36E−04
2.80E−02
0.077


39769
SERF2
chr15
+
43801131
43801187
43801517
43801569
43799357
43800784
43801710
43804427
5.05E−04
2.00E−02
0.077


6765
FAM114A2
chr5

154034277
154034377
154034743
154034967
154033790
154033883
154038292
154038866
1.69E−05
1.56E−03
0.076


23310
CELF1
chr11

47476845
47476956
47477296
47477425
47475335
47475521
47478876
47478940
1.20E−03
3.58E−02
0.076


32339
NFKB2
chr10
+
102398211
102398297
102398738
102398864
102397980
102398085
102399287
102399497
8.96E−04
2.91E−02
0.076


16748
VARS1
chr6

31782529
31782633
31782720
31782845
31782284
31782443
31783095
31783186
7.82E−04
2.68E−02
0.074


21441
CLEC17A
chr19
+
14599716
14599812
14600030
14600182
14597098
14597161
14610063
14611157
1.59E−08
6.01E−06
0.074


42394
TMEM184B
chr22

38225423
38225593
38226778
38226870
38224784
38224979
38230668
38230744
1.04E−03
3.21E−02
0.074


44865
EML2
chr19

45619059
45619191
45626704
45626839
45617629
45617697
45629950
45630046
1.51E−04
8.38E−03
0.074


4203
CCM2
chr7
+
45038252
45038426
45064462
45064646
45027671
45027797
45068442
45068579
2.24E−04
1.13E−02
0.073


6358
WRNIP1
chr6
+
2770119
2770361
2779262
2779492
2768690
2768882
2783405
2783561
1.09E−03
3.31E−02
0.073


13834
DENND4B
chr1

153932641
153932777
153932860
153933030
153932203
153932440
153933196
153933319
4.34E−04
1.79E−02
0.073


16516
AL392172.1
chr1
+
222835118
222835215
222836995
222837066
222823855
222823945
222837218
222837383
2.53E−06
3.62E−04
0.073


22593
TMEM131
chr2

97796843
97796986
97797364
97797516
97796217
97796404
97801894
97801961
5.40E−04
2.09E−02
0.073


27038
RYK
chr3

134191848
134191974
134195081
134195182
134188836
134188923
134202729
134202874
8.45E−04
2.82E−02
0.073


38200
TMCO3
chr13
+
113534044
113534240
113547299
113547379
113520615
113520733
113548302
113548452
1.54E−05
1.45E−03
0.073


8775
FOXP1
chr3

70965889
70966056
70970735
70970805
70952816
70959391
70972554
70972676
1.92E−05
1.71E−03
0.072


44096
DNMT1
chr19

10139675
10139817
10140780
10140909
10138438
10138605
10141104
10141189
5.58E−05
3.96E−03
0.072


44667
ZNF254
chr19
+
24105939
24106066
24106547
24106643
24103746
24103867
24126253
24126320
1.88E−04
9.86E−03
0.072


1556
TCFL5
chr20

62854015
62854157
62859363
62859526
62845137
62846117
62860124
62860308
1.47E−03
4.11E−02
0.071


19207
PILRB
chr7
+
100355142
100355240
100356749
100356883
100353209
100353270
100358219
100358366
1.71E−03
4.53E−02
0.071


24642
IDH1
chr2

208239070
208239233
208241993
208242145
208236226
208237169
208243426
208243604
5.73E−05
4.03E−03
0.071


32974
NUP98
chr11

3699081
3699348
3702462
3702892
3695448
3695606
3705199
3705356
1.24E−03
3.65E−02
0.071


33668
DDB2
chr11
+
47234756
47234934
47235269
47235412
47234572
47234672
47237836
47238001
4.86E−04
1.95E−02
0.071


36722
IGHD
chr14

105840900
105841224
105841960
105842032
105840366
105840690
105844824
105844926
3.46E−04
1.52E−02
0.071


3587
POLR2J3
chr7

102543524
102543702
102566581
102566736
102541500
102541662
102566996
102567083
3.00E−05
2.44E−03
0.07


15689
UBAP2L
chr1
+
154266500
154266568
154268756
154268954
154261591
154261697
154269361
154269412
2.10E−04
1.07E−02
0.07


21932
TSEN2
chr3
+
12505153
12505231
12516610
12516661
12503261
12503784
12528887
12528924
2.20E−10
1.85E−07
0.07


24736
COA1
chr7

43650611
43650712
43656032
43656153
43648599
43648652
43657215
43657269
8.68E−11
8.23E−08
0.07


41734
MPHOSPH6
chr16

82149308
82149403
82151423
82151514
82148161
82148863
82164081
82164194
1.94E−03
4.90E−02
0.07


44029
CERS4
chr19
+
8257878
8257985
8261687
8261844
8256948
8257077
8261929
8262418
7.46E−04
2.59E−02
0.07


3627
AC069281.2
chr7

100577272
100577389
100577496
100577558
100577085
100577154
100577663
100577740
2.88E−04
1.33E−02
0.069


6985
ATP2B4
chr1
+
203722477
203722689
203723880
203723988
203721196
203721410
203727394
203727571
6.44E−04
2.38E−02
0.069


11889
EIF4G1
chr3
+
184324877
184325114
184325268
184325373
184324200
184324347
184325479
184325639
8.39E−04
2.80E−02
0.069


26029
WDFY3
chr4

84678918
84679242
84682373
84682470
84678167
84678279
84683942
84684125
7.33E−04
2.57E−02
0.069


29897
ECPAS
chr9

111378579
111378730
111383210
111383332
111376475
111376541
111384521
111384569
8.97E−04
2.91E−02
0.069


43246
SLC25A19
chr17

75278151
75278335
75283422
75283593
75277352
75277483
75286303
75286459
1.54E−03
4.24E−02
0.069


2762
STAU2
chr8

73697307
73697442
73709031
73709177
73688653
73688813
73738283
73738349
2.10E−04
1.07E−02
0.068


8952
RPS6KA3
chrX

20195064
20195145
20204021
20204103
20194188
20194268
20209287
20209404
1.82E−03
4.72E−02
0.068


27590
DUS2
chr16
+
68075354
68075504
68076631
68076719
68074033
68074155
68078444
68078518
2.32E−04
1.15E−02
0.068


30685
MAN1B1
chr9
+
137101483
137101672
137106124
137106315
137101004
137101153
137106688
137106809
4.34E−05
3.26E−03
0.068


36099
KMT2D
chr12

49022589
49022875
49024577
49024708
49022279
49022353
49024809
49024946
3.02E−04
1.36E−02
0.068


39357
RRP8
chr11

6600668
6600775
6600925
6601602
6599942
6600582
6601851
6602215
1.43E−03
4.03E−02
0.068


42940
SPAG9
chr17

50977107
50977221
50979745
50979917
50974770
50974947
50982523
50982672
2.91E−04
1.33E−02
0.068


1983
CPNE1
chr20

35627279
35627413
35630740
35630795
35626566
35626803
35630900
35631034
1.22E−03
3.61E−02
0.067


21375
UBXN11
chr1

26297426
26297481
26297961
26298062
26294204
26294331
26306591
26306633
1.60E−04
8.74E−03
0.067


29621
SLC44A2
chr19
+
10635430
10635515
10636322
10636585
10635162
10635255
10636661
10636756
1.53E−04
8.45E−03
0.067


40949
KDM5A
chr12

356431
356537
362962
363097
355157
355249
365933
366104
1.71E−03
4.54E−02
0.067


41888
TNPO1
chr5
+
72897055
72897151
7290000
72900081
72896457
72896556
72900973
72901073
5.79E−04
2.19E−02
0.067


4447
HEATR5B
chr2

36988645
36988859
36990647
36990799
36980894
36981794
37000585
37000813
1.12E−05
1.15E−03
0.066


5902
RNF170
chr8

42865415
42865489
42870003
42870112
42861744
42861855
42887727
42887871
1.36E−03
3.88E−02
0.066


17748
RHOT1
chr17
+
32176160
32176213
32183170
32183272
32175961
32176015
32192200
32192299
8.29E−05
5.33E−03
0.066


1417
TMEM50B
chr21

33439213
33439297
33448781
33448879
33432797
33432802
33449233
33449410
3.44E−04
1.52E−02
0.065


42914
SCLT1
chr4

128888678
128888774
128891058
128891137
128883992
128884539
128936654
128936851
1.28E−03
3.72E−02
0.065


43861
MAN2B1
chr19

12648174
12648402
12649135
12649216
12647442
12647598
12649340
12649428
6.26E−04
2.33E−02
0.065


44242
PCBP1-AS1
chr2

69988741
69988838
69996685
69996888
69963281
69963500
70018014
70018131
9.80E−05
6.02E−03
0.065


3628
AC069281.2
chr7

100577496
100577558
100577663
100577740
100577272
100577389
100577821
100577912
1.37E−04
7.73E−03
0.064


6556
DTNBP1
chr6

15637743
15637804
15651312
15651363
15627342
15627475
15652086
15652140
1.31E−03
3.80E−02
0.064


12051
PINK1
chr1
+
20644489
20644672
20645559
20645723
20638128
20639992
20648504
20649231
5.97E−04
2.24E−02
0.064


36036
HDAC7
chr12

47795905
47796016
47796214
47796298
47795586
47795767
47797016
47797142
7.99E−07
1.47E−04
0.064


37661
CMTM1
chr16
+
66571136
66571270
66577103
66577202
66569935
66570094
66578830
66579135
5.09E−04
2.01E−02
0.064


43788
CDC23
chr5

138191861
138191937
138192268
138192388
138191473
138191535
138192503
138192657
1.74E−03
4.59E−02
0.064


44363
PCBP1-AS1
chr2

70055713
70055910
70083506
70083687
70051202
70051305
70085546
70085624
6.51E−04
2.40E−02
0.064


44364
PCBP1-AS1
chr2

70055713
70055910
70083537
70083687
70051202
70051305
70085546
70085624
7.09E−04
2.51E−02
0.064


18703
EHBP1L1
chr11
+
65579935
65579989
65580080
65580259
65579340
65579436
65580336
65580479
9.66E−04
3.05E−02
0.063


24801
ANKZF1
chr2
+
219234132
219234288
219234825
219235312
219233714
219233943
219235473
219235585
1.21E−03
3.60E−02
0.063


28378
AC118553.2
chr1
+
100049908
100050004
100058665
100058728
100043072
100043229
100059877
100060005
1.04E−06
1.80E−04
0.063


32358
NAE1
chr16

66816580
66816672
66816964
66817028
66813786
66813846
66817424
66817487
3.00E−05
2.44E−03
0.063


35148
GIT1
chr17

29575629
29575703
29575811
29575898
29575287
29575470
29576077
29576131
3.75E−04
1.61E−02
0.063


40779
CREBBP
chr16

3770569
3770986
3773750
3773930
3769173
3769353
3774568
3774693
1.03E−03
3.19E−02
0.063


2063
RALY
chr20
+
34073818
34073866
34075873
34076040
34073562
34073635
34078504
34078553
1.24E−05
1.24E−03
0.062


2718
XAF1
chr17
+
6759255
6759718
6760405
6760601
6758088
6758224
6762154
6762240
1.26E−08
4.95E−06
0.062


4191
CCM2
chr7
+
45038252
45038426
45063917
45064001
45000187
45000363
45073459
45073571
5.75E−04
2.18E−02
0.062


5619
CPSF7
chr11

61416104
61416162
61416363
61416519
61415665
61415784
61419948
61420094
6.88E−05
4.58E−03
0.062


7468
CAST
chr5
+
96740037
96740118
96740744
96740783
96737848
96737947
96741265
96741358
1.66E−03
4.42E−02
0.062


19129
SMG5
chr1

156259004
156259163
156260450
156260626
156253448
156253508
156261332
156261408
4.67E−05
3.45E−03
0.062


28274
PVT1
chr8
+
128070159
128070272
128082752
128082848
127989161
127989291
128096517
128096654
7.86E−05
5.12E−03
0.062


38793
RGS6
chr14
+
72518350
72518537
72536185
72536275
72510153
72510279
72562416
72562467
4.43E−04
1.82E−02
0.062


44930
SUMF2
chr7
+
56074173
56074218
56074585
56074736
56072996
56073111
56076833
56076889
9.56E−04
3.03E−02
0.062


2061
RALY
chr20
+
34073818
34073866
34075873
34076040
34073562
34073635
34077027
34077245
1.26E−05
1.25E−03
0.061


2065
RALY
chr20
+
34073818
34073866
34075873
34076040
34073562
34073635
34079909
34084884
1.29E−05
1.27E−03
0.061


6581
MLKL
chr16

74678898
74678980
74682650
74682786
74675612
74675764
74685485
74685583
4.87E−04
1.96E−02
0.061


11114
ITPA
chr20
+
3218516
3218632
3221840
3221917
3215211
3215312
3223365
3223449
6.31E−05
4.30E−03
0.061


13915
GATAD2A
chr19
+
19494293
19494383
19495753
19495885
19492580
19492712
19496051
19496219
7.80E−04
2.68E−02
0.061


16309
MKNK1
chr1

46568442
46568498
46572062
46572167
46565040
46565136
46574946
46575020
1.04E−03
3.21E−02
0.061


23799
MIR4435-2HG
chr2

111248147
111248241
111344060
111344237
111239801
111239996
111367486
111367575
1.18E−03
3.53E−02
0.061


42499
SSBP4
chr19
+
18427897
18427982
18430840
18430930
18427751
18427813
18431352
18431418
2.11E−05
1.85E−03
0.061


4188
CCM2
chr7
+
45038252
45038426
45063917
45064001
45000187
45000363
45072725
45072783
9.67E−04
3.05E−02
0.06


26429
TNFRSF1A
chr12

6329777
6330066
6330852
6330926
6328756
6329622
6333068
6333147
6.58E−04
2.41E−02
0.06


40102
TLE3
chr15

70056297
70056374
70057458
70057658
70055048
70055298
70058158
70058291
1.09E−04
6.55E−03
0.06


20024
ARHGAP25
chr2
+
68775220
68775420
68782232
68782320
68734810
68735260
68787839
68787956
8.98E−04
2.91E−02
0.059


27329
TRAK1
chr3
+
42200817
42201054
42202435
42202752
42199176
42199253
42209766
42209985
1.82E−03
4.71E−02
0.059


31707
LRCH3
chr3
+
197858833
197858905
197865422
197865471
197854391
197854445
197866111
197866219
1.69E−03
4.50E−02
0.059


40103
TLE3
chr15

70056297
70056374
70057473
70057658
70055048
70055298
70058158
70058291
1.24E−04
7.18E−03
0.059


44810
PLD3
chr19
+
40366772
40366915
40367695
40367879
40366609
40366684
40369907
40370011
1.83E−03
4.72E−02
0.059


1844
ADA
chr20

44623006
44623078
44624201
44624329
44622828
44622930
44625568
44625684
4.33E−04
1.79E−02
0.058


18484
SHISA5
chr3

48469360
48469573
48469727
48469843
48467875
48469186
48473009
48473208
2.43E−04
1.19E−02
0.058


20510
NCF1
chr7
+
74787983
74788088
74788558
74788704
74785181
74785299
74789038
74789376
2.97E−04
1.35E−02
0.058


33100
NUP88
chr17

5387778
5387904
5388801
5388960
5387385
5387670
5391560
5391662
5.16E−04
2.03E−02
0.058


41469
USB1
chr16
+
58014272
58014326
58017333
58017439
58009928
58010112
58018971
58019055
3.30E−04
1.46E−02
0.058


42777
FMNL1
chr17
+
45240475
45240625
45241128
45241230
45238954
45239065
45241381
45241634
6.87E−04
2.48E−02
0.058


8604
CYB5R4
chr6
+
83914415
83914448
83922437
83922470
83909008
83909090
83924469
83924592
7.92E−05
5.14E−03
0.057


32341
NFKB2
chr10
+
102398384
102398523
102399287
102399497
102398211
102398297
102399576
102399718
1.05E−03
3.23E−02
0.057


33101
NUP88
chr17

5387778
5387952
5388801
5388960
5387604
5387670
5391560
5391662
1.07E−03
3.26E−02
0.057


36501
RCBTB2
chr13

48511769
48511877
48512015
48512174
48510628
48510771
48512728
48512895
1.44E−03
4.06E−02
0.057


37703
STRADA
chr17

63713405
63713527
63714005
63714108
63710727
63710836
63726637
63726695
4.23E−04
1.76E−02
0.057


40002
CRTC2
chr1

153951259
153951666
153952017
153952262
153949114
153949384
153952396
153952446
8.94E−04
2.91E−02
0.057


43264
UNC13D
chr17

75839838
75839942
75840017
75840110
75836800
75836918
75840224
75840304
2.71E−04
1.28E−02
0.057


8369
ICE1
chr5
+
5460435
5465226
5466333
5466502
5457331
5457741
5468827
5468988
1.78E−03
4.65E−02
0.056


13557
TMBIM1
chr2

218278514
218278565
218279037
218279091
218277934
218277974
218279288
218279353
1.05E−05
1.12E−03
0.056


25013
SH2D3C
chr9

127747146
127747271
127749210
127749665
127744563
127745099
127751171
127751300
2.10E−04
1.07E−02
0.056


29620
SLC44A2
chr19
+
10635162
10635255
10635430
10635515
10634755
10635073
10636322
10636585
4.12E−04
1.73E−02
0.056


35066
SORL1
chr11
+
121488031
121488193
121490042
121490110
121478117
121478243
121496868
121497049
8.62E−05
5.49E−03
0.056


35395
LTBR
chr12
+
6386346
6386444
6388397
6388505
6386065
6386162
6388799
6388825
1.54E−03
4.23E−02
0.056


39701
CHP1
chr15
+
41262755
41262883
41270556
41270618
41256909
41256990
41278766
41278889
6.70E−05
4.48E−03
0.056


42041
CTDNEP1
chr17

7244550
7244635
7246025
7246137
7243590
7244245
7246253
7246370
5.60E−04
2.14E−02
0.056


20271
RPS12
chr6
+
132816460
132816563
132816959
132817061
132814971
132815224
132817479
132817564
1.94E−05
1.72E−03
0.055


31375
WDFY4
chr10
+
48963841
48964054
48966525
48966673
48959721
48959813
48969063
48969248
1.73E−03
4.58E−02
0.055


31757
FANCA
chr16

89748658
89748767
89749729
89749902
89746830
89746890
89758576
89758705
4.75E−05
3.50E−03
0.055


1984
CPNE1
chr20

35627279
35627413
35630438
35631034
35626566
35626803
35631113
35631173
8.80E−04
2.89E−02
0.054


1985
CPNE1
chr20

35627279
35627413
35630900
35631034
35626566
35626803
35631113
35631173
7.38E−04
2.58E−02
0.054


11215
OSBPL11
chr3

125563697
125563843
125567393
125567595
125560378
125560519
125576188
125576365
7.18E−04
2.53E−02
0.054


17747
RHOT1
chr17
+
32176160
32176213
32182756
32182865
32175961
32176015
32183170
32183272
6.47E−04
2.39E−02
0.054


41189
ITGAL
chr16
+
30513770
30513846
30516972
30517086
30511049
30511136
30517648
30517705
8.72E−04
2.88E−02
0.054


23035
INTS8
chr8
+
94831991
94832174
94836523
94836631
94828974
94829026
94838462
94838618
1.42E−03
4.02E−02
0.053


24937
DBNL
chr7
+
44058431
44058480
44058901
44058983
44057781
44058280
44059353
44059449
6.45E−04
2.39E−02
0.053


30060
GSN
chr9
+
121321267
121321401
121324553
121324644
121318664
121318880
121326511
121326682
5.82E−04
2.20E−02
0.053


7203
CNOT3
chr19
+
54146600
54146657
54148147
54148535
54145909
54146043
54148619
54148699
2.93E−04
1.34E−02
0.052


12005
DAGLB
chr7

6421726
6421804
6425987
6426114
6416840
6416921
6432836
6432959
1.40E−04
7.83E−03
0.052


24938
DBNL
chr7
+
44058431
44058480
44058877
44058983
44058128
44058280
44059353
44059449
6.28E−04
2.34E−02
0.052


29289
STXBP2
chr19
+
7645196
7645306
7646248
7646344
7644613
7644752
7647161
7647247
3.42E−04
1.51E−02
0.052


34644
SNHG29
chr17
+
16439527
16439703
16440184
16440253
16439326
16439414
16441367
16442028
1.38E−06
2.20E−04
0.052


43261
UNC13D
chr17

75831097
75831169
75831242
75831348
75830577
75830661
75832965
75833045
7.85E−04
2.69E−02
0.052


44479
FCHO1
chr19
+
17766668
17766810
17770424
17770577
17764374
17764449
17770791
17770827
6.78E−04
2.46E−02
0.052


1774
SLC35C2
chr20

46350760
46350890
46352050
46352226
46345979
46350524
46354881
46354965
1.51E−03
4.19E−02
0.051


14640
WDR47
chr1

108981732
108981864
108982608
108982785
108974535
108974754
108983281
108983451
2.15E−07
4.90E−05
0.051


19480
MKNK2
chr19

2041039
2041204
2041839
2042034
2038247
2040177
2042426
2042522
1.08E−03
3.30E−02
0.051


25060
INPP5D
chr2
+
233125747
233125919
233130507
233130648
233122106
233122257
233139841
233139929
1.78E−03
4.65E−02
0.051


31271
LRCH4
chr7

100576901
100577005
100577496
100577558
100576693
100576777
100577663
100577740
9.38E−04
3.01E−02
0.051


33014
TTC7A
chr2
+
47011330
47011435
47021861
47021979
47006640
47006724
47023407
47023465
3.55E−04
1.55E−02
0.051


34325
UNC93B1
chr11

67997674
67997799
67998358
67998452
67996601
67996784
67999172
67999305
1.33E−03
3.84E−02
0.051


40254
PDE4B
chr1
+
66363406
66363571
66365666
66365766
66363167
66363266
66367695
66367850
1.84E−03
4.76E−02
0.051


8593
HLA-DRB1
chr6

32581556
32581838
32584108
32584378
32580745
32580856
32589642
32589848
3.00E−07
6.47E−05
0.05


26427
TNFRSF1A
chr12

6329777
6330066
6330266
6330295
6328756
6329622
6330597
6330711
7.09E−04
2.51E−02
0.05


28374
AC118553.2
chr1
+
100017681
100017815
100049908
100050004
100015301
100015420
100058665
100058728
8.74E−04
2.88E−02
0.05


32012
FGR
chr1

27615688
27615844
27616856
27617006
27615433
27615613
27617192
27617296
5.53E−04
2.13E−02
0.05


41634
COG4
chr16

70481358
70481487
70481763
70481865
70480567
70481144
70482091
70482175
1.98E−03
4.97E−02
0.05


5822
FLOT1
chr6

30740678
30740798
30741613
30741704
30740495
30740591
30741791
30741867
1.07E−03
3.27E−02
−0.05


7218
CAMK1D
chr10
+
12791157
12791233
12814194
12814307
12769672
12769799
12816249
12816328
3.83E−04
1.64E−02
−0.05


26168
LMBR1
chr7

156724111
156724178
156734176
156734257
156680876
156684163
156756392
156756465
5.37E−04
2.09E−02
−0.05


30140
TSC2
chr16
+
2058746
2058873
2060669
2060813
2057104
2057178
2060952
2061039
6.70E−11
6.49E−08
−0.05


32024
FGR
chr1

27621558
27621657
27625088
27625151
27617192
27617296
27635064
27635185
1.94E−05
1.72E−03
−0.05


33292
NAA60
chr16
+
3448470
3448540
3479470
3479600
3443705
3443827
3482501
3482598
4.67E−11
4.73E−08
−0.05


41720
INTS6
chr13

51395299
51395483
51423029
51423090
51387385
51387540
51430293
51430383
5.78E−07
1.11E−04
−0.05


6653
TTC16
chr9
+
127724755
127724897
127726238
127726404
127724119
127724364
127726969
127727112
2.22E−04
1.12E−02
−0.051


7255
H2AZ2
chr7

44835528
44835658
44843276
44843354
44831977
44834562
44847968
44848087
3.68E−04
1.59E−02
−0.051


17900
AC004997.1
chr22

30288705
30288776
30292772
30292851
30287372
30287560
30293650
30293805
1.39E−08
5.32E−06
−0.051


29606
SPTLC1
chr9

92076797
92077035
92079433
92079566
92067965
92068098
92080015
92080088
7.21E−04
2.54E−02
−0.051


32122
BAG6
chr6

31640384
31640528
31640644
31640704
31640198
31640306
31640791
31640938
2.42E−04
1.19E−02
−0.051


33514
TTC17
chr11
+
43414589
43414776
43436163
43436334
43407352
43407577
43443324
43443584
7.31E−04
2.56E−02
−0.051


36731
CDK16
chrX
+
47227378
47227469
47228566
47228644
47227159
47227223
47228730
47229251
1.51E−03
4.19E−02
−0.051


38149
NAXD
chr13
+
110622215
110622366
110624233
110624279
110615590
110615647
110627438
110627547
1.48E−05
1.41E−03
−0.051


39325
IGFLR1
chr19

35739709
35740086
35740379
35740564
35739256
35739626
35741023
35741223
6.10E−04
2.28E−02
−0.051


3618
GOLGA7
chr8
+
41490832
41490965
41497508
41497661
41490481
41490617
41505910
41506012
1.17E−06
1.96E−04
−0.052


10432
YY1AP1
chr1

155679408
155679512
155680415
155680456
155670319
155670464
155688070
155688201
4.95E−08
1.49E−05
−0.052


10433
YY1AP1
chr1

155679408
155679512
155680415
155680456
155675009
155675096
155688070
155688201
2.74E−08
9.63E−06
−0.052


11519
CASC4
chr15
+
44328684
44328787
44338236
44338317
44322964
44323019
44379689
44379788
1.88E−03
4.83E−02
−0.052


23465
PTDSS1
chr8
+
96284108
96284153
96287021
96287146
96273298
96273390
96295097
96295256
6.11E−04
2.28E−02
−0.052


28076
CEP290
chr12

88059897
88060020
88060829
88060994
88055575
88055717
88062691
88062778
4.15E−04
1.73E−02
−0.052


31401
TIMM23B-AGAP6
chr10
+
49973011
49973142
49987164
49987234
49958369
49958480
49988750
49988938
3.22E−05
2.58E−03
−0.052


41036
IL21R
chr16
+
27430055
27430120
27434346
27434449
27403079
27403220
27437487
27437687
1.39E−04
7.82E−03
−0.052


44107
DNMT1
chr19

10180777
10180885
10182040
10182077
10180349
10180569
10194819
10194953
1.01E−04
6.20E−03
−0.052


3280
PDIA4
chr7

149005140
149005374
149005896
149006053
149003061
149004209
149008158
149008310
1.26E−04
7.24E−03
−0.053


3969
SIPA1
chr11
+
65647383
65647658
65649261
65649480
65646455
65647065
65649560
65649672
1.26E−03
3.69E−02
−0.053


4385
POLR2F
chr22
+
37956772
37956842
37959345
37959476
37953696
37953807
37967098
37967170
1.81E−03
4.70E−02
−0.053


5438
POLL
chr10

101582762
101582891
101583507
101583681
101580247
101580416
101584877
101584919
1.75E−03
4.60E−02
−0.053


19703
PSMA5
chr1

109415236
109415363
109421859
109421926
109411952
109413135
109426301
109426427
1.91E−04
1.00E−02
−0.053


20366
PAFAH2
chr1

25989447
25989601
25990726
25990921
25988230
25988327
25998024
25998044
4.13E−04
1.73E−02
−0.053


24383
MOV10
chr1
+
112674847
112675049
112688934
112689138
112674486
112674729
112689414
112689650
3.24E−04
1.45E−02
−0.053


24451
HMGB2
chr4

173333068
173333214
173333499
173333669
173332820
173332995
173334271
173334358
1.37E−03
3.91E−02
−0.053


24732
PYCR2
chr1

225922203
225922383
225923700
225923771
225921857
225922079
225924043
225924250
1.31E−03
3.79E−02
−0.053


35445
B4GALT3
chr1

161173858
161174049
161176433
161176579
161173604
161173727
161177422
161177479
9.86E−04
3.10E−02
−0.053


40663
RHOT2
chr16
+
672488
672566
672702
672825
672253
672384
672927
673130
1.56E−03
4.25E−02
−0.053


757
DDX17
chr22

38494629
38494802
38495795
38495937
38494020
38494131
38498084
38498150
1.60E−03
4.33E−02
−0.054


9267
NQO2
chr6
+
3004494
3004651
3006467
3006559
3003668
3003789
3010024
3010189
0.00E+00
0.00E+00
−0.054


11532
WDR70
chr5
+
37437921
37437981
37443238
37443372
37396374
37396570
37479833
37479987
8.58E−04
2.84E−02
−0.054


23044
INTS8
chr8
+
94841490
94841591
94842346
94842488
94838462
94838618
94849461
94849532
1.96E−03
4.93E−02
−0.054


25751
EXOSC1
chr10

97441170
97441259
97445731
97445847
97438662
97438703
97445954
97445973
5.51E−04
2.13E−02
−0.054


33783
RABEPK
chr9
+
125203007
125203066
125213369
125213522
125200779
125200906
125220326
125220397
7.05E−08
1.97E−05
−0.054


42447
UTP6
chr17

31884423
31884505
31885979
31886061
31880180
31880754
31887235
31887313
4.06E−04
1.71E−02
−0.054


2013
TRPC4AP
chr20

35021189
35021356
35035122
35035308
35016007
35016139
35044504
35044712
2.04E−04
1.05E−02
−0.055


2723
XAF1
chr17
+
6759661
6759718
6762154
6762240
6758088
6758224
6770642
6770984
1.45E−03
4.06E−02
−0.055


4411
ZDHHC4
chr7
+
6578565
6578720
6580554
6580678
6577433
6577720
6581606
6581680
6.44E−04
2.38E−02
−0.055


6440
PHYKPL
chr5

178224447
17822456
178231404
178231523
178222851
178222934
178232491
178232802
1.14E−03
3.45E−02
−0.055


7454
CAST
chr5
+
96675538
96675601
96695835
96695907
96662202
96662497
96722638
96722698
1.34E−03
3.85E−02
−0.055


9739
PPA2
chr4

105437949
105438036
105453597
105453642
105424195
105424322
105456680
105456745
1.53E−03
4.22E−02
−0.055


26076
RBM6
chr3
+
49972058
49972148
49975322
49975392
49962575
49962685
50048244
50048319
6.68E−04
2.44E−02
−0.055


31571
DDX21
chr10
+
68974669
68974743
68977528
68977688
68973544
68973664
68978841
68978976
6.66E−04
2.43E−02
−0.055


36498
RCBTB2
chr13

48502723
48502914
48510628
48510771
48501741
48501868
48511769
48511877
1.52E−03
4.19E−02
−0.055


42367
ABCA7
chr19
+
1050920
1051052
1051154
1051294
1049265
1049437
1051448
1051586
2.25E−04
1.13E−02
−0.055


566
LMF2
chr22

50506284
50506502
50506637
50506666
50506034
50506213
50506781
50507035
8.30E−06
9.30E−04
−0.056


20059
PHC2
chr1

33332274
33332404
33334184
33334292
33331347
33331462
33349596
33349772
1.12E−03
3.38E−02
−0.056


23916
WDSUB1
chr2

159248371
159248512
159259809
159259843
159235792
159236190
159271701
159271795
4.05E−06
5.21E−04
−0.056


24950
JAK1
chr1

64883276
64883475
64886258
64886341
64879024
64879148
64966332
64966361
8.22E−04
2.77E−02
−0.056


29542
IFTAP
chr11
+
36610080
36610239
36633283
36633438
36594492
36594761
36636050
36636117
1.35E−03
3.86E−02
−0.056


33784
RABEPK
chr9
+
125207563
125207721
125213369
125213522
125203007
125203066
125220326
125220397
3.56E−10
2.72E−07
−0.056


4249
SNX10
chr7
+
26346419
26346466
26360974
26361061
26291861
26292086
26364534
26364635
4.98E−04
1.98E−02
−0.057


12019
DAGLB
chr7

6432836
6432959
6445952
6446104
6425987
6426114
6447747
6447932
1.23E−04
7.12E−03
−0.057


12968
DEK
chr6

18257952
18258062
18258303
18258405
18256360
18256455
18263842
18263996
1.88E−03
4.82E−02
−0.057


23917
WDSUB1
chr2

159248371
159248512
159271701
159271795
159235792
159236190
159275545
159275638
1.02E−04
6.24E−03
−0.057


31125
LAIR1
chr19

54360915
54361209
54364294
54364330
54360021
54360072
54364770
54364807
3.23E−04
1.45E−02
−0.057


31834
VDAC2
chr10
+
75212229
75212298
75214020
75214070
75211133
75211189
75217887
75217991
5.50E−06
6.71E−04
−0.057


31943
PPP4R3B
chr2

55598415
55599039
55603977
55604076
55588878
55588956
55615450
55615506
1.84E−03
4.75E−02
−0.057


37940
DLEU2
chr13

50044639
50044768
50049583
50049662
50029277
50029492
50068096
50068163
1.43E−04
7.98E−03
−0.057


39170
STK38
chr6

36525590
36525642
36540071
36540207
36524340
36524463
36547189
36547479
6.60E−05
4.44E−03
−0.057


42639
STAT5B
chr17

42227528
42227685
42231999
42232137
42224778
42224868
42276247
42276391
1.58E−03
4.28E−02
−0.057


700
DESI1
chr22

41604043
41604153
41607261
41607331
41603258
41603381
41607839
41607861
4.08E−04
1.71E−02
−0.058


4195
CCM2
chr7
+
45038252
45038426
45069825
45069961
45000248
45000363
45073459
45073571
1.11E−05
1.15E−03
−0.058


4501
PREX1
chr20

48708259
48708421
48747808
48747880
48700752
48700886
48827641
48827999
2.87E−04
1.33E−02
−0.058


8547
TMEM87A
chr15

42233212
42233306
42236319
42236419
42231191
42231260
42237431
42237615
1.27E−03
3.71E−02
−0.058


10943
NEPRO
chr3

113011044
113011406
113012733
113013403
113010642
113010704
113013952
113014032
5.40E−04
2.09E−02
−0.058


28639
WDR37
chr10
+
1072115
1072293
1077906
1078003
1056403
1056564
1080010
1080106
3.99E−07
8.20E−05
−0.058


31124
LAIR1
chr19

54360915
54361206
54364294
54364330
54360021
54360072
54364770
54364995
2.96E−04
1.35E−02
−0.058


31126
LAIR1
chr19

54360915
54361243
54364294
54364330
54360021
54360072
54364770
54364931
3.16E−04
1.42E−02
−0.058


36293
SUPT20H
chr13

37047534
37047601
37047877
37047936
37045246
37045373
37051487
37051583
1.59E−03
4.30E−02
−0.058


38204
CDC16
chr13
+
114236644
114236699
114236798
114236896
114234886
114235132
114238989
114239028
1.05E−03
3.22E−02
−0.058


40415
JPX
chrX
+
73946998
73947374
73994863
73994961
73944583
73944662
73998767
73998844
1.20E−03
3.57E−02
−0.058


44053
RBM23
chr14

22911785
22911903
22913723
22913845
22911327
22911403
22918998
22919149
3.25E−06
4.40E−04
−0.058


44493
RPL18A
chr19
+
17861292
17861472
17862093
17862223
17859909
17859974
17862917
17863027
6.70E−04
2.44E−02
−0.058


85
LINC00893
chrX

149529512
149529593
149532881
149533055
149529366
149529428
149533629
149534374
5.96E−10
4.26E−07
−0.059


4414
ZDHHC4
chr7
+
6578565
6578746
6580554
6580678
6577467
6577720
6581606
6581680
1.19E−04
6.97E−03
−0.059


4597
SND1
chr7
+
127686612
127686762
127694827
127694948
127652193
127652451
127698874
127698953
1.79E−03
4.67E−02
−0.059


4674
SLC3A2
chr11
+
62881892
62882066
62882907
62882999
62880871
62881447
62884456
62884525
1.10E−04
6.58E−03
−0.059


5544
RBM33
chr7
+
155700772
155700944
155706859
155707068
155680668
155680908
155711172
155711455
4.11E−05
3.14E−03
−0.059


9328
TMEM63A
chr1

225867887
225868030
225871075
225871113
225867111
225867163
225871986
225872053
9.97E−04
3.12E−02
−0.059


13598
MEF2D
chr1

156477011
156477202
156479289
156479346
156475107
156475237
156479585
156479796
1.75E−03
4.59E−02
−0.059


35081
NLRC5
chr16
+
57028071
57028385
57029772
57029856
57026638
57027018
57029994
57030084
1.43E−03
4.03E−02
−0.059


45057
POLD2
chr7

44117942
44118064
44121833
44122109
44117583
44117742
44123510
44123532
1.22E−03
3.62E−02
−0.059


4790
TNFSF13
chr17
+
7559623
7559702
7560048
7560167
7558475
7559297
7560349
7560488
6.48E−04
2.39E−02
−0.06


9916
NTAN1
chr16

15044333
15044407
15047417
15047550
15041622
15041676
15047854
15047920
1.89E−03
4.83E−02
−0.06


22426
VPS53
chr17

661808
661895
697417
697484
655837
655953
710532
710613
2.79E−04
1.30E−02
−0.06


23901
TANGO2
chr22
+
20036759
20037094
20043354
20043443
20021138
20021246
20052464
20052584
1.92E−06
2.87E−04
−0.06


27969
ARHGEF40
chr14
+
21073044
21073242
21073931
21075180
21070272
21070399
21075331
21075553
7.07E−04
2.51E−02
−0.06


34244
ZDHHC24
chr11

66526935
66527006
66543703
66543981
66524154
66524276
66545722
66546036
1.85E−03
4.76E−02
−0.06


42374
ABCA7
chr19
+
1055906
1055939
1056065
1056243
1055082
1055351
1056329
1056499
9.44E−04
3.02E−02
−0.06


3713
SAMD9L
chr7

93144731
93144833
93145384
93145532
93130762
93135991
93145908
93146040
7.31E−06
8.43E−04
−0.061


6535
EPSTI1
chr13

42953947
42954021
42969093
42970670
42926335
42926429
42991977
42992271
3.94E−04
1.67E−02
−0.061


10849
POLR3C
chr1
+
145833489
145833582
145838055
145838206
145833259
145833364
145839889
145839991
2.24E−04
1.13E−02
−0.061


17923
ECHDC1
chr6

127316449
127316502
127330808
127331030
127314815
127314896
127343335
127343609
1.90E−03
4.84E−02
−0.061


20812
GMDS-DT
chr6
+
2269697
2269799
2271815
2273417
2263600
2263684
2360543
2362108
5.82E−08
1.74E−05
−0.061


23923
WDSUB1
chr2

159256195
159256375
159271701
159271795
159248371
159248512
159275545
159275638
9.35E−05
5.83E−03
−0.061


24591
TYROBP
chr19

35907445
35907580
35907729
35907762
35907217
35907261
35908167
35908295
2.51E−04
1.21E−02
−0.061


25076
TTC13
chr1

230931297
230931472
230931735
230931877
230928936
230929093
230933778
230933861
1.03E−03
3.19E−02
−0.061


28367
PHF20L1
chr8
+
132814636
132814889
132816887
132817076
132811045
132811128
132817338
132817545
1.24E−03
3.65E−02
−0.061


28514
CORO1C
chr12

108662028
108662158
108701123
108701323
108658737
108658919
108731428
108731596
1.44E−03
4.06E−02
−0.061


17921
ECHDC1
chr6

127316449
127316502
127326997
127327144
127314815
127314896
127330808
127331030
7.33E−05
4.80E−03
−0.062


5102
SMIM8
chr6
+
87337008
87337166
87371592
87371712
87322604
87322632
87375461
87375710
1.06E−07
2.80E−05
−0.063


10941
NEPRO
chr3

113011044
113011165
113012733
113013403
113010642
113010704
113013952
113014032
3.12E−04
1.41E−02
−0.063


14464
HLA-C
chr6

31269337
31269385
31269492
31269525
31268748
31269173
31269965
31270085
3.84E−04
1.64E−02
−0.063


18942
BBS9
chr7
+
33357854
33357995
33367766
33367862
33349067
33349170
33383665
33383838
2.87E−05
2.37E−03
−0.063


35912
AMD1
chr6
+
110887504
110887591
110888856
110888983
110874784
110875215
110890253
110890356
1.32E−03
3.82E−02
−0.063


44977
ERCC1
chr19

45413962
45414034
45414860
45414960
45413676
45413745
45416820
45416897
8.87E−05
5.63E−03
−0.063


12722
DLG1
chr3

197194424
197194589
197282678
197282845
197142717
197142768
197296345
197296400
2.35E−04
1.16E−02
−0.064


31413
ZFAND1
chr8

81713917
81714039
81714803
81715114
81702968
81703124
81718181
81718224
1.54E−06
2.41E−04
−0.064


37049
MAPKAPK5
chr12
+
111865249
111865323
111867571
111867669
111842227
111842769
111868752
111868861
1.52E−03
4.19E−02
−0.064


23304
CELF1
chr11

47473087
47473231
47475335
47475521
47472190
47472357
47476845
47476956
1.14E−03
3.45E−02
−0.065


28227
PVT1
chr8
+
127795893
127796008
128070159
128070272
127794682
127794734
128096517
128096654
1.97E−03
4.96E−02
−0.065


29161
WASH3P
chr15
+
101966069
101966223
101971822
101972049
101961617
101961641
101972407
101972465
1.18E−05
1.20E−03
−0.065


35667
CNOT2
chr12
+
70278131
70278274
70310894
70311017
70242993
70243480
70319297
70319364
1.91E−06
2.87E−04
−0.065


42479
RFFL
chr17

35021370
35021781
35026373
35026561
35016369
35016580
35089104
35089295
5.51E−09
2.40E−06
−0.065


13333
LONP2
chr16
+
48258617
48258740
48261423
48261587
48252130
48252365
48262777
48262872
2.97E−05
2.43E−03
−0.066


25217
ARIH2
chr3
+
48961611
48961679
48967124
48967275
48927461
48927813
48968533
48968655
3.59E−04
1.56E−02
−0.066


12217
SNX22
chr15
+
64152637
64152742
64153651
64153684
64151714
64151850
64153934
64154903
1.85E−04
9.74E−03
−0.067


12379
SCAP
chr3

47417121
47417207
47417303
47417823
47415097
47415180
47418133
47418249
9.43E−04
3.02E−02
−0.067


16211
VASP
chr19
+
45522717
45522818
45523840
45523877
45522339
45522581
45524096
45524142
1.24E−03
3.66E−02
−0.067


29953
FKBP15
chr9

113199813
113199963
113202530
113202629
113198854
113198923
113202960
113203035
7.85E−04
2.69E−02
−0.067


22981
PSD4
chr2
+
113184956
113185073
113185364
113185440
113182345
113183512
113185876
113186255
1.62E−03
4.36E−02
−0.068


23041
INTS8
chr8
+
94838462
94838618
94842346
94842488
94836523
94836631
94849461
94849532
3.63E−04
1.57E−02
−0.068


23898
TANGO2
chr22
+
20036759
20036854
20043354
20043443
20021068
20021246
20052464
20052584
4.69E−06
5.87E−04
−0.068


26239
TMEM127
chr2

96254832
96254997
96265137
96265512
96248513
96254115
96265868
96265997
6.96E−04
2.50E−02
−0.068


31705
LRCH3
chr3
+
197854391
197854445
197858833
197858905
197852560
197852620
197865422
197865471
2.28E−04
1.14E−02
−0.068


34542
KDM5C
chrX

53218275
53218398
53220838
53220916
53217795
53217966
53224739
53225422
7.86E−04
2.69E−02
−0.068


38056
BBS1
chr11
+
66519616
66519748
66521269
66521376
66515860
66515933
66523171
66523365
4.89E−06
6.09E−04
−0.068


6520
SRP14-AS1
chr15
+
40056452
40056641
40064295
40064601
40045960
40046069
40065220
40065705
1.78E−03
4.65E−02
−0.069


11629
SOS1
chr2

38987472
38987591
38995122
38995387
38981548
38986315
38996921
38997038
1.28E−03
3.72E−02
−0.069


12817
RNF121
chr11
+
71994718
71994852
71995439
71995551
71990596
71990717
71996194
71997597
9.06E−04
2.93E−02
−0.069


20927
PDCD6
chr5
+
272710
272772
311292
311402
271620
271821
314416
314974
8.73E−04
2.88E−02
−0.069


30589
SEC16A
chr9

136451255
136451408
136453427
136453510
136448083
136448161
136454108
136454327
5.17E−06
6.37E−04
−0.069


42425
ADAP2
chr17
+
30931888
30931968
30934184
30934297
30922939
30923070
30944906
30945053
3.24E−10
2.54E−07
−0.069


3555
DNAJC2
chr7

103337735
103337811
103341763
103341865
103327655
103327754
103344558
103344622
1.81E−03
4.70E−02
−0.07


10981
RPS6KB1
chr17
+
59914634
59914703
59926434
59926582
59912683
59912804
59930116
59930174
1.20E−04
6.99E−03
−0.07


12816
RNF121
chr11
+
71994718
71994852
71995449
71995551
71990596
71990717
71996194
71996275
6.57E−04
2.41E−02
−0.07


28077
CEP290
chr12

88059897
88060020
88060829
88060994
88058847
88059020
88062691
88062778
1.87E−03
4.82E−02
−0.07


28229
PVT1
chr8
+
127795893
127796071
128070159
128070272
127794564
127794734
128096517
128096654
2.73E−04
1.28E−02
−0.07


44010
EXOSC9
chr4
+
121802914
121803017
121804621
121804759
121802673
121802793
121807539
121807622
7.79E−04
2.68E−02
−0.07


44969
CLPTM1
chr19
+
44961962
44962075
44973086
44973210
44955379
44955467
44974438
44974597
2.53E−04
1.22E−02
−0.07


4504
PREX1
chr20

48734545
48734650
48747808
48747880
48726289
48726391
48827641
48827999
8.83E−04
2.89E−02
−0.071


14881
IL15
chr4
+
141688821
141689035
141720468
141720566
141656185
141656307
141721058
141721177
2.01E−06
2.98E−04
−0.071


39256
MTA1
chr14
+
105445417
105445511
105450057
105450184
105438671
105438739
105450260
105450324
3.53E−04
1.54E−02
−0.071


42809
EFCAB13
chr17
+
47361377
47361521
47391436
47391580
47347807
47347951
47394024
47394099
1.54E−04
8.50E−03
−0.071


44459
OCEL1
chr19
+
17226993
17227199
17228255
17228309
17226692
17226869
17229008
17229219
1.47E−07
3.56E−05
−0.071


6564
ZC3H7A
chr16

11763477
11763659
11765052
11765153
11762670
11762747
11765488
11765561
3.00E−05
2.44E−03
−0.072


12000
DAGLB
chr7

6416258
6416754
6416840
6416921
6412986
6413034
6421726
6421804
1.11E−16
8.07E−13
−0.072


20740
EIF2B4
chr2

27368371
27368463
27369005
27369212
27368024
27368113
27369413
27369549
7.43E−04
2.59E−02
−0.072


22606
EIF2D
chr1

206599002
206599092
206599462
206599612
206597099
206597195
206599732
206599836
7.11E−04
2.51E−02
−0.072


1113
GUSBP11
chr22

23705428
23705541
23709129
23709241
23694118
23695517
23709785
23709867
1.21E−05
1.23E−03
−0.073


16016
FBXO3
chr11

33768850
33769014
33770740
33770830
33758486
33758601
33774393
33774504
6.96E−04
2.50E−02
−0.073


16210
VASP
chr19
+
45522717
45522818
45523643
45523695
45522339
45522581
45523840
45523877
6.90E−04
2.49E−02
−0.073


28047
GRK3
chr22
+
25703509
25703576
25704108
25704209
25695106
25695214
25709897
25709964
8.06E−04
2.73E−02
−0.073


32173
PIK3AP1
chr10

96656797
96656934
96709566
96709983
96652697
96652842
96720381
96720514
8.41E−04
2.81E−02
−0.073


38205
CDC16
chr13
+
114236644
114236699
114236801
114236896
114234978
114235132
114238989
114239028
2.81E−04
1.31E−02
−0.073


3362
RALGAPB
chr20
+
38565358
38565478
38570768
38570847
38562531
38562697
38574149
38574298
1.66E−03
4.42E−02
−0.074


9220
PAPSS1
chr4

107693770
107694006
107701170
107701285
107687038
107687177
107720119
107720234
1.11E−04
6.61E−03
−0.074


12770
RABGAP1L
chr1
+
174370978
174371072
174393994
174394145
174304985
174305127
174637374
174637488
2.10E−04
1.07E−02
−0.074


14479
C1orf21
chr1
+
184477385
184477603
184507587
184507682
184387028
184387368
184590738
184590815
4.36E−04
1.80E−02
−0.074


31122
LAIR1
chr19

54360021
54360072
54361009
54361209
54356927
54356966
54364294
54364330
8.91E−04
2.91E−02
−0.074


31689
ST6GAL1
chr3
+
187038741
187038873
187042653
187043310
186963784
186963926
187051248
187051346
2.92E−04
1.34E−02
−0.074


7301
OGFOD1
chr16
+
56466151
56466268
56466875
56466967
56462533
56462634
56467164
56467198
1.90E−03
4.84E−02
−0.075


26360
ARAP2
chr4

36046709
36046849
36052005
36052053
36045978
36046076
36057969
36058143
8.93E−10
5.64E−07
−0.075


27608
FDX1
chr11
+
110435833
110435958
110456917
110457047
110429947
110430305
110462353
110464884
1.93E−03
4.88E−02
−0.075


28749
TTC39B
chr9

15225916
15226012
15267913
15267948
15214138
15214249
15307083
15307360
1.34E−03
3.86E−02
−0.075


44030
CD320
chr19

8302776
8302980
8303854
8304088
8302126
8302605
8305030
8305156
1.32E−03
3.81E−02
−0.075


4923
RUNX3
chr1

24919239
24919344
24927573
24927730
24907258
24907417
24929586
24929852
1.76E−03
4.61E−02
−0.076


19452
COP1
chr1

176163814
176163891
176175909
176176007
176162868
176162988
176184632
176184692
1.21E−03
3.59E−02
−0.076


25935
ANKRD27
chr19

32644324
32644479
32646458
32646615
32643571
32643631
32649681
32649792
6.73E−04
2.45E−02
−0.076


36155
TXLNA
chr1
+
32180313
32180514
32184524
32184616
32179674
32179776
32187953
32188124
2.11E−04
1.08E−02
−0.076


43598
TPGS2
chr18

36807846
36807934
36818893
36818973
36805373
36805502
36828682
36828730
2.80E−04
1.31E−02
−0.076


13149
MCTP1
chr5

94942347
94942427
94953218
94953361
94940083
94940195
95017366
95017484
1.74E−03
4.58E−02
−0.077


21116
AD000671.1
chr19
+
35752803
35752833
35752913
35752999
35752433
35752484
35753086
35753253
3.45E−04
1.52E−02
−0.077


24714
COQ7
chr16
+
19075720
19075860
19077305
19077374
19071927
19072106
19078080
19078283
3.53E−05
2.77E−03
−0.077


27874
NRF1
chr7
+
129657342
129657574
129671428
129671543
129611755
129611824
129677631
129677758
3.72E−04
1.60E−02
−0.077


29548
IFTAP
chr11
+
36610080
36610239
36633283
36633438
36594771
36594915
36636050
36636117
1.55E−05
1.45E−03
−0.077


38413
SCFD1
chr14
+
30633946
30634037
30638124
30638247
30630476
30630565
30639776
30639864
1.62E−03
4.36E−02
−0.077


7044
LY96
chr8
+
74010000
74010129
74026788
74026841
73991425
73991554
74028955
74029074
1.18E−03
3.53E−02
−0.078


19303
TMCO4
chr1

19770541
19770569
19780579
19780766
19755633
19755766
19787025
19787117
1.51E−03
4.18E−02
−0.078


24799
ANKZF1
chr2
+
219231927
219232040
219232259
219232362
219230227
219230405
219232489
219232683
2.03E−04
1.05E−02
−0.078


34178
SCYL1
chr11
+
65537966
65538182
65538269
65538324
65537811
65537880
65538441
65538704
1.02E−03
3.17E−02
−0.078


2313
PTPRA
chr20
+
2923206
2923285
2986764
2986849
2873488
2873760
2988031
2988105
.99E−04
2.50E−02
−0.079


15394
DRAM1
chr12
+
101897862
101897930
101908185
101908363
101877579
101877920
101914173
101914232
4.25E−04
1.77E−02
−0.079


24882
USP48
chr1

21747066
21747149
21748137
21748271
21736445
21736625
21751506
21751615
3.92E−06
5.08E−04
−0.079


27972
ARHGEF40
chr14
+
21076562
21076643
21076773
21076890
21076359
21076456
21078176
21078207
4.71E−04
1.91E−02
−0.079


37532
CHFR
chr12

132877554
132877654
132887195
132887340
132871904
132872394
132887546
132887564
4.18E−05
3.18E−03
−0.079


45064
GYS1
chr19

48978097
48978157
48981529
48981636
48977923
48978002
48982254
48982375
5.02E−04
1.99E−02
−0.079


6651
RORC
chr1

151813238
151813346
151813487
151813702
151812946
151813057
151814573
151814695
4.60E−08
1.41E−05
−0.08


17128
UVRAG
chr11
+
76004004
76004089
76007533
76007621
75983386
75983513
76008806
76008867
1.17E−03
3.51E−02
−0.08


19217
SIRPB1
chr20

1566152
1566267
1578337
1578694
1561384
1565497
1619868
1620009
4.88E−07
9.67E−05
−0.08


37776
TTI2
chr8

33509745
33509932
33511966
33512712
33507228
33507321
33513081
33513135
1.34E−04
7.56E−03
−0.08


19445
COP1
chr1

176149005
176149074
176184632
176184692
176135009
176135086
176206571
176206978
1.35E−03
3.86E−02
−0.081


22814
TMEM8B
chr9
+
35829876
35829955
35834460
35834650
35829227
35829391
35835010
35835218
2.02E−07
4.64E−05
−0.081


28090
CAPN12
chr19

38734318
38734389
38735369
38735429
38734141
38734204
38735501
38735544
1.83E−04
9.71E−03
−0.081


31378
HIPK3
chr11
+
33286412
33287511
33328509
33328633
33257380
33257889
33337074
33337194
1.89E−03
4.83E−02
−0.081


1933
SRC
chr20
+
37401601
37401678
37402434
37402588
37400114
37400294
37402748
37402880
7.44E−04
2.59E−02
−0.082


4115
HERPUD2
chr7

35667433
35667588
35694183
35694627
35638349
35638472
35694800
35695135
3.50E−06
4.65E−04
−0.082


14883
KLRG1
chr12
+
8992205
8992310
9008974
9009075
8989545
8989717
9009425
9010751
3.04E−04
1.37E−02
−0.082


19447
COP1
chr1

176149005
176149074
176175909
176176007
176136487
176136547
176184632
176184692
2.23E−04
1.12E−02
−0.082


23929
WDSUB1
chr2

159257757
159257864
159271701
159271795
159256195
159256375
159275545
159275638
1.53E−03
4.22E−02
−0.082


41848
SPG7
chr16
+
89526328
89526468
89529476
89529579
89524005
89524247
89530682
89530808
2.70E−04
1.28E−02
−0.082


7970
P4HA1
chr10

73043886
73043957
73044980
73045051
73016845
73016899
73046924
73047101
1.85E−03
4.76E−02
−0.083


10088
IKBKG
chrX
+
154558531
154558650
154560406
154560559
154551987
154552189
154561687
154561784
1.24E−09
7.49E−07
−0.083


12410
METTL26
chr16

634888
634956
635280
635340
634718
634797
635611
635774
1.93E−04
1.01E−02
−0.083


19092
DNAJC1
chr10

21920797
21920963
21929039
21929141
21919831
21919929
22003212
22003730
1.67E−03
4.45E−02
−0.083


30571
NACC2
chr9

136016264
136016429
136049635
136050580
136013863
136013969
136095188
136095289
1.49E−03
4.14E−02
−0.083


34475
THOC6
chr16
+
3025923
3025988
3026062
3026166
3025707
3025823
3026250
3026288
2.77E−04
1.30E−02
−0.083


14053
ALG13
chrX
+
111682131
111682235
111682235
111682294
111681169
111681424
111684964
111685103
5.04E−05
3.67E−03
−0.084


16680
RB1
chr13
+
48376917
48377034
48380052
48380084
48373404
48373492
48380164
48380241
1.85E−04
9.76E−03
−0.084


26616
LRP8
chr1

53266472
53266647
53275630
53275753
53264168
53264396
53280586
53280715
1.81E−03
4.70E−02
−0.084


43044
BCAS3
chr17
+
60947218
60947352
60989970
60990235
60924406
60924500
61015750
61015901
1.06E−03
3.26E−02
−0.084


5904
RNF170
chr8

42870003
42870112
42873930
42874006
42861744
42861855
42887727
42887871
8.99E−04
2.92E−02
−0.085


11094
MDM4
chr1
+
204530683
204530817
204532190
204532246
204526359
204526434
204537429
204537497
1.99E−03
4.99E−02
−0.085


12411
METTL26
chr16

634888
635063
635280
635340
634718
634797
635611
635774
9.09E−05
5.70E−03
−0.085


31765
FANCA
chr16

89758576
89758705
89761948
89762022
89749729
89749902
89764889
89765004
1.53E−05
1.44E−03
−0.085


32246
CWF19L1
chr10

100260217
100260319
100261978
100262063
100253420
100253539
100267570
100267680
2.05E−04
1.06E−02
−0.085


35953
LRRK2
chr12
+
40251464
40251544
40252909
40253016
40251231
40251374
40257247
40257377
8.92E−05
5.63E−03
−0.085


8860
PRMT9
chr4

147642786
147642940
147653851
147654566
147638959
147639082
147657791
147657975
9.03E−04
2.92E−02
−0.086


9481
NUP54
chr4

76134174
76134362
76136185
76136412
76132522
76132719
76144148
76144292
3.53E−04
1.54E−02
−0.086


24796
ANKZF1
chr2
+
219230227
219230405
219232259
219232362
219229805
219229900
219232489
219232683
1.41E−03
4.00E−02
−0.086


32359
NAE1
chr16

66821449
66821559
66823226
66823306
66818527
66818637
66823528
66823600
1.68E−05
1.55E−03
−0.086


14506
PPP2R2D
chr10
+
131901237
131901330
131934457
131934555
131901007
131901155
131940030
131940196
1.25E−03
3.66E−02
−0.087


21936
TSEN2
chr3
+
12516610
12516661
12519058
12519197
12503261
12503784
12528887
12528924
1.51E−12
2.19E−09
−0.087


10089
IKBKG
chrX
+
154558531
154558650
154560406
154560559
154556164
154556376
154561687
154561784
1.48E−03
4.12E−02
−0.088


12351
THEM4
chr1

151889213
151889373
151895007
151895194
151888272
151888383
151909359
151909502
9.09E−04
2.93E−02
−0.088


19444
COP1
chr1

176149005
176149074
176175909
176176007
176135009
176135086
176184632
176184664
1.65E−04
8.95E−03
−0.088


7469
CAST
chr5
+
96740744
96740783
96741265
96741358
96740037
96740118
96741493
96741580
9.80E−04
3.08E−02
−0.089


12683
AGPAT3
chr21
+
43903956
43904019
43959633
43959859
43865222
43865345
43967945
43968115
2.89E−04
1.33E−02
−0.089


29062
TRPM7
chr15

50586391
50586488
50589591
50589656
50583088
50583159
50591910
50592626
2.46E−04
1.20E−02
−0.089


11570
RAD1
chr5

34911553
34911812
34914694
34914961
34909257
84909356
34915415
34915504
6.95E−04
2.50E−02
−0.09


17609
RNPC3
chr1
+
103527694
103527742
103533738
103533857
103525690
103526262
103534773
103534857
1.31E−03
3.80E−02
−0.09


23928
WDSUB1
chr2

159257757
159257864
159259809
159259843
159256195
159256375
159271701
159271795
2.72E−05
2.27E−03
−0.09


27854
SLBP
chr4

1700010
1700070
1703595
1703700
1699563
1699701
1711873
1711990
2.46E−04
1.20E−02
−0.09


42257
KIF1C
chr17
+
4999849
4999970
5000219
5000352
4997949
4998156
5000771
5000848
1.46E−05
1.39E−03
−0.091


28929
FOXRED1
chr11
+
126274926
126275021
126275326
126275428
126273335
126273454
126275793
126275870
2.62E−05
2.21E−03
−0.092


34083
DICER1-AS1
chr14
+
95158192
95158234
95158875
95159035
95157759
95157858
95179503
95179925
1.17E−10
1.06E−07
−0.092


39781
CRBN
chr3

3154746
3154831
3156218
3156281
3153959
3154075
3167633
3167793
1.88E−04
9.88E−03
−0.092


14977
PACC1
chr1

212375192
212375300
212379894
212380037
212363930
212365376
212385273
212385425
3.58E−04
1.56E−02
−0.093


27815
SPATA13
chr13
+
24284134
24284271
24286213
24286393
24251717
24251862
24286764
24286950
2.15E−04
1.09E−02
−0.093


3803
ABCB7
chrX

75076521
75076654
75098941
75099061
75075361
75075630
75112885
75112972
1.92E−03
4.87E−02
−0.094


13836
DENND4B
chr1

153933196
153933319
153933482
153933871
153932860
153933030
153934134
153934302
4.94E−04
1.97E−02
−0.094


28647
JAK2
chr9
+
4985939
4986022
5021962
5022213
498527
4985630
5029782
5029906
6.86E−05
4.58E−03
−0.095


34025
N4BP2L1
chr13

32404320
32404397
32407249
32407338
32400722
32403200
32407644
32407772
3.87E−04
1.65E−02
−0.095


33393
IMMP1L
chr11

31460625
31460714
31473723
31473786
31456259
31456386
31509518
31509594
2.98E−06
4.12E−04
−0.096


34258
TBC1D2B
chr15

78044899
78045068
78054033
78054187
78030006
78030170
78077292
78077652
1.65E−03
4.42E−02
−0.096


9231
ATF7IP
chr12
+
1442390
14425473
14434339
14434423
14365675
14365827
14436105
14436251
9.69E−04
3.05E−02
−0.097


27856
SLBP
chr4

1700010
1700091
1703595
1703700
1699563
1699701
1711873
1711990
9.08E−05
5.70E−03
−0.098


32188
ARHGAP19
chr10

97256317
97256404
97259401
97259628
97246271
97246337
97264825
97264906
1.22E−04
7.09E−03
−0.098


5446
POLL
chr10

101582762
101582891
101587245
101587406
101580247
101580416
101588203
101588232
5.87E−04
2.21E−02
−0.099


14875
IL15
chr4
+
141656185
141656307
141719365
141719476
141636601
141637224
141720468
141720566
2.34E−07
5.28E−05
−0.099


15441
RIN3
chr14
+
92555750
92555955
92615406
92615479
92513780
92513976
92641237
92641329
5.40E−04
2.09E−02
−0.099


18552
PXN
chr12

120216272
120216581
120219206
120220091
120215559
120215661
120221622
120221758
2.77E−05
2.31E−03
−0.099


33749
PLXDC1
chr17

39109247
39109391
39139653
39139832
39108903
39108973
39151361
39151519
2.26E−04
1.13E−02
−0.099


34026
N4BP2L1
chr13

32404320
32404397
32407644
32407772
32400722
32403200
32427903
32428130
1.64E−03
4.40E−02
−0.099


38811
PI4KAP2
chr22

21487871
21488023
21491993
21492094
21487564
21487672
21517324
21517520
3.39E−06
4.52E−04
−0.099


42416
SUZ12P1
chr17
+
30734896
30734943
30735032
30735097
30709607
30709811
30743300
30743369
3.26E−14
7.90E−11
−0.099


22459
SCAF8
chr6
+
154778000
154778045
154787860
154788022
154773988
154774072
154792822
154792858
1.25E−04
7.18E−03
−0.1


38017
GTF2IRD2B
chr7
+
75112396
75112535
75120890
75121010
75108959
75109063
75123135
75123319
5.91E−04
2.22E−02
−0.1


5160
SENP6
chr6
+
75623899
75623960
75634706
75634811
75621531
75621625
75640683
75640704
1.65E−03
4.42E−02
−0.101


10848
DNMT3A
chr2

25246619
25246776
25247590
25247749
25246159
25246309
25248036
25248252
1.29E−04
7.31E−03
−0.101


35327
DCP1B
chr12

1993263
1993391
1997934
1997975
1967843
1967910
2004281
2004427
9.97E−04
3.12E−02
−0.101


26792
TMEM39A
chr3

119452446
119452530
119458017
119458240
119446641
119447172
119461961
119462008
6.66E−04
2.43E−02
−0.102


29301
CBWD3
chr9
+
68269599
68269722
68270301
68270518
68268933
68268978
68274881
68274938
3.89E−04
1.65E−02
−0.102


37565
RETSAT
chr2

85345974
85346094
85350779
85351021
85344593
85344732
85351679
85351862
1.21E−04
7.02E−03
−0.102


8131
DENND6A
chr3

57633264
57633354
57634557
57634622
57630924
57630978
57634703
57634769
3.94E−0
1.67E−02
−0.103


20852
ZSWIM7
chr17

15977578
15977700
15977799
15977913
15976559
15977092
15978043
15978163
8.85E−04
2.89E−02
−0.104


18925
AK5
chr1
+
77286940
77287127
77293792
77293960
77282018
77282373
77297558
77297728
3.30E−04
1.47E−02
−0.105


36587
MDM1
chr12

68326656
68327021
68331106
68331221
68323072
68323240
68332227
68332286
1.50E−03
4.17E−02
−0.105


4995
ITGA6
chr2
+
172467480
172467560
172470973
172471105
172465538
172465663
172474054
172474265
1.00E−03
3.14E−02
−0.106


11244
HDAC4
chr2

239163802
239163923
239176412
239176563
239156651
239156773
239189832
239190077
4.34E−04
1.79E−02
−0.108


19220
SIRPB1
chr20

1571719
1572037
1578337
1578694
1570804
1571137
1619868
1620009
8.21E−08
2.24E−05
−0.108


41706
ELMO2
chr20

46380252
46380303
46383415
46383494
46375667
46375790
46386123
46386164
9.14E−04
2.94E−02
−0.109


42372
ABCA7
chr19
+
1055096
1055351
1055906
1055939
1054779
1054878
1056065
1056243
6.36E−04
2.36E−02
−0.109


5775
HLA-B
chr6

31355106
31355223
31356687
31356957
31354632
31354665
31357085
31357179
3.86E−06
5.02E−04
−0.111


11342
KIAA0753
chr17

6622881
6623097
6623508
6623571
6620787
6620998
6628116
6628741
6.88E−04
2.48E−02
−0.111


22700
MRNIP
chr5

179847977
179848066
179853196
179853276
179841906
179842064
179853377
179853437
5.72E−04
2.18E−02
−0.111


28328
RIOK1
chr6
+
7395052
7395143
7396702
7396772
7393098
7393303
7398697
7398740
8.20E−04
2.76E−02
−0.111


5776
HLA-B
chr6

31355316
31355592
31356687
31356957
31355102
31355223
31357085
31357158
4.68E−08
1.42E−05
−0.112


8409
RNF144B
chr6
+
18399498
18399699
18427580
18427685
18387349
18387630
18439683
18439744
1.88E−03
4.82E−02
−0.112


11391
RAB35
chr12

120099029
120099154
120108416
120108467
120096903
120097373
120116598
120116767
4.90E−05
3.58E−03
−0.112


43731
DOCK10
chr2

224916694
224916784
224931548
224931668
224896294
224896377
225042251
225042442
6.35E−04
2.36E−02
−0.112


36066
FBXL4
chr6

98917373
98917719
98934761
98934879
98905425
98905670
98947805
98947946
9.66E−04
3.05E−02
−0.113


26671
TMEM189-UBE2V1
chr20

50130855
50130947
50143501
50143621
50129545
50129690
50153516
50153637
1.35E−03
3.86E−02
−0.114


17250
SEPTIN11
chr4
+
76996424
76996539
77005600
77005796
76949702
76949930
77011734
77011921
.16E−04
2.03E−02
−0.115


14600
RBM22
chr5

150699241
150699271
150700443
150700497
150698498
150698631
150700931
150701046
1.13E−05
1.15E−03
−0.116


30096
BSCL2
chr11

62702467
62702549
62705467
62705617
62694599
62694711
62706202
62706256
2.63E−04
1.25E−02
−0.116


1916
SNHG17
chr20

38422091
38422241
38426418
38426503
38421005
38421098
38431040
38431112
1.00E−12
1.61E−09
−0.117


8891
SORBS3
chr8
+
22566344
22566484
22566660
22566868
22565825
22565872
22567060
22567175
4.47E−04
1.83E−02
−0.117


24359
SPOPL
chr2
+
138550156
138550294
138550482
138550604
138501931
138502119
138550973
138551054
1.79E−03
4.67E−02
−0.117


31230
SLC7A6
chr16
+
68274690
68275249
68287745
68287871
68266592
68266721
68290395
68290540
4.10E−04
1.72E−02
−0.117


28384
NDRG1
chr8

133280231
133280267
133284248
133284329
133264546
133264652
133297133
133297256
3.12E−04
1.41E−02
−0.118


31128
LAIR1
chr19

54361009
54361209
54364294
54364330
54360021
54360072
54364770
54364870
1.71E−04
9.18E−03
−0.118


31130
LAIR1
chr19

54361009
54361243
54364294
54364330
54360021
54360072
54364770
54364931
1.53E−04
8.45E−03
−0.119


33088
ATL2
chr2

38309378
38309506
38343267
38343512
38300271
38300328
38377142
38377273
1.28E−03
3.72E−02
−0.119


22458
SCAF8
chr6
+
154773988
154774072
154787860
154788022
154733324
154733930
154792822
154792976
3.06E−04
1.38E−02
−0.12


41542
AC009061.2
chr16
+
67484109
67484328
67492024
67492121
67481372
67481519
67504419
67505914
.38E−04
1.49E−02
−0.12


19302
TMCO4
chr1

19770541
19770569
19771307
19771482
19755633
19755766
19780579
19780764
9.46E−04
3.02E−02
−0.121


30094
BSCL2
chr11

62702467
62702549
62705300
62705617
62694567
62694711
62706202
62706315
1.18E−04
6.94E−03
−0.121


40521
MAPK6
chr15
+
52045829
52047015
52049992
52050137
52019218
52019376
52058632
52058797
3.61E−04
1.57E−02
−0.121


18126
PLSCR3
chr17

7393466
7393509
7394103
7394267
7392883
7392952
7394476
7394545
4.95E−04
1.97E−02
−0.122


7491
FOXJ3
chr1

42188736
42188928
42189302
42189404
42181916
42182024
42191302
42191719
8.50E−08
2.29E−05
−0.124


43198
SLC39A11
chr17

72947730
72947875
73031555
73031714
72849633
72849804
73084807
73084846
4.89E−04
1.96E−02
−0.124


6397
PYROXD1
chr12
+
21440367
21440448
21445346
21445466
21437614
21437814
21449562
21449691
1.62E−03
4.37E−02
−0.125


8410
RNF144B
chr6
+
18399498
18399699
18459606
18459751
18387349
18387630
18463290
18463380
1.27E−03
3.70E−02
−0.125


19133
TMEM220
chr17

10725010
10725134
10726203
10726264
10723269
10723329
10729779
10730023
2.14E−04
1.09E−02
−0.126


42526
TADA2A
chr17
+
37442563
37442652
37444695
37444768
37440504
37440662
37458523
37458587
1.34E−03
3.86E−02
−0.126


10056
CYRIB
chr8

129912469
129912515
129948965
129949067
129904498
129904585
129970942
129970995
2.83E−06
3.96E−04
−0.127


3736
PEX1
chr7

92518994
92519078
92522101
92522245
92518140
92518255
92528306
92528435
1.66E−03
4.42E−02
−0.129


20897
TSPAN2
chr1

115058882
115058981
115072904
115073007
115057536
115057608
115089363
115089414
3.23E−04
1.45E−02
−0.129


637
TTLL12
chr22

43180741
43180940
43182979
43183149
43179840
43180000
43186892
43187134
7.17E−05
4.74E−03
−0.132


17843
TMEM234
chr1

32216383
32216517
32216888
32216947
32215846
32216281
32217258
32217351
9.00E−07
1.61E−04
−0.136


35043
BCL9L
chr11

118909913
118910015
118918825
118918879
118908416
118908655
118925237
118925453
1.62E−03
4.37E−02
−0.136


19843
AC008073.3
chr2
+
24164197
24164335
24177801
24177870
24146929
24147086
24183284
24183372
2.45E−13
5.08E−10
−0.137


27433
GNB4
chr3

179419398
179419505
179420888
179420927
179416492
179416556
179426143
179426242
8.68E−04
2.87E−02
−0.138


20899
TSPAN2
chr1

115060463
115060538
115072904
115073007
115058882
115058981
115089363
115089414
8.80E−04
2.89E−02
−0.139


17842
TMEM234
chr1

32215135
32215216
32216888
32216947
32214476
32215049
32217258
32217351
1.61E−04
8.79E−03
−0.142


7449
ERAP2
chr5
+
96896731
96896863
96900120
96900245
96896372
96896504
96901505
96901681
1.37E−04
7.70E−03
−0.143


7815
ANKRD6
chr6
+
89606006
89606105
89612271
89612370
89603028
89603127
89623409
89623544
1.88E−03
4.83E−02
−0.144


6167
DDX60L
chr4

168394460
168394617
168395958
168396127
168391539
168391640
168400825
168400978
2.02E−08
7.45E−06
−0.147


21137
GTF2H2B
chr5
+
70434178
70434266
70434914
70435022
70433869
70433960
70437530
70437594
3.38E−07
7.18E−05
−0.148


34883
SLC35F2
chr11

107804717
107804770
107805358
107805515
107803000
107803155
107806716
107806876
1.05E−03
3.23E−02
−0.148


34299
TBCD
chr17
+
82763964
82764062
82766266
82766368
82756164
82756215
82768419
82768566
5.79E−05
4.07E−03
−0.149


15900
ZFR
chr5

32417647
32417792
32419820
32420103
32414968
32415187
32444228
32444328
1.89E−03
4.83E−02
−0.156


18657
PXYLP1
chr3
+
141260122
141260254
141278341
141278500
141231783
141231911
141279377
141279504
6.15E−05
4.24E−03
−0.158


11636
SOS1
chr2

39058672
39058804
39067627
39067753
39056701
39056866
39120335
39120450
8.02E−06
9.08E−04
−0.16


1910
SNHG17
chr20

38422086
38422241
38425934
38426052
38421005
38421098
38426418
38426503
8.83E−04
2.89E−02
−0.164


5757
CA5B
chrX
+
15721496
15721592
15745630
15745710
15688829
15688858
15749970
15750165
2.88E−04
1.33E−02
−0.168


1915
SNHG17
chr20

38422091
38422241
38425934
38426052
38421005
38421098
38426418
38426503
6.29E−05
4.29E−03
−0.171


39856
ERC1
chr12
+
1263033
1263165
1289851
1290012
1236768
1236904
1371832
1371977
1.49E−03
4.14E−02
−0.175


10054
CYRIB
chr8

129912469
129912515
129948965
129949067
129903311
129903350
129970942
129970995
5.35E−05
3.86E−03
−0.176


36341
RANBP10
chr16

67772033
67772086
67805427
67805539
67744287
67744455
67806301
67806560
1.39E−05
1.34E−03
−0.183


2514
AC092070.2
chr19
+
53200623
53200703
53204015
53204142
53197110
53197262
53210980
53211015
8.10E−04
2.74E−02
−0.187


41472
SETD6
chr16
+
58516477
58516672
58516807
58516928
58516201
58516343
58518019
58518231
4.81E−04
1.94E−02
−0.2


1297
ITGB2
chr21

44910283
44910372
44910724
44910785
44907986
44908182
44920820
44920896
1.28E−08
4.97E−06
−0.209


11335
CEP170
chr1

243142366
243142463
243156220
243156347
243139936
243140107
243164283
243164494
1.76E−03
4.61E−02
−0.21


1908
SNHG17
chr20

38422086
38422241
38422290
38422368
38421005
38421098
38426418
38426503
2.39E−04
1.18E−02
−0.221


26614
LRP8
chr1

53262067
53262207
53264168
53264396
53260463
53260605
53266472
53266589
4.05E−05
3.11E−03
−0.225


1913
SNHG17
chr20

38422091
38422241
38422290
38422368
38421005
38421098
38426418
38426503
9.64E−05
5.95E−03
−0.233


16368
ANKRD36B
chr2

97515731
97515945
97523325
97523467
97513179
97513363
97532310
97532384
1.64E−04
8.90E−03
−0.254
















TABLE 17







A3SS_WBC_FXSvsTD























longExon
longExon






IncLevel


ID
GeneID
chr
strand
Start_Obase
End
shortES
shortEE
flankingES
flankingEE
PValue
FDR
Difference






















363
PATZ1
chr22

31328786
31328924
31328786
31328859
31335691
31335863
2.575E−04
9.757E−03
−0.093


482
TPTEP1
chr22
+
16647604
16647785
16647662
16647785
16638578
16638740
1.397E−03
3.495E−02
−0.149


656
PABPC1L
chr20
+
44933056
44933185
44933071
44933185
44932681
44932713
1.938E−07
3.305E−05
0.079


679
SNHG17
chr20

38421005
38422368
38421005
38422241
38426418
38426503
2.330E−04
8.857E−03
−0.17


699
CPNE1
chr20

35626566
35626803
35626566
35626800
35627279
35627413
3.721E−07
5.769E−05
−0.086


700
CPNE1
chr20

35626566
35626826
35626566
35626800
35627279
35627413
1.322E−06
1.562E−04
−0.12


909
ZNF160
chr19

53091412
53091529
53091412
53091497
53091636
53091720
1.670E−08
4.886E−06
−0.052


991
XAF1
chr17
+
6759255
6759718
6759661
6759718
6758088
6758224
2.147E−08
5.852E−06
0.084


1004
LSM7
chr19

2324124
2324196
2324124
2324192
2325979
2326139
4.093E−04
1.373E−02
−0.055


1251
POLR2J3
chr7

102543524
102543702
102543524
102543661
102544705
102544776
6.028E−05
3.256E−03
0.252


1347
TSNARE1
chr8

142315002
142315092
142315002
142315089
142318543
142318634
1.271E−03
3.293E−02
0.089


1364
THADA
chr2

43551788
43551925
43551788
43551922
43552203
43552339
6.894E−14
1.372E−10
−0.065


1380
TRIM73
chr7
+
75405181
75405605
75405184
75405605
75404838
75405069
6.331E−09
2.519E−06
−0.149


1407
AEBP1
chr7
+
44109656
44110124
44110014
44110124
44109287
44109341
3.250E−08
7.608E−06
0.068


2043
TBC1D7
chr6

13326786
13326963
13326786
13326906
13328455
13328531
1.615E−03
3.864E−02
0.117


2046
DDX60L
chr4

168395958
168396127
168395958
168396124
168400825
168400978
2.767E−08
6.740E−06
−0.204


2196
ASNS
chr7

97854579
97854754
97854579
97854680
97856689
97856816
9.989E−05
4.517E−03
0.062


2324
MTSS1
chr8

124556231
124556405
124556231
124556354
124562781
124562992
6.013E−04
1.860E−02
0.1


2349
MZB1
chr5

139388460
139388667
139388460
139388585
139389679
139389913
3.456E−05
2.053E−03
0.052


2384
SEPTIN8
chr5

132763705
132763892
132763705
132763886
132764223
132764419
7.908E−06
6.170E−04
0.134


2612
PPWD1
chr5
+
65569631
65569732
65569636
65569732
65568917
65568994
1.412E−03
3.512E−02
0.062


2703
TMEM116
chr12

111932585
111932731
111932585
111932659
111937159
111937243
3.981E−05
2.296E−03
0.097


2706
TMEM116
chr12

111933885
111936830
111933885
111934030
111938160
111938210
8.691E−06
6.598E−04
0.118


2778
BRD9
chr5

889586
889766
889586
889647
891154
891287
8.609E−06
6.588E−04
0.062


2783
SDHA
chr5
+
254357
254506
254392
254506
240357
240476
2.137E−03
4.777E−02
−0.156


3279
IKBKG
chrX
+
154558531
154558650
154558534
154558650
154556164
154556376
8.237E−05
3.933E−03
−0.118


3301
ZNF707
chr8
+
143691596
143691713
143691599
143691713
143691072
143691232
1.985E−04
7.794E−03
0.104


3349
CEP131
chr17

81191192
81191350
81191192
81191335
81192317
81192392
2.848E−04
1.043E−02
0.103


3490
DXO
chr6

31970342
31970478
31970342
31970378
31970605
31972252
3.220E−07
5.267E−05
−0.054


3633
TAFA2
chr12

62258762
62258910
62258762
62258842
62260009
62260170
1.324E−03
3.378E−02
−0.102


4002
TPRG1
chr3
+
189150655
189151136
189150903
189151136
189147583
189147647
8.847E−06
6.642E−04
0.07


4183
DLG1
chr3

197076585
197076685
197076585
197076682
197081050
197081117
1.456E−03
3.592E−02
−0.092


4667
GGT1
chr22
+
24627409
24627619
24627431
24627619
24623779
24623916
6.307E−04
1.930E−02
0.059


4697
SRGAP2
chr1
+
206401420
206401645
206401423
206401645
206393544
206393673
3.538E−05
2.071E−03
−0.203


4710
TMEM161B-AS1
chr5
+
88287435
88287622
88287438
88287622
88282714
88282866
2.697E−07
4.472E−05
0.062


4795
HLA-C
chr6

31269492
31269543
31269492
31269525
31270209
31270485
3.391E−08
7.785E−06
0.056


4875
CCDC163
chr1

45495417
45495545
45495417
45495473
45496555
45496623
1.368E−03
3.459E−02
0.105


4877
NABP1
chr2
+
191683289
191683804
191683728
191683804
191681945
191682017
1.738E−03
4.077E−02
0.093


5259
RNF181
chr2
+
85596952
85597178
85597103
85597178
85596518
85596649
2.724E−05
1.690E−03
−0.101


5644
CENPT
chr16

67828473
67828605
67828473
67828559
67828666
67828843
2.587E−04
9.773E−03
0.061


5657
KHDC4
chr1

155916624
155916737
155916624
155916709
155917498
155917672
1.718E−03
4.037E−02
−0.066


6027
ZNF7
chr8
+
144837390
144837507
144837393
144837507
144829477
144829604
2.617E−08
6.740E−06
0.068


6074
DCAF11
chr14
+
24115514
24115726
24115542
24115726
24114776
24114924
1.537E−03
3.706E−02
0.106


6270
AK5
chr1
+
77293792
77293960
77293864
77293960
77286940
77287127
1.553E−03
3.737E−02
−0.074


6289
ARRB2
chr17
+
4715150
4715336
4715199
4715336
4715012
4715043
1.204E−03
3.130E−02
0.091


6563
ARHGAP25
chr2
+
68807272
68807480
68807275
68807480
68782232
68782320
1.005E−03
2.745E−02
0.081


6836
AHSA2P
chr2
+
61178980
61179171
61178985
61179171
61177417
61178384
1.211E−05
8.604E−04
−0.056


7058
AZIN1
chr8

102849998
102850165
102849998
102850144
102858012
102858150
5.316E−06
4.736E−04
0.056


7191
ZNF540
chr19
+
37601006
37601105
37601009
37601105
37599625
37599752
1.179E−03
3.073E−02
−0.095


7317
MFSD9
chr2

102723699
102723909
102723699
102723878
102731024
102731068
2.271E−06
2.421E−04
−0.061


7781
JKAMP
chr14
+
59486712
59486804
59486730
59486804
59484989
59485116
1.991E−03
4.528E−02
0.058


7996
HARS2
chr5
+
140693490
140693665
140693590
140693665
140691606
140691756
1.835E−03
4.253E−02
0.065


8019
RNF32
chr7
+
156676294
156677130
156676418
156677130
156675695
156675863
2.109E−06
2.268E−04
0.054


8730
BPHL
chr6
+
3138040
3140509
3140385
3140509
3137361
3137493
9.326E−04
2.613E−02
0.068


8964
PPP6R3
chr11
+
68587797
68588024
68587977
68588024
68575957
68576043
1.580E−11
1.451E−08
−0.052


8967
PPP6R3
chr11
+
68587944
68588024
68587977
68588024
68575957
68576043
1.378E−11
1.371E−08
−0.066


9028
HELB
chr12
+
66324906
66325126
66324982
66325126
66323982
66324211
6.888E−06
5.593E−04
−0.058


9377
GALT
chr9
+
34648047
34648171
34648091
34648171
34647831
34647961
1.400E−05
9.772E−04
0.131


9662
ALAD
chr9

113393446
113393634
113393446
113393630
113401211
113401284
1.351E−03
3.433E−02
0.053


10048
LAIR1
chr19

54364294
54364486
54364294
54364330
54364770
54364931
1.516E−04
6.282E−03
0.053


10049
LAIR1
chr19

54364294
54364486
54364294
54364330
54365029
54365099
5.878E−04
1.832E−02
0.058


10193
AC016394.2
chr10
+
73253800
73254349
73253892
73254349
73252790
73253095
5.903E−05
3.218E−03
0.187


10205
CTSB
chr8

11867253
11867526
11867253
11867391
11868000
11868089
1.022E−08
3.589E−06
0.105


10491
NAP1L4
chr11

2989128
2989271
2989128
2989197
2990908
2990992
5.697E−07
7.728E−05
0.067


10498
ZNF195
chr11

3361742
3368855
3361742
3361889
3370974
3371070
1.890E−05
1.247E−03
0.147


10541
TCTN1
chr12
+
110628766
110628918
110628796
110628918
110626361
110626492
1.680E−04
6.797E−03
−0.067


10777
PHB2
chr12

6969955
6970068
6969955
6970063
6970195
6970280
3.965E−06
3.848E−04
−0.154


10783
PHF1
chr6
+
33415234
33415329
33415260
33415329
33414724
33414829
4.419E−06
4.154E−04
−0.101


11056
ATG16L2
chr11
+
72821198
72821741
72821547
72821741
72817755
72817855
6.675E−04
2.012E−02
0.07


11251
TMEM25
chr11
+
118532149
118532461
118532245
118532461
118531774
118531871
7.325E−04
2.138E−02
−0.056


11458
SPSB2
chr12

6872237
6872997
6872237
6872986
6873245
6873336
7.668E−04
2.222E−02
0.097


11625
YAF2
chr12

42210547
42210680
42210547
42210619
42212443
42212484
9.647E−05
4.464E−03
−0.067


11709
MAP3K12
chr12

53486946
53487155
53486946
53487145
53487254
53487428
6.237E−10
3.103E−07
0.149


11949
ATXN2
chr12

111510384
111510582
111510384
111510444
111513356
111513539
1.054E−04
4.693E−03
−0.059


12038
ARL6IP4
chr12
+
122981570
122981879
122981594
122981879
122981128
122981266
2.026E−07
3.406E−05
0.059


12372
TMEM273
chr10

49165204
49165361
49165204
49165283
49165765
49165796
1.462E−03
3.598E−02
−0.064


12471
MPP5
chr14
+
67279017
67279537
67279249
67279537
67269700
67269783
3.136E−10
1.628E−07
0.078


12520
ALDH6A1
chr14

74071194
74071660
74071194
74071497
74071895
74071974
6.790E−04
2.040E−02
0.087


12861
LTK
chr15

41508068
41508236
41508068
41508221
41509030
41509129
2.785E−06
2.818E−04
−0.065


13022
FAM219B
chr15

74904981
74905059
74904981
74905039
74905153
74905231
5.182E−06
4.707E−04
0.134


13143
MAN2A2
chr15
+
90911366
90911550
90911415
90911550
90911170
90911238
6.973E−04
2.066E−02
−0.053


13417
PSTPIP1
chr15
+
77027799
77027914
77027851
77027914
77026115
77026172
8.074E−04
2.323E−02
0.081


13584
ZNF23
chr16

71447596
71449885
71447596
71449882
71453242
71453350
1.154E−05
8.250E−04
0.054


13675
SPG7
chr16
+
89548979
89549336
89549080
89549336
89548002
89548113
3.097E−08
7.394E−06
0.108


13787
GABBR1
chr6

29629086
29629247
29629086
29629107
29630521
29630643
5.945E−04
1.846E−02
0.072


14009
MLX
chr17
+
42569203
42569606
42569506
42569606
42567618
42567655
1.887E−15
4.506E−12
0.064


14021
BRCA1
chr17

43076487
43076614
43076487
43076611
43082403
43082575
2.100E−05
1.348E−03
0.233


14113
TSPOAP1-AS1
chr17
+
58351734
58351914
58351743
58351914
58337447
58337679
6.160E−05
3.303E−03
−0.108


14185
DPH2
chr1
+
43970905
43971189
43970965
43971189
43970595
43970708
1.145E−03
3.011E−02
0.08


14321
MPPE1
chr18

11885675
11885912
11885675
11885816
11886916
11887025
4.754E−04
1.559E−02
0.073


14371
CCDC191
chr3

114042702
114042846
114042702
114042841
114046590
114046732
6.391E−08
1.387E−05
−0.065


14648
PCBP1-AS1
chr2

70048777
70050252
70048777
70048957
70051202
70051305
1.496E−03
3.638E−02
0.083


14655
PCBP1-AS1
chr2

70053730
70053812
70053730
70053792
70055713
70055910
2.310E−04
8.857E−03
0.067


14656
PCBP1-AS1
chr2

70053730
70053815
70053730
70053792
70055713
70055910
4.592E−04
1.518E−02
0.061


14685
VPS33B
chr15

91016962
91017064
91016962
91017024
91017804
91017885
3.163E−06
3.147E−04
−0.053


14753
UNC50
chr2
+
98618145
98618515
98618167
98618515
98610774
98610895
5.877E−05
3.218E−03
−0.083


14829
ZNF345
chr19
+
36851727
36851904
36851829
36851904
36850929
36850968
4.124E−05
2.352E−03
0.105
















TABLE 18







A5SS_WBC_FXSvsTD























longExon
longExon






IncLevel


ID
GeneID
chr
strand
Start_Obase
End
shortES
shortEE
flankingES
flankingEE
PValue
FDR
Difference






















124
PQBP1
chrX
+
48897911
48898093
48897911
48898082
48898491
48898576
1.814E−06
1.997E−04
−0.203


433
PIGT
chr20
+
45416516
45418979
45416516
45416694
45419294
45419395
5.964E−04
2.024E−02
−0.057


444
TTPAL
chr20
+
44484336
44484530
44484336
44484428
44486595
44486706
5.212E−04
1.861E−02
−0.05


689
FNTA
chr8
+
43077215
43080441
43077215
43077364
43084709
43084881
2.519E−05
1.668E−03
−0.075


779
NEIL2
chr8
+
11769709
11770335
11769709
11769791
11771445
11771585
3.929E−04
1.517E−02
0.181


797
CEP152
chr15

48741600
48741704
48741630
48741704
48738150
48739288
0.000E+00
0.000E+00
0.063


1082
DEPDC5
chr22
+
31797599
31797703
31797599
31797699
31798581
31798656
1.878E−09
8.995E−07
−0.076


1267
HLA-DMA
chr6

32949270
32949399
32949273
32949399
32948612
32948868
3.708E−06
3.471E−04
−0.055


1283
MICA
chr6
+
31399783
31400783
31399783
31400763
31410542
31410797
5.733E−04
1.979E−02
0.103


1350
MSTO1
chr1
+
155611215
155611355
155611215
155611291
155611548
155611603
4.273E−07
6.327E−05
−0.068


1351
MSTO1
chr1
+
155611215
155611355
155611215
155611291
155611739
155611827
5.946E−05
3.509E−03
0.056


1353
MSTO1
chr1
+
155613656
155613766
155613656
155613733
155614058
155614935
1.432E−03
4.098E−02
−0.153


1671
ERAP2
chr5
+
96909579
96909809
96909579
96909764
96912636
96912798
1.796E−05
1.367E−03
0.094


2241
PARP2
chr14
+
20344931
20345126
20344931
20345087
20345393
20345464
2.068E−05
1.490E−03
0.161


2634
ZSCAN25
chr7
+
99619560
99621574
99619560
99619993
99622548
99622640
4.730E−07
6.879E−05
−0.089


2981
HAGHL
chr16
+
728115
728424
728115
728233
728503
728604
1.079E−03
3.290E−02
−0.072


3121
BUD31
chr7
+
99408968
99409245
99408968
99409004
99411063
99411186
3.127E−04
1.267E−02
0.095


3547
FCRL1
chr1

157797680
157797820
157797758
157797820
157797100
157797132
5.073E−04
1.836E−02
0.139


3578
AL392172.1
chr1
+
222836995
222837090
222836995
222837066
222837218
222837383
3.683E−04
1.442E−02
0.166


3642
NDUFV2
chr18
+
9124873
9124996
9124873
9124983
9134185
9134341
2.270E−12
3.082E−09
0.063


3815
ERVK13-1
chr16

2671023
2672570
2671594
2672570
2669410
2669561
1.533E−07
3.060E−05
0.061


3816
ERVK13-1
chr16

2671344
2672570
2671594
2672570
2669410
2669561
3.842E−07
5.794E−05
0.061


3993
APTR
chr7

77695895
77696255
77696171
77696255
77685201
77685328
7.684E−04
2.493E−02
−0.057


4345
KLRD1
chr12
+
10311463
10311619
10311463
10311615
10313406
10313513
1.493E−05
1.169E−03
−0.057


4583
IRF3
chr19

49665483
49665857
49665630
49665857
49664673
49664846
2.417E−04
1.060E−02
0.102


4596
CUL7
chr6

43046510
43047107
43046879
43047107
43046235
43046407
1.645E−03
4.549E−02
−0.104


4732
ZDHHC3
chr3

44959126
44959460
44959130
44959460
44933887
44933984
6.471E−07
9.086E−05
−0.198


4733
ZDHHC3
chr3

44959126
44959460
44959130
44959460
44958587
44958685
1.299E−03
3.792E−02
0.204


4848
RBIS
chr8

85219235
85219363
85219322
85219363
85217385
85217502
1.209E−03
3.607E−02
0.181


5006
PCBP4
chr3

51961748
51962088
51961940
51962088
51961159
51961304
1.276E−03
3.743E−02
0.113


5131
ATP5F1A
chr18

46094979
46095131
46095052
46095131
46093179
46093362
9.621E−08
2.304E−05
0.063


5241
LUCAT1
chr5

91313961
91314404
91314079
91314404
91313637
91313777
4.792E−04
1.758E−02
0.073


5401
CCDC14
chr3

123946802
123947319
123947279
123947319
123944848
123944990
4.595E−04
1.701E−02
0.052


5514
UBE2I
chr16
+
1312346
1312603
1312346
1312558
1314019
1314096
2.004E−05
1.457E−03
−0.155


5525
ELOA-AS1
chr1

23772267
23772426
23772271
23772426
23772110
23772166
1.603E−03
4.469E−02
0.177


5765
SLC25A37
chr8
+
23566107
23566813
23566107
23566336
23568321
23568378
8.743E−05
4.844E−03
0.058


5869
AGA
chr4

177436275
177436351
177436297
177436351
177434439
177434481
6.320E−04
2.118E−02
−0.062


6030
CNBP
chr3

129171651
129171771
129171654
129171771
129171445
129171508
6.977E−08
1.776E−05
−0.059


6774
PPIEL
chr1

39529015
39529164
39529054
39529164
39522279
39522505
1.308E−05
1.035E−03
0.066


6952
AC022400.7
chr10

73801339
73802776
73802673
73802776
73797821
73798059
1.069E−03
3.271E−02
0.073


7048
MRPL43
chr10

100986686
100986975
100986748
100986975
100983754
100983817
1.186E−09
6.580E−07
−0.142


7049
MRPL43
chr10

100986686
100986975
100986748
100986975
100984033
100984074
2.626E−06
2.608E−04
−0.108


7261
SERGEF
chr11

18010070
18010139
18010074
18010139
18007940
18008076
9.450E−05
5.200E−03
−0.159


7347
STAT2
chr12

56349344
56349509
56349425
56349509
56349162
56349261
7.153E−05
4.103E−03
0.053


7561
ULK3
chr15

74837750
74837798
74837756
74837798
74837368
74837435
1.847E−07
3.419E−05
−0.216


7726
SLC6A12
chr12

209772
210043
209890
210043
204563
204698
3.174E−05
2.052E−03
0.131


7976
ANXA2
chr15

60396150
60396427
60396279
60396427
60386027
60386086
2.116E−04
9.763E−03
0.125


8022
ITGB7
chr12

53201117
53201194
53201146
53201194
53200242
53200446
3.569E−12
3.685E−09
0.07


8039
TM6SF1
chr15
+
83119577
83119734
83119577
83119681
83120048
83120086
2.421E−04
1.060E−02
0.059


8274
ARL6IP4
chr12
+
122981128
122981299
122981128
122981266
122981570
122981879
2.529E−06
2.575E−04
−0.052


8300
DDX51
chr12

132141102
132141420
132141274
132141420
132140830
132141020
1.262E−06
1.579E−04
0.081


8418
UBAC2-AS1
chr13

99200365
99200710
99200637
99200710
99196376
99197802
1.220E−05
9.837E−04
−0.1


8426
PXN-AS1
chr12
+
120206544
120206712
120206544
120206621
120209838
120209934
1.727E−04
8.322E−03
0.058


8449
APEX1
chr14
+
20455577
20455773
20455577
20455703
20456667
20456860
1.489E−04
7.485E−03
0.074


8600
NEK3
chr13

52143914
52143987
52143915
52143987
52136799
52136902
8.795E−09
3.256E−06
0.277


8601
NEK3
chr13

52143914
52143987
52143915
52143987
52141019
52141069
1.920E−05
1.422E−03
0.251


8780
TPM1
chr15
+
63060868
63061273
63060868
63060939
63061712
63061788
3.759E−06
3.479E−04
0.066


9058
SMPD1
chr11
+
6391383
6392196
6391383
6392156
6393215
6393387
3.024E−07
5.026E−05
0.06


9240
UBC
chr12

124913320
124913774
124913495
124913774
124913034
124913267
1.497E−07
3.060E−05
−0.053


9437
DVL2
chr17

7230045
7230155
7230057
7230155
7229807
7229943
1.446E−06
1.707E−04
0.119


9733
DPH2
chr1
+
43970595
43970817
43970595
43970708
43970965
43971189
1.388E−03
4.007E−02
0.083


10198
AC243960.1
chr19
+
41551179
41551494
41551179
41551302
41551752
41551828
3.620E−12
3.685E−09
0.065
















TABLE 19





RI_WBC_FXSvsTD

























riExon
riExon
upstream


ID
GeneID
chr
strand
Start_0base
End
ES





2112
GPATCH4
chr1

156596080
156596478
156596080


6377
CAPN3
chr15
+
42409930
42410496
42409930


4280
SUN1
chr7
+
852608
852952
852608


2854
ZNF7
chr8
+
144829042
144829604
144829042


956
ATAT1
chr6
+
30645894
30646109
30645894


6880
PER1
chr17

8146896
8147381
8146896


991
MSTO1
chr1
+
155611215
155611603
155611215


4675
DHRS4L2
chr14
+
24000862
24001084
24000862


3464
RELA-DT
chr11
+
65663426
65665543
65663426


5238
TM7SF2
chr11
+
65112810
65113414
65112810


2533
DERL3
chr22

23834502
23837154
23834502


3692
ASB16-AS1
chr17

44181622
44183093
44181622


6333
FAN1
chr15
+
30925788
30928656
30925788


5791
ZFC3H1
chr12

71656342
71657301
71656342


1952
NRBP2
chr8

143839508
143839825
143839508


6231
OGFOD2
chr12
+
122975810
122976767
122975810


4279
SUN1
chr7
+
852608
852952
852608


5676
AAAS
chr12

53315093
53315782
53315093


5999
LILRA1
chr19
+
54594196
54594476
54594196


4158
BPHL
chr6
+
3138040
3140509
3138040


5920
DDX51
chr12

132140830
132141420
132140830


7297
ZNF266
chr19

9418761
9419299
9418761


2287
WDR54
chr2
+
74423318
74423982
74423318


6335
BCS1L
chr2
+
218662196
218662679
218662196


5956
FCSK
chr16
+
70466881
70467471
70466881


814
SEC31B
chr10

100505360
100506201
100505360


4875
POLG
chr15

89317938
89318749
89317938


505
CD3E
chr11
+
118312152
118313874
118312152


3884
CD19
chr16
+
28932345
28933114
28932345


6388
TUBGCP4
chr15
+
43401715
43403799
43401715


5776
AVIL
chr12

57807330
57807727
57807330


451
ZNF160
chr19

53091412
53091720
53091412


6105
MINK1
chr17
+
4889646
4890735
4889646


1075
TTC16
chr9
+
127724119
127724897
127724119


5044
ING4
chr12

6652661
6653050
6652661


2645
FCGR2B
chr1
+
161673959
161677365
161673959


512
GINS4
chr8
+
41541808
41545030
41541808


1558
C1R
chr12

7091451
7092441
7091451


6474
TRIM27
chr6

28903001
28908840
28903001


5134
RABEPK
chr9
+
125200541
125200906
125200541


6881
CTC1
chr17

8229141
8229446
8229141


6467
MAN2C1
chr15

75359058
75359425
75359058


4769
RASGRP4
chr19

38419859
38420262
38419859


6555
WDR24
chr16

685868
686186
685868


7458
RINL
chr19

38876330
38876781
38876330


1877
ZSCAN25
chr7
+
99619560
99621574
99619560


6230
OGFOD2
chr12
+
122975810
122976767
122975810


2817
C1orf174
chr1

3890568
3892996
3890568


4726
PAXX
chr9
+
136992639
136992974
136992639


2714
LINC01128
chr1
+
851926
852766
851926


98
PRICKLE3
chrX

49177992
49178475
49177992


3273
IRF3
chr19

49664673
49665857
49664673


1466
MUTYH
chr1

45332762
45333324
45332762


1387
FAHD2A
chr2
+
95410526
95411026
95410526


4336
RIOK1
chr6
+
7402602
7402897
7402602


6191
ZC3H14
chr14
+
88609266
88609803
88609266


6738
TMEM208
chr16
+
67228796
67229278
67228796


3805
HARS2
chr5
+
140693490
140693665
140693490


5227
MAP4K2
chr11

64791908
64792422
64791908


3990
WDR6
chr3
+
49011634
49014293
49011634


454
ZNF649
chr19

51899797
51900294
51899797


1669
NEPRO
chr3

113012733
113013403
113012733


5177
BEST1
chr11
+
61959891
61962893
61959891


5309
THOC6
chr16
+
3025923
3026288
3025923


5633
PFKM
chr12
+
48134942
48135383
48134942


345
ADA
chr20

44622828
44623078
44622828


6166
IFT43
chr14
+
76082294
76082692
76082294


3341
PPIE
chr1
+
39741894
39743297
39741894


1480
BTN3A3
chr6
+
26443956
26445985
26443956


650
SAMD9L
chr7

93145384
93146040
93145384


7170
MPPE1
chr18

11886498
11886778
11886498


4667
IFFO1
chr12

6548064
6548545
6548064


1759
NAGK
chr2
+
71068649
71070586
71068649


7315
CCDC159
chr19
+
11353450
11353874
11353450


3316
SAP30BP
chr17
+
75705610
75706092
75705610


3511
MRNIP
chr5

179837275
179840959
179837275


6087
ARHGAP9
chr12

57476589
57476963
57476589


1342
XPOT
chr12
+
64425037
64425457
64425037


2324
P3H1
chr1

42746374
42747412
42746374


6079
REC8
chr14
+
24172898
24173198
24172898


2196
SCML4
chr6

107744948
107746889
107744948


6015
APEX1
chr14
+
20455225
20455703
20455225


7124
ENDOV
chr17
+
80415452
80415821
80415452


1943
HMBS
chr11
+
119092124
119092523
119092124


3408
BRPF1
chr3
+
9745572
9745930
9745572


4440
DHRS1
chr14

24292183
24292784
24292183


4554
NPHP3
chr3

132684553
132686387
132684553


4628
KLF4
chr9

107487027
107488267
107487027


5685
CALCOCO1
chr12

53713700
53714241
53713700


6355
RPAIN
chr17
+
5425970
5428211
5425970


1718
CIRBP
chr19
+
1271980
1274440
1271980


2447
KRIT1
chr7

92235402
92236542
92235402


3163
BSDC1
chr1

32394079
32394425
32394079


4469
GALT
chr9
+
34648333
34648894
34648333


6222
TMEM150A
chr2

85601020
85601482
85601020


1130
ZSWIM8
chr10
+
73794146
73794639
73794146


1409
DPH1
chr17
+
2040217
2040605
2040217


7169
TMEM205
chr19

11345519
11346268
11345519


1349
CARD8
chr19

48232452
48234543
48232452


1569
LFNG
chr7
+
2525218
2525567
2525218


3080
NDUFAF7
chr2
+
37241577
37242693
37241577


3717
ARGLU1
chr13

106557047
106559657
106557047


1050
RNF44
chr5

176529730
176530206
176529730


1951
NRBP2
chr8

143835819
143836030
143835819


2751
ERVK13-1
chr16

2669410
2672570
2669410


2853
ZNF7
chr8
+
144829042
144829604
144829042


990
MSTO1
chr1
+
155611215
155611603
155611215


2218
MIB2
chr1
+
1628272
1628722
1628272


6038
TMEM147
chr19
+
35546671
35547240
35546671


5988
BBS1
chr11
+
66515539
66515731
66515539


450
ZNF160
chr19

53091412
53091720
53091412


455
ZNF577
chr19

51886820
51887936
51886820


2270
MFSD2A
chr1
+
39967627
39967916
39967627


5428
VPS11
chr11
+
119078172
119078997
119078172


5051
PPOX
chr1
+
161170906
161171181
161170906


5810
CDK16
chrX
+
47225964
47226703
47225964


2215
MIB2
chr1
+
1625545
1626754
1625545


5327
PRPF40B
chr12
+
49642234
49642675
49642234


1174
STARD5
chr15

81322407
81324141
81322407


2216
MIB2
chr1
+
1626836
1627207
1626836


5811
CDK16
chrX
+
47226993
47227223
47226993


5409
ALG9
chr11

111782194
111786520
111782194


4758
PPIEL
chr1

39547578
39548951
39547578


1291
HTRA2
chr2
+
74531338
74531702
74531338


6466
MAN2C1
chr15

75358461
75358808
75358461


453
ZNF528-AS1
chr19

52396609
52397267
52396609


802
MYO1G
chr7

44972114
44975227
44972114


3203
PHYHD1
chr9
+
128941444
128942038
128941444


350
SNHG17
chr20

38421005
38422241
38421005


1639
TCL6
chr14
+
95668125
95669617
95668125


2868
NMRK1
chr9

75068995
75070042
75068995






















IncLev-








el



upstream
downstream
downstream


Differ-


ID
EE
ES
EE
PValue
FDR
ence





2112
156596248
156596386
156596478
1.903E−03
1.964E−02
0.193


6377
42409995
42410431
42410496
4.781E−03
3.931E−02
0.177


4280
852667
852812
852952
8.122E−05
1.640E−03
0.174


2854
144829090
144829444
144829604
3.150E−03
2.951E−02
0.166


956
30645974
30646066
30646109
5.966E−05
1.297E−03
0.163


6880
8147002
8147249
8147381
1.403E−03
1.570E−02
0.162


991
155611355
155611548
155611603
1.029E−04
1.959E−03
0.158


4675
24000933
24001032
24001084
2.238E−04
3.661E−03
0.158


3464
65663683
65665420
65665543
2.382E−03
2.353E−02
0.154


5238
65112865
65113219
65113414
3.924E−06
1.296E−04
0.154


2533
23836962
23837063
23837154
1.111E−03
1.307E−02
0.148


3692
44181741
44182929
44183093
5.489E−03
4.383E−02
0.148


6333
30925939
30928552
30928656
2.484E−03
2.434E−02
0.147


5791
71656563
71656884
71657301
3.738E−08
2.979E−06
0.139


1952
143839549
143839735
143839825
3.680E−03
3.306E−02
0.137


6231
122975867
122976600
122976767
6.818E−05
1.420E−03
0.137


4279
852667
852809
852952
2.270E−05
5.654E−04
0.133


5676
53315140
53315726
53315782
4.042E−03
3.497E−02
0.127


5999
54594278
54594440
54594476
3.353E−03
3.103E−02
0.127


4158
3138179
3140385
3140509
9.516E−05
1.853E−03
0.125


5920
132141020
132141274
132141420
6.794E−08
4.778E−06
0.123


7297
9418895
9419050
9419299
1.607E−09
2.287E−07
0.118


2287
74423385
74423854
74423982
5.759E−08
4.303E−06
0.117


6335
218662260
218662514
218662679
2.939E−03
2.793E−02
0.116


5956
70466954
70467373
70467471
5.732E−05
1.260E−03
0.115


814
100505495
100506039
100506201
1.220E−05
3.456E−04
0.114


4875
89318037
89318540
89318749
2.157E−05
5.451E−04
0.114


505
118312170
118313706
118313874
6.253E−09
7.173E−07
0.113


3884
28932612
28932910
28933114
1.088E−03
1.283E−02
0.113


6388
43401850
43403682
43403799
5.760E−03
4.549E−02
0.112


5776
57807489
57807589
57807727
2.184E−04
3.596E−03
0.111


451
53091529
53091636
53091720
3.001E−03
2.834E−02
0.108


6105
4889763
4890221
4890735
2.043E−03
2.078E−02
0.108


1075
127724364
127724755
127724897
5.310E−03
4.271E−02
0.105


5044
6652770
6652944
6653050
1.088E−04
2.045E−03
0.105


2645
161674073
161677327
161677365
3.971E−05
9.166E−04
0.102


512
41541899
41541990
41545030
4.998E−04
6.775E−03
0.098


1558
7091680
7092386
7092441
1.808E−12
9.007E−10
0.097


6474
28904665
28908807
28908840
1.439E−06
5.659E−05
0.097


5134
125200577
125200779
125200906
2.024E−03
2.067E−02
0.096


6881
8229206
8229301
8229446
2.679E−05
6.591E−04
0.093


6467
75359153
75359327
75359425
3.497E−04
5.099E−03
0.091


4769
38420013
38420130
38420262
2.795E−03
2.686E−02
0.09


6555
685990
686067
686186
5.370E−03
4.299E−02
0.088


7458
38876490
38876692
38876781
3.329E−03
3.085E−02
0.087


1877
99619993
99621372
99621574
1.512E−03
1.661E−02
0.086


6230
122975867
122976583
122976767
1.946E−06
7.137E−05
0.086


2817
3891057
3892882
3892996
2.763E−03
2.668E−02
0.085


4726
136992700
136992924
136992974
3.216E−03
2.999E−02
0.081


2714
852110
852670
852766
1.720E−06
6.507E−05
0.08


98
49178179
49178271
49178475
1.969E−04
3.316E−03
0.078


3273
49664846
49665630
49665857
3.275E−06
1.138E−04
0.078


1466
45332834
45332917
45333324
2.150E−10
4.943E−08
0.077


1387
95410586
95410863
95411026
1.550E−05
4.251E−04
0.075


4336
7402715
7402816
7402897
1.648E−03
1.776E−02
0.074


6191
88609403
88609726
88609803
2.454E−04
3.881E−03
0.074


6738
67228836
67228975
67229278
7.492E−10
1.179E−07
0.074


3805
140693508
140693590
140693665
6.428E−07
3.026E−05
0.073


5227
64792086
64792171
64792422
1.064E−03
1.267E−02
0.072


3990
49014116
49014209
49014293
6.022E−04
7.948E−03
0.071


454
51899912
51900092
51900294
2.340E−08
2.057E−06
0.07


1669
113012811
113013271
113013403
5.383E−07
2.595E−05
0.07


5177
61960043
61962254
61962893
4.532E−06
1.459E−04
0.07


5309
3025988
3026250
3026288
0.000E+00
0.000E+00
0.069


5633
48135038
48135290
48135383
7.120E−04
9.153E−03
0.069


345
44622930
44623006
44623078
4.543E−05
1.036E−03
0.068


6166
76082367
76082616
76082692
1.971E−05
5.080E−04
0.067


3341
39742031
39743215
39743297
2.880E−03
2.746E−02
0.065


1480
26444304
26445703
26445985
1.846E−03
1.926E−02
0.064


650
93145532
93145908
93146040
5.564E−03
4.423E−02
0.062


7170
11886621
11886712
11886778
2.103E−03
2.125E−02
0.062


4667
6548157
6548424
6548545
3.453E−03
3.171E−02
0.061


1759
71068712
71070501
71070586
2.048E−03
2.079E−02
0.06


7315
11353572
11353791
11353874
8.544E−04
1.055E−02
0.06


3316
75705693
75706007
75706092
1.263E−03
1.452E−02
0.059


3511
179837885
179840871
179840959
3.321E−03
3.083E−02
0.059


6087
57476651
57476870
57476963
1.261E−07
8.022E−06
0.059


1342
64425138
64425337
64425457
8.289E−04
1.034E−02
0.058


2324
42746852
42747271
42747412
1.263E−04
2.310E−03
0.058


6079
24173041
24173125
24173198
2.846E−04
4.408E−03
0.057


2196
107745143
107746688
107746889
1.762E−04
3.018E−03
0.056


6015
20455328
20455577
20455703
2.370E−04
3.818E−03
0.056


7124
80415518
80415649
80415821
3.661E−03
3.306E−02
0.056


1943
119092163
119092403
119092523
5.259E−05
1.173E−03
0.055


3408
9745709
9745811
9745930
1.571E−03
1.710E−02
0.055


4440
24292330
24292651
24292784
2.941E−05
7.146E−04
0.054


4554
132684794
132686259
132686387
1.280E−03
1.461E−02
0.054


4628
107487192
107487294
107488267
7.516E−14
6.419E−11
0.054


5685
53713900
53714132
53714241
1.805E−03
1.893E−02
0.054


6355
5426299
5428070
5428211
3.432E−07
1.789E−05
0.054


1718
1272051
1274306
1274440
9.286E−04
1.131E−02
0.053


2447
92235646
92236412
92236542
3.168E−03
2.964E−02
0.053


3163
32394140
32394403
32394425
9.982E−05
1.925E−03
0.053


4469
34648456
34648761
34648894
7.107E−04
9.153E−03
0.053


6222
85601107
85601434
85601482
1.776E−03
1.869E−02
0.053


1130
73794330
73794555
73794639
2.201E−03
2.212E−02
0.052


1409
2040374
2040504
2040605
4.902E−03
3.998E−02
0.052


7169
11345628
11346207
11346268
1.226E−05
3.456E−04
0.052


1349
48232493
48234402
48234543
6.938E−04
8.977E−03
0.051


1569
2525318
2525413
2525567
5.963E−08
4.347E−06
0.051


3080
37241637
37242634
37242693
3.261E−04
4.849E−03
0.051


3717
106557131
106559431
106559657
4.992E−06
1.579E−04
0.051


1050
176529818
176530081
176530206
3.424E−05
8.123E−04
0.05


1951
143835875
143835966
143836030
1.419E−06
5.656E−05
0.05


2751
2669561
2671594
2672570
2.295E−06
8.315E−05
0.05


2853
144829090
144829426
144829604
1.138E−07
7.473E−06
−0.05


990
155611291
155611548
155611603
4.868E−05
1.106E−03
−0.052


2218
1628399
1628488
1628722
1.270E−05
3.564E−04
−0.055


6038
35546808
35547118
35547240
1.275E−04
2.324E−03
−0.055


5988
66515586
66515692
66515731
3.365E−04
4.942E−03
−0.057


450
53091497
53091636
53091720
4.296E−11
1.110E−08
−0.058


455
51886912
51887831
51887936
2.029E−05
5.205E−04
−0.059


2270
39967711
39967803
39967916
3.401E−04
4.983E−03
−0.064


5428
119078334
119078794
119078997
2.556E−08
2.214E−06
−0.064


5051
161170949
161171033
161171181
6.327E−03
4.925E−02
−0.065


5810
47226027
47226582
47226703
3.466E−04
5.066E−03
−0.069


2215
1625653
1626649
1626754
4.909E−03
3.998E−02
−0.074


5327
49642372
49642579
49642675
1.825E−03
1.909E−02
−0.079


1174
81322540
81323801
81324141
1.831E−06
6.840E−05
−0.083


2216
1626999
1627073
1627207
1.475E−07
9.092E−06
−0.085


5811
47227099
47227159
47227223
1.357E−03
1.522E−02
−0.085


5409
111786094
111786401
111786520
7.343E−05
1.508E−03
−0.089


4758
39547634
39548861
39548951
3.085E−04
4.670E−03
−0.099


1291
74531411
74531596
74531702
2.829E−03
2.710E−02
−0.113


6466
75358618
75358703
75358808
2.376E−03
2.353E−02
−0.124


453
52396752
52397194
52397267
1.361E−05
3.801E−04
−0.131


802
44972274
44975173
44975227
1.665E−03
1.781E−02
−0.16


3203
128941571
128941667
128942038
1.280E−03
1.461E−02
−0.162


350
38421098
38422091
38422241
6.789E−05
1.419E−03
−0.165


1639
95668580
95669550
95669617
2.476E−05
6.141E−04
−0.167


2868
75069102
75069894
75070042
3.938E−10
6.897E−08
−0.264
















TABLE 20





CARRIER_VS_TD_SE

























exon
exon
upstream
upstream
downstream


geneSymbol
chr
strand
Start_0base
End
ES
EE
ES





EXOC7
chr17

76091142
76091235
76089174
76089320
76094413


LRRC23
chr12
+
6909889
6910026
6907314
6907445
6913890


TPD52L1
chr6
+
125252021
125252036
125248281
125248383
125253716


NRBP1
chr2
+
27435722
27435746
27435132
27435227
27436752


COX5A
chr15

74926765
74926887
74923593
74923770
74929115


UBE2Q2
chr15
+
75859877
75859982
75854385
75854487
75868950


SAT2
chr17

7626942
7627044
7626752
7626793
7627142


ABLIM1
chr10

114447879
114448026
114445311
114445403
114451623


TTC3
chr21
+
37150819
37150884
37150077
37150170
37151892


SZRD1
chr1
+
16391374
16391424
16367082
16367308
16393230


KIF21A
chr12

39346465
39346504
39342033
39342124
39351776


CDC16
chr13
+
114261886
114261948
114259334
114259398
114262878


PRPF38B
chr1
+
108693589
108693642
108692340
108692867
108695701


MOBP
chr3
+
39499466
39499532
39480039
39480123
39502065


ZNF148
chr3

125314936
125315053
125313307
125313656
125323308


GAB1
chr4
+
143457679
143457769
143440078
143440382
143459384


PCDHGC3
chr5
+
141478393
141478546
141476000
141476146
141494806


ZFAND5
chr9

72363469
72363606
72360627
72360787
72364695


SGIP1
chr1
+
66695433
66695493
66690189
66690316
66719293


LRRC75A-AS1
chr17
+
16439527
16439703
16439062
16439414
16440184


LRRC75A-AS1
chr17
+
16439580
16439703
16439326
16439414
16440184


LRRC75A-AS1
chr17
+
16439659
16439703
16439044
16439414
16440184


PCBP4
chr3

51962809
51962892
51961159
51961304
51967325


CAMK2A
chr5

150239703
150239736
150238699
150238748
150245160


CWC27
chr5
+
64977134
64977238
64971702
64971812
65018158


ARPP21
chr3
+
35717297
35717357
35715438
35715476
35721604


LSM14A
chr19
+
34226407
34226464
34221506
34221738
34227364


PCBP2
chr12
+
53467804
53467843
53467220
53467293
53468779


ARHGAP26
chr5
+
143207197
143207473
143147230
143147381
143213996


IDH3B
chr20

2658758
2658837
2658394
2658522
2659524


NOVA1
chr14

26472319
26472391
26445888
26448963
26479976


LINC-PINT
chr7

130959868
130959970
130945719
130945835
130984052


ZNF207
chr17
+
32366664
32366757
32365329
32365487
32367771


GKAP1
chr9

83768817
83768970
83753257
83753359
83780381


CDC42BPA
chr1

227112670
227112913
227112311
227112422
227119803


MAP7D1
chr1
+
36174897
36175008
36173363
36173478
36176198


PAQR6
chr1

156245534
156245661
156245141
156245238
156245781


MADD
chr11
+
47288967
47289027
47286432
47286534
47289390


MADD
chr11
+
47308979
47309042
47308590
47308699
47309280


KIF13A
chr6

17789871
17789910
17787775
17787875
17794248


UNC79
chr14
+
93634520
93634637
93630800
93630908
93637215


NCAM1
chr11
+
113236300
113236315
113235032
113235164
113255876


NCAM1
chr11
+
113246367
113246370
113235032
113235164
113255876


CAMK2D
chr4

113502935
113502977
113500462
113500511
113509637


TRIM33
chr1

114397939
114397990
114392776
114397860
114399456


CCAR1
chr10
+
68756272
68756483
68755369
68755536
68757293


RP5-1042K10.14
chr22
+
40364879
40365056
40364275
40364365
40366435


CAPN3
chr15
+
42408210
42408324
42404779
42404955
42409302


HSD11B1L
chr19
+
5686415
5686527
5684964
5685119
5686899


UQCRH
chr1
+
46309100
46309127
46303630
46303820
46310154


MARK2
chr11
+
63908259
63908304
63904785
63905043
63908876


BIN1
chr2

127051153
127051243
127050801
127050912
127059010


AIFM3
chr22
+
20980746
20980767
20980019
20980124
20980991


COG1
chr17
+
73207701
73207739
73207180
73207256
73208313


SORBS1
chr10

95414493
95414862
95410632
95410777
95421960


BAZ2B
chr2

159400598
159400664
159398828
159398894
159404848


BRSK2
chr11
+
1459191
1459239
1456597
1456687
1460969


ARMC10
chr7
+
103092476
103092653
103086629
103086764
103097276


AC005154.6
chr7

30552099
30552179
30550635
30550781
30561465


LCMT1
chr16
+
25161101
25161204
25140170
25140247
25164597


USMG5
chr10

103394198
103394394
103392370
103392466
103395745


USMG5
chr10

103394198
103394394
103392370
103392466
103396408


CLSTN1
chr1

9737497
9737554
9735884
9736042
9741093


ZMIZ2
chr7
+
44760150
44760228
44759280
44759460
44760424


UQCRB
chr8

96231378
96231515
96230941
96231132
96231773


SH3GLB2
chr9

129021090
129021219
129014770
129014904
129028091


CAMK2G
chr10

73825278
73825347
73824039
73824084
73828088


CAMK2G
chr10

73828088
73828121
73824039
73824084
73837467


CAMK2G
chr10

73828088
73828121
73825278
73825347
73837467


ACBD4
chr17
+
45137018
45137139
45136691
45136776
45137367


GPM6B
chrX

13807649
13807769
13785621
13785808
13938506


MTDH
chr8
+
97699753
97699852
97690951
97691188
97706625


MTDH
chr8
+
97719048
97719189
97713661
97713769
97722878


MAP4K4
chr2
+
101860824
101860986
101859642
101859864
101863820


MAP4K4
chr2
+
101863820
101864051
101860824
101860986
101864929


BCAS1
chr20

53957431
53957497
53953431
53953695
53966905


TRAPPC12
chr2
+
3477694
3477795
3465596
3465695
3478845


PHYHIP
chr8

22228787
22228909
22228192
22228386
22231795


SYNE1
chr6

152130719
152130778
152121683
152122676
152132121


KCNC3
chr19

50316032
50316091
50311936
50314990
50320592


ACAA1
chr3

38126161
38126341
38125825
38125881
38126509


RNF146
chr6
+
127285207
127285348
127280230
127280340
127286049


GSTO1
chr10
+
104262978
104263077
104259575
104259798
104266083


ARHGAP12
chr10

31839636
31839711
31831738
31831800
31843460


AP1G2
chr14

23565815
23565892
23565605
23565701
23566063


PHLDB1
chr11
+
118655859
118655892
118655604
118655690
118656682


SH3YL1
chr2

224863
224920
218148
219001
229965


NRCAM
chr7

108237751
108237769
108234582
108234688
108239958


ASPH
chr8

61646749
61646878
61644599
61644632
61651049


ASPDH
chr19

50512926
50513011
50512135
50512290
50514477


ZIM2
chr19

56826387
56826463
56824261
56824427
56836017


CHL1
chr3
+
342983
343031
341911
342082
344588


COL16A1
chr1

31679803
31679851
31679631
31679685
31680041


PRKACB
chr1
+
84175798
84175807
84175032
84175056
84179176


GANAB
chr11

62634309
62634375
62633444
62633514
62634820


RHBDD2
chr7
+
75881364
75881486
75878998
75879260
75881828


TJP1
chr15

29719776
29720016
29718265
29719138
29720357


KIF3A
chr5

132708906
132708974
132706450
132706459
132710958


GOLIM4
chr3

168040785
168040869
168036835
168036994
168041391


CBWD1
chr9

177722
177820
175697
175784
178815


ITSN2
chr2

24284762
24284843
24275712
24275849
24286211


DAP3
chr1
+
155729041
155729122
155727607
155727738
155729207


CCDC136
chr7
+
128806236
128806395
128805760
128805901
128817757


CLASP2
chr3

33577201
33577264
33576168
33576275
33581820


NCOA1
chr2
+
24768078
24768135
24762686
24762776
24768223


GNAS
chr20
+
58898940
58898985
58895611
58895684
58903530


RBFOX1
chr16
+
7693314
7693367
7676773
7676838
7709055


CEP290
chr12

88054339
88054413
88053651
88053746
88055575


PUF60
chr8

143820665
143820716
143818372
143818534
143821596


SLC25A23
chr19

6453980
6454088
6452311
6452479
6454322


MEG3
chr14
+
100834631
100834751
100831420
100831534
100835738


MEG3
chr14
+
100835738
100835879
100829033
100831534
100836166


FN1
chr2

215372108
215372300
215371908
215372015
215373321


FN1
chr2

215372108
215372375
215371908
215372015
215373321


DTNA
chr18
+
34866110
34866131
34863965
34864062
34875238


GPM6A
chr4

175812190
175812249
175701574
175701767
176002308


OLA1
chr2

174246714
174246815
174229307
174229451
174248451


YWHAZ
chr8

100951928
100952125
100948595
100948900
100952849


RNASE1
chr14

20802248
20802319
20801345
20802093
20802796


RNASE1
chr14

20802248
20802331
20801459
20802093
20802796


CALU
chr7
+
128754528
128754722
128754261
128754455
128758870


ALG8
chr11

78102873
78102948
78100946
78101195
78103979



















downstream



IncLevel




geneSymbol
EE
ID. 1
PValue
FDR
Difference
type







EXOC7
76094581
57
9.336E−09
8.572E−06
0.302
UP



LRRC23
6914228
578
3.214E−04
1.395E−02
−0.233
DN



TPD52L1
125253755
736
5.233E−05
4.215E−03
0.164
UP



NRBP1
27436836
893
6.485E−04
2.085E−02
−0.141
DN



COX5A
74929232
1316
9.618E−04
2.686E−02
−0.018
NC



UBE2Q2
75869010
2080
5.243E−04
1.843E−02
0.204
UP



SAT2
7627226
2121
1.382E−09
2.256E−06
−0.323
DN



ABLIM1
114451671
2315
1.183E−03
3.071E−02
−0.111
DN



TTC3
37152029
3069
8.095E−04
2.390E−02
0.015
NC



SZRD1
16393482
3258
1.393E−04
8.369E−03
0.421
UP



KIF21A
39351980
3325
5.015E−04
1.793E−02
0.084
UP



CDC16
114263014
3590
6.930E−04
2.168E−02
0.121
UP



PRPF38B
108695770
3866
2.244E−03
4.604E−02
0.139
UP



MOBP
39502275
4038
1.159E−03
3.027E−02
0.055
UP



ZNF148
125323444
4438
1.378E−03
3.374E−02
0.099
UP



GAB1
143459478
4490
6.484E−04
2.085E−02
−0.354
DN



PCDHGC3
141494865
5145
2.255E−04
1.127E−02
−0.186
DN



ZFAND5
72365197
5416
4.210E−04
1.619E−02
0.125
UP



SGIP1
66719405
6351
9.824E−04
2.726E−02
0.25
UP



LRRC75A-AS1
16440253
6368
8.350E−09
7.915E−06
−0.061
DN



LRRC75A-AS1
16440253
6369
9.845E−10
1.808E−06
−0.065
DN



LRRC75A-AS1
16440253
6370
6.767E−07
1.930E−04
−0.038
NC



PCBP4
51967434
6759
1.873E−07
8.092E−05
0.257
UP



CAMK2A
150245201
6984
8.023E−05
5.573E−03
−0.091
DN



CWC27
65018763
7056
1.918E−03
4.167E−02
−0.084
DN



ARPP21
35721834
7468
4.579E−06
8.794E−04
0.257
UP



LSM14A
34228096
7572
2.334E−05
2.554E−03
0.232
UP



PCBP2
53468832
8344
3.383E−04
1.426E−02
0.149
UP



ARHGAP26
143214088
8395
2.460E−03
4.886E−02
−0.175
DN



IDH3B
2659585
8707
5.671E−04
1.933E−02
0.124
UP



NOVA1
26480143
8812
1.746E−03
3.928E−02
−0.12
DN



LINC-PINT
130984109
9070
1.306E−03
3.271E−02
0.081
UP



ZNF207
32368014
9312
1.219E−06
3.000E−04
−0.229
DN



GKAP1
83780404
9545
2.023E−03
4.311E−02
−0.152
DN



CDC42BPA
227119937
9802
7.206E−04
2.217E−02
0.068
UP



MAP7D1
36176321
10042
4.227E−04
1.622E−02
−0.069
DN



PAQR6
156245987
10889
3.719E−04
1.524E−02
0.093
UP



MADD
47289493
11015
1.551E−03
3.635E−02
−0.233
DN



MADD
47309401
11017
1.435E−03
3.454E−02
0.122
UP



KIF13A
17794395
11159
1.473E−04
8.652E−03
0.293
UP



UNC79
93637299
11543
3.592E−04
1.484E−02
−0.457
DN



NCAM1
113256001
11574
2.966E−05
2.935E−03
−0.179
DN



NCAM1
113256001
11578
1.197E−03
3.080E−02
−0.155
DN



CAMK2D
113509675
11754
1.784E−03
3.973E−02
−0.362
DN



TRIM33
114399609
11810
2.152E−03
4.488E−02
0.117
UP



CCAR1
68757377
11969
8.100E−05
5.613E−03
−0.266
DN



RP5-1042K10.14
40366498
12020
1.981E−03
4.249E−02
−0.113
DN



CAPN3
42409380
12237
2.264E−04
1.128E−02
0.284
UP



HSD11B1L
5686991
12288
1.799E−03
3.992E−02
−0.185
DN



UQCRH
46310316
12602
2.300E−11
2.253E−07
0.058
UP



MARK2
63909237
12666
1.404E−04
8.402E−03
0.234
UP



BIN1
127059155
12797
1.491E−03
3.550E−02
0.043
NC



AIFM3
20981360
12817
3.665E−06
7.748E−04
−0.104
DN



COG1
73208503
13141
2.817E−07
1.104E−04
0.166
UP



SORBS1
95422073
13810
1.806E−03
4.003E−02
−0.075
DN



BAZ2B
159404901
13893
1.091E−03
2.903E−02
0.046
NC



BRSK2
1462087
14919
5.302E−04
1.852E−02
−0.092
DN



ARMC10
103097348
15090
3.902E−04
1.563E−02
−0.259
DN



AC005154.6
30561516
15347
5.762E−04
1.943E−02
0.182
UP



LCMT1
25164718
15589
1.330E−04
8.077E−03
0.114
UP



USMG5
103396023
15747
2.731E−06
5.988E−04
0.187
UP



USMG5
103396466
15748
1.353E−08
1.046E−05
0.032
NC



CLSTN1
9741256
15924
9.392E−04
2.647E−02
0.027
NC



ZMIZ2
44760593
16216
2.838E−04
1.305E−02
0.118
UP



UQCRB
96231940
16218
4.329E−08
2.596E−05
0.014
NC



SH3GLB2
129028185
16619
2.424E−03
4.833E−02
−0.082
DN



CAMK2G
73828121
16812
1.997E−03
4.267E−02
0.203
UP



CAMK2G
73837511
16815
6.702E−04
2.121E−02
−0.143
DN



CAMK2G
73837511
16816
2.126E−03
4.445E−02
−0.141
DN



ACBD4
45137454
17631
6.963E−04
2.170E−02
−0.181
DN



GPM6B
13938638
17724
9.764E−06
1.393E−03
0.141
UP



MTDH
97706750
18203
2.827E−04
1.304E−02
−0.139
DN



MTDH
97723035
18207
1.455E−05
1.823E−03
0.046
NC



MAP4K4
101864051
18307
2.073E−03
4.372E−02
0.148
UP



MAP4K4
101865036
18310
2.520E−10
6.730E−07
−0.335
DN



BCAS1
53967073
18456
1.462E−04
8.624E−03
0.079
UP



TRAPPC12
3478933
18650
1.857E−03
4.088E−02
0.107
UP



PHYHIP
22232101
18740
1.611E−05
1.961E−03
0.122
UP



SYNE1
152132214
19485
3.398E−04
1.429E−02
0.156
UP



KCNC3
50320784
20995
1.119E−04
7.088E−03
0.186
UP



ACAA1
38126700
21002
5.735E−04
1.939E−02
−0.068
DN



RNF146
127286177
21408
2.765E−04
1.288E−02
0.211
UP



GSTO1
104266190
21411
2.591E−07
1.057E−04
−0.081
DN



ARHGAP12
31843586
21600
9.202E−04
2.613E−02
0.321
UP



AP1G2
23566160
22217
4.263E−05
3.684E−03
−0.062
DN



PHLDB1
118658031
22721
9.446E−05
6.237E−03
0.184
UP



SH3YL1
230044
23403
4.862E−04
1.764E−02
0.307
UP



NRCAM
108240049
23471
2.906E−04
1.324E−02
0.149
UP



ASPH
61651124
23768
1.042E−03
2.828E−02
0.122
UP



ASPDH
50514690
24160
1.083E−03
2.891E−02
−0.271
DN



ZIM2
56836078
24240
5.825E−04
1.956E−02
0.205
UP



CHL1
344709
24529
6.118E−04
2.016E−02
−0.155
DN



COL16A1
31680101
24995
2.219E−03
4.572E−02
−0.178
DN



PRKACB
84179238
25091
1.795E−05
2.093E−03
0.291
UP



GANAB
62635000
25238
2.506E−06
5.579E−04
−0.204
DN



RHBDD2
75882236
26294
1.307E−03
3.271E−02
0.077
UP



TJP1
29720708
26778
3.717E−06
7.802E−04
−0.252
DN



KIF3A
132711057
26789
9.442E−06
1.370E−03
−0.075
DN



GOLIM4
168041474
27443
1.176E−03
3.061E−02
0.18
UP



CBWD1
179023
27770
4.218E−04
1.620E−02
−0.408
DN



ITSN2
24286351
28848
7.090E−06
1.157E−03
0.194
UP



DAP3
155729366
28942
8.259E−04
2.427E−02
0.086
UP



CCDC136
128817864
29566
1.655E−03
3.790E−02
−0.083
DN



CLASP2
33581928
29594
9.036E−04
2.588E−02
−0.2
DN



NCOA1
24768543
29661
2.159E−05
2.421E−03
0.222
UP



GNAS
58903585
30924
1.645E−03
3.776E−02
0.021
NC



RBFOX1
7709131
31043
9.968E−04
2.737E−02
0.155
UP



CEP290
88055717
31262
9.266E−05
6.185E−03
0.241
UP



PUF60
143821686
32289
6.519E−05
4.892E−03
0.164
UP



SLC25A23
6454475
32467
1.127E−03
2.964E−02
−0.034
NC



MEG3
100835879
32697
6.169E−05
4.764E−03
−0.048
NC



MEG3
100836300
32703
1.420E−03
3.435E−02
0.012
NC



FN1
215373411
34160
3.986E−06
8.189E−04
0.16
UP



FN1
215373411
34161
7.234E−07
2.024E−04
0.116
UP



DTNA
34875398
35553
2.288E−03
4.653E−02
−0.082
DN



GPM6A
176002332
35558
1.239E−08
1.020E−05
0.074
UP



OLA1
174248475
35825
5.701E−04
1.937E−02
−0.155
DN



YWHAZ
100952983
35847
6.177E−05
4.764E−03
0.101
UP



RNASE1
20802855
36230
9.313E−05
6.185E−03
−0.172
DN



RNASE1
20802848
36231
6.424E−05
4.875E−03
−0.179
DN



CALU
128759037
37018
1.873E−03
4.110E−02
0.098
UP



ALG8
78104052
37102
3.694E−07
1.292E−04
0.117
UP

















TABLE 21





CARRIER_VS_TD_MXE

























1stExon
1stExon
2ndExon

upstream


geneSymbol
chr
strand
Start_0base
End
Start_0base
2ndExonEnd
ES





FYN
chr6

111699514
111699670
111700103
111700268
111696276


PIBF1
chr13
+
72965273
72965404
72973590
72973675
72931164


TBC1D5
chr3

17238162
17238419
17258505
17258591
17214206


TNRC6A
chr16
+
24758338
24758360
24776932
24777358
24750725


SEZ6L
chr22
+
26365371
26365566
26375574
26375689
26351051


SEZ6L
chr22
+
26365371
26365566
26375577
26375689
26351051


ZMAT4
chr8

40581164
40581261
40674703
40674931
40530593


MOBP
chr3
+
39480039
39480123
39499466
39499532
39467604


PDXDC1
chr16
+
15001775
15001856
15004186
15004333
14998339


TPM3
chr1

154170648
154170711
154172028
154172104
154170399


ANKRD24
chr19
+
4199874
4200005
4200082
4200171
4186269


WIPF2
chr17
+
40262524
40262641
40264489
40265146
40260534


ATRNL1
chr10
+
115315517
115315736
115334281
115334419
115301854


FXYD7
chr19
+
35151253
35151328
35151439
35151473
35148693


TSSC1
chr2

3257298
3257455
3338016
3338149
3214148


RP11-21J18.1
chr18
+
9124873
9124983
9126830
9126907
9122512


PAQR6
chr1

156245534
156245661
156245781
156245987
156244760


MGEA5
chr10

101800241
101800400
101803734
101804019
101798841


ANK3
chr10

60200128
60200227
60203001
60203100
60198339


PITPNC1
chr17
+
67532801
67532950
67552256
67552345
67377458


MAPT
chr17
+
45962320
45962470
45971858
45971945
45894381


VCAN
chr5
+
83519348
83522309
83537006
83542268
83512102


DAB2IP
chr9
+
121759884
121760439
121763504
121763649
121758897


PRKAG2
chr7

151595344
151595454
151632068
151632138
151576370


SETD4
chr21

36048307
36048396
36053582
36053620
36045581


SMARCA4
chr19
+
11007901
11008023
11010380
11010531
11003339


BAZ2B
chr2

159448241
159448403
159453612
159453801
159446781


BAZ2B
chr2

159448241
159448409
159453612
159453801
159446781


RBFA
chr18
+
80038504
80038617
80042134
80042219
80037329


LUC7L
chr16

220648
220747
227241
227336
208077


AIF1
chr6
+
31615669
31615736
31616103
31616145
31615520


PDE2A
chr11

72631077
72631139
72642253
72642326
72608661


CAMK2G
chr10

73825278
73825347
73828088
73828121
73821677


CAMK2G
chr10

73825278
73825347
73828088
73828121
73824039


CCDC7
chr10
+
32567669
32567891
32583033
32583307
32565557


PMS1
chr2
+
189863742
189863974
189867798
189867929
189854238


PMS1
chr2
+
189863742
189864228
189867798
189867929
189854238


ADCK4
chr19

40705324
40705447
40710058
40710136
40705095


CRELD2
chr22
+
49923233
49923317
49924359
49924455
49922611


ARID4A
chr14
+
58360900
58361042
58364169
58365300
58359131


MTDH
chr8
+
97699753
97699852
97706625
97706750
97690951


MAP4K4
chr2
+
101860824
101860986
101863820
101864051
101859735


ACTR1B
chr2

97660570
97660646
97661881
97661946
97659351


BCAS3
chr17
+
61078332
61078529
61084466
61084564
61074919


GTF2A2
chr15

59650668
59650773
59652205
59652326
59642135


C11orf80
chr11
+
66788159
66788269
66796280
66796364
66759042


ZNF106
chr15

42442072
42442414
42444201
42444262
42439032


ZNF106
chr15

42448071
42448705
42466052
42466114
42446588


SESN1
chr6

108990644
108990835
108992786
108992899
108988542


PHYHD1
chr9
+
128940368
128940497
128940598
128940715
128937756


GRID1
chr10

85869009
85869180
85916185
85916239
85856028


MAP9
chr4

155355715
155355884
155357448
155357519
155355070


NRCAM
chr7

108166920
108167073
108168276
108168402
108160360


ASPDH
chr19

50512135
50512290
50512926
50513011
50511603


VIPR1
chr3
+
42532241
42532333
42534974
42535104
42531802


PLEKHA6
chr1

204250545
204250614
204251530
204251611
204249183


ADAL
chr15
+
43334944
43335170
43335695
43335826
43333310


C11orf74
chr11
+
36636050
36636117
36648015
36648155
36633283


SYMPK
chr19

45838460
45838615
45842249
45842489
45835077


RANGAP1
chr22

41274599
41274727
41280932
41281082
41268096


PON2
chr7

95412311
95412477
95416241
95416297
95411652


ITSN2
chr2

24275712
24275849
24286211
24286351
24271765


SNW1
chr14

77720710
77720828
77723180
77723277
77717952


SPG11
chr15

44585635
44585850
44589251
44589414
44583813


RGL1
chr1
+
183806374
183806485
183847565
183847774
183742125


CCDC136
chr7
+
128807359
128807545
128817757
128817864
128806687


HACE1
chr6

104833041
104833173
104843222
104843298
104811310


SLC1A3
chr5
+
36608328
36608604
36629449
36629587
36606354


BRWD1
chr21

39238478
39238573
39247700
39247832
39236594


PSMB1
chr6

170537233
170537340
170543600
170543730
170535116


CUX2
chr12
+
111291417
111291552
111293445
111293569
111263760


VPS26A
chr10
+
69166041
69166110
69168488
69168631
69162405


EGFL7
chr9
+
136664691
136664785
136668240
136668362
136662929


ADCK2
chr7
+
140681041
140681137
140686989
140687241
140679154


ZNF415
chr19

53115209
53115307
53115703
53115811
53107878


ANAPC16
chr10
+
72223887
72224056
72230365
72230440
72220053


CCM2
chr7
+
45038252
45038426
45072725
45072783
45000184


CCM2
chr7
+
45069825
45069961
45072725
45072783
45064462


ARL3
chr10

102699372
102699489
102705345
102705489
102689892


ARCN1
chr11
+
118593589
118593698
118597706
118597911
118592708


CALU
chr7
+
128754261
128754455
128754528
128754722
128748572



















upstream
downstream
downstream






geneSymbol
EE
ES
EE
PValue
FDR
type







FYN
111696456
111702884
111703034
1.885E−04
9.613E−03
UP



PIBF1
72931267
72998821
72998995
1.166E−03
2.928E−02
DN



TBC1D5
17214370
17291894
17292001
1.919E−04
9.613E−03
UP



TNRC6A
24750813
24789231
24791817
1.441E−04
8.279E−03
UP



SEZ6L
26351243
26377672
26377775
1.717E−05
1.720E−03
DN



SEZ6L
26351243
26377672
26377775
1.054E−05
1.177E−03
DN



ZMAT4
40532238
40697244
40697401
2.238E−04
1.054E−02
UP



MOBP
39467740
39502065
39502275
7.262E−04
2.234E−02
NC



PDXDC1
14998405
15006393
15006583
1.167E−03
2.928E−02
UP



TPM3
154170469
154172907
154172978
2.132E−03
4.360E−02
DN



ANKRD24
4186461
4202025
4202090
1.222E−04
7.232E−03
DN



WIPF2
40260667
40273789
40273999
9.676E−04
2.662E−02
UP



ATRNL1
115302043
115394658
115394752
3.920E−05
3.126E−03
UP



FXYD7
35148723
35151632
35151673
2.125E−03
4.360E−02
DN



TSSC1
3214248
3354549
3354633
2.649E−05
2.300E−03
DN



RP11-21J18.1
9122681
9134185
9134292
2.078E−08
9.020E−06
DN



PAQR6
156244911
156246122
156246250
2.102E−03
4.360E−02
NC



MGEA5
101799455
101806044
101806143
5.927E−04
1.946E−02
DN



ANK3
60198537
60205791
60205890
1.169E−03
2.928E−02
DN



PITPNC1
67378202
67553609
67553617
9.070E−04
2.553E−02
UP



MAPT
45894686
45978374
45978440
3.531E−04
1.385E−02
UP



VCAN
83512396
83545536
83545650
8.512E−05
5.636E−03
DN



DAB2IP
121758996
121763734
121763879
7.725E−04
2.322E−02
DN



PRKAG2
151576452
151675419
151675637
1.856E−03
4.029E−02
UP



SETD4
36046011
36057108
36057204
2.047E−03
4.331E−02
UP



SMARCA4
11003397
11012948
11013112
4.371E−04
1.611E−02
UP



BAZ2B
159446975
159478574
159478721
8.836E−04
2.553E−02
DN



BAZ2B
159446975
159478574
159478721
2.074E−03
4.334E−02
DN



RBFA
80037506
80044211
80044285
2.782E−05
2.363E−03
UP



LUC7L
208188
229278
229450
1.468E−03
3.455E−02
DN



AIF1
31615582
31616343
31616506
1.776E−03
3.965E−02
DN



PDE2A
72608751
72674136
72674453
2.505E−03
4.918E−02
DN



CAMK2G
73821730
73837467
73837511
3.550E−04
1.385E−02
DN



CAMK2G
73824084
73837467
73837511
4.716E−04
1.675E−02
DN



CCDC7
32565620
32584231
32584304
2.051E−03
4.331E−02
UP



PMS1
189855128
189873495
189873656
1.670E−03
3.799E−02
UP



PMS1
189855128
189873495
189873656
1.156E−03
2.928E−02
UP



ADCK4
40705181
40714066
40714133
1.397E−03
3.328E−02
UP



CRELD2
49922707
49925416
49925557
3.157E−04
1.326E−02
DN



ARID4A
58359216
58365517
58365622
6.828E−05
5.033E−03
UP



MTDH
97691188
97713661
97713769
3.234E−04
1.330E−02
DN



MAP4K4
101859864
101864929
101865036
4.741E−14
1.852E−10
UP



ACTR1B
97659477
97663842
97664107
2.880E−04
1.250E−02
DN



BCAS3
61075020
61368326
61368494
9.910E−05
6.050E−03
DN



GTF2A2
59642262
59657405
59657520
7.427E−04
2.267E−02
UP



C11orf80
66759096
66800640
66800696
8.117E−06
1.035E−03
UP



ZNF106
42439813
42444826
42444981
3.121E−04
1.325E−02
UP



ZNF106
42446658
42472235
42472321
1.080E−03
2.850E−02
DN



SESN1
108988687
108994461
108994609
1.367E−08
8.901E−06
UP



PHYHD1
128937778
128941444
128941571
5.671E−04
1.894E−02
DN



GRID1
85856190
86138818
86139024
2.530E−03
4.942E−02
UP



MAP9
155355160
155360167
155360343
9.146E−04
2.553E−02
DN



NRCAM
108160492
108175321
108175357
2.062E−03
4.331E−02
UP



ASPDH
50511773
50513271
50513416
4.292E−04
1.597E−02
UP



VIPR1
42531869
42535342
42535384
8.200E−05
5.621E−03
DN



PLEKHA6
204249264
204255625
204255679
9.635E−05
5.975E−03
DN



ADAL
43333434
43336625
43336686
2.967E−06
4.830E−04
UP



C11orf74
36633438
36659018
36659268
1.952E−03
4.167E−02
DN



SYMPK
45835228
45844029
45844200
3.337E−04
1.358E−02
UP



RANGAP1
41268156
41285985
41286251
1.686E−03
3.808E−02
DN



PON2
95411743
95424514
95424585
2.492E−03
4.916E−02
UP



ITSN2
24271941
24293687
24293775
1.897E−04
9.613E−03
DN



SNW1
77718530
77730987
77731129
1.557E−04
8.566E−03
UP



SPG11
44584558
44592330
44592438
1.494E−03
3.480E−02
UP



RGL1
183742289
183865995
183866073
1.531E−04
8.544E−03
UP



CCDC136
128806858
128821798
128822119
1.938E−03
4.160E−02
NC



HACE1
104811393
104849141
104849246
2.397E−03
4.778E−02
UP



SLC1A3
36606735
36671028
36671233
1.826E−03
4.007E−02
DN



BRWD1
39236784
39250795
39250889
1.048E−03
2.803E−02
DN



PSMB1
170535405
170546102
170546184
4.232E−04
1.590E−02
DN



CUX2
111263839
111295332
111295409
2.051E−04
1.001E−02
DN



VPS26A
69162512
69171155
69172856
2.218E−05
2.015E−03
DN



EGFL7
136663108
136668556
136668673
4.938E−04
1.738E−02
DN



ADCK2
140679283
140689596
140689725
3.581E−04
1.385E−02
DN



ZNF415
53109908
53116312
53116433
1.046E−03
2.803E−02
DN



ANAPC16
72220379
72233000
72235858
4.425E−04
1.616E−02
UP



CCM2
45000363
45073459
45073571
6.462E−04
2.047E−02
DN



CCM2
45064646
45073459
45073571
7.213E−04
2.234E−02
NC



ARL3
102689943
102714272
102714407
1.037E−03
2.803E−02
UP



ARCN1
118592856
118600624
118600993
2.491E−06
4.634E−04
DN



CALU
128748804
128758870
128759037
5.213E−05
4.073E−03
DN

















TABLE 22







CARRIER_VS_TD_DE











gene_symbol
log2FC
pval
padj
type














ADGRL4
−2.288E+00
4.300E−07
1.837E−03
DN


APOLD1
−2.011E+00
5.150E−05
4.585E−02
DN


BLOC1S5-TXNDC5
7.901E+00
8.228E−06
1.598E−02
UP


C10orf10
−2.265E+00
2.668E−05
2.715E−02
DN


CD93
−2.696E+00
1.217E−08
9.563E−05
DN


ELOVL7
−1.609E+00
5.627E−05
4.624E−02
DN


F8A3
−4.967E+00
3.446E−12
7.362E−08
DN


FCGR3A
−2.307E+00
2.678E−06
6.357E−03
DN


FER1L6
4.108E+00
4.934E−05
4.584E−02
UP


ITGA6
−1.687E+00
1.571E−05
2.085E−02
DN


KIF25
3.740E+00
1.363E−05
2.081E−02
UP


MIR143HG
2.020E+00
2.449E−05
2.616E−02
UP


NUTM2E
4.145E+00
4.160E−06
8.888E−03
UP


OR7D2
−3.348E+00
5.521E−05
4.624E−02
DN


PECAM1
−2.068E+00
2.112E−05
2.375E−02
DN


POC1B-GALNT4
7.515E+00
3.775E−05
3.666E−02
UP


RP11-17M24.3
7.811E+00
1.314E−05.
2.081E−02
UP


RP11-73M18.2
−8.367E+00
8.424E−07
2.250E−03
DN


RP11-986E7.7
−7.624E+00
1.659E−05
2.085E−02
DN


RPL17-C18orf32
−3.080E+00
5.401E−07
1.855E−03
DN


S100A9
−4.195E+00
1.343E−08
9.563E−05
DN


SST
2.449E+00
1.507E−05
2.085E−02
UP


TBC1D3L
2.133E+00
6.079E−07
1.855E−03
UP


TVP23C-CDRT4
−8.931E+00
2.301E−08
1.229E−04
DN


VSIG4
−2.411E+00
9.151E−06
1.629E−02
DN


XXbac-BPG246D15.9
7.849E+00
2.059E−05
2.375E−02
UP
















TABLE 23





GO CARRIER VS TD
























GO: SE UP










ID
Description
GeneRatio
BgRatio
pvalue
p.adjust
qvalue
Count







GO: 0048667
cell morphogenesis involved in neuron differentiation
21/182
500/17913
4.029E−08
1.062E−04
9.819E−05
21



GO: 0050807
regulation of synapse organization
13/182
218/17913
3.665E−07
2.527E−04
2.336E−04
13



GO: 0010769
regulation of cell morphogenesis involved in differentiation
14/182
260/17913
4.462E−07
2.527E−04
2.336E−04
14



GO: 0050803
regulation of synapse structure or activity
13/182
222/17913
4.512E−07
2.527E−04
2.336E−04
13



GO: 0007030
Golgi organization
 9/182
 94/17913
4.794E−07
2.527E−04
2.336E−04
9



GO: 0050808
synapse organization
17/182
394/17913
5.865E−07
2.577E−04
2.382E−04
17



GO: 0051056
regulation of small GTPase mediated signal transduction
15/182
316/17913
8.510E−07
3.205E−04
2.962E−04
15



GO: 0048814
regulation of dendrite morphogenesis
 8/182
 82/17913
1.828E−06
5.353E−04
4.949E−04
8



GO: 0030010
establishment of cell polarity
 9/182
126/17913
5.619E−06
1.234E−03
1.141E−03
9



GO: 0099175
regulation of postsynapse organization
 7/182
 98/17913
6.326E−05
8.068E−03
7.458E−03
7



GO: 0051651
maintenance of location in cell
 6/182
 72/17913
9.078E−05
1.040E−02
9.618E−03
6



GO: 0051493
regulation of cytoskeleton organization
15/182
472/17913
9.893E−05
1.087E−02
1.005E−02
15



GO: 0099173
postsynapse organization
 8/182
158/17913
2.145E−04
2.146E−02
1.983E−02
8



GO: 0031532
actin cytoskeleton reorganization
 6/182
 85/17913
2.279E−04
2.146E−02
1.983E−02
6



GO: 0106027
neuron projection organization
 6/182
 85/17913
2.279E−04
2.146E−02
1.983E−02
6



GO: 0043087
regulation of GTPase activity
13/182
410/17913
2.964E−04
2.441E−02
2.257E−02
13



GO: 0098901
regulation of cardiac muscle cell action potential
 4/182
 34/17913
3.768E−04
2.921E−02
2.700E−02
4



GO: 0051656
establishment of organelle localization
13/182
448/17913
6.832E−04
4.502E−02
4.162E−02
13



GO: 0043547
positive regulation of GTPase activity
11/182
339/17913
7.157E−04
4.602E−02
4.254E−02
11



GO: 0035637
multicellular organismal signaling
 8/182
193/17913
8.142E−04
4.769E−02
4.409E−02
8














GO: SE UP




ID
geneID







GO: 0048667
SHC1/LRP8/RBFOX2/ABI2/PTK2/SPP1/NFASC/DBN1/ANK3/PARP6/MARK2/BRSK2/ADGRB3/RAPGEF2/




DNM1L/NRCAM/NFIB/SIPA1L1/PDLIM7/FN1/SOS1



GO: 0050807
LRP8/DGKB/ABI2/PTK2/DBN1/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/SIPA1L1/GPM6A/YWHAZ



GO: 0010769
LRP8/ABI2/PTK2/SPP1/DBN1/PARP6/MARK2/BRSK2/ADGRB3/RAPGEF2/DNM1L/NRCAM/SIPA1L1/FN1



GO: 0050803
LRP8/DGKB/ABI2/PTK2/DBN1/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/SIPA1L1/GPM6A/YWHAZ



GO: 0007030
COG1/TRAPPC12/SYNE1/BCAS3/MYO18A/CIT/STX16/ARHGAP21/YWHAZ



GO: 0050808
NRXN2/LRP8/DGKB/ABI2/PTK2/NFASC/DBN1/ANK3/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/




SIPA1L1/KIRREL3/GPM6A/YWHAZ



GO: 0051056
SHC1/ADCYAP1R1/MADD/RHOT1/ARHGEF2/ARHGEF9/MAP4K4/ARHGEF25/NF1/ARHGAP12/ITSN2/




SIPA1L1/RHOC/SOS1/ARHGAP21



GO: 0048814
LRP8/ABI2/DBN1/PARP6/ADGRB3/RAPGEF2/DNM1L/SIPA1L1



GO: 0030010
NSFL1C/PTK2/ARHGEF2/MARK2/BRSK2/BCAS3/MYO18A/DCTN1/GSN



GO: 0099175
LRP8/DGKB/ABI2/DBN1/DNM1L/NRCAM/SIPA1L1



GO: 0051651
DBN1/ANK3/SYNE1/RANGAP1/GSN/ARHGAP21



GO: 0051493
NSFL1C/STAG2/ABI2/PTK2/ARHGEF2/MARK2/BIN1/GPM6B/BCAS3/CIT/PHLDB1/DCTN1/CYLD/RHOC/GSN



GO: 0099173
NRXN2/LRP8/DGKB/ABI2/DBN1/DNM1L/NRCAM/SIPA1L1



GO: 0031532
SHC1/CDC42BPA/BRSK2/BCAS3/SIPA1L1/GSN



GO: 0106027
LRP8/ABI2/DBN1/DNM1L/DCTN1/SIPA1L1



GO: 0043087
PTK2/MAP4K4/ADGRB3/RAPGEF2/NF1/DNM1L/BCAS3/ARHGAP12/WNK1/RANGAP1/SIPA1L1/SOS1/ARHGAP21



GO: 0098901
ANK3/CAMK2D/BIN1/ANK2



GO: 0051656
NSFL1C/PTK2/RHOT1/KIF13A/ARHGEF2/TRAPPC12/DNM1L/CPLX2/BLOC1S6/PPP6R3/DCTN1/ARHGAP21/YWHAZ



GO: 0043547
MAP4K4/ADGRB3/RAPGEF2/NF1/DNM1L/BCAS3/ARHGAP12/RANGAP1/SIPA1L1/SOS1/ARHGAP21



GO: 0035637
NFASC/ANK3/CAMK2D/BIN1/ANK2/NRCAM/ASPH/ATP2B2



GO: 0048667
SHC1/LRP8/RBFOX2/ABI2/PTK2/SPP1/NFASC/DBN1/ANK3/PARP6/MARK2/BRSK2/ADGRB3/RAPGEF2/




DNM1L/NRCAM/NFIB/SIPA1L1/PDLIM7/FN1/SOS1



GO: 0050807
LRP8/DGKB/ABI2/PTK2/DBN1/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/SIPA1L1/GPM6A/YWHAZ



GO: 0010769
LRP8/ABI2/PTK2/SPP1/DBN1/PARP6/MARK2/BRSK2/ADGRB3/RAPGEF2/DNM1L/NRCAM/SIPA1L1/FN1



GO: 0050803
LRP8/DGKB/ABI2/PTK2/DBN1/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/SIPA1L1/GPM6A/YWHAZ



GO: 0007030
COG1/TRAPPC12/SYNE1/BCAS3/MYO18A/CIT/STX16/ARHGAP21/YWHAZ



GO: 0050808
NRXN2/LRP8/DGKB/ABI2/PTK2/NFASC/DBN1/ANK3/ADGRB2/ADGRB3/DNM1L/NRCAM/DCTN1/




SIPA1L1/KIRREL3/GPM6A/YWHAZ



GO: 0051056
SHC1/ADCYAP1R1/MADD/RHOT1/ARHGEF2/ARHGEF9/MAP4K4/ARHGEF25/NF1/ARHGAP12/ITSN2/




SIPA1L1/RHOC/SOS1/ARHGAP21



GO: 0048814
LRP8/ABI2/DBN1/PARP6/ADGRB3/RAPGEF2/DNM1L/SIPA1L1



GO: 0030010
NSFL1C/PTK2/ARHGEF2/MARK2/BRSK2/BCAS3/MYO18A/DCTN1/GSN



GO: 0099175
LRP8/DGKB/ABI2/DBN1/DNM1L/NRCAM/SIPA1L1



GO: 0051651
DBN1/ANK3/SYNE1/RANGAP1/GSN/ARHGAP21



GO: 0051493
NSFL1C/STAG2/ABI2/PTK2/ARHGEF2/MARK2/BIN1/GPM6B/BCAS3/CIT/PHLDB1/DCTN1/CYLD/




RHOC/GSN



GO: 0099173
NRXN2/LRP8/DGKB/ABI2/DBN1/DNM1L/NRCAM/SIPA1L1



GO: 0031532
SHC1/CDC42BPA/BRSK2/BCAS3/SIPA1L1/GSN



GO: 0106027
LRP8/ABI2/DBN1/DNM1L/DCTN1/SIPA1L1/



GO: 0043087
SOS1/ARHGAP21




PTK2/MAP4K4/ADGRB3/RAPGEF2/NF1/DNM1L/BCAS3/ARHGAP12/WNK1/RANGAP1/SIPA1L1



GO: 0098901
ANK3/CAMK2D/BIN1/ANK2



GO: 0051656
NSFL1C/PTK2/RHOT1/KIF13A/ARHGEF2/TRAPPC12/DNM1L/CPLX2/BLOC1S6/PPP6R3/DCTN1/




ARHGAP21/YWHAZ



GO: 0043547
MAP4K4/ADGRB3/RAPGEF2/NF1/DNM1L/BCAS3/ARHGAP12/RANGAP1/SIPA1L1/SOS1/ARHGAP21



GO: 0035637
NFASC/ANK3/CAMK2D/BIN1/ANK2/NRCAM/ASPH/ATP2B2




















GO: SE DOWN










ID
Description
GeneRatio
BgRatio
pvalue
p.adjust
qvalue
Count







GO: 0098901
regulation of cardiac muscle cell action potential
5/131
 34/17913
4.547E−06
6.754E−03
6.084E−03
5



GO: 0050808
synapse organization
13/131 
394/17913
6.442E−06
6.754E−03
6.084E−03
13



GO: 0046628
positive regulation of insulin receptor signaling pathway
4/131
 20/17913
1.209E−05
6.754E−03
6.084E−03
4



GO: 0010959
regulation of metal ion transport
12/131 
365/17913
1.541E−05
6.754E−03
6.084E−03
12



GO: 0048667
cell morphogenesis involved in neuron differentiation
14/131 
500/17913
1.796E−05
6.754E−03
6.084E−03
14



GO: 1900078
positive regulation of cellular response to insulin stimulus
4/131
 22/17913
1.804E−05
6.754E−03
6.084E−03
4



GO: 0051648
vesicle localization
10/131 
270/17913
2.981E−05
8.370E−03
7.539E−03
10



GO: 1902305
regulation of sodium ion transmembrane transport
5/131
 51/17913
3.475E−05
8.672E−03
7.812E−03
5



GO: 0072659
protein localization to plasma membrane
9/131
237/17913
6.224E−05
1.271E−02
1.145E−02
9



GO: 0022604
regulation of cell morphogenesis
12/131 
430/17913
7.580E−05
1.419E−02
1.278E−02
12



GO: 0051650
establishment of vesicle localization
9/131
253/17913
1.026E−04
1.700E−02
1.532E−02
9



GO: 0051656
establishment of organelle localization
12/131 
448/17913
1.117E−04
1.700E−02
1.532E−02
12



GO: 0050775
positive regulation of dendrite morphogenesis
4/131
 35/17913
1.200E−04
1.700E−02
1.532E−02
4



GO: 0071346
cellular response to interferon-gamma
7/131
153/17913
1.332E−04
1.760E−02
1.585E−02
7



GO: 0099173
postsynapse organization
7/131
158/17913
1.626E−04
2.029E−02
1.827E−02
7



GO: 1990778
protein localization to cell periphery
9/131
276/17913
1.974E−04
2.127E−02
1.916E−02
9



GO: 0086001
cardiac muscle cell action potential
5/131
 74/17913
2.084E−04
2.127E−02
1.916E−02
5



GO: 0007018
microtubule-based movement
8/131
224/17913
2.443E−04
2.286E−02
2.059E−02
8



GO: 0007163
establishment or maintenance of cell polarity
7/131
172/17913
2.738E−04
2.450E−02
2.207E−02
7



GO: 0034341
response to interferon-gamma
7/131
173/17913
2.836E−04
2.450E−02
2.207E−02
7



GO: 0061564
axon development
11/131 
438/17913
3.765E−04
3.020E−02
2.721E−02
11



GO: 0070838
divalent metal ion transport
11/131 
454/17913
5.086E−04
3.360E−02
3.026E−02
11



GO: 0001954
positive regulation of cell-matrix adhesion
4/131
 51/17913
5.232E−04
3.360E−02
3.026E−02
4



GO: 0060333
interferon-gamma-mediated signaling pathway
5/131
 91/17913
5.448E−04
3.360E−02
3.026E−02
5



GO: 0034453
microtubule anchoring
3/131
 23/17913
6.082E−04
3.437E−02
3.096E−02
3



GO: 0010970
transport along microtubule
6/131
143/17913
6.428E−04
3.437E−02
3.096E−02
6



GO: 0099111
microtubule-based transport
6/131
143/17913
6.428E−04
3.437E−02
3.096E−02
6



GO: 0042982
amyloid precursor protein metabolic process
4/131
 55/17913
6.981E−04
3.564E−02
3.210E−02
4



GO: 0030705
cytoskeleton-dependent intracellular transport
6/131
154/17913
9.467E−04
4.472E−02
4.028E−02
6



GO: 0060560
developmental growth involved in morphogenesis
7/131
214/17913
1.006E−03
4.611E−02
4.154E−02
7












GO: SE DOWN



ID
geneID





GO: 0098901
ANK3/DLG1/CAMK2D/BIN1/SLMAP


GO: 0050808
NRXN2/PTPRS/ACTR2/PCDHGC3/PALM/SEMA4D/ANK3/DLG1/SPARCL1/CAMK2B/ARHGAP39/TNC/OPA1


GO: 0046628
GKAP1/SORBS1/PRKCZ/OPA1


GO: 0010959
ATP2B1/CAMK2A/ANK3/DLG1/CAMK2D/BIN1/WNK2/CAMK2G/CAMK2B/GSTO1/SLMAP/BDKRB1


GO: 0048667
PTPRS/ACTR2/GAB1/CAMK2A/ILK/SEMA4D/ANK3/NCAM1/BRSK2/CAMK2B/CHL1/NRXN3/OPA1/NIN


GO: 1900078
GKAP1/SORBS1/PRKCZ/OPA1


GO: 0051648
MLPH/TFG/MCFD2/CAMK2A/DYNC1I1/CADPS/BRSK2/KIF3A/CLASP2/PRKCZ


GO: 1902305
ANK3/DLG1/CAMK2D/WNK2/SLMAP


GO: 0072659
EPB41L3/PALM/ANK3/DLG1/FLOT2/SORBS1/CLASP2/SLMAP/PRKCZ


GO: 0022604
EPB41L3/PTPRS/ACTR2/PALM/ILK/SEMA4D/DLG1/BRSK2/CAMK2B/UNC13A/OPA1/NIN


GO: 0051650
MLPH/TFG/MCFD2/CAMK2A/DYNC1I1/CADPS/KIF3A/CLASP2/PRKCZ


GO: 0051656
MLPH/TFG/ACTR2/MCFD2/CAMK2A/DLG1/DYNC1I1/CADPS/KIF3A/CLASP2/PRKCZ/OPA1


GO: 0050775
ACTR2/ILK/CAMK2B/OPA1


GO: 0071346
ACTR2/CAMK2A/NCAM1/CAMK2D/CAMK2G/CAMK2B/SYNCRIP


GO: 0099173
NRXN2/PTPRS/ACTR2/DLG1/CAMK2B/ARHGAP39/OPA1


GO: 1990778
EPB41L3/PALM/ANK3/DLG1/FLOT2/SORBS1/CLASP2/SLMAP/PRKCZ


GO: 0086001
ANK3/DLG1/CAMK2D/BIN1/SLMAP


GO: 0007018
RPGR/ACTR2/DYNC1I1/FLOT2/KLC1/KIF3A/PRKCZ/OPA1


GO: 0007163
ACTR2/ILK/DLG1/FLOT2/BRSK2/CLASP2/PRKCZ


GO: 0034341
ACTR2/CAMK2A/NCAM1/CAMK2D/CAMK2G/CAMK2B/SYNCRIP


GO: 0061564
PTPRS/GAB1/ILK/SEMA4D/ANK3/NCAM1/BRSK2/CHL1/NRXN3/TNC/NIN


GO: 0070838
ATP2B1/CAMK2A/CAMK2D/BIN1/CAMK2G/CAMK2B/CNNM2/GSTO1/OPA1/BDKRB1/MICU3


GO: 0001954
ILK/MAP4K4/COL16A1/PRKCZ


GO: 0060333
CAMK2A/NCAM1/CAMK2D/CAMK2G/CAMK2B


GO: 0034453
KIF3A/CLASP2/NIN


GO: 0010970
RPGR/DYNC1I1/FLOT2/KIF3A/PRKCZ/OPA1


GO: 0099111
RPGR/DYNC1I1/FLOT2/KIF3A/PRKCZ/OPA1


GO: 0042982
DLG1/BIN1/FLOT2/UNC13A


GO: 0030705
RPGR/DYNC1I1/FLOT2/KIF3A/PRKCZ/OPA1


GO: 0060560
PTPRS/ILK/SEMA4D/UNC13A/TNC/PRKCZ/NIN




















TABLE 24





gene_symbol
log2FC
pval
padj
type















FXS_VS_TD_DE (Part 1)











ACAN
−2.399E+00
6.244E−05
1.944E−02
DN


ADAMTS1
−2.174E+00
1.609E−06
1.412E−03
DN


ADIRF
−1.963E+00
6.619E−05
2.026E−02
DN


ANXA2
−2.272E+00
8.559E−06
4.027E−03
DN


C11orf96
−3.886E+00
1.642E−06
1.412E−03
DN


C2CD4B
−4.041E+00
1.340E−04
3.560E−02
DN


CCL2
−4.885E+00
7.357E−06
4.026E−03
DN


CD93
−3.261E+00
1.038E−05
4.360E−03
DN


CDKN1A
−1.948E+00
8.934E−06
4.027E−03
DN


CEBPD
−1.935E+00
6.093E−06
3.438E−03
DN


COL8A1
−4.053E+00
5.677E−05
1.831E−02
DN


CTB-43P18.3
2.239E+00
1.476E−07
2.080E−04
UP


CTD-2410N18.5
6.900E+00
5.136E−09
1.159E−05
UP


CXCL2
−5.482E+00
3.362E−09
8.674E−06
DN


CXCL3
−6.207E+00
6.922E−09
1.389E−05
DN


CXCL8
−7.796E+00
1.866E−04
4.435E−02
DN


CYR61
−2.716E+00
5.254E−07
5.930E−04
DN


ERAP2
−3.383E+00
1.666E−09
8.674E−06
DN


FOS
−1.295E+00
1.863E−04
4.435E−02
DN


FSTL1
−1.529E+00
1.068E−04
2.968E−02
DN


GABRE
−3.430E+00
2.268E−06
1.781E−03
DN


GADD45A
−1.671E+00
8.399E−06
4.027E−03
DN


GADD45B
−2.120E+00
2.097E−09
8.674E−06
DN


GBP2
−2.117E+00
2.251E−05
8.468E−03
DN


GPRC5A
−4.584E+00
8.196E−06
4.027E−03
DN


HILPDA
−2.106E+00
2.139E−06
1.756E−03
DN







FXS_VS_TD_DE (Part 2)











HLA-B
−1.304E+00
5.928E−05
1.878E−02
DN


HLA-DQB1
−2.311E+00
4.501E−06
2.803E−03
DN


HSPG2
−1.620E+00
7.873E−05
2.331E−02
DN


ICAM1
−3.814E+00
9.365E−06
4.027E−03
DN


IER3
−2.386E+00
2.460E−09
8.674E−06
DN


IFI16
−1.902E+00
1.697E−04
4.255E−02
DN


IL1R1
−2.586E+00
4.536E−08
7.446E−05
DN


IL32
−1.934E+00
3.521E−06
2.293E−03
DN


ITGA5
−2.854E+00
1.172E−04
3.160E−02
DN


KIAA0040
−2.202E+00
3.707E−05
1.287E−02
DN


KLF6
−1.305E+00
1.532E−04
3.953E−02
DN


LIPG
−5.086E+00
9.001E−05
2.580E−02
DN


LMOD1
−3.975E+00
3.236E−06
2.247E−03
DN


LRRC32
−1.592E+00
3.555E−06
2.293E−03
DN


MAFF
−2.437E+00
9.893E−07
9.925E−04
DN


MDK
−2.380E+00
1.068E−04
2.968E−02
DN


MSC
−2.298E+00
1.322E−06
1.257E−03
DN


MTHFD2
−1.847E+00
1.532E−04
3.953E−02
DN


MXRA8
−2.235E+00
1.610E−04
4.094E−02
DN


NPIPA8
4.902E+00
3.450E−05
1.221E−02
UP


PDLIM1
−4.010E+00
1.809E−11
3.267E−07
DN


PECAM1
−1.493E+00
1.397E−05
5.608E−03
DN


PLA1A
−3.200E+00
3.801E−08
6.865E−05
DN


RMST
−1.964E+00
4.404E−05
1.473E−02
DN


RP11-133K1.2
7.998E+00
9.277E−06
4.027E−03
UP


RP11-219A15.4
5.012E+00
8.712E−07
9.255E−04
UP







FXS_VS_TD_DE (Part 3)











RP11-383H13.1
−2.169E+00
2.872E−05
1.058E−02
DN


RP11-514P8.8
7.396E+00
1.849E−04
4.435E−02
UP


RP11-561023.5
−3.220E+00
8.993E−06
4.027E−03
DN


RP5-1028K7.3
−8.372E+00
2.421E−06
1.821E−03
DN


RSPO2
1.641E+00
1.553E−05
6.097E−03
UP


S100A6
−1.445E+00
8.117E−05
2.364E−02
DN


S100A8
−4.574E+00
3.417E−05
1.221E−02
DN


SCN1A
1.341E+00
2.097E−04
4.795E−02
UP


SECTM1
−4.357E+00
5.588E−05
1.831E−02
DN


SERPINE1
−4.530E+00
2.439E−07
3.146E−04
DN


SERPING1
−1.821E+00
2.017E−04
4.669E−02
DN


SOCS3
−3.914E+00
2.045E−05
7.858E−03
DN


SV2C
1.794E+00
1.211E−05
4.969E−03
UP


TAGLN2
−1.885E+00
2.937E−06
2.122E−03
DN


TFPI
−2.528E+00
1.796E−04
4.435E−02
DN


TIMP3
−1.573E+00
1.990E−04
4.667E−02
DN


TM4SF1
−1.873E+00
1.497E−07
2.080E−04
DN


TMEM233
−3.019E+00
7.884E−06
4.027E−03
DN


TNC
−2.894E+00
4.938E−06
2.973E−03
DN


TNFAIP3
−2.596E+00
8.341E−06
4.027E−03
DN


TNFRSF12A
−3.853E+00
6.011E−06
3.438E−03
DN


TUBA1C
−1.520E+00
4.072E−05
1.387E−02
DN


TUBB6
−2.943E+00
3.644E−10
3.290E−06
DN


VCAM1
2.540E+00
7.314E−05
2.201E−02
DN


YBX3
−2.036E+00
3.062E−09
8.674E−06
DN


ZFP36
−2.647E+00
1.149E−04
3.143E−02
DN
















TABLE 25





FXS_VS_TD_SE
























exonStart
exon
upstream
ups tream


geneSymbol
chr
strand
0base
End
ES
EE





EXOC7
chr17

76086853
76086892
76086079
76086145


EXOC7
chr17

76091142
76091235
76089174
76089320


GRIPAP1
chrX

48981794
48981872
48981595
48981691


EPB41L3
chr18

5407700
5407736
5406776
5406968


BANF1
chr11
+
66003234
66003373
66002078
66002570


JOSD2
chr19

50507573
50507699
50506377
50506572


SLC25A26
chr3
+
66236543
66236700
66220741
66221127


ARHGAP23
chr17
+
38498931
38498954
38498413
38498510


CLIP2
chr7
+
74372931
74373036
74364254
74364315


SH3BP5
chr3

15256852
15257113
15254852
15256303


IL17RC
chr3
+
9932819
9932858
9932607
9932703


EEF1D
chr8

143588990
143590081
143586728
143586852


EEF1D
chr8

143588990
143590092
143586728
143586852


SAT2
chr17

7626942
7627044
7626752
7626793


RGS14
chr5
+
177371474
177371589
177371349
177371396


RNF14
chr5
+
141978302
141978830
141974803
141974955


CMC2
chr16

81001247
81001334
80998284
80998354


BCAS4
chr20
+
50875996
50876093
50841765
50841900


C1orf61
chr1

156407841
156407975
156404256
156404601


KIF21A
chr12

39346465
39346504
39342033
39342124


LRRFIP2
chr3

37066223
37066325
37065809
37065942


LRRFIP2
chr3

37072789
37072882
37065809
37065942


CABP1
chr12
+
120656092
120656272
120650084
120650682


DNM2
chr19
+
10808568
10808580
10805915
10805967


ARHGEF1
chr19
+
41906456
41906620
41905938
41906025


ABTB1
chr3
+
127676966
127677083
127676535
127676581


PLXNB3
chrX
+
153778260
153778325
153777947
153778095


ACTR2
chr2
+
65242048
65242063
65239851
65239962


ATP6V0A1
chr17
+
42508571
42508589
42507519
42507627


APMAP
chr20

24968891
24969084
24962924
24964022


CHGA
chr14
+
92931249
92931702
92929716
92929815


ZFAND5
chr9

72363469
72363606
72360627
72360787


RPS24
chr10
+
78037964
78037982
78037193
78037304


RPS24
chr10
+
78037964
78037982
78037438
78037441


RALYL
chr8
+
84804769
84804802
84774578
84774654


TXNL4A
chr18

79977597
79977701
79970810
79973856


SNAP25
chr20
+
10292881
10292999
10284723
10284772


SNAP25
chr20
+
10293160
10293278
10292881
10292999


LUC7L2
chr7
+
139374400
139374471
139359845
139360322


TPM1
chr15
+
63061712
63061788
63061197
63061273


MTMR3
chr22
+
30023456
30023483
30022608
30022697


BID
chr22

17750104
17750174
17739348
17739488


TPD52L2
chr20
+
63887563
63887605
63882718
63882820


MVK
chr12
+
109579801
109579946
109575997
109576145


PLEKHJ1
chr19

2234149
2234240
2233148
2234061


TM7SF2
chr11
+
65115313
65115394
65114912
65115081


PTK2
chr8

140669726
140669735
140668268
140668424


ZFYVE19
chr15
+
40812698
40812902
40810648
40810757


SRM
chr1

11055780
11055926
11054961
11055084


PPP5C
chr19
+
46383410
46383476
46376452
46376574


AP2B1
chr17
+
35670856
35670898
35657598
35657791


RBM42
chr19
+
35632935
35633001
35631330
35631405


TTYH1
chr19
+
54435827
54435873
54435541
54435684


MARK4
chr19
+
45298142
45298222
45297675
45297954


MAX
chr14

65077912
65078036
65006173
65006284


DNM1
chr9
+
128253100
128253137
128250724
128250940


SH3KBP1
chrX

19545921
19546050
19541924
19542193


CADM1
chr11

115209573
115209657
115178643
115178775


RNPS1
chr16

2264572
2264760
2264175
2264331


DBN1
chr5

177459602
177459740
177459097
177459268


DLG1
chr3

197161639
197161738
197149742
197149796


PPP2R5B
chr11
+
64928065
64928158
64927801
64927903


IFT46
chr11

118557737
118557890
118556905
118557045


FHL1
chrX
+
136209242
136209442
136208454
136208641


ATXN2L
chr16
+
28836325
28836490
28835932
28836122


COG1
chr17
+
73207701
73207739
73207180
73207256


SNHG14
chr15
+
25391595
25391791
25278846
25278884


MPRIP
chr17
+
17175292
17175412
17173915
17174075


B4GALNT1
chr12

57631199
57631364
57630979
57631086


USP16
chr21
+
29025708
29025771
29024650
29024777


UNC13B
chr9
+
35401950
35402007
35400295
35400443


SORBS1
chr10

95355626
95357105
95354881
95354967


SORBS1
chr10

95371325
95371427
95367649
95367699


SORBS1
chr10

95422189
95422216
95421960
95422073


SIPA1L2
chr1

232404124
232404178
232403447
232403571


PRDM2
chr1
+
13773077
13773188
13749360
13749487


ISOC2
chr19

55455635
55455845
55455259
55455330


FGFR2
chr10

121564501
121564579
121551289
121551459


EPB41L2
chr6

130869811
130870126
130867458
130867581


EPB41L2
chr6

130870327
130870381
130867458
130867581


MTA1
chr14
+
105468337
105468349
105466706
105466742


CHURC1
chr14
+
64926009
64926080
64923990
64924126


PLS3
chrX
+
115640109
115640136
115636835
115636978


NDRG2
chr14

21022863
21022905
21022391
21022497


PNPLA8
chr7

108521475
108521521
108514435
108515574


FEZ2
chr2

36560784
36560865
36558437
36558513


AKIP1
chr11
+
8912452
8912533
8911191
8911671


RNF34
chr12
+
121402741
121402807
121400118
121400218


LLGL1
chr17
+
18242742
18242822
18242507
18242628


LUC7L
chr16

228332
228402
227241
227336


PTP4A2
chr1

31915894
31915987
31911695
31911826


LMO3
chr12

16606065
16606132
16600654
16600868


EIF4A2
chr3
+
186784961
186785101
186784563
186784696


KIAA1191
chr5

176359810
176359918
176355570
176355749


CHD3
chr17
+
7907600
7907702
7907352
7907488


GPM6B
chrX

13807649
13807769
13785621
13785808


UPP1
chr7
+
48101823
48101982
48094762
48094827


MROH1
chr8
+
144242601
144242628
144242368
144242515


RBM4
chr11
+
66643449
66644140
66638934
66640123


IPO13
chr1
+
43964268
43964321
43961165
43961262


FAM204A
chr10

118341726
118341927
118336181
118336423


CCDC92
chr12

123944271
123944364
123943346
123943493


ATP5SL
chr19

41433271
41433434
41431318
41432408


FAM65A
chr16
+
67529636
67529859
67528880
67528914


SS18
chr18

26035830
26035923
26035004
26035127


PXK
chr3
+
58423460
58423494
58420535
58420568


POLB
chr8
+
42339011
42339069
42338454
42338685


MRPL43
chr10

100987089
100987196
100986275
100986975


TMEM63B
chr6
+
44135327
44135366
44135016
44135096


AXIN1
chr16

291189
291297
289439
289607


NME4
chr16
+
398207
398394
397191
397313


CLTA
chr9
+
36197550
36197588
36190855
36191273


CLTA
chr9
+
36198978
36199096
36190855
36191273


CLTA
chr9
+
36209266
36209320
36204067
36204179


GRIA2
chr4
+
157361537
157361652
157361009
157361124


ACAA1
chr3

38126161
38126341
38125825
38125881


MBD1
chr18

50273333
50273471
50272823
50272955


EAPP
chr14

34529357
34529475
34524696
34524807


MYO18A
chr17

29085603
29085648
29082315
29082438


PKIG
chr20
+
44582584
44582731
44531784
44531978


KCNQ2
chr20

63411774
63411882
63408412
63408536


PAM
chr5
+
103025130
103025334
103019789
103019843


NRCAM
chr7

108166920
108167073
108160360
108160492


NRCAM
chr7

108175321
108175357
108160360
108160492


NRCAM
chr7

108191253
108191283
108189644
108189746


NRCAM
chr7

108237751
108237769
108234582
108234688


SMIM8
chr6
+
87330691
87330712
87322587
87322632


SMUG1
chr12

54187818
54187905
54183655
54183959


FBXL6
chr8

144357438
144357502
144356989
144357121


GIPC1
chr19

14492856
14492912
14491655
14491743


CHD5
chr1

6106394
6106509
6106233
6106287


RBCK1
chr20
+
420870
421031
419557
419731


CADPS2
chr7

122414067
122414076
122407539
122407696


TRIM46
chr1
+
155178808
155178846
155178491
155178613


SNHG5
chr6

85677790
85677875
85677423
85677492


SNHG5
chr6

85677794
85677868
85677423
85677492


SNHG5
chr6

85677794
85677875
85677423
85677492


SNHG5
chr6

85677794
85677899
85677423
85677492


CAST
chr5
+
96726753
96726859
96722638
96722698


CAST
chr5
+
96726793
96726859
96722638
96722698


CAST
chr5
+
96729152
96729209
96727488
96727530


MEAF6
chr1

37496706
37496736
37495884
37495918


KIF3A
chr5

132706450
132706459
132703462
132703619


KIF3A
chr5

132708906
132708978
132703462
132703619


CCDC85A
chr2
+
56372343
56372478
56342878
56342955


SRCAP
chr16
+
30722562
30722748
30722121
30722286


ACD
chr16

67658554
67658641
67657985
67658362


UPF3A
chr13
+
114286301
114286400
114282836
114282943


ATP2B2
chr3

10379242
10379284
10378251
10378410


DCTN1
chr2

74363613
74363628
74363293
74363427


PLA2G6
chr22

38128268
38128430
38126370
38126449


CCDC173
chr2

169650328
169650521
169649181
169649346


ZFYVE27
chr10
+
97752856
97752877
97751375
97751462


TTLL3
chr3
+
9833103
9833245
9828959
9829395


DENND3
chr8
+
141190283
141190417
141188348
141189146


MFF
chr2
+
227347225
227347384
227340291
227340380


MCCC1
chr3

183092408
183092545
183086692
183086788


MBNL2
chr13
+
97365135
97365171
97357481
97357635


SUPT5H
chr19
+
39458293
39458305
39457674
39457740


HNRNPM
chr19
+
8473663
8473708
8471325
8471427


MEGF8
chr19
+
42371349
42371482
42370700
42370831


IQCB1
chr3

121788283
121788432
121781742
121781874


LRRFIP1
chr2
+
237727875
237727935
237720771
237720822


ERGIC3
chr20
+
35554371
35554386
35548807
35548865


ZFAS1
chr20
+
49280902
49280964
49280484
49280570


PQBP1
chrX
+
48902232
48902517
48901929
48902042


EIF4G1
chr3
+
184315488
184315545
184314494
184314674


EIF4G1
chr3
+
184316712
184316733
184316131
184316218


VDAC3
chr8
+
42396677
42396680
42395083
42395133


MEG3
chr14
+
100832511
100832641
100831420
100831534


APLP2
chr11
+
130137255
130137291
130135562
130135715


ATG4D
chr19
+
10546838
10547115
10544956
10545130


ANAPC11
chr17
+
81893551
81893614
81891740
81891863


SIN3B
chr19
+
16862883
16862979
16862351
16862559


FN1
chr2

215380810
215381080
215379129
215379317


HM13
chr20
+
31568077
31568224
31566209
31566295


HM13
chr20
+
31568077
31568280
31566209
31566295


ICA1
chr7

8141968
8142055
8141764
8141817


SLMAP
chr3
+
57925844
57925934
57922888
57923023


RAB11FIP5
chr2

73079650
73081663
73075992
73076182


RP5-1022I14.1
chr7

43969731
43969861
43966263
43966395


CLTB
chr5

176396478
176396532
176392454
176392945


RNF130
chr5

179963470
179963564
179955066
179955669


CAMLG
chr5
+
134741062
134741523
134738500
134738792


CAMLG
chr5
+
134741062
134741523
134738500
134738792


PDE4DIP
chr1
+
149012590
149012776
149010442
149010595


DTNA
chr18
+
34829399
34829489
34827592
34827676


CD151
chr11
+
834529
834591
832842
833026


GRAMD1A
chr19
+
35022899
35022911
35021950
35022038


ING4
chr12

6653229
6653396
6652935
6653050


MAN2C1
chr15

75363998
75364188
75362641
75362748


FXYD6
chr11

117844109
117844206
117842718
117842781


DCTN2
chr12

57538518
57538524
57535748
57535845


MPPE1
chr18

11906202
11906309
11896983
11897356


TPM2
chr9

35684731
35684807
35684487
35684550


TPM2
chr9

35685063
35685139
35684731
35684807

















downstream
downstream






geneSymbol
ES
EE
ID. 1
PValue
FDR
type





EXOC7
76087653
76087720
69
1.698E−05
2.034E−03
UP


EXOC7
76094413
76094581
74
9.606E−09
7.564E−06
UP


GRIPAP1
48982978
48983092
98
3.196E−06
6.292E−04
UP


EPB41L3
5410565
5410619
313
5.077E−04
2.103E−02
UP


BANF1
66003625
66003898
329
2.123E−08
1.373E−05
UP


JOSD2
50510285
50510445
780
2.685E−06
5.658E−04
UP


SLC25A26
66243202
66243312
1213
1.160E−05
1.522E−03
UP


ARHGAP23
38500596
38500628
1912
2.294E−04
1.255E−02
UP


CLIP2
74375886
74376822
1935
2.967E−06
6.102E−04
UP


SH3BP5
15258830
15259050
2204
1.203E−03
3.690E−02
DN


IL17RC
9932952
9933617
2297
1.823E−04
1.055E−02
UP


EEF1D
143597347
143597415
2382
2.547E−05
2.697E−03
UP


EEF1D
143597347
143597675
2383
4.260E−05
3.886E−03
UP


SAT2
7627142
7627226
2466
2.816E−07
1.074E−04
UP


RGS14
177371872
177372601
2676
1.670E−03
4.559E−02
UP


RNF14
141980122
141980351
3295
4.443E−04
1.932E−02
UP


CMC2
81006733
81006858
3443
2.039E−05
2.294E−03
UP


BCAS4
50876485
50876723
3713
1.514E−03
4.261E−02
DN


C1orf61
156414653
156414753
3796
2.333E−05
2.538E−03
UP


KIF21A
39351776
39351980
3841
8.075E−04
2.851E−02
UP


LRRFIP2
37075023
37075116
4177
1.724E−05
2.034E−03
UP


LRRFIP2
37075023
37075116
4178
1.944E−04
1.110E−02
UP


CABP1
120659877
120659908
4465
1.319E−03
3.885E−02
UP


DNM2
10812263
10812377
4590
5.423E−04
2.185E−02
DN


ARHGEF1
41906702
41906803
4605
5.109E−06
8.939E−04
UP


ABTB1
127677167
127677286
4651
3.107E−04
1.542E−02
UP


PLXNB3
153778395
153778471
4712
6.872E−09
5.657E−06
UP


ACTR2
65246523
65246739
4965
8.153E−06
1.210E−03
UP


ATP6V0A1
42513860
42513978
5185
1.108E−03
3.524E−02
UP


APMAP
24969525
24969660
5220
1.137E−06
3.007E−04
UP


CHGA
92932369
92932851
5378
9.506E−07
2.755E−04
UP


ZFAND5
72364695
72365197
6322
2.599E−04
1.366E−02
UP


RPS24
78040203
78040225
6564
2.977E−12
8.987E−09
UP


RPS24
78040203
78040225
6565
4.052E−05
3.756E−03
UP


RALYL
84849979
84850027
6958
4.174E−04
1.862E−02
UP


TXNL4A
79988239
79988593
7159
9.027E−05
6.605E−03
DN


SNAP25
10293160
10293278
7248
0.000E+00
0.000E+00
DN


SNAP25
10296924
10297050
7252
6.259E−13
2.267E−09
UP


LUC7L2
139376061
139376156
7708
1.631E−03
4.485E−02
DN


TPM1
63062214
63062277
7832
7.985E−04
2.825E−02
UP


MTMR3
30025629
30026037
8070
1.490E−03
4.212E−02
DN


BID
17774380
17774412
8209
1.604E−04
9.849E−03
UP


TPD52L2
63889189
63889238
8293
1.147E−03
3.600E−02
UP


MVK
109586021
109586125
8372
7.621E−04
2.752E−02
UP


PLEKHJ1
2235761
2235828
8537
2.696E−05
2.797E−03
UP


TM7SF2
65115475
65115598
8939
7.761E−04
2.778E−02
UP


PTK2
140674297
140674404
9059
9.996E−10
1.322E−06
UP


ZFYVE19
40813337
40813417
10417
1.824E−03
4.856E−02
DN


SRM
11056010
11056094
10655
3.405E−06
6.631E−04
UP


PPP5C
46383779
46383878
10866
9.751E−04
3.211E−02
UP


AP2B1
35671753
35671900
10897
1.301E−05
1.654E−03
UP


RBM42
35633097
35633252
10953
4.805E−04
2.040E−02
DN


TTYH1
54436090
54436171
11988
1.236E−03
3.753E−02
DN


MARK4
45299810
45299855
12041
3.350E−04
1.618E−02
UP


MAX
65093707
65093815
12160
9.279E−04
3.123E−02
UP


DNM1
128254653
128255244
12180
1.561E−03
4.330E−02
UP


SH3KBP1
19549973
19550083
12188
6.979E−04
2.598E−02
DN


CADM1
115214607
115214780
12346
1.553E−03
4.320E−02
DN


RNPS1
2268054
2268095
12502
6.274E−05
5.084E−03
UP


DBN1
177460431
177460555
12706
1.234E−05
1.585E−03
UP


DLG1
197194424
197194589
13008
1.862E−03
4.911E−02
DN


PPP2R5B
64928294
64928425
13788
1.594E−03
4.398E−02
UP


IFT46
118559784
118559864
13863
3.222E−04
1.577E−02
UP


FHL1
136209870
136211359
14591
8.364E−07
2.483E−04
UP


ATXN2L
28836727
28837237
15093
6.540E−04
2.496E−02
UP


COG1
73208313
73208503
15358
9.982E−05
7.076E−03
DN


SNHG14
25418787
25419462
15399
5.709E−05
4.754E−03
UP


MPRIP
17176425
17176512
15408
2.078E−09
2.427E−06
UP


B4GALNT1
57631914
57632133
15535
4.503E−04
1.951E−02
UP


USP16
29027872
29027974
15901
1.159E−04
7.838E−03
UP


UNC13B
35403166
35403259
15975
8.931E−04
3.052E−02
UP


SORBS1
95357630
95357803
16125
1.942E−04
1.110E−02
UP


SORBS1
95375972
95376056
16127
6.261E−04
2.420E−02
UP


SORBS1
95432447
95432576
16141
1.369E−03
3.993E−02
UP


SIPA1L2
232415493
232415625
16440
3.452E−05
3.370E−03
UP


PRDM2
13816426
13816570
16744
3.749E−04
1.741E−02
DN


ISOC2
55456348
55456489
16750
1.110E−16
2.011E−12
DN


FGFR2
121593708
121593967
16764
1.043E−05
1.432E−03
DN


EPB41L2
130885095
130885268
16781
3.286E−04
1.596E−02
UP


EPB41L2
130885095
130885268
16782
5.351E−04
2.162E−02
UP


MTA1
105469466
105469498
16992
4.038E−04
1.821E−02
UP


CHURC1
64932137
64934385
17142
7.113E−04
2.634E−02
UP


PLS3
115640407
115640503
17192
7.881E−05
5.984E−03
UP


NDRG2
21023240
21023321
17267
9.619E−04
3.185E−02
UP


PNPLA8
108526028
108526194
17384
1.867E−03
4.911E−02
DN


FEZ2
36578596
36578865
17968
2.992E−04
1.505E−02
UP


AKIP1
8914825
8914930
18082
3.794E−05
3.588E−03
DN


RNF34
121416158
121416377
18598
1.628E−06
3.855E−04
DN


LLGL1
18243907
18244875
18735
1.373E−03
3.998E−02
UP


LUC7L
229278
229450
18752
2.642E−05
2.758E−03
DN


PTP4A2
31918969
31919109
19372
2.858E−04
1.452E−02
DN


LMO3
16609733
16609889
19379
2.516E−05
2.673E−03
UP


EIF4A2
186785882
186786051
19944
3.363E−11
8.700E−08
UP


KIAA1191
176361601
176361764
20573
2.211E−05
2.449E−03
DN


CHD3
7907893
7908019
20695
4.915E−04
2.063E−02
UP


GPM6B
13938506
13938638
20757
1.131E−06
3.007E−04
UP


UPP1
48106872
48107082
21016
1.640E−03
4.503E−02
UP


MROH1
144243493
144243616
21572
8.790E−04
3.026E−02
DN


RBM4
66646026
66646452
21619
7.267E−06
1.120E−03
UP


IPO13
43966574
43966641
21660
6.167E−04
2.406E−02
UP


FAM204A
118342269
118342320
21892
4.212E−06
7.744E−04
UP


CCDC92
123972528
123972824
21934
3.857E−04
1.773E−02
UP


ATP5SL
41433536
41433673
22186
2.282E−05
2.513E−03
UP


FAM65A
67538423
67538550
22376
8.924E−04
3.052E−02
DN


SS18
26038554
26038659
22457
3.232E−04
1.578E−02
UP


PXK
58424751
58426019
22805
3.607E−07
1.293E−04
DN


POLB
42344952
42345019
22930
5.384E−05
4.556E−03
DN


MRPL43
100987312
100987456
22951
4.377E−05
3.954E−03
UP


TMEM63B
44136348
44136439
23158
1.246E−03
3.775E−02
DN


AXIN1
293487
293718
24004
9.368E−04
3.133E−02
UP


NME4
398989
399123
24027
1.140E−03
3.588E−02
UP


CLTA
36204067
36204179
24092
1.215E−05
1.566E−03
DN


CLTA
36204067
36204179
24093
1.176E−06
3.064E−04
DN


CLTA
36211602
36212059
24099
2.588E−04
1.362E−02
UP


GRIA2
157362798
157363047
24169
1.120E−03
3.555E−02
DN


ACAA1
38126509
38126700
24707
1.636E−04
9.974E−03
UP


MBD1
50273563
50273863
25291
3.542E−05
3.439E−03
UP


EAPP
34533443
34533539
25334
1.458E−04
9.123E−03
DN


MYO18A
29086437
29086577
25680
4.803E−11
1.025E−07
DN


PKIG
44589796
44589866
25690
1.236E−06
3.154E−04
DN


KCNQ2
63413449
63413581
27130
3.909E−04
1.783E−02
UP


PAM
103028181
103028238
27390
1.628E−04
9.962E−03
UP


NRCAM
108176429
108176606
27645
1.141E−04
7.754E−03
UP


NRCAM
108176429
108176606
27650
2.826E−09
2.902E−06
UP


NRCAM
108191728
108191853
27653
1.442E−06
3.506E−04
UP


NRCAM
108239958
108240049
27655
3.018E−05
3.060E−03
UP


SMIM8
87337008
87337166
27925
2.683E−06
5.658E−04
UP


SMUG1
54188950
54188974
28582
1.571E−04
9.664E−03
UP


FBXL6
144357627
144357786
28646
1.255E−03
3.782E−02
UP


GIPC1
14496036
14496132
28780
9.674E−04
3.191E−02
DN


CHD5
6106615
6106779
28894
1.473E−03
4.184E−02
UP


RBCK1
422126
422238
29193
3.417E−04
1.639E−02
DN


CADPS2
122416060
122416164
30281
1.813E−03
4.840E−02
UP


TRIM46
155179631
155179935
30914
9.287E−04
3.123E−02
DN


SNHG5
85677953
85678032
31133
3.910E−07
1.362E−04
DN


SNHG5
85677953
85678032
31134
2.810E−06
5.815E−04
DN


SNHG5
85677953
85678032
31135
8.372E−08
4.395E−05
DN


SNHG5
85677953
85678032
31136
7.156E−07
2.215E−04
DN


CAST
96727488
96727530
31169
9.389E−05
6.815E−03
DN


CAST
96727488
96727530
31170
1.429E−07
6.634E−05
DN


CAST
96729611
96729725
31171
3.298E−04
1.599E−02
DN


MEAF6
37501803
37501996
31266
2.998E−04
1.506E−02
UP


KIF3A
132710958
132711057
31429
4.245E−05
3.883E−03
UP


KIF3A
132710958
132711057
31430
1.520E−04
9.429E−03
UP


CCDC85A
56375815
56375935
31483
1.198E−05
1.550E−03
UP


SRCAP
30722962
30723229
31490
4.684E−04
2.008E−02
UP


ACD
67658719
67658816
31626
4.124E−04
1.846E−02
UP


UPF3A
114286518
114286629
32026
8.858E−04
3.043E−02
UP


ATP2B2
10388276
10388402
32126
6.789E−08
3.616E−05
DN


DCTN1
74365074
74365241
33128
2.628E−06
5.658E−04
UP


PLA2G6
38129453
38129562
33256
1.246E−06
3.154E−04
DN


CCDC173
169654074
169654214
33287
1.276E−03
3.807E−02
UP


ZFYVE27
97753037
97753182
33312
1.425E−06
3.488E−04
UP


TTLL3
9834680
9834907
33754
1.144E−03
3.593E−02
DN


DENND3
141192330
141192449
33816
1.191E−05
1.546E−03
DN


MFF
227355676
227355761
33955
1.731E−04
1.020E−02
UP


MCCC1
183094558
183094605
34188
1.689E−03
4.594E−02
UP


MBNL2
97391321
97394119
34284
1.224E−03
3.730E−02
UP


SUPT5H
39458817
39458887
34901
2.096E−07
8.931E−05
DN


HNRNPM
8474166
8474244
35034
9.491E−05
6.870E−03
DN


MEGF8
42375506
42377786
35227
3.395E−04
1.633E−02
UP


IQCB1
121790072
121790215
35325
1.386E−03
4.017E−02
UP


LRRFIP1
237739231
237739309
35596
3.756E−05
3.562E−03
UP


ERGIC3
35555043
35555075
36222
1.411E−03
4.048E−02
UP


ZFAS1
49289044
49289260
36804
1.356E−04
8.737E−03
UP


PQBP1
48902731
48902795
36886
1.046E−08
7.893E−06
UP


EIF4G1
184315762
184315856
36974
1.967E−04
1.118E−02
UP


EIF4G1
184317320
184317497
36980
5.924E−05
4.866E−03
UP


VDAC3
42398711
42398864
38160
3.161E−04
1.558E−02
UP


MEG3
100835738
100835879
38245
2.664E−04
1.380E−02
DN


APLP2
130140397
130140483
38692
3.641E−09
3.381E−06
UP


ATG4D
10547188
10547253
38776
3.277E−07
1.199E−04
UP


ANAPC11
81894466
81894586
39280
7.119E−04
2.634E−02
UP


SIN3B
16863679
16863796
39611
7.302E−06
1.120E−03
DN


FN1
215382211
215382325
39947
3.472E−04
1.655E−02
DN


HM13
31569119
31571606
40204
1.657E−03
4.531E−02
UP


HM13
31569119
31569567
40206
4.729E−04
2.022E−02
UP


ICA1
8143874
8143972
40260
1.085E−04
7.484E−03
DN


SLMAP
57927295
57927486
40276
9.663E−04
3.191E−02
DN


RAB11FIP5
73088049
73088749
40792
3.621E−04
1.701E−02
UP


RP5-1022I14.1
43972629
43972691
41025
5.052E−07
1.637E−04
UP


CLTB
176397606
176397718
41052
1.642E−08
1.122E−05
UP


RNF130
179966805
179967010
41279
3.222E−04
1.577E−02
UP


CAMLG
134743986
134744052
41480
1.854E−14
9.881E−11
UP


CAMLG
134750758
134752160
41481
7.522E−07
2.258E−04
UP


PDE4DIP
149016298
149016550
41546
9.517E−04
3.169E−02
UP


DTNA
34848295
34848383
41599
2.905E−05
2.970E−03
DN


CD151
836062
836153
41669
1.462E−03
4.162E−02
DN


GRAMD1A
35023235
35023343
41887
4.331E−04
1.902E−02
UP


ING4
6656726
6656798
42021
1.166E−03
3.638E−02
UP


MAN2C1
75364487
75364665
42272
3.189E−04
1.565E−02
UP


FXYD6
117877298
117877486
42898
2.207E−05
2.449E−03
UP


DCTN2
57546027
57546096
42918
7.093E−07
2.215E−04
UP


MPPE1
11908200
11908330
42947
5.612E−04
2.254E−02
UP


TPM2
35685063
35685139
43450
1.840E−05
2.137E−03
UP


TPM2
35685268
35685339
43451
7.408E−04
2.705E−02
DN
















TABLE 26





FXS_VS_TD_MXE

























1stExon
1stExon
2ndExon
2ndExon
upstream


geneSymbol
chr
strand
Start_0base
End
Start_0base
End
ES





NEGR1
chr1

71698007
71698139
71776171
71776297
71611025


RPL9
chr4

39456405
39456538
39457585
39457681
39454863


C17orf101
chr17

82406417
82406482
82415397
82415627
82405323


ARHGAP23
chr17
+
38498413
38498510
38498931
38498954
38497784


DUSP22
chr6
+
311879
311962
335113
335163
304627


ZCCHC17
chr1
+
31346639
31346740
31348828
31348974
31338956


ADHFE1
chr8
+
66440161
66440199
66444366
66444420
66432485


FHOD3
chr18
+
36709094
36709391
36717831
36718715
36693208


C1orf61
chr1

156407841
156407975
156426797
156426872
156407079


C1orf61
chr1

156414653
156414753
156426797
156426872
156407841


COMMD4
chr15
+
75338061
75338133
75338354
75338420
75336098


ANKS3
chr16

4724749
4724831
4729979
4730151
4714050


C6orf136
chr6
+
30649557
30649959
30651265
30651466
30647038


C6orf136
chr6
+
30649557
30649959
30651265
30651466
30647072


C6orf136
chr6
+
30651265
30651466
30652647
30652717
30650993


SYT5
chr19

55175708
55175876
55176004
55176124
55175171


ATP2B1
chr12

89634996
89635251
89642157
89642355
89634777


RPS24
chr10
+
78037438
78037441
78037964
78037982
78037193


RALYL
chr8
+
84804769
84804802
84849979
84850027
84774578


SNAP25
chr20
+
10284723
10284772
10292881
10292999
10277684


SNAP25
chr20
+
10292881
10292999
10293160
10293278
10284723


BFAR
chr16
+
14649803
14649973
14655065
14655210
14648387


UPF3B
chrX

119843190
119843301
119845197
119845296
119841734


C12orf10
chr12
+
53303033
53303193
53306197
53306320
53300149


SCG5
chr15
+
32679765
32679915
32691709
32691763
32643585


N4BP2L2
chr13

32521372
32521449
32527407
32527532
32510291


SERPING1
chr11
+
57602034
57602169
57606009
57606213
57598248


WDR6
chr3
+
49011634
49014116
49014209
49014293
49007061


PDLIM2
chr8
+
22585320
22585399
22589297
22589374
22585016


PTK2
chr8

140664916
140664997
140668268
140668424
140657899


NPM2
chr8
+
22034108
22034275
22034509
22034544
22033129


ZNF75A
chr16
+
3313048
3313175
3316911
3317022
3312676


RABEPK
chr9
+
125203007
125203066
125220538
125220700
125200602


RABEPK
chr9
+
125207563
125207721
125220538
125220700
125203007


DHRSX
chrX

2291501
2291603
2408744
2408813
2266739


ANAPC7
chr12

110377392
110377617
110381751
110381948
110375476


PUS1
chr12
+
131939172
131939275
131941291
131941983
131931514


FAM153B
chr5
+
176103755
176103780
176106058
176106129
176103226


CSTF3
chr11

33090531
33090727
33092270
33092340
33086987


PHF20
chr20
+
35842572
35842744
35858301
35858381
35801490


APLP1
chr19
+
35878084
35878108
35878583
35878654
35877717


SIRPA
chr20
+
1921394
1921712
1924763
1924877
1915098


MAP4
chr3

47977864
47977933
47998637
47998879
47928227


EDEM2
chr20

35131641
35131783
35134737
35134949
35126250


PPP2R2B
chr5

146701044
146701142
146878001
146878195
146697978


ATP5B
chr12

56643836
56643958
56645170
56645353
56643402


BIN1
chr2

127051153
127051243
127057472
127057601
127050801


BIN1
chr2

127052254
127052362
127057472
127057601
127051153


NUP205
chr7
+
135630343
135630470
135635580
135635657
135627972


DNAJB6
chr7
+
157358546
157358637
157363160
157363270
157336965


SYT1
chr12
+
79217502
79217685
79285786
79285971
79047296


METTL9
chr16
+
21612644
21612835
21617864
21618074
21599475


HDAC10
chr22

50250062
50250160
50250426
50250523
50249859


SIPA1L2
chr1

232403447
232403571
232404124
232404178
232402391


EPB41L2
chr6

130865535
130865634
130869811
130870126
130863637


C20orf27
chr20

3758535
3758678
3760081
3760186
3755468


EI24
chr11
+
125578948
125579068
125580092
125580204
125578132


EI24
chr11
+
125580092
125580204
125581210
125581322
125578132


UBXN4
chr2
+
135772419
135772547
135776248
135776351
135770570


ANKRD11
chr16

89305205
89305344
89316932
89317078
89291012


LUC7L
chr16

220648
220747
227241
227336
208077


SNRPN
chr15
+
24967931
24968082
24976304
24976416
24962113


SNRPN
chr15
+
24967931
24968082
24976876
24977029
24962113


KIAA1191
chr5

176350612
176350737
176359810
176359918
176348249


KIAA1191
chr5

176352621
176352748
176355570
176355749
176350612


TBC1D7
chr6

13306397
13306527
13307599
13307745
13304950


ABHD12
chr20

25302218
25302346
25303549
25303628
25294742


LMF2
chr22

50505056
50505153
50505228
50505334
50504801


CLTA
chr9
+
36198978
36199096
36204067
36204179
36197550


RALY
chr20
+
34077027
34077245
34078504
34078553
34076701


ATP6V1H
chr8

53769617
53769743
53795646
53795839
53756554


COX6C
chr8

99887489
99887618
99891907
99892052
99877865


MBD1
chr18

50273563
50273863
50274185
50274353
50272823


C6orf1
chr6

34247466
34247492
34247740
34247864
34247043


RTN1
chr14

59726918
59727668
59745707
59746481
59607284


AKIRIN1
chr1
+
38998170
38998311
39000971
39001106
38991287


MPDZ
chr9

13113930
13114021
13115247
13115334
13113010


MKKS
chr20

10412529
10413931
10420527
10420758
10408627


ASPDH
chr19

50512135
50512290
50512359
50512580
50511599


ASPDH
chr19

50512135
50512290
50512926
50513011
50511599


MON1A
chr3

49909252
49909400
49910118
49910884
49907159


MBP
chr18

76988494
76988527
76988876
76988912
76984774


SULT1A1
chr16

28608290
28608388
28608477
28608603
28606950


PKM
chr15

72202453
72202620
72203021
72203188
72200473


MOG
chr6
+
29659318
29659666
29666151
29666265
29657209


RAB6A
chr11

73718612
73718718
73718784
73718890
73716250


TMX2
chr11
+
57737912
57738026
57738353
57738430
57737607


PLEKHA6
chr1

204223461
204223585
204228082
204228228
204218850


TMEM185A
chrX

149603986
149604070
149608626
149608834
149600302


SNHG5
chr6

85677423
85677492
85677953
85678032
85666003


UPF3A
chr13
+
114282020
114282127
114282836
114282943
114281627


UPF3A
chr13
+
114298839
114299000
114301730
114302025
114291633


NDUFA8
chr9

122148111
122148277
122152244
122152408
122144057


EIF3L
chr22
+
37877673
37878171
37886764
37886845
37875840


RIMS1
chr6
+
72260704
72260767
72284046
72284118
72258985


RIMS1
chr6
+
72265959
72266049
72284046
72284118
72258985


RIMS1
chr6
+
72265959
72266049
72284046
72284118
72260704


TSPAN3
chr15

77055788
77055863
77056063
77056255
77054177


WNK1
chr12
+
900475
900670
904452
904494
897478


LSM14B
chr20
+
62129784
62129952
62130218
62130296
62126303


MCCC1
chr3

183092408
183092545
183094558
183094605
183086692


SPOCK3
chr4

166754507
166754729
166792169
166792289
166741996


IGSF8
chr1

160092923
160093331
160094868
160095246
160092281


SLC25A48
chr5
+
135874020
135874154
135879967
135880097
135871460


MDK
chr11
+
46382056
46382133
46382293
46382461
46380755


HK1
chr10
+
69382486
69382791
69398594
69398828
69379861


TFPT
chr19

54110050
54110121
54114441
54114700
54108325


GJB6
chr13

20230697
20230807
20230865
20231061
20229579


GJB6
chr13

20230697
20230813
20230865
20231061
20229579


MYT1L
chr2

1917204
1917339
1942981
1943334
1912019


VIPR2
chr7

159031937
159032067
159034212
159034304
159031827


POLR2G
chr11
+
62761794
62761904
62762866
62763026
62761543


VEZT
chr12
+
95282312
95282644
95287663
95287857
95274741


CUX2
chr12
+
111298540
111298589
111304209
111304314
111296472


NR1H3
chr11
+
47261546
47261726
47261918
47262018
47261240


R3HDM2
chr12

57310263
57310463
57395748
57395818
57303175


ANAPC16
chr10
+
72223887
72224056
72230365
72230440
72220053


KLHL2
chr4
+
165219933
165220059
165238777
165238899
165207617


C11orf49
chr11
+
46987207
46987310
47052387
47052518
46936746


MKRN1
chr7

140459706
140459936
140471882
140472011
140459006


RP11-411B6.6
chr10

100516873
100516960
100523976
100524139
100516095


ZNF385A
chr12

54375843
54375954
54384427
54384564
54373972


VARS
chr6

31781480
31781606
31781690
31781761
31781018


TPM2
chr9

35684731
35684807
35685063
35685139
35684487


SLC27A3
chr1
+
153778462
153778553
153778686
153778885
153778160


SLC27A3
chr1
+
153778462
153778553
153779113
153779211
153778160


MICU3
chr8
+
17090545
17090584
17098457
17098553
17086963



















upstream
downstream
downstream






geneSymbol
EE
ES
EE
PValue
FDR
type







NEGR1
71611146
71935078
71935311
1.739E−06
4.862E−04
DN



RPL9
39454944
39458193
39458309
0.000E+00
0.000E+00
DN



C17orf101
82405380
82418411
82418576
1.737E−03
4.254E−02
UP



ARHGAP23
38497826
38500596
38500628
5.005E−04
1.948E−02
DN



DUSP22
304661
345853
345928
1.550E−04
9.593E−03
UP



ZCCHC17
31339048
31364031
31364953
2.769E−04
1.391E−02
UP



ADHFE1
66432575
66444593
66444748
1.908E−03
4.485E−02
UP



FHOD3
36693423
36730645
36730804
3.467E−05
3.549E−03
UP



C1orf61
156407197
156429375
156429392
1.746E−06
4.862E−04
DN



C1orf61
156407975
156429375
156429392
3.569E−05
3.549E−03
DN



COMMD4
75336230
75338645
75338685
1.946E−03
4.543E−02
UP



ANKS3
4714186
4734155
4734377
8.043E−04
2.532E−02
UP



C6orf136
30647846
30652647
30652717
4.159E−05
3.736E−03
UP



C6orf136
30647303
30652647
30652717
7.573E−04
2.446E−02
UP



C6orf136
30651082
30652801
30652915
1.471E−03
3.777E−02
UP



SYT5
55175339
55178962
55179390
2.087E−05
2.527E−03
UP



ATP2B1
89634903
89655678
89656067
5.665E−08
3.155E−05
UP



RPS24
78037304
78040203
78040225
3.686E−09
2.566E−06
DN



RALYL
84774654
84862295
84862453
1.518E−03
3.840E−02
UP



SNAP25
10277726
10296924
10297050
0.000E+00
0.000E+00
UP



SNAP25
10284772
10296924
10297050
0.000E+00
0.000E+00
DN



BFAR
14648592
14661891
14662065
9.053E−04
2.726E−02
DN



UPF3B
119841778
119851494
119851601
6.869E−05
5.212E−03
UP



C12orf10
53300262
53306679
53306861
6.151E−04
2.196E−02
UP



SCG5
32643818
32696513
32697098
4.010E−04
1.761E−02
UP



N4BP2L2
32518003
32535768
32537027
6.521E−05
5.115E−03
UP



SERPING1
57598321
57606407
57606547
8.771E−04
2.670E−02
UP



WDR6
49007531
49014382
49014499
1.018E−04
6.994E−03
UP



PDLIM2
22585162
22589595
22589741
1.874E−04
1.084E−02
DN



PTK2
140659678
140674297
140674404
3.073E−05
3.316E−03
DN



NPM2
22033223
22036492
22036526
3.863E−05
3.630E−03
UP



ZNF75A
3312768
3317189
3317925
8.204E−04
2.567E−02
DN



RABEPK
125200906
125227909
125228059
1.272E−05
1.915E−03
UP



RABEPK
125203066
125227909
125228059
1.459E−05
2.032E−03
UP



DHRSX
2266947
2425196
2425304
1.431E−03
3.741E−02
UP



ANAPC7
110376216
110382842
110382960
4.634E−04
1.857E−02
UP



PUS1
131932312
131943538
131943859
1.448E−04
9.062E−03
UP



FAM153B
176103297
176106559
176106590
6.957E−06
1.250E−03
DN



CSTF3
33087141
33096305
33096408
2.764E−06
6.998E−04
UP



PHF20
35801605
35863012
35863400
8.288E−04
2.579E−02
DN



APLP1
35877825
35878889
35878952
1.405E−03
3.713E−02
UP



SIRPA
1915455
1927874
1927899
6.389E−04
2.252E−02
DN



MAP4
47928350
48088772
48088839
1.510E−03
3.840E−02
UP



EDEM2
35126375
35137879
35138005
3.036E−04
1.458E−02
DN



PPP2R2B
146698144
147081058
147081136
5.313E−04
2.013E−02
DN



ATP5B
56643587
56645836
56646068
1.466E−03
3.777E−02
UP



BIN1
127050912
127059010
127059155
1.015E−03
2.991E−02
UP



BIN1
127051243
127059010
127059155
1.150E−03
3.236E−02
UP



NUP205
135628111
135637930
135638059
1.790E−03
4.320E−02
UP



DNAJB6
157337144
157366501
157366561
4.983E−04
1.948E−02
UP



SYT1
79047362
79292007
79292130
7.380E−04
2.434E−02
UP



METTL9
21599898
21624930
21625115
1.828E−03
4.336E−02
UP



HDAC10
50249964
50250770
50250905
5.494E−04
2.053E−02
DN



SIPA1L2
232402473
232415493
232415625
3.760E−04
1.703E−02
UP



EPB41L2
130863718
130885095
130885268
2.137E−05
2.532E−03
DN



C20orf27
3755607
3767662
3768387
1.023E−03
3.000E−02
UP



EI24
125578257
125582345
125582420
1.560E−05
2.120E−03
UP



EI24
125578257
125582345
125582420
3.358E−06
8.132E−04
DN



UBXN4
135770735
135778947
135779079
4.250E−04
1.797E−02
DN



ANKRD11
89291183
89418283
89418368
8.347E−04
2.583E−02
DN



LUC7L
208188
229278
229450
8.088E−11
9.010E−08
UP



SNRPN
24962209
24976876
24977029
2.617E−04
1.363E−02
UP



SNRPN
24962209
24977777
24977916
6.910E−04
2.361E−02
UP



KIAA1191
176348356
176361601
176361765
2.122E−03
4.772E−02
DN



KIAA1191
176350737
176361601
176361807
1.150E−03
3.236E−02
UP



TBC1D7
13305187
13316570
13316708
4.007E−04
1.761E−02
UP



ABHD12
25295030
25306832
25306915
6.624E−04
2.295E−02
UP



LMF2
50504984
50505402
50505537
6.000E−05
4.914E−03
UP



CLTA
36197588
36211602
36212056
9.196E−04
2.738E−02
UP



RALY
34076815
34079909
34080271
8.627E−04
2.640E−02
DN



ATP6V1H
53756656
53801798
53801896
7.853E−05
5.755E−03
UP



COX6C
99878265
99893638
99894062
5.993E−06
1.113E−03
UP



MBD1
50272955
50274976
50275045
5.855E−04
2.160E−02
UP



C6orf1
34247149
34248978
34249040
7.739E−05
5.748E−03
UP



RTN1
59607492
59870389
59870420
5.785E−05
4.810E−03
UP



AKIRIN1
38991600
39003346
39003418
2.719E−04
1.390E−02
UP



MPDZ
13113054
13119501
13119649
8.046E−04
2.532E−02
UP



MKKS
10408803
10434107
10434222
1.093E−03
3.137E−02
DN



ASPDH
50511773
50512926
50513011
6.048E−04
2.187E−02
UP



ASPDH
50511773
50514477
50514690
1.291E−03
3.525E−02
UP



MON1A
49909154
49911525
49912011
4.393E−04
1.812E−02
UP



MBP
76984894
76989955
76990060
2.950E−04
1.454E−02
UP



SULT1A1
28607077
28608707
28608859
4.578E−05
4.048E−03
DN



PKM
72200655
72206727
72206880
3.565E−06
8.274E−04
UP



MOG
29657297
29667642
29667663
2.052E−04
1.115E−02
UP



RAB6A
73716362
73720845
73720899
1.278E−03
3.506E−02
DN



TMX2
57737668
57738663
57738770
1.974E−03
4.563E−02
UP



PLEKHA6
204222779
204228727
204228861
2.087E−03
4.744E−02
UP



TMEM185A
149600479
149611286
149611463
1.334E−03
3.606E−02
DN



SNHG5
85666147
85678135
85678188
1.371E−03
3.671E−02
DN



UPF3A
114281846
114286518
114286629
3.643E−05
3.560E−03
UP



UPF3A
114291792
114304788
114305808
4.299E−04
1.797E−02
DN



NDUFA8
122144378
122159626
122159819
1.831E−04
1.075E−02
UP



EIF3L
37876011
37888425
37888479
1.826E−03
4.336E−02
UP



RIMS1
72259111
72291933
72292046
5.193E−04
1.995E−02
UP



RIMS1
72259111
72291933
72292046
6.010E−04
2.187E−02
UP



RIMS1
72260767
72291933
72292046
1.143E−04
7.671E−03
UP



TSPAN3
77054279
77070891
77071109
3.548E−04
1.633E−02
UP



WNK1
897681
907846
908034
4.324E−04
1.797E−02
DN



LSM14B
62126439
62130529
62130691
6.244E−05
5.040E−03
DN



MCCC1
183086788
183115473
183116075
1.085E−03
3.136E−02
DN



SPOCK3
166742059
166889129
166889244
1.762E−03
4.286E−02
UP



IGSF8
160092695
160098408
160098517
6.846E−05
5.212E−03
UP



SLC25A48
135871718
135888031
135889770
7.386E−04
2.434E−02
UP



MDK
46381183
46382586
46382748
9.214E−04
2.738E−02
UP



HK1
69380095
69400990
69401443
2.125E−03
4.772E−02
UP



TFPT
54108395
54115246
54115288
2.094E−04
1.122E−02
UP



GJB6
20229749
20231381
20231505
1.052E−06
3.256E−04
UP



GJB6
20229749
20231381
20231505
8.783E−05
6.272E−03
UP



MYT1L
1912110
1979164
1979227
1.922E−05
2.433E−03
DN



VIPR2
159031869
159034580
159034650
1.502E−03
3.838E−02
DN



POLR2G
62761660
62765181
62765232
4.439E−04
1.818E−02
UP



VEZT
95274889
95294271
95294372
8.832E−04
2.674E−02
UP



CUX2
111296539
111306920
111307112
9.242E−04
2.738E−02
DN



NR1H3
47261449
47267912
47268026
9.695E−05
6.813E−03
UP



R3HDM2
57303217
57430719
57430808
3.477E−07
1.210E−04
DN



ANAPC16
72220379
72233000
72235858
1.793E−03
4.320E−02
DN



KLHL2
165207902
165263196
165263359
1.523E−03
3.840E−02
UP



C11orf49
46936851
47137644
47137729
1.834E−04
1.075E−02
UP



MKRN1
140459233
140479159
140479499
2.033E−04
1.115E−02
UP



RP11-411B6.6
100516219
100526398
100526554
1.344E−03
3.617E−02
DN



ZNF385A
54374135
54391234
54391281
7.685E−04
2.446E−02
UP



VARS
31781123
31781846
31781952
5.424E−04
2.041E−02
UP



TPM2
35684550
35685268
35685339
1.344E−04
8.602E−03
DN



SLC27A3
153778355
153779113
153779211
1.218E−07
5.653E−05
UP



SLC27A3
153778355
153779342
153779473
8.629E−06
1.373E−03
UP



MICU3
17087035
17104390
17104491
1.704E−03
4.201E−02
DN

















TABLE 27





FXS_VS_TD_A3SS
























longExonStart
longExon




geneSymbol
chr
strand
0base
End
shortES
shortEE





PMF1-BGLAP
chr1
+
156236287
156236483
156236348
156236483


KLHDC4
chr16

87707811
87708075
87707811
87708072


PFN2
chr3

149964903
149966586
149964903
149966264


CAPN3
chr15
+
42411746
42412317
42412085
42412317


SYT1
chr12
+
79292007
79292130
79292016
79292130


ISOC2
chr19

55455259
55455378
55455259
55455330


MGRN1
chr16
+
4686258
4690974
4688795
4690974


IFI27
chr14
+
94115780
94115942
94115789
94115942


PAM
chr5
+
103028181
103028238
103028184
103028238


CSNK1G3
chr5
+
123590409
123590558
123590412
123590558


TMEM132A
chr11
+
60931685
60931884
60931688
60931884


STRN4
chr19

46727451
46727567
46727451
46727546


TNNT2
chr1

201362385
201362394
201362385
201362391


PSIP1
chr9

15470635
15471311
15470635
15471231


CLK2
chr1

155268707
155268795
155268707
155268792


ARL6IP4
chr12
+
122981570
122981879
122981594
122981879


ARL6IP4
chr12
+
122981570
122981879
122981594
122981879


NOLC1
chr10
+
102157185
102157328
102157188
102157328

















geneSymbol
flankingES
flankingEE
PValue
FDR
type







PMF1-BGLAP
156233627
156233728
1.544E−03
3.730E−02
UP



KLHDC4
87708349
87708466
6.248E−04
2.071E−02
DN



PFN2
149968357
149968550
5.841E−04
1.998E−02
UP



CAPN3
42411286
42411345
2.978E−04
1.258E−02
UP



SYT1
79285786
79285971
1.756E−08
9.459E−06
DN



ISOC2
55456348
55456489
1.271E−04
6.845E−03
DN



MGRN1
4683842
4683932
1.243E−04
6.845E−03
UP



IFI27
94114850
94114880
7.949E−07
2.447E−04
UP



PAM
103019789
103019843
2.152E−03
4.592E−02
DN



CSNK1G3
123588426
123588511
2.068E−03
4.468E−02
DN



TMEM132A
60930509
60930659
1.625E−03
3.764E−02
DN



STRN4
46727893
46728007
1.891E−03
4.173E−02
UP



TNNT2
201363295
201363406
6.491E−04
2.119E−02
DN



PSIP1
15472631
15472750
5.779E−04
1.998E−02
DN



CLK2
155269487
155269716
1.484E−03
3.634E−02
UP



ARL6IP4
122981128
122981266
1.179E−07
5.083E−05
DN



ARL6IP4
122981128
122981299
3.309E−11
7.131E−08
DN



NOLC1
102157018
102157074
1.577E−03
3.730E−02
UP

















TABLE 28





FXS_VS_TD_A5SS
























longExon
longExon




geneSymbol
chr
strand
Start_0base
End
shortES
shortEE





APBA2
chr15
+
28921639
28921749
28921639
28921718


NDUFAF6
chr8
+
95031994
95032098
95031994
95032094


ADD1
chr4
+
2904763
2905108
2904763
2905015


FGFR1
chr8

38428345
38428435
38428351
38428435


GAS5
chr1

173865470
173865547
173865509
173865547


CES2
chr16
+
66942647
66942785
66942647
66942737


C6orf1
chr6

34247680
34247864
34247740
34247864


STRA13
chr17

82019292
82019381
82019307
82019381


HMGN3
chr6

79202275
79202389
79202316
79202389


RPP21
chr6
+
30346431
30346564
30346431
30346557

















geneSymbol
flankingES
flankingEE
PValue
FDR
type







APBA2
28995752
28995806
2.703E−03
4.259E−02
UP



NDUFAF6
95035453
95035576
1.090E−04
5.776E−03
DN



ADD1
2907742
2907844
3.054E−04
1.061E−02
UP



FGFR1
38427920
38428093
2.647E−03
4.259E−02
UP



GAS5
173865228
173865282
3.806E−05
3.136E−03
UP



CES2
66943298
66943371
2.099E−04
8.567E−03
UP



C6orf1
34247466
34247492
1.785E−03
3.394E−02
UP



STRA13
82018702
82019219
8.915E−04
2.138E−02
UP



HMGN3
79201244
79201726
2.580E−03
4.247E−02
DN



RPP21
30346712
30346857
1.323E−03
2.753E−02
UP










For additional information of Exemplification, see Shah et al., Antisense oligonucleotide rescue of CGG expansion-dependent FMR1 mis-splicing in fragile X syndrome restores FMRP, Proc Natl Acad Sci USA. 120(27):e2302534120 (2023), the contents of which, including Supporting Information, are incorporated herein by reference in their entirety.


Embodiments





    • 1. A method of treating a fragile X-associated disorder, comprising administering to a subject in need thereof, a therapeutically effective amount of an agent that modulates splicing of Fragile X Mental Retardation 1 (FMR1) gene, thereby treating the fragile X-associated disorder in the subject.

    • 2. The method of Embodiment 1, wherein the fragile X-associated disorder is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS).

    • 3. The method of Embodiment 1 or 2, wherein the agent increases splicing and/or expression of isoform 1 of the FMR1 gene, decreases splicing and/or expression of isoform 12 of the FMR1 gene, or a combination thereof.

    • 4. The method of Embodiment 3, wherein the agent increases isoform 1 of the FMR1 gene by about 75%.

    • 5. The method of Embodiment 3 or 4, wherein the agent decreases isoform 12 of the FMR1 gene by about 30%.

    • 6. The method of any one of Embodiments 1-5, wherein the agent is a polynucleotide, optionally, wherein the polynucleotide is an antisense oligonucleotide (ASO).

    • 7. The method of Embodiment 6, wherein the polynucleotide is a DNA polynucleotide or an RNA polynucleotide.

    • 8. The method of Embodiment 6, wherein the polynucleotide is a small interfering RNA (siRNA), a short hairpin RNA (shRNA), an antisense DNA, an antisense RNA, a microRNA (miRNA), an antagomir, or a guide RNA (gRNA).

    • 9. The method of any one of Embodiments 6-8, wherein the length of the polynucleotide is about 18-22 nucleotides.

    • 10. The method of any one of Embodiments 6-9, wherein the polynucleotide comprises a nucleotide sequence that is complementary to a portion of the FMR1 gene transcript.

    • 11. The method of Embodiment 10, wherein the polynucleotide comprises a nucleotide sequence that is at least 80% identical to at least a portion of the pseudo exon of the FMR1 gene (SEQ ID NO:19), at least 80% identical to at least a portion of the junction of intron 1 and the pseudo exon, or both.

    • 12. The method of Embodiment 11, wherein the nucleotide sequence is at least 80% identical to:














(W-704)



(SEQ ID NO: 1)



AGAAGCCAAAGGAGACCTGA,







(W-705)



(SEQ ID NO: 2)



AAAGAGAAGCCAAAGGAGAC,







(W-706)



(SEQ ID NO: 3)



CTAGACCGGAAAAGAGAAGCCA,







(W-707)



(SEQ ID NO: 4)



ATGCTAGACCGGAAAAGAGAA,







(W-708)



(SEQ ID NO: 5)



CAATGCTAGACCGGAAAAGA,







(W-709)



(SEQ ID NO: 6)



AAGTCCCAATGCTAGACCGGA,







(W-710)



(SEQ ID NO: 7)



TCTCCGAAGTCCCAATGCTA,







(W-711)



(SEQ ID NO: 8)



GAGCTCTCCGAAGTCCCA,







(W-712)



(SEQ ID NO: 9)



AGAACAGTGGAGCTCTCCGA,







(W-713)



(SEQ ID NO: 10)



CGCCCAGAACAGTGGAGCTC,



or







(W-714)



(SEQ ID NO: 11)



CCTCGCCCAGAACAGTGGAG.








    • 13. The method of Embodiment 12, wherein the nucleotide sequence is identical to:














(W-704)



(SEQ ID NO: 1)



AGAAGCCAAAGGAGACCTGA,







(W-705)



(SEQ ID NO: 2)



AAAGAGAAGCCAAAGGAGAC,







(W-706)



(SEQ ID NO: 3)



CTAGACCGGAAAAGAGAAGCCA,







(W-707)



(SEQ ID NO: 4)



ATGCTAGACCGGAAAAGAGAA,







(W-708)



(SEQ ID NO: 5)



CAATGCTAGACCGGAAAAGA,







(W-709)



(SEQ ID NO: 6)



AAGTCCCAATGCTAGACCGGA,







(W-710)



(SEQ ID NO: 7)



TCTCCGAAGTCCCAATGCTA,







(W-711)



(SEQ ID NO: 8)



GAGCTCTCCGAAGTCCCA),







(W-712)



(SEQ ID NO: 9)



AGAACAGTGGAGCTCTCCGA,







(W-713)



(SEQ ID NO: 10)



CGCCCAGAACAGTGGAGCTC,



or







(W-714)



(SEQ ID NO: 11)



CCTCGCCCAGAACAGTGGAG.








    • 14. The method of Embodiment 13, comprising administering to the subject a polynucleotide comprising the nucleotide sequence of CGCCCAGAACAGTGGAGCTC (SEQ ID NO:10) (W-713), a polynucleotide comprising the nucleotide sequence of CCTCGCCCAGAACAGTGGAG (SEQ ID NO:11) (W-714), or both.

    • 15. The method of any one of Embodiments 6-14, wherein the polynucleotide is modified, optionally, wherein the polynucleotide is modified with one or more locked nucleic acid (LNA) nucleotides, one or more 2′-modified ribonucleotides, one or more morpholino nucleotides, or a combination thereof.

    • 16. The method of Embodiment 15, wherein the modification is a modification of a ribose group, a phosphate group, a nucleobase, or a combination thereof.

    • 17. The method of Embodiment 15, wherein the polynucleotide is chemically modified to increase the nuclease resistance, to prevent RNase H cleavage of the complementary RNA strand, to increase cellular uptake, or a combination thereof.

    • 18. The method of Embodiment 15, wherein the polynucleotide is chemically modified to comprise a locked nucleic acid (LNA), an ethyl-constrained nucleotide, a 2′-(S)-constrained ethyl (S-cEt) nucleotide, a constrained MOE, a 2′-0,4′-C-aminomethylene bridged nucleic acid (2′,4′-BNANC), an alpha-L-locked nucleic acid, and a tricyclo-DNA, or a combination thereof.

    • 19. The method of Embodiment 16, wherein the chemical modification is a modification of a ribose group and wherein the modification of the ribose group comprises 2′-O-methyl, 2′-fluoro, 2′-deoxy, 2′-O-(2-methoxyethyl) (MOE), 2′-O-alkyl, 2′-O-alkoxy, 2′-O-alkylamino, 2′-NH2, a constrained nucleotide, a tricyclo-DNA modification, or a combination thereof.

    • 20. The method of Embodiment 16, wherein the chemical modification is a modification of a phosphate group and wherein the modification of the phosphate group comprises a phosphorothioate, a phosphoramidate, a phosphorodiamidate, a phosphorodithioate, a phosphonoacetate (PACE), a thiophosphonoacetate (thioPACE), an amide, a triazole, a phosphonate, a phosphotriester, or a combination thereof.

    • 21. The method of Embodiment 16, wherein the chemical modification is a modification of a nucleobase and wherein the modification of the nucleobase comprises 2-thiouridine, 4-thiouridine, N6-methyladenosine, pseudouridine, 2,6-diaminopurine, inosine, thymidine, 5-methylcytosine, 5-substituted pyrimidine, isoguanine, isocytosine, halogenated aromatic groups, or a combination thereof.

    • 22. The method of Embodiment 15, wherein the chemical modification is a modification of the polynucleotide sugar-phosphate backbone.

    • 23. The method of Embodiment 22, wherein the sugar-phosphate backbone is replaced with a phosphorodiamidate mopholino (PMO), a peptide nucleic acid or other pseudopeptide backbone.

    • 24. The method of Embodiment 15, wherein the polynucleotide is a phosphorothioate-modified polynucleotide, such as a polynucleotide where each internucleotide linkage is a phosphorothioate, or wherein at least half of the internucleotide linkages are phosphorothioate.

    • 25. The method of any one of Embodiments 1-24, wherein the subject is a human who has, or is predisposed to have, FXS.

    • 26. The method of Embodiment 25, wherein the subject comprises a CGG repeat expansion exceeding 200 repeats in the 5′ untranslated region of the FMR1 gene.

    • 27. The method of any one of Embodiments 1-24, wherein the subject is a human who has, or is predisposed to have, FXTAS.

    • 28. The method of Embodiment 27, wherein the subject comprises a CGG repeat expansion of about 50 to about 200 repeats in the 5′ untranslated region of the FMR1 gene.

    • 29. The method of any one of Embodiments 25-28, wherein the CGG repeat expansion is partially methylated.

    • 30. The method of any one of Embodiments 25-28, wherein the CGG repeat expansion is fully methylated.

    • 31. The method of any one of Embodiments 25-30, wherein the subject has an increased level of isoform 12 of the FMR1 gene.

    • 32. The method of any one of Embodiments 25-31, wherein the human is a male.

    • 33. The method of any one of Embodiments 25-32, wherein the subject is about 2-11, 4-17, 12-18, or 18-50 years of age.

    • 34. The method of any one of Embodiments 6-33, wherein the polynucleotide is administered intravenously, intra-arterially, intrathecally, intraventricularly, intramuscularly, intradermally, subcutaneously, intracranially, or spinally.

    • 35. The method of any one of Embodiments 1-34, further comprising administering to the subject a therapeutically effective amount of a DNA-demethylating compound or DNA demethylase prior to administering the polynucleotide.

    • 36. The method of Embodiment 35, wherein the DNA-demethylating compound or DNA demethylase is administered in an amount sufficient to demethylate about 25-50% of FMR1 gene.

    • 37. The method of any one of Embodiments 1-36, wherein treating FXS includes slowing progression of FXS, alleviating one or more signs or symptoms of FXS, preventing one or more signs or symptoms of FXS, or a combination thereof.

    • 38. A method of modulating Fragile X Mental Retardation 1 (FMR1) splicing and/or expression in a cell, comprising contacting the cell with a polynucleotide under conditions whereby the polynucleotide is introduced into the cell, wherein the polynucleotide increases splicing and/or expression of isoform 1 of the FMR1 gene, decreases splicing and/or expression of isoform 12 of the FMR1 gene, or a combination thereof.

    • 39. The method of Embodiment 38, wherein the cell is an in vitro cell or an ex vivo cell.

    • 40. The method of Embodiment 39, wherein the cell is an induced pluripotent stem cell (iPSC)-derived neuron from a human who has or is predisposed to have FXS, a primary human cell, or a cell line.

    • 41. The method of Embodiment 40, wherein the cell is a cell of a subject.

    • 42. The method of Embodiment 41, wherein the cell is allogeneic.

    • 43. The method of Embodiment 41, wherein the cell is autologous or syngeneic.

    • 44. A polynucleotide, comprising a nucleotide sequence that is complementary to a portion of the FMR1 gene transcript.

    • 45. The polynucleotide of Embodiment 44, wherein the nucleotide sequence is at least 80% identical to at least a portion of iso12 of the FMR1 gene, at least 80% identical to at least a portion of the junction of intron 1 and iso12 of the FMR1 gene, or both.

    • 46. The polynucleotide of Embodiment 45, wherein the nucleotide sequence is at least 80% identical to:














(W-704)



(SEQ ID NO: 1)



AGAAGCCAAAGGAGACCTGA,







(W-705)



(SEQ ID NO: 2)



AAAGAGAAGCCAAAGGAGAC,







(W-706)



(SEQ ID NO: 3)



CTAGACCGGAAAAGAGAAGCCA,







(W-707)



(SEQ ID NO: 4)



ATGCTAGACCGGAAAAGAGAA,







(W-708)



(SEQ ID NO: 5)



CAATGCTAGACCGGAAAAGA,







(W-709)



(SEQ ID NO: 6)



AAGTCCCAATGCTAGACCGGA,







(W-710)



(SEQ ID NO: 7)



TCTCCGAAGTCCCAATGCTA,







(W-711)



(SEQ ID NO: 8)



GAGCTCTCCGAAGTCCCA,







(W-712)



(SEQ ID NO: 9)



AGAACAGTGGAGCTCTCCGA,







(W-713)



(SEQ ID NO: 10)



CGCCCAGAACAGTGGAGCTC,



or







(W-714)



(SEQ ID NO: 11)



CCTCGCCCAGAACAGTGGAG.








    • 47. A pharmaceutical composition, comprising the polynucleotide of any one of Embodiments 44-46, and one or more pharmaceutically acceptable excipients, diluents, or carriers.

    • 48. A microarray for the detection of a fragile X-associated disorder, comprising at least one nucleic acid probe immobilized on a solid substrate, said probe comprising a nucleic acid sequence complementary to a portion of the FMR1 gene transcript.

    • 49. The microarray of Embodiment 48, wherein the nucleotide sequence has at least 80% sequence identity to at least a portion of Exon 2 of FMR1-217, at least a portion of the junction of intron 1-2 and Exon 2 of FMR1-217, or both.

    • 50. The microarray of Embodiment 49, wherein the nucleotide sequence is at least 80% identical to:














(W-704)



(SEQ ID NO: 1)



AGAAGCCAAAGGAGACCTGA,







(W-705)



(SEQ ID NO: 2)



AAAGAGAAGCCAAAGGAGAC,







(W-706)



(SEQ ID NO: 3)



CTAGACCGGAAAAGAGAAGCCA,







(W-707)



(SEQ ID NO: 4)



ATGCTAGACCGGAAAAGAGAA,







(W-708)



(SEQ ID NO: 5)



CAATGCTAGACCGGAAAAGA,







(W-709)



(SEQ ID NO: 6)



AAGTCCCAATGCTAGACCGGA,







(W-710)



(SEQ ID NO: 7)



TCTCCGAAGTCCCAATGCTA,







(W-711)



(SEQ ID NO: 8)



GAGCTCTCCGAAGTCCCA,







(W-712)



(SEQ ID NO: 9)



AGAACAGTGGAGCTCTCCGA,







(W-713)



(SEQ ID NO: 10)



CGCCCAGAACAGTGGAGCTC,



or







(W-714)



(SEQ ID NO: 11)



CCTCGCCCAGAACAGTGGAG.






REFERENCES



  • 1. J. C. Darnell, S. J. Van Driesche, C. Zhang, K. Y. S. Hung, A. Mele, C. E. Fraser, E. F. Stone, C. Chen, J. J. Fak, S. W. Chi, D. D. Licatalosi, J. D. Richter, R. B. Darnell, FMRP stalls ribosomal translocation on mRNAs linked to synaptic function and autism. Cell (2011), doi:10.1016/j.cell.2011.06.013.

  • 2. T. Maurin, K. Lebrigand, S. Castagnola, A. Paquet, M. Jarjat, A. Popa, M. Grossi, F. Rage, B. Bardoni, HITS-CLIP in various brain areas reveals new targets and new modalities of RNA binding by fragile X mental retardation protein. Nucleic Acids Res. 46, 6344-6355 (2018).

  • 3. M. Li, J. Shin, R. D. Risgaard, M. J. Parries, J. Wang, D. Chasman, S. Liu, S. Roy, A. Bhattacharyya, X. Zhao, Identification of FMR1-regulated molecular networks in human neurodevelopment. (2020), doi:10.1101/gr.251405.119.

  • 4. G. Dölen, E. Osterweil, B. S. S. Rao, G. B. Smith, B. D. Auerbach, S. Chattarji, M. F. Bear, Correction of Fragile X Syndrome in Mice. Neuron 56, 955-962 (2007).

  • 5. B. Liu, Y. Li, E. E. Stackpole, A. Novak, Y. Gao, Y. Zhao, X. Zhao, J. D. Richter, Regulatory discrimination of mRNAs by FMRP controls mouse adult neural stem cell differentiation. Proc. Natl. Acad. Sci. U.S.A (2018), doi:10.1073/pnas.1809588115.

  • 6. H. Shu, E. Donnard, B. Liu, S. Jung, R. Wang, J. D. Richter, R. W. Ana-Lyzed, FMRP links optimal codons to mRNA stability in neurons. 117, 30400-30411 (2020).

  • 7. E. J. Greenblatt, A. C. Spradling, Fragile X mental retardation 1 gene enhances the translation of large autism-related proteins.

  • 8. J. D. Richter, X. Zhao, The molecular biology of FMRP: new insights into fragile X syndrome Nat. Rev. Neurosci. (2021), doi:10.1038/s41583-021-00432-0.

  • 9. J. C. Darnell, S. J. Van Driesche, C. Zhang, K. Y. S. Hung, A. Mele, C. E. Fraser, E. F. Stone, C. Chen, J. J. Fak, S. W. Chi, D. D. Licatalosi, J. D. Richter, R. B. Darnell, FMRP stalls ribosomal translocation on mRNAs linked to synaptic function and autism. Cell (2011), doi:10.1016/j.cell.2011.06.013.

  • 10. T. Udagawa, N. G. Farny, M. Jakovcevski, H. Kaphzan, J. M. Alarcon, S. Anilkumar, M. Ivshina, J. A. Hurt, K. Nagaoka, V. C. Nalavadi, L. J. Lorenz, G. J. Bassell, S. Akbarian, S. Chattarji, E. Klann, J. D. Richter, Genetic and acute CPEB1 depletion ameliorate fragile X pathophysiology. Nat. Med. 19, 1473 (2013).

  • 11. S. Shah, G. Molinaro, B. Liu, R. Wang, K. M. Huber, J. D. Richter, FMRP Control of Ribosome Translocation Promotes Chromatin Modifications and Alternative Splicing of Neuronal Genes Linked to Autism. Cell Rep. (2020), doi:10.1016/j.celrep.2020.02.076.

  • 12. S. Kim, H. Kim, N. Fong, B. Erickson, D. L. Bentley, Pre-mRNA splicing is a determinant of histone H3K36 methylation. Proc Natl Acad Sci USA 108, 13564-13569 (2011).

  • 13. S. Shah, J. D. Richter, Do Fragile X Syndrome and Other Intellectual Disorders Converge at Aberrant Pre-mRNA Splicing? Front. Psychiatry 12, 715346 (2021).

  • 14. S. Shen, J. W. Park, Z. Lu, L. Lin, M. D. Henry, Y. N. Wu, Q. Zhou, Y. Xing, rMATS: Robust and flexible detection of differential alternative splicing from replicate RNA-Seq data. Proc. Natl. Acad. Sci. (2014), doi:10.1073/pnas.1419161111.

  • 15. E. Korb, M. Herre, I. Zucker-Scharff, J. Gresack, C. D. Allis, R. B. Darnell, Excess Translation of Epigenetic Regulators Contributes to Fragile X Syndrome and Is Alleviated by Brd4 Inhibition. Cell 170, 1209-1223.e20 (2017).

  • 16. S. S. Tran, H. I. Jun, J. H. Bahn, A. Azghadi, G. Ramaswami, E. L. Van Nostrand, T. B. Nguyen, Y. H. E. Hsiao, C. Lee, G. A. Pratt, V. Martinez-Cerdeño, R. J. Hagerman, G. W. Yeo, D. H. Geschwind, X. Xiao, Widespread RNA editing dysregulation in brains from autistic individuals. Nat. Neurosci. (2019), doi:10.1038/s41593-018-0287-x.

  • 17. D. Vershkov, N. Fainstein, S. Suissa, T. Golan-Lev, T. Ben-Hur, N. Benvenisty, FMR1 Reactivating Treatments in Fragile X iPSC-Derived Neural Progenitors In Vitro and In Vivo. Cell Rep. 26, 2531-2539.e4 (2019).

  • 18. X. S. Liu, H. Wu, M. Krzisch, X. Wu, J. Graef, J. Muffat, D. Hnisz, C. H. Li, B. Yuan, C. Xu, Y. Li, D. Vershkov, A. Cacace, R. A. Young, R. Jaenisch, Rescue of Fragile X Syndrome Neurons by DNA Methylation Editing of the FMR1 Gene. Cell 172, 979-991.e6 (2018).

  • 19. R. Esanov, N. S. Andrade, S. Bennison, C. Wahlestedt, Z. Zeier, The FMR1 promoter is selectively hydroxymethylated in primary neurons of fragile X syndrome patients. (2016), doi:10.1093/hmg/ddw311.

  • 20. N. Raj, Z. T. McEachin, W. Harousseau, Y. Zhou, F. Zhang, M. E. Merritt-Garza, J. M. Taliaferro, M. Kalinowska, S. G. Marro, C. M. Hales, E. Berry-Kravis, M. W. Wolf-Ochoa, V. Martinez-Cerdeno, M. Wernig, L. Chen, E. Klann, S. T. Warren, P. Jin, Z. Wen, G. J. Bassell, Cell-type-specific profiling of human cellular models of fragile X syndrome reveal PI3K-dependent defects in translation and neurogenesis. Cell Rep. 35 (2021), doi:10.1016/J.CELREP.2021.108991.

  • 21. E. Tabolacci, F. Palumbo, V. Nobile, G. Neri, Transcriptional reactivation of the FMR1 Gene. A possible approach to the treatment of the fragile X syndrome. Genes (Basel). 7, 1-16 (2016).

  • 22. E. Tabolacci, G. Mancano, S. Lanni, F. Palumbo, M. Goracci, F. Ferrè, M. Helmer-Citterich, G. Neri, Genome-wide methylation analysis demonstrates that 5-aza-2-deoxycytidine treatment does not cause random DNA demethylation in fragile X syndrome cells. Epigenetics and Chromatin 9, 1-16 (2016).

  • 23. M. P. Moazami, J. M. Rembetsy-Brown, F. Wang, P. M. Krishnamurthy, A. Weiss, M. Marosfoi, R. M. King, M. Motwani, H. Gray-Edwards, K. A. Fitzgerald, R. H. Brown, J. K. Watts, Quantifying and Mitigating Motor Phenotypes Induced by Antisense Oligonucleotides in the Central 1 Nervous System 2. (2021), doi:10.1101/2021.02.14.431096.

  • 24. S. D. Sheridan, K. M. Theriault, S. A. Reis, F. Zhou, J. M. Madison, L. Daheron, J. F. Loring, S. J. Haggarty, Epigenetic characterization of the FMR1 gene and aberrant neurodevelopment in human induced pluripotent stem cell models of fragile X syndrome. PLoS One 6 (2011), doi:10.1371/journal.pone.0026203.

  • 25. M. J. Gandal, P. Zhang, E. Hadjimichael, R. L. Walker, C. Chen, S. Liu, H. Won, H. Van Bakel, M. Varghese, Y. Wang, A. W. Shieh, J. Haney, S. Parhami, J. Belmont, M. Kim, P. M. Losada, Z. Khan, J. Mleczko, Y. Xia, R. Dai, D. Wang, Y. T. Yang, M. Xu, K. Fish, P. R. Hof, J. Warrell, D. Fitzgerald, K. White, A. E. Jaffe, M. A. Peters, M. Gerstein, C. Liu, L. M. Iakoucheva, D. Pinto, D. H. Geschwind, Transcriptome-wide isoform-level dysregulation in ASD, schizophrenia, and bipolar disorder. Science (80-). 362 (2018), doi:10.1126/science.aat8127.

  • 26. M. Irimia, R. J. Weatheritt, J. D. Ellis, N. N. Parikshak, T. Gonatopoulos-Pournatzis, M. Babor, M. Quesnel-Vallières, J. Tapial, B. Raj, D. O'Hanlon, M. Barrios-Rodiles, M. J. E. Sternberg, S. P. Cordes, F. P. Roth, J. L. Wrana, D. H. Geschwind, B. J. Blencowe, A highly conserved program of neuronal microexons is misregulated in autistic brains. Cell (2014), doi:10.1016/j.cell.2014.11.035.

  • 27. M. Quesnel-Vallières, Z. Dargaei, M. Irimia, T. Gonatopoulos-Pournatzis, J. Y. Ip, M. Wu, T. Sterne-Weiler, S. Nakagawa, M. A. Woodin, B. J. Blencowe, S. P. Cordes, Misregulation of an Activity-Dependent Splicing Network as a Common Mechanism Underlying Autism Spectrum Disorders. Mol. Cell (2016), doi:10.1016/j.molcel.2016.11.033.

  • 28. M. Zafarullah, F. Tassone, Molecular Biomarkers in Fragile X Syndrome. (2019), doi:10.3390/brainsci9050096.

  • 29. C. J. Westmark, The quest for fragile X biomarkers (2014; http://www.molcellped.com/content/1/1/1).

  • 30. E. Berry-Kravis, D. Hessl, L. Abbeduto, A. L. Reiss, A. Beckel-Mitchener, T. K. Urv, O. Measures, W. Groups, M. Aman, K. Clapp, S. Hall, B. Kronk, A. Lachiewicz, R. Noll, L. Scahill, H. C. Hazlett, S. Hooper, B. King, A. Lightbody, R. Paylor, D. Posey, P. Wang, B. Zorovic, C. Erickson, R. Hagerman, W. Kaufmann, E. Klann, J. Piven, A. Reiss, L. Sikich, N. Tartaglia, M. Tranfaglia, Outcome Measures for Clinical Trials in Fragile X Syndrome. J Dev Behav Pediatr 34, 508-522 (2013).

  • 31. M. Jasoliya, H. Bowling, I. C. Petrasic, B. Durbin-Johnson, E. Klann, A. Bhattacharya, R. Hagerman, F. Tassone, Blood-Based Biomarkers Predictive of Metformin Target Engagement in Fragile X Syndrome. (2020), doi:10.3390/brainsci10060361.

  • 32. O. Dionne, F. Corbin, A new strategy to uncover fragile X proteomic biomarkers using the nascent proteome of peripheral blood mononuclear cells (PBMCs). Sci. Reports|11, 15148 (2021).

  • 33. M. Zafarullah, H.-T. Tang, B. Durbin-Johnson, E. Fourie, D. Hessl, S. M. Rivera, FMR1 locus isoforms: potential biomarker candidates in fragile X-associated tremor/ataxia syndrome (fXtAS). 10, 11099 (2020).

  • 34. P. Chiurazzi, M. G. Pomponi, R. Willemsen, B. A. Oostra, G. Neri, In vitro reactivation of the FMR1 gene involved in fragile X syndrome (1998; https://academic.oup.com/hmg/article/7/1/109/637850).

  • 35. M. Derbis, E. Kul, D. Niewiadomska, M. Sekrecki, A. Piasecka, K. Taylor, R. K. Hukema, O. Stork, K. Sobczak, Short antisense oligonucleotides alleviate the pleiotropic toxicity of RNA harboring expanded CGG repeats. Nat. Commun. 12, 1-17 (2021).

  • 36. C. M. Rodriguez, S. E. Wright, M. G. Kearse, J. M. Haenfler, B. N. Flores, Y. Liu, M. F. Ifrim, M. R. Glineburg, A. Krans, P. Jafar-nejad, M. A. Sutton, G. J. Bassell, J. M. Parent, F. Rigo, S. J. Barmada, P. K. Todd, repeats in regulating fragile X protein synthesis. Nat. Neurosci. 23, 386-397 (2020).

  • 37. X. S. Liu, H. Wu, M. Krzisch, X. Wu, J. Graef, J. Muffat, D. Hnisz, C. H. Li, B. Yuan, C. Xu, Y. Li, D. Vershkov, A. Cacace, R. A. Young, R. Jaenisch, Rescue of Fragile X Syndrome Neurons by DNA Methylation Editing of the FMR1 Gene. Cell 172, 979-992.e6 (2018).

  • 38. J. M. Haenfler, G. Skariah, C. M. Rodriguez, A. Monteiro da Rocha, J. M. Parent, G. D. Smith, P. K. Todd, R. Dahlhaus, K.-M. Yao, A. Plagge, P. Ramos-Ibeas, Targeted Reactivation of FMR1 Transcription in Fragile X Syndrome Embryonic Stem Cells. Physiol. Urol. (2018), doi:10.3389/fnmol.2018.00282.

  • 39. N. Xie, H. Gong, J. A. Suhl, P. Chopra, T. Wang, S. T. Warren, Reactivation of FMR1 by CRISPR/Cas9-mediated deletion of the expanded CGG-repeat of the fragile X chromosome. PLoS One 11, 1-12 (2016).

  • 40. P. C.-Y., H. T., L. D. R., S. J. J., L. J. S., Y. O., B. N., Reversion of FMR1 Methylation and Silencing by Editing the Triplet Repeats in Fragile X iPSC-Derived Neurons. Cell Rep. 13, 234-241 (2015).

  • 41. R. S. Finkel, C. A. Chiriboga, J. Vajsar, J. W. Day, J. Montes, D. C. De Vivo, M. Yamashita, F. Rigo, G. Hung, E. Schneider, D. A. Norris, S. Xia, C. F. Bennett, K. M. Bishop, Treatment of infantile-onset spinal muscular atrophy with nusinersen: a phase 2, open-label, dose-escalation study. Lancet 388, 3017-3026 (2016).

  • 42. D. G. W. Mulders Susan, Walt, Triplet-repeat oligonucleotide-mediated . . . n myotonic dystrophy Enhanced Reader.pdf (2009).

  • 43. S. K. Pandey, T. M. Wheeler, S. L. Justice, A. Kim, H. S. Younis, D. Gattis, D. Jauvin, J. Puymirat, E. E. Swayze, S. M. Freier, C. F. Bennett, C. A. Thornton, A. R. Macleod, Identification and Characterization of Modified Antisense Oligonucleotides Targeting DMPK in Mice and Nonhuman Primates for the Treatment of Myotonic Dystrophy Type 1 s. J. Pharmacol. Exp. Ther. J Pharmacol Exp Ther 355, 329-340 (2015).

  • 44. T. M. Wheeler, A. J. Leger, S. K. Pandey, A. R. Macleod, M. Nakamori, S. H. Cheng, B. M. Wentworth, C. F. Bennett, C. A. Thornton, Targeting nuclear RNA for in vivo correction of myotonic dystrophy. (2012), doi:10.1038/nature11362.

  • 45. R. A. Smith, T. M. Miller, K. Yamanaka, B. P. Monia, T. P. Condon, G. Hung, C. S. Lobsiger, C. M. Ward, M. Mcalonis-Downes, H. Wei, E. V Wancewicz, C. F. Bennett, D. W. Cleveland, Antisense oligonucleotide therapy for neurodegenerative disease. J. Clin. Invest. 116 (2006), doi:10.1172/JC125424.

  • 46. C. J. Donnelly, P. W. Zhang, J. T. Pham, A. R. Heusler, N. A. Mistry, S. Vidensky, E. L. Daley, E. M. Poth, B. Hoover, D. M. Fines, N. Maragakis, P. J. Tienari, L. Petrucelli, B. J. Traynor, J. Wang, F. Rigo, C. F. Bennett, S. Blackshaw, R. Sattler, J. D. Rothstein, RNA Toxicity from the ALS/FTD C90RF72 Expansion Is Mitigated by Antisense Intervention. Neuron 80, 415-428 (2013).

  • 47. H. Tran, M. P. Moazami, H. Yang, D. McKenna-Yasek, C. L. Douthwright, C. Pinto, J. Metterville, M. Shin, N. Sanil, C. Dooley, A. Puri, A. Weiss, N. Wightman, H. Gray-Edwards, M. Marosfoi, R. M. King, T. Kenderdine, D. Fabris, R. Bowser, J. K. Watts, R. H. Brown Jr, Suppression of mutant C9orf72 expression by a potent mixed backbone antisense oligonucleotide. Nat Med. 2022 January; 28(1):117-124. doi:10.1038/s41591-021-01557-6.

  • 48. L. A. Becker, B. Huang, G. Bieri, R. Ma, D. A. Knowles, P. Jafar-Nejad, J. Messing, H. J. Kim, A. Soriano, G. Auburger, S. M. Pulst, J. P. Taylor, F. Rigo, A. D. Gitler, Therapeutic reduction of ataxin-2 extends lifespan and reduces pathology in TDP-43 mice. Nature. (2017), doi:10.1038/nature22038.

  • 49. Y. Q. Jiang, A. Andrade, D. Lipscombe, Spinal morphine but not ziconotide or gabapentin analgesia is affected by alternative splicing of voltage-gated calcium channel CaV2.2 pre-mRNA. Mol. Pain 9 (2013), doi:10.1186/1744-8069-9-67.

  • 50. C. Milazzo, E. J. Mientjes, I. Wallaard, S. V. Rasmussen, K. D. Erichsen, T. Kakunuri, A. S. E. van der Sman, T. Kremer, M. T. Miller, M. C. Hoener, Y. Elgersma, Antisense oligonucleotide treatment rescues UBE3A expression and multiple phenotypes of an Angelman syndrome mouse model. JCI Insight 6 (2021), doi:10.1172/jci.insight.145991.

  • 51. A. V Scott Dindot, S. Christian, W. J. Murphy, A. Berent, J. Panagoulias, A. Schlafer, J. Ballard, K. Radeva, R. Robinson, L. Myers, T. Jepp, H. Shaheen, P. Hillman, K. Konganti, A. Hillhouse, K. R. Bredemeyer, L. Black, J. Douville, the FIRE consortium, Development of an ASO therapy for Angelman syndrome by targeting an evolutionarily conserved region at the start of the UBE3A-AS transcript. bioRxiv (Posted Jul. 27, 2021). doi:10.1101/2021.07.27.453820.

  • 52. G. H. Roid, M. Pomplun, in Contemporary intellectual assessment: Theories, tests, and issues, 3rd ed., (The Guilford Press, New York, NY, US, 2012), pp. 249-268.

  • 53. S. M. Sansone, A. Schneider, E. Bickel, E. Berry-Kravis, C. Prescott, D. Hessl, Improving IQ measurement in intellectual disabilities using true deviation from population norms (2014; http://www.jneurodevdisorders.com/content/6/1/16).

  • 54. Sparrow S S; Balla D A; Cicchetti D V; Harrison P L; Doll E A., Vineland adaptive behavior scales. Am. Guid. Serv. Circ. Pines; MN (1984).

  • 55. O. Yukselen, O. Turkyilmaz, A. Ozturk, M. Garber, A. Kucukural, DolphinNext: A distributed data processing platform for high throughput genomics. bioRxiv (2019), doi:10.1101/689539.

  • 56. F. Cunningham, J. E. Allen, J. Allen, J. Alvarez-Jarreta, M. R. Amode, I. M. Armean, O. Austine-Orimoloye, A. G. Azov, I. Barnes, R. Bennett, A. Berry, J. Bhai, A. Bignell, K. Billis, S. Boddu, L. Brooks, M. Charkhchi, C. Cummins, L. Da Rin Fioretto, C. Davidson, K. Dodiya, S. Donaldson, B. El Houdaigui, T. El Naboulsi, R. Fatima, C. G. Giron, T. Genez, J. G. Martinez, C. Guijarro-Clarke, A. Gymer, M. Hardy, Z. Hollis, T. Hourlier, T. Hunt, T. Juettemann, V. Kaikala, M. Kay, I. Lavidas, T. Le, D. Lemos, J. C. Marugán, S. Mohanan, A. Mushtaq, M. Naven, D. N. Ogeh, A. Parker, A. Parton, M. Perry, I. Pilizota, I. Prosovetskaia, M. P. Sakthivel, A. I. A. Salam, B. M. Schmitt, H. Schuilenburg, D. Sheppard, J. G. Perez-Silva, W. Stark, E. Steed, K. Sutinen, R. Sukumaran, D. Sumathipala, M. M. Suner, M. Szpak, A. Thormann, F. F. Tricomi, D. Urbina-Gómez, A. Veidenberg, T. A. Walsh, B. Walts, N. Willhoft, A. Winterbottom, E. Wass, M. Chakiachvili, B. Flint, A. Frankish, S. Giorgetti, L. Haggerty, S. E. Hunt, G. R. Iisley, J. E. Loveland, F. J. Martin, B. Moore, J. M. Mudge, M. Muffato, E. Perry, M. Ruffier, J. Tate, D. Thybert, S. J. Trevanion, S. Dyer, P. W. Harrison, K. L. Howe, A. D. Yates, D. R. Zerbino, P. Flicek, Ensembl 2022. Nucleic Acids Res. 50, D988-D995 (2022).



The teachings of all patents, published applications and references cited herein are incorporated by reference in their entirety.


While example embodiments have been particularly shown and described, it will be understood by those skilled in the art that various changes in form and details may be made therein without departing from the scope of the embodiments encompassed by the appended claims.

Claims
  • 1. An antisense oligonucleotide (ASO), wherein the ASO specifically binds a contiguous nucleotide sequence set forth in any one of SEQ ID NOs:24-42, and wherein the contiguous nucleotide sequence is at least 12 nucleotides in length.
  • 2. (canceled)
  • 3. The ASO of claim 1, wherein the ASO is no more than 100 nucleotides in length.
  • 4. The ASO of claim 1, wherein the ASO is about 18-24 nucleotides in length.
  • 5. The ASO of claim 1, wherein the ASO comprises: at least one modification of a ribose or deoxyribose group,at least one modification of a phosphate group,at least one modification of a nucleobase,at least one phosphodiester internucleotide linkage,at least one phosphorothioate internucleotide linkage,or any combination of the foregoing.
  • 6. The ASO of claim 1, wherein the ASO is modified to comprise: a locked nucleic acid (LNA), an ethyl-constrained nucleotide, a 2′-(S)-constrained ethyl (S-cEt) nucleotide, a constrained 2′-O-methoxyethyl (MOE), a 2′-O,4′-C-aminomethylene bridged nucleic acid (2′,4′-BNA(NC)), an alpha-L-locked nucleic acid, a tricyclo-DNA, or a combination thereof,a ribose or deoxyribose group comprising a 2′-O-methyl, 2′-fluoro, 2′-deoxy, 2′-O-methoxyethyl (MOE), 2′-O-alkyl, 2′-O-alkoxy, 2′-O-alkylamino, or 2′-NH2 modification, a constrained nucleotide, a tricyclo-DNA modification, or a combination thereof,a phosphate group comprising a phosphorothioate, a phosphoramidate, a phosphorodiamidate, a phosphorodithioate, a phosphonoacetate (PACE), a thiophosphonoacetate (thioPACE), an amide, a triazole, a phosphonate, a phosphotriester, or a combination thereof,a nucleobase comprising 2-thiouridine, 4-thiouridine, N6-methyladenosine, pseudouridine, 2,6-diaminopurine, inosine, thymidine, 5-methylcytosine, 5-substituted pyrimidine, isoguanine, isocytosine, halogenated aromatic groups, or a combination thereof,a polynucleotide backbone comprising a sugar phosphate backbone, a phosphorodiamidate mopholino (PMO) backbone, a peptide nucleic acid backbone, a pseudopeptide backbone, or a combination thereof,or any combination of the foregoing.
  • 7. (canceled)
  • 8. (canceled)
  • 9. (canceled)
  • 10. The ASO of claim 1, wherein: a) at least 10%, at least 20%, at least 30%, at least 50%, at least 80% or 100% of internucleotide linkages of the ASO are phosphorothioate internucleotide linkages;b) at least 10%, at least 20%, at least 30%, at least 50%, at least 80% or 100% of internucleotide linkages of the ASO are phosphodiester internucleotide linkages;c) no more than 90%, no more than 80%, no more than 70%, no more than 50%, or no more than 20% of the internucleotide linkages of the ASO are phosphorothioate internucleotide linkages; ord) no more than 90%, no more than 80%, no more than 70%, no more than 50%, or no more than 20% of the internucleotide linkages of the ASO are phosphodiester internucleotide linkages.
  • 11. (canceled)
  • 12. (canceled)
  • 13. (canceled)
  • 14. (canceled)
  • 15. (canceled)
  • 16. (canceled)
  • 17. (canceled)
  • 18. The ASO of claim 6, wherein at least 10%, at least 20%, at least 30%, at least 50%, at least 80% or 100% of riboses or deoxyriboses of the ASO comprise a 2′-O-methoxyethyl ribose sugar.
  • 19. The ASO of claim 1, wherein the ASO comprises a nucleotide sequence having 85-100% sequence identity to at least one sequence set forth in SEQ ID NOs:1-11, 43-50, and 51-75.
  • 20. (canceled)
  • 21. (canceled)
  • 22. (canceled)
  • 23. (canceled)
  • 24. (canceled)
  • 25. The ASO of claim 1, wherein the ASO comprises (eC)#(eC)#(eT)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(e G)#(eT)#(eG)#(eG)#(eA),(eC)#(eC)#(eU)#(eC)#(eG)#(eC)#(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)#(eA)#(eG) #(eU)#(eG)#(eG)#(eA),(eC)#(eC)#(eT)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(eT) #(eG)#(eG)#(eA), and/or(eC)#(eC)#(eU)#(eC)(eG)(eC)(eC)#(eC)#(eA)#(eG)#(eA)#(eA)#(eC)(eA)(eG)(e U)#(eG)#(eG)#(eA),wherein e is a 2′-O-methoxyethyl ribose sugar, and wherein # is a phosphorothioate internucleotide linkage.
  • 26. (canceled)
  • 27. A pharmaceutical composition, comprising at least one ASO of claim 1 and a pharmaceutically acceptable excipient, diluent, and/or carrier.
  • 28. (canceled)
  • 29. A method of treating a disease in a subject in need thereof, comprising administering to the subject a therapeutically effective amount of the pharmaceutical composition of claim 27.
  • 30. The method of claim 29, wherein the disease is a fragile X-associated disorder.
  • 31. The method of claim 30, wherein the fragile X-associated disorder is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS).
  • 32. (canceled)
  • 33. The method of claim 29, wherein the therapeutically effective amount of the pharmaceutical composition decreases an aberrant FMR1 transcript, decreases a protein encoded by the aberrant FMR1 transcript, increases expression of fragile X messenger ribonucleoprotein (FMRP), or a combination thereof.
  • 34. The method of claim 33, wherein the aberrant FMR1 transcript comprises a FMR1-217 transcript.
  • 35. (canceled)
  • 36. (canceled)
  • 37. (canceled)
  • 38. A method of reducing a FMR1-217 transcript in a cell, comprising contacting the cell with an effective amount of at least one ASO of claim 1.
  • 39. (canceled)
  • 40. The method of claim 38, wherein the effective amount of the at least one ASO decreases the FMR1-217 transcript by at least 25%.
  • 41. The method of claim 38, wherein the effective amount of the at least one ASO increases expression of fragile X messenger ribonucleoprotein (FMRP).
  • 42. (canceled)
  • 43. The method of claim 38, wherein the cell is a cell derived from or in a subject having a fragile X-associated disorder.
  • 44. The method of claim 43, wherein the fragile X-associated disorder is fragile X syndrome (FXS), fragile X-associated primary ovarian insufficiency (FXPOI), or fragile X-associated tremor/ataxia syndrome (FXTAS).
  • 45. (canceled)
RELATED APPLICATIONS

This application is a continuation-in-part of International Application No. PCT/US2022/082380, filed on Dec. 23, 2022, which designates the United States, published in English, and claims the benefit of U.S. Provisional Application No. 63/265,989, filed on Dec. 23, 2021. This application also claims the benefit of U.S. Provisional Application No. 63/649,322, filed on May 17, 2024. The entire teachings of the above applications are incorporated herein by reference.

GOVERNMENT SUPPORT

This invention was made with government support under GM135087, GM046779 and NS111990 from the National Institutes of Health. The government has certain rights in the invention.

Provisional Applications (2)
Number Date Country
63265989 Dec 2021 US
63649322 May 2024 US
Continuation in Parts (1)
Number Date Country
Parent PCT/US2022/082380 Dec 2022 WO
Child 18751096 US