COMPOSITIONS AND METHODS FOR INCREASING FETAL HEMOGLOBIN AND TREATING SICKLE CELL DISEASE

Information

  • Patent Application
  • 20220017908
  • Publication Number
    20220017908
  • Date Filed
    November 20, 2019
    4 years ago
  • Date Published
    January 20, 2022
    2 years ago
Abstract
The present invention relates to compositions and methods of increasing levels of fetal hemoglobin (HbF) in cells. The present invention further relates to methods for treating patients suffering from blood cell diseases, including those associated with reduced amounts of functional adult hemoglobin (HbA), such as sickle cell disease and β-thalassemias.
Description
STATEMENT REGARDING SEQUENCE LISTING

The Sequence Listing associated with this application is provided in text format in lieu of a paper copy, and is hereby incorporated by reference into the specification. The name of the text file containing the Sequence Listing is FULC_033_01WO_ST25.txt. The text file is 33 KB, was created on Nov. 20, 2019, and is being submitted electronically via EFS-Web.


FIELD OF THE DISCLOSURE

The present disclosure relates to targets, compositions and methods of inducing fetal hemoglobin (hemoglobin γ (HBγ) or HbF) expression in erythroid cells. The present disclosure further relates to methods for treating patients suffering from diseases associated with blood cell disorders, such as Sickle Cell Disease (SCD) or β-thalassemias, including those where elevated expression of HbF protein can compensate for a mutant or defective hemoglobin β (HBB) gene, a mutant or defective HBB protein, or changes in HBB protein levels.


BACKGROUND

Hemoglobin is the critical protein involved in oxygen transport throughout the body of vertebrates. It is found in red blood cells and consists of two a subunits and two β-like subunits.


The composition of hemoglobin is developmentally regulated, and the human genome encodes multiple versions of these proteins, which are expressed during distinct stages of development (Blobel et al, Exp Hematol 2015; Stamatoyannopoulos G. Exp Hematol 2005). In general, fetal hemoglobin (HbF) is composed of two subunits of hemoglobin γ (HBγ) and two subunits of hemoglobin α (HBα) and adult hemoglobin (HbA) is composed of two subunits of hemoglobin β (HBβ) and two subunits of HBα. Thus, the β-like subunit utilized during the fetal stage of development (HBγ) switches to hemoglobin β (HBβ) after birth.


The developmental regulation of the expression of β-like subunits has been the focus of intense studies for decades (Li et al. Blood 2002). All five β-like subunits in humans reside on chromosome 11, where their genomic location corresponds to their temporal expression pattern. A distal cluster of enhancer elements, called the locus control region (LCR), coordinates the expression pattern at the β globin locus, where multiple transcription factors, including GATA1, GATA2, KLF1, KLF2, and MYB and TAL1, bind at specific locations within the LCR at specific times in development. The five human β-like subunits are epsilon (HBE1; ε), gammaG (HBG2; γ), gammaA (HBG1; γ), delta (HBD; δ) and beta (HBB; β). The HBE1 gene is expressed during embryonic development, the HBG1 and HBG2 genes are expression during fetal development, and HBD and HBB genes are expressed in adults. The HBG1 and HBG2 genes encode identical proteins except for a single amino acid change at residue 136 (HBG1=gly; HBG2=ala). Red blood cell disorders like Sickle Cell Disease (SCD) and β-thalassemias are caused by alterations within the gene for the hemoglobin β (HBβ) subunit.


SCD affects millions of people worldwide and is the most common inherited blood disorder in the United States (70.000-80,000 Americans). SCD has a high incidence in African Americans, where it is estimated to occur in 1 in 500 individuals. SCD is an autosomal recessive disease caused by single homozygous mutations in both copies of the HBB gene (E6V) that result in a mutant hemoglobin protein called HbS (https://ghr.nlm.nih.gov/condition/sickle-cell-disease). Under deoxygenated conditions, the HbS protein polymerizes, which leads to abnormal red blood cell morphology. This abnormal morphology can lead to multiple pathologic symptoms including vaso-occlusion, pain crises, pulmonary hypertension, organ damage and stroke.


β-thalassemia is caused by mutations in the HBB gene and results in reduced hemoglobin production (https://ghr.nlm.nih.gov/condition/beta-thalassemia). The mutations in the HBB gene typically reduce the production of adult β-globin protein, which leads to low levels of adult hemoglobin, HbA. This leads to a shortage of red blood cells and a lack of oxygen distribution throughout the body. Patients with β-thalassemias can have weakness, fatigue and are at risk of developing abnormal blood clots. Thousands of infants are born with β-thalassemia each year, and symptoms are typically detected within the first two years of life.


The identification of factors that regulate the expression of fetal hemoglobin could be useful targets for the treatment of SCD and β-thalassemias, since upregulation of fetal hemoglobin could compensate for mutant HbS protein in SCD or a lack of HbA in β-thalassemias. Because β-like globin expression is developmentally regulated, with a reduction in the fetal ortholog (γ) occurring shortly after birth concomitantly with an increase in the adult ortholog (β), it has been postulated that maintaining expression of the anti-sickling γ ortholog may be of therapeutic benefit in both children and adults. A fetal ortholog of HBβ, hemoglobin γ (HBγ) can reverse disease-related pathophysiology in these disorders by also forming complexes with the required hemoglobin α subunit (Paikari and Sheehan, Br J Haematol 2018; Lettre and Bauer, Lancet 2016). Expression of the fetal hemoglobin protein can reverse the SCD pathophysiology through inhibiting HbS polymerization and morphologically defective red blood cells. Functionally, upregulation of either the HBG1 or HBG2 gene can compensate for mutant or defective adult HBβ. Based on clinical and preclinical studies, upregulation of hemoglobin γ (HBγ) is the proposed mechanism for compounds including Palmolidomide and Hydroxyurea and targets including EHMT1/EHMT2 and LSD1 (Moutouh-de Parseval et al. J Clin Invest 2008; Letvin et al. NEJM 1984; Renneville et al. Blood 2015; Shi et al. Nature Med 2015).


Given the severity and lack of effective treatments for blood cell disorders, such as Sickle Cell Disease (SCD) and β-thalassemias, including those where elevated expression of HbF protein could compensate for a mutant or defective hemoglobin β (HBβ) gene, there is clearly a need for new methods of treatment for these disorders. The present disclosure meets this need by providing new therapeutic agents and methods for increasing HbF for the treatment of these disorders.


SUMMARY OF THE INVENTION

The present disclosure is based, in part, on the identification of novel targets for inducing fetal hemoglobin (hemoglobin γ (HBγ) or HbF) expression in erythroid cells. The present disclosure further relates to methods for treating patients suffering from diseases associated with blood cell disorders, such as Sickle Cell Disease (SCD) or β-thalassemias.


In one embodiment, the present disclosure provides a method for increasing expression of a fetal hemoglobin (HbF) in a cell, comprising contacting a cell with an inhibitor of a target protein or protein complex that functions to regulate HbF expression. In some embodiments, the HbF comprises hemoglobin gamma and hemoglobin alpha. In some embodiments, the hemoglobin gamma comprises hemoglobin gamma G1 (HBG1) and/or or hemoglobin gamma G2 (HBG2). In particular embodiments, the target protein or protein complex regulates HbF expression via a molecular signaling pathway listed in Table 5. In particular embodiments, the molecular signaling pathway is selected from the group consisting of: glucagon signaling pathway, carbon metabolism, oxytocin signaling, glycolysis, gluconeogenesis, endocrine resistance, Gonadotropin-releasing hormone (GnRH) signaling, oocyte meiosis, fatty acid degradation, and inflammatory mediator regulation of Transient Receptor Potential (TRP) channels. In certain embodiments, the target protein is CUL3. In certain embodiments, the target protein is SPOP. In certain embodiments, the target protein is selected from those listed in Table 1, Table 2, Table 3, Table 4, Table 5, Table 6 or Table 7. In certain embodiments, the hit shows enriched expression in whole blood versus other tissues and cell types. In certain embodiments, the target protein (or hit) is expressed in late stage erythroid cells or listed in Table 7. In some embodiments, the target protein is permanently or transiently associated with a multi-protein complex that regulates HbF expression. In some embodiments, the multi-protein complex is selected from those listed in Table 3 or Table 4, and the target is selected from those listed in Table 3 or Table 4. In certain embodiments, CUL3 is permanently or transiently associated with the multi-protein complex. In certain embodiments, the multi-protein complex is selected from D(4) dopamine receptor (DRD4)-Kelch like protein 12 (KLH12)-CUL3, ubiquitin E3 ligase, coiled coil domain containing protein 22 (CCDC22)-COMM domain containing protein 8 (COMMD8)-CUL3, or Cullin associated NEDD8 dissociated protein (CAND1)-CUL3-E3 ubiquitin protein ligase RBX1 (RBX). In certain embodiments, SPOP is permanently or transiently associated with the multi-protein complex. In certain embodiments, the multi-protein complex is a ubiquitin E3 ligase complex. In particular embodiments, the inhibitor targets a nucleotide sequence encoding the target protein or protein complex thereby inhibiting or preventing the expression of the target protein or protein complex. In some embodiments, the nucleotide sequence encoding the target protein or protein complex is DNA or RNA. In certain embodiments, the nucleotide sequence encodes CUL3, and optionally comprises or consists of a nucleic acid encoding the amino acid sequence of SEQ ID NO: 108. In certain embodiments, the nucleotide sequence encodes SPOP, and optionally comprises or consists of a nucleic acid encoding the amino acid sequence of SEQ ID NO: 109. In some embodiment, the inhibitor is selected from a group consisting of: a small molecule, a nucleic acid, a polypeptide, and a nucleoprotein complex, e.g., which bind to a target protein or a polynucleotide sequence encoding the target protein, such as a gene or mRNA encoding the target protein. It should be understood that an inhibitor or a target protein may inhibit the target protein by inhibiting the target protein directly, e.g., by binding to the target protein, or by inhibiting expression of the target protein, e.g., by binding to a polynucleotide encoding the target protein. In some embodiments, the nucleic acid is selected from DNA, RNA, shRNA, siRNA, microRNA, gRNA, and antisense oligonucleotide. In certain embodiments, the polypeptide is selected from a protein, a peptide, a protein mimetic, a peptidomimetic, an antibody or functional fragment thereof, and an antibody-drug conjugate or a functional fragment thereof. In particular embodiments, the nucleoprotein complex is a ribonucleoprotein complex (RNP) comprising: a) a first sequence comprising a guide RNA (gRNA) that specifically binds a target sequence, wherein the target sequence comprises a regulator of HbF expression and b) a second sequence encoding a CRISPR-Cas protein wherein the CRISPR-Cas protein comprises a DNA-nuclease activity. In particular embodiments, the cell is a blood cell, e.g., an erythrocyte. In certain embodiments, the contacting a cell occurs in vitro, in vivo, ex vivo, or in situ.


In a related embodiment, the disclosure provides a pharmaceutical composition for increasing expression of fetal hemoglobin (HbF) comprising: an inhibitor of a target protein or protein complex that functions to regulate HbF expression, and a diluent, excipient, and carrier formulated for delivery to a patient in need thereof. In particular embodiments, the inhibitor is a small molecule, a nucleic acid, e.g., DNA, RNA, shRNA, siRNA, microRNA, gRNA, or antisense oligonucleotide, or a polypeptide, e.g., a protein, a peptide, a protein mimetic, a peptidomimetic, an antibody or functional fragment thereof, or antibody-drug conjugate or a functional fragment thereof. In some embodiments, the small molecule inhibitor targets CUL3. In some embodiments, the CUL3 small molecule inhibitor is selected from MLN4924, suramin, or DI-591. In some embodiments, the polypeptide specifically binds a regulator of HbF expression. In certain embodiments, the inhibitor is a ribonucleoprotein (RNP) complex comprising: a) a first sequence comprising a guide RNA (gRNA) that specifically binds a target sequence, wherein the target sequence comprises a regulator of HbF expression and b) a second sequence encoding a CRISPR-Cas protein wherein the CRISPR-Cas protein comprises a DNA-nuclease activity. In certain embodiments, the gRNA binds a gene encoding the regulator of HbF expression. In certain embodiments, the target sequence is listed in any of Tables 1, 3-4, or 6-7. In some embodiments, the gRNA comprises any one of the targets or sequences in Table 2, or a fragment thereof, or an antisense sequence of the target sequence or fragment thereof. In some embodiments, the target sequence is CUL3. In some embodiments, wherein the target sequence is SPOP. In some embodiments, the gRNA comprises any one of the sequences disclosed in Table 2. In some embodiments, the gRNA binds a gene encoding CUL3, and optionally comprises or consists of GAGCATCTCAAACACAACGA (SEQ ID NO: 94), CGAGATCAAGTTGTACGTTA (SEQ ID NO: 95), or TCATCTACGGCAAACTCTAT (SEQ ID NO: 96). In some embodiments, the gRNA binds a gene encoding SPOP, and optionally comprises or consists of TAACTTTAGCTTTTGCCGGG (SEQ ID NO: 91), CGGGCATATAGGTTTTGTGCA (SEQ ID NO: 92), or GTTTGCGAGTAAACCCCAAA (SEQ ID NO: 93). In certain embodiments, the first sequence comprising the gRNA comprises a sequence encoding a promoter capable of expressing the gRNA in a eukaryotic cell. In some embodiments, the second sequence comprising the CRISPR-Cas protein comprises a sequence capable of expressing the CRISPR-Cas protein in a eukaryotic cell, e.g., a mammalian cell, such as a blood cell, e.g., an erythrocyte. In some embodiments, the composition is delivered via a vector, e.g., a viral vector, such as an AAV.


In another related embodiment, the disclosure provides a method of treating a disease or disorder associated with a defect in a hemoglobin protein activity or expression, comprising providing to a subject in need thereof the composition disclosed herein. In some embodiments, the disease or disorder is a blood disorder, e.g., Sickle cell disease, β-thalassemia, β-thalessemia intermedia, β-thalessemia major, β-thalessemia minor, and Cooley's anemia. In some embodiments, the hemoglobin protein is selected from hemoglobin-alpha and hemoglobin-beta. In certain embodiments, the defect in the hemoglobin protein activity or expression results from a mutation, substitution, deletion, insertion, frameshift, inversion, or transposition to a nucleotide sequence which encodes the hemoglobin protein.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a schematic detailing the CRISPR pooled screen sample collection process. Samples were collected following puromycin selection (1), prior to FACs sorting (2) and after sorting for HbF high cells (3).



FIG. 2 provides FACS sorting plots from the CRISPR screen with Library #1. FACs plots are shown for HUDEP2 cells with control sgGFP (dark gray) and CRISPR Library #1 (light gray). The left panel plots the level of HbF (X-axis) and β-Actin (Y-axis) for each event and the line “L” indicates the HbF threshold for HbF high cells. The right panel represents the same data in a one-dimensional plot showing the HbF levels (X-axis) and Events (Y-axis) and the line “C” indicates the HbF threshold for HbF high cells. Any cell above the HbF threshold was collected in the HbF high population.



FIG. 3 provides FACS sorting plots from the CRISPR screen with Library #2. FACs plots are shown for HUDEP2 cells with control sgGFP (dark gray) and CRISPR Library #2 (light gray). The left panel plots the level of HbF (X-axis) and β-Actin (Y-axis) for each event and the line “L” indicates the HbF threshold for HbF high cells. The right panel represents the same data in a one-dimensional plot showing the HbF levels (X-axis) and Events (Y-axis) line “C” indicates the HbF threshold for HbF high cells. Any cell above the HbF threshold was collected in the HbF high population.



FIG. 4A details a list of all bioinformatics analysis performed on the CRISPR screen data: Genome alignment (left panel), hit quantification (middle panel) and hit prioritization (right panel).



FIG. 4B is a series of plots showing the distribution of guide abundance in different samples across two different screening libraries (Library #1, left; Library #2, right). Arrow indicate the peaks for the number of guides with a given abundance level at input, post-selection and following HBF+ve (HbF high positive sorted population).



FIG. 4C is a plot showing the distribution of z-score differences across samples for the Library #1. Squares indicate hits that help differentiation, and triangles indicate hits that impede differentiation.



FIG. 5A is a heatmap showing all genes that have more than one enriched gRNA in initial Library #1 screening data.



FIG. 5B is a plot detailing the overlap between Library #1 and Library #2. The triangles correspond to genes that were called hits in both the screening libraries.



FIG. 5C is an exemplary graph displaying Z-score (γ-axis) vs. UBE2H gene locus (x-axis), indicating that 4 out of the 10 designed guides RNAs have a Z-score greater than 2.5.



FIG. 6 is chart detailing the number of hits for each of the indicated distinct biological complexes. Complex membership information was taken from the CORUM database.



FIG. 7A is a heatmap showing the expression z-score of CRISPR hits enriched in whole blood (32 out of 307 hits show highly enriched expression in whole blood versus other tissues and cell types, data source: GTEx). The 32 hits showing highly enriched expression in whole blood are listed in Table 7.



FIG. 7B is a heatmap showing hits with “Late Erythroid” expression pattern (data source: DMAP). Hits with “Late Erythroid” expression include: CUL3, SAP130, PRPS1, NAP1L4, GCLC, CUL4A, GCDH, NEK1, HIRA, MST1, SPOP, GOLGA5, AUH, MAST3, CDKN1B, UBR2, MAP4K4, TAF10, HDGF, YWHAE, AMD1, EID1, HIF1AN, CDK8, DCK, FXR2, UQCRC1, TESK2, ADCK2, USP21, CAMK2D, FGFR1, PHC2, UBE2H, BPGM, SIRT2, SIRT3, NFYC, and CPT2.



FIG. 7C is a hierarchical differentiation tree of UBE2H with exemplary “Late Erythroid” expression pattern.



FIG. 8A is a series of images depicting HbF levels determined by HbF immunocytochemistry (ICC) using CRISPR Cas9-RNP-based loss of function. Cas9-RNP complexes were electroporated into proliferating CD34+ cells. Cells were then differentiated for 7 days down the erythroid lineage and HbF levels were quantified using HbF ICC. The percent F cells (top row) and mean HbF intensity (bottom row) were quantified for negative control, sgBCL11A, sgSPOP and sgCUL3.



FIGS. 8B-8E is a series of graph depicting HbF levels determined by HbF ICC using shRNA-based loss of function. Percent F cells (FIG. 8B and FIG. 8D) and mean HbF intensity (FIG. 8C and FIG. 8E) were quantified for individual shRNA constructs for negative control, shBCL11A, shSPOP and shCUL3.





DETAILED DESCRIPTION OF THE INVENTION

The present invention relates to targets, compositions and methods for increasing fetal hemoglobin (HbF) in erythroid cells, e.g., by increasing expression of hemoglobin γ (HBγ). This can occur through upregulation of hemoglobin γ mRNA levels (e.g., HBG1 or HBG2) and/or upregulation of fetal hemoglobin protein (HBγ) levels, which results in an elevation in HbF. The targets, compositions or methods can be used alone or in combination with another agent that upregulates HbF or targets symptoms of SCD or β-thalassemia, including but not limited to, vaso-occlusion and anemia.


Abbreviations

As used in this specification and the appended claims, the singular forms “a,” “an” and “the” include plural references unless the content clearly dictates otherwise.


As used in this specification, the term “and/or” is used in this disclosure to either “and” or “or” unless indicated otherwise.


Throughout this specification, unless the context requires otherwise, the word “comprise”, or variations such as “comprises” or “comprising”, will be understood to imply the inclusion of a stated element or integer or group of elements or integers but not the exclusion of any other element or integer or group of elements or integers.


As used in this application, the terms “about” and “approximately” are used as equivalents. Any numerals used in this application with or without about/approximately are meant to cover any normal fluctuations appreciated by one of ordinary skill in the relevant art. In certain embodiments, the term “approximately” or “about” refers to a range of values that fall within 25%, 20%, 19%, 18%, 17%, 16%, 15%, 14%, 13%, 12%, 11%, 10%, 9%, 8%, 7%, 6%, 5%, 4%, 3%, 2%, 1%, or less in either direction (greater than or less than) of the stated reference value unless otherwise stated or otherwise evident from the context (except where such number would exceed 100% of a possible value).


“Administration” refers herein to introducing an agent or composition into a subject or contacting an agent or composition with a cell and/or tissue.


Methods and Compositions


In one aspect, the present disclosure provides methods for increasing the amount of fetal hemoglobin (HbF) in a cell. In particular embodiments, the method comprises increasing expression of one or more components of HbF in a cell. In particular embodiments, the component of HbF is a hemoglobin γ (HBγ), e.g., human hemoglobin subunit gamma-1 (HBG1) or human hemoglobin subunit gamma-2 (HBG2). In particular embodiments, the component of fetal hemoglobin is a hemoglobin α (HBα), e.g., human hemoglobin subunit alpha-1 (HBA1) or human hemoglobin subunit alpha-2 (HBA2). In certain embodiments, expression of both HBγ and HBα is increased.


In certain embodiments, the fetal hemoglobin comprises a human hemoglobin subunit gamma-1 (HBG1) having the protein sequence set forth in NCBI Reference Sequence: NP_000550.2 and shown below:











(SEQ ID NO: 1)



MGHFTEEDKATITSLWGKVNVEDAGGET







LGRLLVVYPWTQRFFDSFGNLSSASAIM







GNPKVKAHGKKVLTSLGDAIKHLDDLKG







TFAQLSELHCDKLHVDPENFKLLGNVLV







TVEAIHFGKEFTPEVQASWQKMVTAVAS







ALSSRYH.






In certain embodiments, the HBG1 protein is encoded by the polynucleotide sequence set forth in NCBI Reference Sequence: NM_000559.2 and shown below:









(SEQ ID NO: 104)








1
acactcgctt ctggaacgtc tgaggttatc






aataagctcc tagtccagac gccatgagtc





61
atttcacaga ggaggacaag gctactatca






caagcctgtg gggcaaggtg aatgtggaag





121
atgctggagg agaaaccctg ggaaggctcc






tggttgtcta cccatggacc cagaggttct





131
ttgacagctt tggcaacctg tcctctgcct






ctgccatcat aggcaacccc aaagtcaagg





241
cacatggcaa gaaggtgctg acttccttgg






gagatgccac aaagcacctg gatgatctca





301
agggcacctt tgcccagctg agtgaactgc






actgtgacaa gctgcatgtg gatcctgaga





361
acttcaagct cctgggaaat gtgctggtga






ccgttttggc aatccatttc ggcaaagaat





421
tcacccctga ggtgcaggct tcctggcaga






agatggtgac tgcagtggcc agtgccctgt





481
cctccagata ccactgagct cactgcccat






gattcagagc tttcaaggat aggctttatt





541
ctgcaagcaa tacaaataat aaatctattc






tgctgagaga tcac.






In certain embodiments, the fetal hemoglobin comprises a human hemoglobin subunit gamma-2 (HBG2) having the protein sequence set forth in NCBI Reference Sequence: NP 000175.1 and shown below:











(SEQ ID NO: 2)



MGHFTEEDKATITSLWGKVNVEDAGGET







LGRLLVVYPWTQRFFDSFGNLSSASAIM







GNPKVKAHGKKVLTSLGDAIKHLDDLKG







TFAQLSELHCDKLHVDPENFKLLGNVLV







TVLAIHFGKEFTPEVQASWQKMVTGVAS







ALSSRYH.






In certain embodiments, the HBG2 protein is encoded by the polynucleotide sequence set forth in NCBI Reference Sequence: NM_000184.2, NCBI Reference Sequence: NM_000184.3, or shown below:









(SEQ ID NO: 105)








1
acactcgctt ctggaacgtc tgaggttatc






aataagcccc tagtccagac gccatgggtc





61
atttcacaga ggaggacaag gctactatca






caagcctgtg gggcaaggtg aatgtggaag





121
atgctqgagg agaaaccctg ggaaggctcc






tggttgtcta cccatggacc cagagqttct





181
ttgacagctt tggcaacctg tcctctgcct






ctgccatcat gggcaacccc aaagtcaagg





241
cacatggcaa gaaggtgctg acttccttgg






gagatgccat aaagcacctg gatgatctca





301
agggcacctt tgcccagctg agtgaactgc






actgtgacaa gctgcatgtg gatcctgaga





361
acttcaagct cctgggaaat gtgctggtga






ccgttttggc aatccatttc ggcaaagaat





421
tcacccctga ggtgcaggct tcctggcaga






aaatggtgac tggagtggcc agtgccctgt





481
cctccagata ccactgagct cactgcccat






gatgcagagc tttcaaggat aggctttatt





541
ctgcaagcaa tcaaataata aatctattct






gctaagagat cacaca.






In certain embodiments, the fetal hemoglobin comprises a human hemoglobin subunit alpha-1 (HBA11) having the protein sequence set forth in NCBI Reference Sequence: NP_000549.1 and shown below:











(SEQ ID NO: 3)



MVLSPADKTNVKAAWGKVGAHAGEYGAEALERMFLSFP







TTKTYFPHFDLSHGSAQVKGHGKKVADALTNAVAHVDD







MPNALSALSDLHAHKLRVDPVNFKLLSHCLLVTLAAHL







PAEFTPAVHASLDKFLASVSTVLTSKYR.






In certain embodiments, the HBA1 protein is encoded by the polynucleotide sequence set forth in NCBI Reference Sequence: NM_000558.4, NCBI Reference Sequence: NM_000558.5, or shown below:









(SEQ ID NO: 106)








1
actcttctgg tccccacaga ctcagagaga






acccaccatg gtgctgtctc ctgccgacaa





61
gaccaacgtc aaggccgcct ggggtaaggt






cggcgcgcac gctggcgagt atggtgcgga





121
ggccctggag aggatgttcc tgtccttccc






caccaccaag acctacttcc cgcacttcga





131
cctgagccac ggctctgccc aggttaaggg






ccacggcaag aaggtggccg acgcgctgac





241
caacgccgtg gcgcacgtgg acgacatgcc






caacgcgctg tccgccctga gcgacctgca





301
cgcgcacaag cttcgggtgg acccggtcaa






cttcaagctc ctaagccact gcctgctggt





361
gaccctggcc gcccacctcc ccgccgagtt






cacccctgcg gtgcacgcct ccctggacaa





421
gttcctggct tctgtgagca ccgtgctgac






ctccaaatac cgttaagctg gagcctcggt





481
ggccatgctt cttgcccctt gggcctcccc






ccagcccctc ctccccttcc tgcacccgta





541
cccccgtggt ctttgaataa agtctgagtg






ggcggca.






In certain embodiments, the fetal hemoglobin comprises a human hemoglobin subunit alpha-2 (HBA2) having the protein sequence set forth in NCBI Reference Sequence: NP_000508.1 and shown below:











(SEQ ID NO: 4)



MVLSPADKTNVKAAWGKVGAHAGEYGAEALERMFLSFPT







TKTYFPHFDLSHGSAQVKGHGKKVADALTNAVAHVDDMP







NALSALSDLHAHKLRVDPVNFKLLSHCLLVTLAAHLPAE







FTPAVHASLDKFLASVSTVLTSKYR.






In certain embodiments, the HBA2 protein is encoded by the polynucleotide sequences set forth in NCBI Reference Sequence: NM_000517.4, NCBI Reference Sequence: NM_000517.6, or shown below:









(SEQ ID NO: 107)








1
actcttctgg tccccacaga ctcagagaga






acccaccatg gtgctgtctc ctgccgacaa





61
gaccaacgtc aaggccgcct ggggtaaggt






cggcgcgcac gctggcgagt atqgtgcgga





121
ggccctggag aggatgttcc tgtccttccc






caccaccaag acctacttcc cgcacttcga





181
cctgagccac ggctctgccc aggttaaggg






ccacggcaag aaggtggccg acgcgctgac





241
caacgccgtg gcgcacgtgg acgacatgcc






caacgcgctg tccgccctga gcgacctgca





301
cgcgcacaag cttcgggtgg acccggtcaa






cttcaagctc ctaagccact gcctgctggt





361
gaccctggcc gcccacctcc ccgccgagtt






cacccctgcg gtgcacgcct ccctggacaa





421
gttcctggct tctgtgagca ccgtgctgac






ctccaaatac cgttaagctg gagcctcggt





481
agccgttcct cctgcccgct gggcctccca






acgggccctc ctcccctcct tgcaccggcc





541
cttcctggtc tttgaataaa gtctgagtgg






gcagca.






In certain embodiments, the fetal hemoglobin comprises two HBG1 and/or HBG2 proteins and two HBA1 and/or HBA2 proteins.


The methods disclosed herein may be practiced in vitro or in vivo.


The methods disclosed herein comprise contacting a cell with an inhibitor of a target gene, mRNA or protein (which may collectively be referred to as “target”) disclosed herein, wherein inhibition of the target results in an increased amount of fetal hemoglobin in the cell, e.g., an erythroid or red blood cell. In particular embodiments, inhibition of the target results in an increased amount of HBG1 or HBG2 in the cell. In particular embodiments, an amount of the inhibitor effective to result in increased levels of Hbγ and/or HbF is used. In particular embodiments, the methods comprise contacting a tissue, organ or organism, e.g., a mammal, with the inhibitor. In certain embodiments, one or more inhibitors, each targeting the same or different targets, may be used.


In certain embodiments, the target gene, mRNA, or protein is Cullin 3 (CUL3). CUL3 is a core component of multiple E3 ubiquitin ligase protein complexes that regulate the ubiquitination of target proteins leading to proteasomal degradation. In some embodiments, CUL3-E3 ubiquitin ligase complexes regulate multiple cellular processes responsible for protein trafficking, stress response, cell cycle regulation, signal transduction, protein quality control, transcription, and DNA replication.


In one aspect, the present disclosure provides methods for increasing the amount of fetal hemoglobin (HbF) in a cell by inhibiting or modulating the expression of CUL3.


In certain embodiments, CUL3 comprises the protein sequence:











(SEQ ID NO: 108)



MSNLSKGTGSRKDTKMRIRAFPMTMDEKYVNSIWD







LLKNAIQEIQRKNNSGLSFEELYRNAYTMVLHKHG







EKLYTGLREVVTEHLINKVREDVLNSLNNNFLQTL







NQAWNDHQTAMVMIRDILMYMDRVYVQQNNVENVY







NLGLIIFRDQVVRYGCIRDHLRQTLLDMIARERKG







EVVDRGAIRNACQMLMILGLEGRSVYEEDFEAPFL







EMSAEFFQMESQKFLAENSASVYIKKVEARINEEI







ERVMHCLDKSTEEPIVKVVERELISKHMKTIVEME







NSGLVHMLKNGKTEDLGCMYKLFSRVPNGLKTMCE







CMSSYLREQGKALVSEEGEGKNPVDYIQGLLDLKS







RFDRFLLESFNNDRLFKQTIAGDFEYFLNLNSRSP







EYLSLFIDDKLKKGVKGLTEQEVETILDKAMVLFR







FMQEKDVFERYYKQHLARRLLTNKSVSDDSEKNMI







SKLKTECGCQFTSKLEGMFRDMSISNTTMDEFRQH







LQATGVSLGGVDLTVRVLTTGYWTTQSATPKCNIP







PAPRHAFEIFRRFYXAKHSGRQLTLQHHMGSADLN







ATFYGPVKKEDGSEVGVGGAQVTGSNTRKHILQVS







TFQMTILMLFNNREKYTFEEIQQETDIPERELVRA







LQSLACGKPTQRVLTKEPKSKEIENGHIFTVNDQF







TSKLHRVKIQTVAAKQGESDPERKETRQKVDDDRK







IIEIEAAIVRIMKSRKKMQHNVLVAEVTQQLKARF







LPSPVVIKKRIEGLIEREYLARTPEDRKVYTYVA.






In certain embodiments, the target gene, mRNA, or protein is Speckle-type POZ protein (SPOP). In certain embodiments, SPOP is associated with multiple E3 ubiquitin ligase complexes.


In one aspect, the present disclosure provides methods for increasing the amount of fetal hemoglobin (HbF) in a cell by inhibiting or modulating the expression of SPOP.


In certain embodiments, SPOP comprises the protein sequence:











(SEQ ID NO: 109)



MSRVPSPPPPAEMSSGPVAESWCYTQIKVVKFSYM







WTINNFSFCREEMGEVIKSSTFSSGANDKLKWCLR







VNPKGLDEESKDYLSLYLLLVSCPKSEVRAKFKFS







ILNAKGEETKAMESQRAYRFVQGKDWGFKKFIRRD







FLLDEANGLLPDDKLTLFCEVSVVQDSVNISGQNT







MNMVKVPECRLADELGGLWENSRFTDCCLCVAGQE







FQAHKAILAARSPVFSAMFEHEMEESKKNRVEIND







VEPEVFKEMMCFIYTGKAPNLDKMADDLLAAADKY







ALERLKVMCEDALCSNLSVENAAEILILADLFISA







DQLKTQAVDFINYFIASDVLETSGWKSMIVVSHPH







LVAEAYRSLASAQCPFLGPPRKRLKQS.






The term “inhibitor” may refer to any agent that inhibits the expression or activity of a target gene, mRNA and/or protein in a cell, tissue, organ, or subject. The expression level or activity of target mRNA and/or protein in a cell may be reduced via a variety of means, including but not limited to reducing the total amount of target protein or inhibiting one or more activity of the target protein. In various embodiments, an inhibitor may inhibit the expression of a target gene, target mRNA, or a target protein, and/or an inhibitor may inhibit a biological activity of a target protein. In certain embodiments, the biological activity is kinase activity. For example, an inhibitor may competitively bind to the ATP-binding site of a kinase and inhibit its kinase activity, or it may allosterically block the kinase activity. In certain embodiments, an inhibitor causes increased degradation of a target protein. In particular embodiments, the inhibitor inhibits any of the target genes or proteins identified in Table 1, Table 2, Table 6, Table 7, Table 8, or Table 9, or any component or subunit of any of the complexes identified in Table 3 or Table 4 or pathways identified in Table 5. Methods for determining the expression level or the activity of a target gene or polypeptide are known in the art and include, e.g., RT-PCR and FACS.


In particular embodiments, an inhibitor directly inhibits expression of or an activity of a target gene, mRNA, or protein, e.g., it may directly bind to the target gene, mRNA or protein. In some embodiments, the inhibitor indirectly inhibits expression of or an activity of a target gene, mRNA, or protein, e.g., it may bind to and inhibit a protein that mediates expression of the target gene, mRNA, or protein (such as a transcription factor), or it may bind to and inhibit expression of an activity of another protein involved in the activity of the target protein (such as another protein present in a complex with the target protein).


In certain embodiments, the inhibitor inhibits SPOP or a protein complex to which SPOP is permanently or transiently associated. In certain embodiments, the protein complex is an SPOP-associated E3 ubiquitin ligase complex. In particular embodiments, the complex comprises Core histone macro-H2A.1 (H2AFY), SPOP, and CUL3; DNA damage-binding protein 1 (DDB1), DNA damage-binding protein 2 (DDB2), Cullin-4A (CUL4A), Cullin-4B (CUL4B), and E3 ubiquitin protein ligase RBX1 (RBX); or Polycomb complex protein BMI-1 (BMI1), SPOP, and CUL3; SPOP, Death domain-associated protein 6 (DAXX), and CUL3; Core histone macro-H2A.1 (H2AFY), SPOP, and CUL3; or BMI1, SPOP, and CUL3. In particular embodiments, the inhibitor inhibits one or more component of any of these complexes. In some embodiments, the inhibitor inhibits expression of SPOP, while in other embodiments, the inhibitor inhibits an activity of SPOP.


In certain embodiments, the inhibitor inhibits CUL3 or a protein complex to which CUL3 is permanently or transiently associated. In certain embodiments, the protein complex is a CUL3-associated E3 ubiquitin ligase complex. In certain embodiments, the CUL3-associated protein complex is a D(4) dopamine receptor (DRD4)-Kelch like protein 12 (KLH12)-CUL3. In certain embodiments, the CUL3-associated protein complex is a coiled coil domain containing protein 22 (CCDC22)-COMM domain containing protein 8 (COMMD8)-CUL3 complex. In certain embodiments, the CUL3-associated protein complex is a Cullin associated NEDD8 dissociated protein (CAND1)-CUL3-E3 ubiquitin protein ligase RBX1 (RBX1). In some embodiments, the complex comprises SPOP, Death domain-associated protein 6 (DAXX), and CUL3; Core histone macro-H2A.1 (H2AFY), SPOP, and CUL3; DNA damage-binding protein 1 (DDB1), DNA damage-binding protein 1 (DDB2), Cullin-4A (CUL4A), Cullin-4B (CUL4B), and E3 ubiquitin-protein ligase RBX1 (RBX1); Polycomb complex protein BMI-1 (BMI1), SPOP, and CUL3; COP9 signalosome complex subunit 1 (CSN1), COP9 signalosome complex subunit 8 (CSN8), Hairy/enhancer-of-split related with YRPW motif protein 1 (HRT1), S-phase kinase-associated protein 1 (SKP1), S-phase kinase-associated protein 2 (SKP2), Cullin-1 (CUL1), Cullin-2 (CUL2), and CUL3; CUL3, Kelch-like protein 3 (KLHL3), and Serine/threonine-protein kinase WNK4 (WNK4); CUL3, KLHL3, and Serine/threonine-protein kinase WNK1 (WNK1); CUL3 and KLHL3. In particular embodiments, the inhibitor inhibits one or more component of any of these complexes. In some embodiments, the inhibitor inhibits expression of CUL3, while in other embodiments, the inhibitor inhibits an activity of CUL3.


In one embodiment, a method of increasing the amount of fetal hemoglobin in a cell, tissue, organ or subject comprises contacting the cell, tissue, organ, or subject with an agent that results in a reduced amount of one or more target genes, mRNAs, or proteins in a cell. In certain embodiments, the agent inhibits the expression or activity of one or more target gene, mRNA, or polypeptide in a cell or tissue. In certain embodiments, the agent causes increased degradation of one or more target gene, mRNA, or polypeptide. In particular embodiments, the cell or tissue is contacted with an amount of the agent effective to reduce the expression or activity of one or more target genes, mRNAs, or polypeptides in the cell or tissue. In certain embodiments, the cell or tissue is contacted with an amount of the agent effective to reduce the amount of active target protein in the cell or tissue. In particular embodiments, the cells are hematopoietic cells, e.g., red blood cells. In certain embodiments, the cells are terminally differentiated, e.g., terminally differentiated red blood cells.


In certain embodiments of any of the methods disclosed herein, the cells comprise one or more mutations associated with a blood cell disorder. e.g., SCD or β-thalassemia. In certain embodiments of any of the methods disclosed herein, the cells have a reduced amount of functionally active HbA as compared to a control cell, e.g., a non-disease cell. In particular embodiments, the cells are associated with a blood cell disorder, e.g., SCD or β-thalassemia. For example, the cells may be derived from or obtained from cells or tissue from a subject diagnosed with the blood cell disorder. In particular embodiments, the methods are practiced on a subject diagnosed with a blood cell disorder, e.g., SCD or β-thalassemia. Methods disclosed herein may be practiced in vitro or in vivo.


In a related aspect, the disclosure includes a method of treating or preventing a blood cell disease or disorder associated with reduced amounts of functionally active HbA (or total HbA) in a subject in need thereof, comprising providing to a subject an agent that inhibits the expression or activity of one or more target protein in the subject, or in certain cells or tissue of the subject, wherein the treatment results in an increased amount of HbF in the subject or one or more cells or tissues of the subject, e.g., hematopoietic cell, e.g., an erythrocyte or red blood cell. In certain embodiments, the agent is present in a pharmaceutical composition. In some embodiments, the subject is provided with one or more (e.g., two, three, or more) agents that inhibits the expression or activity of one or more target protein in the subject, or in certain cells or tissue of the subject. In some embodiments the two or more agents inhibit the same target or target complex disclosed herein, whereas in other embodiments, the two or more agents inhibit different targets or target complexes disclosed herein. In certain embodiments, the cells are terminally differentiated, e.g., terminally differentiated red blood cells. In some embodiments, the agent inhibits the expression or activity of the one or more target protein. In certain embodiments, the agent induces degradation of the one or more target protein. In certain embodiments, the agent inhibits activity of the one or more target protein. In particular embodiments of any of the methods, the inhibitor reduces expression of one or more target genes, mRNAs or proteins in cells or tissue of the subject, e.g., hematopoietic cells, e.g., red blood cells. In particular embodiments, the inhibitor inhibits any of the target genes or proteins identified in Table 1, Table 2, Table 6, Table 7, Table 8, or Table 9, or any component or subunit of any of the complexes identified in Table 3 or Table 4 or pathways identified in Table 5.


In particular embodiments of methods of treatment disclosed herein, the blood disease or disorder is selected from Sickle Cell Disease, β-thalassemia, Beta thalassemia trait or beta thalassemia minor, Thalassemia intermedia, Thalassemia major or Cooley's Anemia.


In particular embodiments of any of the methods described herein, the pharmaceutical composition is provided to the subject parenterally.


Inhibitors and/or other agents and compositions (e.g., inhibitors) described herein can be formulated in any manner suitable for a desired administration route (e.g., parenteral or oral administration). In some embodiments, contacting an agent or composition with a cell and/or tissue is a result of administration of or providing an agent or composition to a subject. In some embodiments, an agent or composition (e.g., an inhibitor) is administered at least 1, 2, 3, 4, 5, 10, 15, 20, or more times. In some embodiments of combination therapies, administration of a first agent or composition is followed by or occurs overlapping with or concurrently with the administration of a second agent or composition. The first and second agent or composition may be the same or they may be different. In some embodiments, the first and second agents or compositions are administered by the same actor and/or in the same geographic location. In some embodiments, the first and second agents or compositions are administered by different actors and/or in different geographical locations. In some embodiments, multiple agents described herein are administered as a single composition.


A wide variety of administration methods may be used in conjunction with the inhibitors according to the methods disclosed herein. For example, inhibitors may be administered or coadministered topically, orally, intraperitoneally, intravenously, intraarterially, transdermally, sublingually, intramuscularly, rectally, transbuccally, intranasally, liposomally, via inhalation, vaginally, intraoccularly, via local delivery (for example by catheter or stent), subcutaneously, intraadiposally, intraarticularly, intrathecally, transmucosally, pulmonary, or parenterally, for example, by injection, including subcutaneous, intradermal, intramuscular, intravenous, intraarterial, intracardiac, intrathecal, intraspinal, intracapsular, subcapsular, intraorbital, intraperitoneal, intratracheal, subcuticular, intraarticular, subarachnoid, and intrasternal; by implant of a depot or reservoir, for example, subcutaneously or intramuscularly.


“Subjects” includes animals (e.g., mammals, swine, fish, birds, insects etc.). In some embodiments, subjects are mammals, particularly primates, especially humans. In some embodiments, subjects are livestock such as cattle, sheep, goats, cows, swine, and the like; poultry such as chickens, ducks, geese, turkeys, and the like; and domesticated animals such as dogs and cats. In some embodiments (e.g., particularly in research contexts) subjects are rodents (e.g., mice, rats, hamsters), rabbits, primates, or swine such as inbred pigs and the like. The terms “subject” and “patient” are used interchangeably herein.


“Tissue” is an ensemble of similar cells from the same origin that together carry out a specific function.


Methods disclosed herein may be practiced with any agent capable of inhibiting expression or activity of a target gene, mRNA or protein, e.g., an inhibitor of a gene, mRNA or protein, complex or pathway disclosed herein, e.g., in any of Tables 1-9.


In particular embodiments, methods disclosed herein result in a decrease in an expression level or activity of a target gene, mRNA or protein in one or more cells or tissues (e.g., within a subject), e.g., as compared to the expression level or activity in control cells or tissue not contacted with the inhibitor, or a reference level. “Decrease” refers to a decrease of at least 5%, for example, at least 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 99 or 100%, for example, as compared to the reference level. Decrease also means decreases by at least 1-fold, for example, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 60, 70, 80, 90, 100, 200, 500, 1000-fold or more, for example, as compared to the level of a reference or control cells or tissue.


In particular embodiments, methods disclosed herein result in increased amounts of HbF or HBγ in one or more cells or tissues (e.g., within a subject), e.g., as compared to the expression level or activity in control cells or tissue not contacted with the inhibitor, or a reference level. In particular embodiments, methods disclosed herein result in increased expression of a hemoglobin gamma (e.g., HBG1 or HBG2) in one or more cells or tissues (e.g., within a subject), e.g., as compared to the expression level in control cells or tissue not contacted with the inhibitor, or a reference level. “Increase” refers to an increase of at least 5%, for example, at least 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 99 or 100%, or an at least two-fold, three-fold, give-fold, ten-fold, 20-fold, 50-fold, 100-fold, 500-fold or 1000-fold increase, for example, as compared to the reference level or level in control cells or tissue.


Methods described herein may be practiced using any type of inhibitor that results in a reduced amount or level of a target gene, mRNA or protein, e.g., in a cell or tissue, e.g., a cell or tissue in a subject. In particular embodiments, the inhibitor causes a reduction in active target protein, a reduction in total target protein, a reduction in target mRNA levels, and/or a reduction in target protein activity, e.g., in a cell or tissue contacted with the inhibitor. In certain embodiments, the reduction is at least 5%, at least 10%, at least 20%, at least 30%, at least 40%, at least 50%, at least 60%, at least 70%, at least 80%, or at least 90%, as compared to the level in the same type of cell or tissue not contacted with the inhibitor or a reference level. Methods of measuring total protein or mRNA levels, or activity, in a cell are known in the art. In certain embodiments, the inhibitor inhibits or reduces target protein activity or expression, e.g., mRNA and/or protein expression. In certain embodiments, the inhibitor causes increased degradation of the target protein, resulting in lower amounts of target protein in a cell or tissue.


Inhibitors that may be used to practice the disclosed methods include but are not limited to agents that inhibit or reduce or decrease the expression or activity of a biomolecule, such as but not limited to a target gene, mRNA or protein. In certain embodiments, an inhibitor can cause increased degradation of the biomolecule. In particular embodiments, an inhibitor can inhibit a biomolecule by competitive, uncompetitive, or non-competitive means. Exemplary inhibitors include, but are not limited to, nucleic acids, DNA, RNA, gRNA, shRNA, siRNA, modified mRNA (mRNA), microRNA (miRNA), proteins, protein mimetics, peptides, peptidomimetics, antibodies, small molecules, small organic molecules, inorganic molecules, chemicals, analogs that mimic the binding site of an enzyme, receptor, or other protein, e.g., that is involved in signal transduction, therapeutic agents, pharmaceutical compositions, drugs, and combinations of these. In some embodiments, the inhibitor can be a nucleic acid molecule including, but not limited to, siRNA that reduces the amount of functional protein in a cell. Accordingly, compounds or agents said to be “capable of inhibiting” a particular target protein comprise any type of inhibitor.


In particular embodiments, an inhibitor comprises a nucleic acid that binds to a target gene or mRNA. Accordingly, a nucleic acid inhibitor may comprise a sequence complementary to a target polynucleotide sequence, or a region thereof, or an antisense thereof. In particular embodiments, a nucleic acid inhibitor comprises at least 8, at least 10, at least 12, at least 14, at least 16, at least 20, at least 24, or at least 30 nucleotide sequence corresponding to or complementary to a target polynucleotide sequence or antisense thereof.


In certain embodiments, a nucleic acid inhibitor is an RNA interference or antisense RNA agent or a portion or mimetic thereof, or a morpholino, that decreases the expression of a target gene when administered to a cell. Typically, a nucleic acid inhibitor comprises at least a portion of a target nucleic acid molecule, or an ortholog thereof, or comprises at least a portion of the complementary strand of a target nucleic acid molecule. In some embodiments, expression of a target gene is reduced by at least about 10%, at least about 25%, at least about 50%, at least about 75%, or even 90-100%.


A “complementary” nucleic acid sequence is a nucleic acid sequence capable of hybridizing with another nucleic acid sequence comprised of complementary nucleotide base pairs. By “hybridize” is meant pair to form a double-stranded molecule between complementary nucleotide bases (e.g., adenine (A) forms a base pair with thymine (T), as does guanine (G) with cytosine (C) in DNA) under suitable conditions of stringency. (See, e.g., Wahl, G. M. and S. L. Berger (1987) Methods Enzymol. 152:399; Kimmel, A. R (1987) Methods Enzymol. 152:507).


“Antisense” refers to a nucleic acid sequence, regardless of length, that is complementary to a nucleic acid sequence. In certain embodiments, antisense RNA refers to single stranded RNA molecules that can be introduced to an individual cell, tissue, or subject and results in decreased expression of a target gene through mechanisms that do not rely on endogenous gene silencing pathways. An antisense nucleic acid can contain a modified backbone, for example, phosphorothioate, phosphorodithioate, or others known in the art, or may contain non-natural internucleoside linkages. Antisense nucleic acid can comprise, e.g., locked nucleic acids (LNA).


“RNA interference” as used herein refers to the use of agents that decrease the expression of a target gene by degradation of a target mRNA through endogenous gene silencing pathways (e.g., Dicer and RNA-induced silencing complex (RISC)). RNA interference may be accomplished using various agents, including shRNA and siRNA. “Short hair-pin RNA” or “shRNA” refers to a double stranded, artificial RNA molecule with a hairpin turn that can be used to silence target gene expression via RNA interference (RNAi). Expression of shRNA in cells is typically accomplished by delivery of plasmids or through viral or bacterial vectors. shRNA is an advantageous mediator of RNAi in that it has a relatively low rate of degradation and turnover. Small interfering RNA (siRNA) is a class of double-stranded RNA molecules, usually 20-25 base pairs in length, similar to miRNA, and operating within the RNA interference (RNAi) pathway. It interferes with the expression of specific genes with complementary nucleotide sequences by degrading mRNA after transcription, preventing translation. In certain embodiments, an siRNA is 18, 19, 20, 21, 22, 23 or 24 nucleotides in length and has a 2 base overhang at its 3′ end. siRNAs can be introduced to an individual cell and/or culture system and result in the degradation of target mRNA sequences. “Morpholino” as used herein refers to a modified nucleic acid oligomer wherein standard nucleic acid bases are bound to morpholine rings and are linked through phosphorodiamidate linkages. Similar to siRNA and shRNA, morpholinos bind to complementary mRNA sequences. However, morpholinos function through steric-inhibition of mRNA translation and alteration of mRNA splicing rather than targeting complementary mRNA sequences for degradation.


In certain embodiments, a nucleic acid inhibitor is a messenger RNA that may be introduced into a cell, wherein it encodes a polypeptide inhibitor of a target disclosed herein. In particular embodiments, the mRNA is modified, e.g., to increase its stability or reduce its immunogenicity, e.g., by the incorporation of one or more modified nucleosides. Suitable modifications are known in the art.


In certain embodiments, an inhibitor comprises an expression cassette that encodes a polynucleotide or polypeptide inhibitor of a target disclosed herein. In particular embodiments, the expression cassette is present in a gene therapy vector, for example a viral gene therapy vector. A variety of gene therapy vectors, including viral gene therapy vectors are known in the art, including, for example, AAV-based gene therapy vectors.


In some embodiments, an inhibitor is a polypeptide inhibitor. In particular embodiments, a polypeptide inhibitor binds to a target polypeptide, thus inhibiting its activity, e.g., kinase activity. Examples of polypeptide inhibitors include any types of polypeptides (e.g., peptides and proteins), such as antibodies and fragments thereof.


An “antibody” is an immunoglobulin (Ig) molecule capable of specific binding to a target, such as a carbohydrate, polynucleotide, lipid, or polypeptide, through at least one epitope recognition site, located in the variable region of the Ig molecule. As used herein, the term encompasses not only intact polyclonal or monoclonal antibodies, but also fragments thereof, such as dAb, Fab, Fab′, F(ab′)2, Fv, single chain (scFv), synthetic variants thereof, naturally occurring variants, fusion proteins comprising an antibody portion with an antigen-binding fragment of the required specificity, chimeric antibodies, nanobodies, and any other modified configuration of the immunoglobulin molecule that comprises an antigen-binding site or fragment of the required specificity.


“Fragment” refers to a portion of a polypeptide or nucleic acid molecule. This portion contains, preferably, at least 10%, 20%, 30%, 40%, 50%, 60%, 70%, 80%, or 90% of the entire length of the reference nucleic acid molecule or polypeptide. A fragment may contain 10, 20, 30, 40, 50, 60, 70, 80, 90, or 100, 200, 300, 400, 500, 600, 700, 800, 900, or 1000 nucleotides or amino acids. A “functional fragment” of an antibody is a fragment that maintains one or more activities of the antibody, e.g., it binds the same epitope and or possesses a biological activity of the antibody. In particular embodiments, a functional fragment comprises the six CDRs present in the antibody.


In certain embodiments, the inhibitor induces degradation of a target polypeptide. For example, inhibitors include proteolysis targeting chimeras (PROTAC), which induce selective intracellular proteolysis of target proteins. PROTACs include functional domains, which may be covalently linked protein-binding molecules: one is capable of engaging an E3 ubiquitin ligase, and the other binds to the target protein meant for degradation. Recruitment of the E3 ligase to the target protein results in ubiquitination and subsequent degradation of the target protein by the proteasome. In particular embodiments, an inhibitor is a PROTAC that targets any of the targets disclosed herein.


In certain embodiments, an inhibitor is a small molecule inhibitor, or a stereoisomer, enantiomer, diastereomer, isotopically-enriched, pro-drug, or pharmaceutically acceptable salt thereof. In certain embodiments the small molecule inhibitor of a target protein or protein complex that functions to regulate HbF expression targets SPOP. In certain embodiments the small molecule inhibitor of a target protein or protein complex that functions to regulate HbF expression targets CUL3. In certain embodiments, the CUL3 inhibitor is MLN4924 (CAS No: 905579-51-3), suramin (CAS NO: 145-63-1) or DI-591 (CAS No: 2245887-38-9).


In certain embodiments, the inhibitor comprises one or more components of a gene editing system. As used herein, the term “gene editing system” refers to a protein, nucleic acid, or combination thereof that is capable of modifying a target locus of an endogenous DNA sequence when introduced into a cell. Numerous gene editing systems suitable for use in the methods of the present invention are known in the art including, but not limited to, zinc-finger nuclease systems, TALEN systems, and CRISPR/Cas systems.


In some embodiments, the gene editing system used in the methods described herein is a CRISPR (Clustered Regularly Interspaced Short Palindromic Repeats)/Cas (CRISPR Associated) nuclease system, which is an engineered nuclease system based on a bacterial system that can be used for mammalian genome engineering. Generally, the system comprises a CRISPR-associated endonuclease (for example, a Cas endonuclease) and a guide RNA (gRNA). The gRNA is comprised of two parts; a crispr-RNA (crRNA) that is specific for a target genomic DNA sequence, and a trans-activating RNA (tracrRNA) that facilitates endonuclease binding to the DNA at the targeted insertion site. In some embodiments, the crRNA and tracrRNA may be present in the same RNA oligonucleotide, referred to as a single guide-RNA (sgRNA). In some embodiments, the crRNA and tracrRNA may be present as separate RNA oligonucleotides. In such embodiments, the gRNA is comprised of a crRNA oligonucleotide and a tracrRNA oligonucleotide that associate to form a crRNA:tracrRNA duplex. As used herein, the term “guide RNA” or “gRNA” refers to the combination of a tracrRNA and a crRNA, present as either an sgRNA or a crRNA:tracrRNA duplex.


In some embodiments, the CRISPR/Cas systems comprise a Cas protein, a crRNA, and a tracrRNA. In some embodiments, the crRNA and tracrRNA are combined as a duplex RNA molecule to form a gRNA. In some embodiments, the crRNA:tracrRNA duplex is formed in vitro prior to introduction to a cell. In some embodiments, the crRNA and tracrRNA are introduced into a cell as separate RNA molecules and crRNA:tracrRNA duplex is then formed intracellularly. In some embodiments, polynucleotides encoding the crRNA and tracrRNA are provided. In such embodiments, the polynucleotides encoding the crRNA and tracrRNA are introduced into a cell and the crRNA and tracrRNA molecules are then transcribed intracellularly. In some embodiments, the crRNA and tracrRNA are encoded by a single polynucleotides. In some embodiments, the crRNA and tracrRNA are encoded by separate polynucleotides.


In some embodiments, a Cas endonuclease is directed to the target insertion site by the sequence specificity of the crRNA portion of the gRNA, which may include a protospacer motif (PAM) sequence near the target insertion site. A variety of PAM sequences suitable for use with a particular endonuclease (e.g., a Cas9 endonuclease) are known in the art (See e.g., Nat Methods. 2013 November; 10(11): 1116-1121 and Sci Rep. 2014; 4: 5405).


The specificity of a gRNA for a target locus is mediated by the crRNA sequence, which comprises a sequence of about 20 nucleotides that are complementary to the DNA sequence at a target locus, e.g., complementary to a target DNA sequence. In some embodiments, the crRNA sequences used in the methods of the present invention are at least 90% complementary to a DNA sequence of a target locus. In some embodiments, the crRNA sequences used in the methods of the present invention are at least 95%, 96%, 97%, 98%, or 99% complementary to a DNA sequence of a target locus. In some embodiments, the crRNA sequences used in the methods of the present invention are 100% complementary to a DNA sequence of a target locus. In some embodiments, the crRNA sequences described herein are designed to minimize off-target binding using algorithms known in the art (e.g., Cas-OFF finder) to identify target sequences that are unique to a particular target locus or target gene.


In some embodiments, the endonuclease is a Cas protein or ortholog. In some embodiments, the endonuclease is a Cas9 protein. In some embodiments, the Cas9 protein is derived from Streptococcus pyogenes (e.g., SpCas9), Staphylococcus aureus (e.g., SaCas9), or Neisseria meningitides (NmeCas9). In some embodiments, the Cas endonuclease is a Cas9 protein or a Cas9 ortholog and is selected from the group consisting of SpCas9, SpCas9-HF1, SpCas9-HF2, SpCas9-HF3, SpCas9-HF4, SaCas9, FnCpf, FnCas9, eSpCas9, and NmeCas9. In some embodiments, the endonuclease is selected from the group consisting of C2C1, C2C3, Cpf1 (also referred to as Cas12a), Cas1, Cas1B, Cas2, Cas3, Cas4, Cas5, Cas6, Cas7, Cas8, Cas9 (also known as Csn1 and Csx12), Cas10, Csy1, Csy2, Csy3, Cse1, Cse2, Csc1, Csc2, Csa5, Csn2, Csm2, Csm3, Csm4, Csm5, Csm6, Cmr1, Cmr3, Cmr4, Cmr5. Cmr6, Csb1, Csb2, Csb3, Csx17, Csx14, Csx10, Csx16, CsaX, Csx3, Csx1, Csx15, Csf1, Csf2, Csf3, and Csf4. In some embodiments, the Cas9 is a Cas9 nickase mutant. Cas9 nickase mutants comprise only one catalytically active domain (either the HNH domain or the RuvC domain).


In particular aspects, the disclosure includes compositions, e.g., pharmaceutical compositions, comprising an inhibitor of a target disclosed herein, including any of the various classes of inhibitors described herein. The invention encompasses pharmaceutical compositions comprising an inhibitor and a pharmaceutically acceptable carrier, diluent or excipient. Any inert excipient that is commonly used as a carrier or diluent may be used in compositions of the present invention, such as sugars, polyalcohols, soluble polymers, salts and lipids. Sugars and polyalcohols which may be employed include, without limitation, lactose, sucrose, mannitol, and sorbitol. Illustrative of the soluble polymers which may be employed are polyoxyethylene, poloxamers, polyvinylpyrrolidone, and dextran. Useful salts include, without limitation, sodium chloride, magnesium chloride, and calcium chloride. Lipids which may be employed include, without limitation, fatty acids, glycerol fatty acid esters, glycolipids, and phospholipids.


In addition, the pharmaceutical compositions may further comprise binders (e.g., acacia, cornstarch, gelatin, carbomer, ethyl cellulose, guar gum, hydroxypropyl cellulose, hydroxypropyl methyl cellulose, povidone), disintegrating agents (e.g., cornstarch, potato starch, alginic acid, silicon dioxide, croscarmellose sodium, crospovidone, guar gum, sodium starch glycolate, Primogel), buffers (e.g., tris-HCL, acetate, phosphate) of various pH and ionic strength, additives such as albumin or gelatin to prevent absorption to surfaces, detergents (e.g., Tween 20, Tween 80, Pluronic F68, bile acid salts), protease inhibitors, surfactants (e.g., sodium lauryl sulfate), permeation enhancers, solubilizing agents (e.g., glycerol, polyethylene glycerol, cyclodextrins), a glidant (e.g., colloidal silicon dioxide), anti-oxidants (e.g., ascorbic acid, sodium metabisulfite, butylated hydroxyanisole), stabilizers (e.g., hydroxypropyl cellulose, hydroxypropylmethyl cellulose), viscosity increasing agents (e.g., carbomer, colloidal silicon dioxide, ethyl cellulose, guar gum), sweeteners (e.g., sucrose, aspartame, citric acid), flavoring agents (e.g., peppermint, methyl salicylate, or orange flavoring), preservatives (e.g., thimerosal, benzyl alcohol, parabens), lubricants (e.g., stearic acid, magnesium stearate, polyethylene glycol, sodium lauryl sulfate), flow-aids (e.g., colloidal silicon dioxide), plasticizers (e.g., diethyl phthalate, triethyl citrate), emulsifiers (e.g., carbomer, hydroxypropyl cellulose, sodium lauryl sulfate, methyl cellulose, hydroxyethyl cellulose, carboxymethylcellulose sodium), polymer coatings (e.g., poloxamers or poloxamines), coating and film forming agents (e.g., ethyl cellulose, acrylates, polymethacrylates) and/or adjuvants.


In one embodiment, the pharmaceutical compositions are prepared with carriers that will protect the inhibitor against rapid elimination from the body, such as a controlled release formulation, including implants and microencapsulated delivery systems. Biodegradable, biocompatible polymers can be used, such as ethylene vinyl acetate, polyanhydrides, polyglycolic acid, collagen, polyorthoesters, and polylactic acid. Methods for preparation of such formulations will be apparent to those skilled in the art. The materials can also be obtained commercially from Alza Corporation and Nova Pharmaceuticals, Inc. Liposomal suspensions (including liposomes targeted to infected cells with monoclonal antibodies to viral antigens) can also be used as pharmaceutically acceptable carriers. These can be prepared according to methods known to those skilled in the art, for example, as described in U.S. Pat. No. 4,522,811.


Additionally, the invention encompasses pharmaceutical compositions comprising any solid or liquid physical form of an inhibitor. For example, the inhibitor can be in a crystalline form, in amorphous form, and have any particle size. The particles may be micronized, or may be agglomerated, particulate granules, powders, oils, oily suspensions or any other form of solid or liquid physical form.


When inhibitors exhibit insufficient solubility, methods for solubilizing the compounds may be used. Such methods are known to those of skill in this art, and include, but are not limited to, pH adjustment and salt formation, using co-solvents, such as ethanol, propylene glycol, polyethylene glycol (PEG) 300, PEG 400, DMA (10-30%), DMSO (10-20%), NMP (10-20%), using surfactants, such as polysorbate 80, polysorbate 20 (1-10%), cremophor EL, Cremophor RH40, Cremophor RH60 (5-10%), Pluronic F68/Poloxamer 188 (20-50%), Solutol HS15 (20-50%), Vitamin E TPGS, and d-a-tocopheryl PEG 1000 succinate (20-50%), using complexation such as HP β-CD and SBE β-CD (10-40%), and using advanced approaches such as micelles, addition of a polymer, nanoparticle suspensions, and liposome formation.


Inhibitors may also be administered or coadministered in slow release dosage forms. Inhibitors may be in gaseous, liquid, semi-liquid or solid form, formulated in a manner suitable for the route of administration to be used. For oral administration, suitable solid oral formulations include tablets, capsules, pills, granules, pellets, sachets and effervescent, powders, and the like. Suitable liquid oral formulations include solutions, suspensions, dispersions, syrups, emulsions, oils and the like. For parenteral administration, reconstitution of a lyophilized powder is typically used.


Suitable doses of the inhibitors for use in treating the diseases or disorders described herein can be determined by those skilled in the relevant art. Therapeutic doses are generally identified through a dose ranging study in humans based on preliminary evidence derived from the animal studies. Doses should be sufficient to result in a desired therapeutic benefit without causing unwanted side effects. Mode of administration, dosage forms and suitable pharmaceutical excipients can also be well used and adjusted by those skilled in the art. All changes and modifications are envisioned within the scope of the present patent application.


In certain embodiments, the disclosure includes unit dosage forms of a pharmaceutical composition comprising an agent that inhibits expression or activity of a target polypeptide (or results in reduced levels of a target protein) and a pharmaceutically acceptable carrier, diluent or excipient, wherein the unit dosage form is effective to increase expression of a hemoglobin gamma in one or more tissue in a subject to whom the unit dosage form is administered.


In particular embodiments, the unit dosage forms comprise an effective amount, an effective concentration, and/or an inhibitory concentration, of an inhibitor to treat a blood cell disease or disorder, e.g., one associated with mutant or aberrant hemoglobin beta, including any of the diseases or disorders disclosed herein, e.g., SCD or β-thalassemias.


“Pharmaceutical compositions” include compositions of one or more inhibitors disclosed herein and one or more pharmaceutically acceptable carrier, excipient, or diluent.


“Pharmaceutically acceptable” is employed herein to refer to those compounds, materials, compositions, and/or dosage forms which are, within the scope of sound medical judgment, suitable for use in contact with the tissues of human beings and animals without excessive toxicity, irritation, allergic response, or other problem or complication, commensurate with a reasonable benefit/risk ratio.


“Pharmaceutically acceptable carrier” includes without limitation any adjuvant, carrier, excipient, glidant, sweetening agent, diluent, preservative, dye/colorant, flavor enhancer, surfactant, wetting agent, dispersing agent, suspending agent, stabilizer, isotonic agent, solvent, surfactant, and/or emulsifier which has been approved by the United States Food and Drug Administration as being acceptable for use in humans and/or domestic animals. Exemplary pharmaceutically acceptable carriers include, but are not limited to, to sugars, such as lactose, glucose and sucrose; starches, such as corn starch and potato starch; cellulose, and its derivatives, such as sodium carboxymethyl cellulose, ethyl cellulose and cellulose acetate; tragacanth; malt; gelatin; talc; cocoa butter, waxes, animal and vegetable fats, paraffins, silicones, bentonites, silicic acid, zinc oxide; oils, such as peanut oil, cottonseed oil, safflower oil, sesame oil, olive oil, corn oil and soybean oil; glycols, such as propylene glycol; polyols, such as glycerin, sorbitol, mannitol and polyethylene glycol; esters, such as ethyl oleate and ethyl laurate; agar; buffering agents, such as magnesium hydroxide and aluminum hydroxide; alginic acid; pyrogen-free water; isotonic saline; Ringer's solution; ethyl alcohol; phosphate buffer solutions; and any other compatible substances employed in pharmaceutical formulations. Except insofar as any conventional media and/or agent is incompatible with the agents of the present disclosure, its use in therapeutic compositions is contemplated. Supplementary active ingredients also can be incorporated into the compositions.


“Effective amount” as used herein refers to an amount of an agent effective in achieving a particular effect, e.g., increasing levels of fetal hemoglobin (or a hemoglobin gamma) in a cell, tissue, organ or subject. In certain embodiments, the increase is at least 10%, at least 20%, at least 30%, at least 40%, at least 50%, at least 60%, or at least 70%, as compared to the amount prior to or without treatment. In the context of therapeutic treatment of a subject, an effective amount may be, e.g., an amount effective or sufficient to reduce one or more disease symptoms in the subject, e.g., a subject with sickle cell disease.


“Effective Concentration” as used herein refers to the minimum concentration (mass/volume) of an agent and/or composition required to result in a particular physiological effect. As used herein, effective concentration typically refers to the concentration of an agent required to increase, activate, and/or enhance a particular physiological effect.


“Inhibitory Concentration” “Inhibitory Concentration” is the minimum concentration (mass/volume) of an agent required to inhibit a particular physiological effect. As used herein, inhibitory concentration typically refers to the concentration of an agent required to decrease, inhibit, and/or repress a particular physiological effect.


In some embodiments, an agent or compound described herein may be administered at a dosage from about 1 mg/kg to about 300 mg/kg. In another embodiment, an agent or compound described herein may be administered at a dosage from about 1 mg/kg to about 20 mg/kg. For example, the agent or compound may be administered to a subject at a dosage of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19 or 20 mg/kg, or within a range between any of the proceeding values, for example, between about 10 mg/kg and about 15 mg/kg, between about 6 mg/kg and about 12 mg/kg, and the like. In another embodiment, an agent or compound described herein is administered at a dosage of ≤15 mg/kg. For example, an agent or compound may be administered at 15 mg/kg per day for 7 days for a total of 105 mg/kg per week. For example, a compound may be administered at 10 mg/kg twice per day for 7 days for a total of 140 mg/kg per week.


In many embodiments, the dosages described herein may refer to a single dosage, a daily dosage, or a weekly dosage. In one embodiment, an agent or compound may be administered once per day. In another embodiment, a compound may be administered twice per day. In some embodiments, an agent or compound may be administered three times per day. In some embodiments, a compound may be four times per day. In some embodiments, an agent or compound described herein may be administered 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, or 24 times per week. In other embodiments, the compound is administered once biweekly.


In some embodiments, an agent or compound described herein may be administered orally. In some embodiments, an agent or compound described herein may be administered orally at a dosage of ≤15 mg/kg once per day.


The actual dosage employed may be varied depending upon the requirements of the patient and the severity of the condition being treated. Determination of the proper dosage regimen for a particular situation is within the skill of the art. For convenience, the total daily dosage may be divided and administered in portions during the day as required.


The dosage regimen utilizing the disclosed compound is selected in accordance with a variety of factors including type, species, age, weight, sex and medical condition of the patient; the severity of the condition to be treated; the route of administration; the renal or hepatic function of the patient; and the particular disclosed compound employed. A physician or veterinarian of ordinary skill in the art can readily determine and prescribe the effective amount of the drug required to prevent, counter or arrest the progress of the condition.


The amount and frequency of administration of the compounds of the invention and/or the pharmaceutically acceptable salts thereof will be regulated according to the judgment of the attending clinician considering such factors as age, condition and size of the patient as well as severity of the symptoms being treated.


EXAMPLES
Example 1
Target Identification Methods

Factors that upregulate HbF protein in the erythroid lineage were identified using a pooled CRISPR screening approach, as diagramed in FIG. 1. HUDEP2 cells, an erythroid progenitor model derived from CD34+ cells isolated from human umbilical cord blood, was used as a cellular model to study HbF reactivation, because the HBB/HBβ globin is the predominant β-like globin expressed.


A pool of CRISPR gRNAs was introduced into proliferating HUDEP2 cells via lentiviral delivery methods at an MOI˜0.1. Depending on the library construction, this was either a one-vector system (vector encoding both the gRNA and Cas9) or a two-vector system (vector encoding the gRNA). For the two-vector system, the lentiviral pool was delivered to HUDEP2 cells constitutively expressing Cas9 protein. One day following lentiviral transduction, the cells were grown in HUDEP2 proliferation media (StemSpan SFEM, StemCell Technologies; 50 ng/ml SCF; 3 IU/ml erythropoietin; 1 uM dexamethasone; 1 ug/ml doxycycline) containing 500 ng/ml puromycin to select for cells that received the CRISPR constructs. Selection in proliferation media+puromycin occurred for 2 days. The selected cells were then expanded for an additional 7 days in proliferation media and then shifted to HUDEP2 differentiation media (Iscove's Modified Dulbecco's Medium; 1% L-glutamine; 2% Penicillin/streptomycin; 330 ug/ml holo-human transferrin; 2 IU/ml heparin; 10 ug/ml recombinant human insulin; 3 IU/ml erythropoietin; 100 ng/ml SCF; 4% fetal calf serum) for 10 days.


An HbF fluorescence-activated cell sorting (FACs) assay (Invitrogen, HFH01) was used to isolate cells with elevated levels of HbF. HbF high cells were selected using HUDEP2 cells transduced with a negative control gRNA (sgGFP) as a gating threshold. Cells were also collected following the 3-day puromycin selection (post-selection sample) and prior to FACs sorting (FACs input sample) and used for downstream analyses to identify hits.


Genomic DNA was isolated from HbF high isolated cells, post-selection sample, and FACs input sample. The gRNA present at in the genomic DNA was amplified using nested PCR amplification. The second round of PCR amplification was performed to also incorporate Illumina sequencing adaptors onto the sample. Illumina sequencing was done to quantify the gRNAs present in each sample. The gRNAs were identified using conserved identifiers and were subsequently mapped to the human reference genome to identify the gRNA target gene to provide the relationship between the target gene and genetic perturbation that led to HbF upregulation.


The results of the screens are shown in FIG. 2 (CRISPR Library #1) and FIG. 3 (CRISPR Library #2). For each figure, the left panel plots the level of HbF (X-axis) and β-Actin (Y-axis) for each event, and the line “L” indicates the HbF threshold for HbF high cells. The right panel represents the same data in a one-dimensional plot showing the HbF levels (X-axis) and Events (Y-axis), and the line “C” indicates the HbF threshold for HbF high cells. Any cell above the HbF threshold was collected in the HbF high population. In both FIG. 2 and FIG. 3, the darker shaded cells at the left of each panel are HUDEP2 cells transduced with control sgGFP, and the lighter shaded cells at the right of each panel are HUDEP2 cells transduced with the CRISPR library.


Example 2
Computational Methods to Identify GRNAS that Upregulate HBF

Illumina sequencing was used to sequence the libraries of gRNAs in the post-selection samples, FACs input samples, and HbF high samples. Each read was searched for the conserved identifiers either in the 5′ or the 3′ regions, and only reads that contained the conserved identifiers were retained. The 20 bp gRNA sequence between the conserved identifiers was extracted from the retained reads and mapped to the human genome (hg19). A single retained read with a given gRNA represented one count for that gRNA in each sample. The counts were converted to RPM (reads per millions) to normalize for sequencing depth and to enable comparison across different gRNA libraries. The RPM for a gRNA was calculated as follows:







g

R

N


A
rpm


=



g

R

N


A
count


N

*
1000000





In the above definition, N is the total number of reads in the library. Four different statistical methods were used to identify hits among the HbF high sample. The bioinformatics analysis performed using method 2 described below is summarized in FIG. 4A. FIG. 4B shows the distribution of guide abundance in different samples from two different screening libraries (Library #1 and Library #2), and FIG. 4C shows Z-score differences across samples for Library #1.


Method 1: A Z Score Based Approach in HbF High Samples:

In this approach, a Z score was calculated based on the distribution of gRNArpm values in the HbF sample. More formally, the following formula was used to calculate the Z score







gRN


A

HbF
+



=



gRN


A

rpm
,

Hbf
+




-

μ

Hbf
+




σ


H

b

f

+







In the above equation gRNAHbF+ is the Z score in HbF+ samples, gRNArpm,Hbf+ is the abundance, μHbf+, and σHbf+ are the mean and standard-deviation of gRNArpm,Hbf+ in HbF+ samples. Similarly Z scores were calculated in the Input (gRNAinput) and post-selected (gRNApost-selected) samples for all guides. gRNAs that led to a negative impact on cell health or proliferation were identified by performing a gRNA dropout analysis. More formally, all guides with |gRNAinput−gRNApost-selected|≥1 were removed in this dropout analysis. All the remaining gRNAs with gRNAHbF+>3 were considered as enriched in HbF+ samples. Using this approach, a total of 174 hits were identified that contained at least one enriched gRNA.


Method 2: A Z Score Difference Based Approach in HbF High and FACs Input:

In this approach, the same dropout analysis (as performed in method 1) was performed. All gRNAs with gRNAHbF+−gRNAinput>2.5 were considered as enriched in HbF+ samples. Using this approach, a total of 307 hits were identified that contained at least one enriched gRNA. These are provided in Table 1.









TABLE I







List of targets that upregulate HbF protein









Gene




Name
Uniprot ID
Description





CSNK1G2
P78368
casein kinase 1 gamma 2


HIST1H2AA
Q96QV6
histone cluster 1 H2A family member a


CDYL2
Q8N8U2
chromodomain Y like 2


CAT
P04040
catalase


KDM5A
P29375
lysine demethylase 5A


PRKDC
P78527
protein kinase, DNA-activated, catalytic polypeptide


SIM1
P81133
single-minded family bHLH transcription factor 1


CCDC77
Q9BR77
coiled-coil domain containing 77


SMYD1
Q8NB12
SET and MYND domain containing 1


ASS1
Q5T6L4
argininosuccinate synthase 1


CROT
Q9UKG9
carnitine O-octanoyltransferase


CUL3
Q13618
cullin 3


L3MBIL3
Q96JM7
L3MBTL3, histone methyl-lysine binding protein


GDNF
P39905
glial cell derived neurotrophic factor


SAP130
Q9H0E3
Sin3A associated protein 130


CDKN1C
P49918
cyclin dependent kinase inhibitor 1C


ATP5F1C
P36542
ATP synthase Fl subunit gamma


EID1
Q9Y632
EP300 interacting inhibitor of differentiation 1


DNAJC1
Q96KC8
Dnaj heat shock protein family (Hsp40) member C1


EXOSC1
Q9Y3B2
exosome component 1


PGAM4
Q8N0Y7
phosphoglycerate mutase family member 4


CHD1
O14646
chromodomain helicase DNA binding protein 1


TSHZ3
Q63HK5
teashirt zinc finger homeobox 3


TADA3
O75528
transcriptional adaptor 3


HIBADH
P31937
3-hydroxyisobutyrate dehydrogenase


WRB
O00258
tryptophan rich basic protein


IKZF2
Q9UKS7
IKAROS family zinc finger 2


TK2
O00142
thymidine kinase 2, mitochondrial


LDHB
Q5U077
lactate dehydrogenase B


SIRT3
Q9NTG7
sirtuin 3


HIST1H1T
P22492
histone cluster 1 H1 family member t


ROCK2
Q14DU5
Rho associated coiled-coil containing protein kinase 2


DIP2C
Q9Y2E4
disco interacting protein 2 hornolog C


NAP1L4
Q99733
nucleosome assembly protein 1 like 4


PRKD3
O94806
protein kinase D3


KIDM3B
Q7L3C6
lysine demethylase 33


C22orf39
Q6P5X5
chromosome 22 open reading frame 39


ADCY8
P40145
adenylate cyclase 8


HIRA
P54198
histone cell cycle regulator


USP3
Q916I4
ubiquitin specific peptidase 3


MSL3
Q8N5Y2
MSL complex subunit 3


HIST1H1B
P16401
histone cluster 1 H1 family member b


HMG20B
Q9P0W2
high mobility group 203


BMX
P51813
BMX non-receptor tyrosine kinase


KDM4E
B2RXH2
lysine demethylase 4E


EEF2K
O00418
eukaryotic elongation factor 2 kinase


PYGB
P11216
glycogen phosphorylase B


MTA2
O94776
metastasis associated 1 family member 2


SLC2A8
Q9NY64
solute carrier family 2 member 8


NADK
O95544
NAD kinase


PRMT1
H7C2I1
protein arginine methyltransferase 1


HIST1H3D
P68431
histone cluster 1 H3 family member d


PRKAR2B
P31323
protein kinase cAMP-dependent type II regulatory subunit beta


ROS1
P08922
ROS proto-oncogene 1, receptor tyrosine kinase


ITPKC
Q96DU7
inositol-trisphosphate 3-kinase C


AK1
Q6FGX9
adenylate kinase 1


SSRP1
Q08945
structure specific recognition protein 1


PADI4
Q9UM07
peptidyl arginine deiminase 4


RB1
Q92728
RB transcriptional corepressor 1


RRM2
P31350
ribonucleotide reductase regulatory subunit M2


CDK10
Q9UHL7
cyclin dependent kinase 10


G6PC3
Q9BUM1
glucose-6-phosphatase catalytic subunit 3


GRK5
P34947
G protein-coupled receptor kinase 5


BARD1
Q99728
BRCA1 associated RING domain 1


MYLK2
Q9H1R3
myosin light chain kinase 2


YWHAE
V9HW98
tyrosine 3-monooxygenase/tryptophan 5-monooxygenase




activation protein epsilon


GCDH
Q92947
glutaryl-CoA dehydrogenase


TPI1
V9HWK1
triosephosphate isornerase 1


PDK1
Q15118
pyruvate dehydrogenase kinase 1


DCK
P27707
deoxycytidine kinase


UBR2
Q8IWV8
ubiquitin protein ligase E3 component n-recognin 2


IDH3G
P51553
isocitrate dehydrogenase 3 (NADH) gamma


SLC13A2
Q13183
solute carrier family 13 member 2


TOP2A
P11388
DNA topoisomerase II alpha


PDP1
Q9P0J1
pyruvate dehyrogenase phosphatase catalytic subunit 1


PRPS1
P60891
phosphoribosyl pyrophosphate synthetase 1


PHF7
Q9BWX1
PHD finger protein 7


FBL
P22087
fibrillarin


LDHAL6A
Q6ZMR3
lactate dehydrogenase A like 6A


TEX14
Q81W66
testis expressed 14, intercellular bridge forming factor


PCCA
P05165
propionyl-CoA carboxylase alpha subunit


PDK3
Q15120
pyruvate dehydrogenase kinase 3


FADS1
A0A0A0MR51
fatty acid desaturase 1


ATXN7L3
Q14CW9
ataxin 7 like 3


RPS6KA4
O75676
ribosomal protein S6 kinase A4


PC
P11498
pyruvate carboxylase


GPX5
V9HWN8
glutathione peroxidase 5


GPX6
P59796
glutathione peroxidase 6


ARID4A
P29374
AT-rich interaction domain 4A


USP16
Q9Y515
ubiquitin specific peptidase 16


ITGB3
Q16157
integrin subunit beta 3


RMI1
Q9H9A7
RecQ mediated genome instability 1


SLC27A5
Q9Y2P5
solute carrier family 27 member 5


PANK4
Q9NVE7
pantothenate kinase 4


GALM
Q96C23
galactose mutarotase


SRC
P12931
SRC proto-oncogene, non-receptor tyrosine kinase


ADCY1
Q08828
adenylate cyclase 1


RNF17
Q9BXT8
ring finger protein 17


PFKFB4
Q66535
6-phosphofructo-2-kinase/fructose-2,6-biphosphatase 4


COTL1
Q14019
coactosin like F-actin binding protein 1


PHIP
Q8WWQ0
pleckstrin homology domain interacting protein


BRWD1
Q9NSI6
brornodornain and WD repeat domain containing 1


MBD3
O95983
methyl-CpG binding domain protein 3


GCK
Q53Y25
glucokinase


TYRO3
Q06418
TYRO3 protein tyrosine kinase


BCAT1
P54687
branched chain amino acid transaminasel


SMARCC1
Q92922
SWI/SNF related, matrix associated, actin dependent regulator of




chromatin subfamily c member 1


CBX4
O00257
chromobox 4


ULK4
Q96C45
unc-51 like kinase 4


GCLC
Q14TF0
glutamate-cysteine ligase catalytic subunit


LYN
P07948
LYN proto-oncogene, Src family tyrosine kinase


EZH2
S453R8
enhancer of zeste 2 polycomb repressive complex 2 subunit


EXR2
P51116
FMK autosomal homolog 2


MGAM
O43451
maltase-glucoamylase


CDK5R1
Q15078
cyclin dependent kinase 5 regulatory subunit 1


PHF13
Q86YI8
PHD finger protein 13


MAPK13
O15264
mitogen-activated protein kinase 13


DGUOK
Q16854
deoxyguanosine kinase


TNK1
Q13470
tyrosine kinase non receptor 1


TET3
O43151
tet methylcytosine dioxygenase 3


NAP1L2
Q9ULW6
nucleosome assembly protein 1 like 2


SMARCB1
Q12824
SWI/SNF related, matrix associated, actin dependent regulator of




chromatin, subfamily b, member 1


L3MBTL1
Q9Y468
L3MBTL1, historic methyl-lysine binding protein


CAMK2G
Q8WU40
calcium/calmodulin dependent protein kinase II gamma


SETD1A
O15047
SET domain containing 1A


PHF3
Q92576
PHD finger protein 3


CUL4B
Q13620
cuilin 43


EPHA5
P54756
EPH receptor A5


BDH2
Q9BUT1
3-hydroxybutyrate dehydrogenase 2


FLT4
P35916
fms related tyrosine kinase 4


CAMK2B
Q13554
calcium/calmodulin dependent protein kinase II beta


PHF12
Q96QT6
PHD finger protein 12


CCDC169
A6NNP5
coiled-coil domain containing 169


AMT
P48728
aminomethyltransferase


TRIB3
Q963U7
tribbles pseudokinase 3


AUH
Q13825
AU RNA binding methylglutaconyl-CoA hydratase


NOC2L
Q9Y3T9
NOC2 like nucleolar associated transcriptional repressor


UQCRC1
P31930
ubiquinol-cytochrome c reductase core protein 1


SIK36
Q9N3P7
serine/threonine kinase 36


HDGF
P51858
heparin binding growth factor


INSRR
P14616
insulin receptor related receptor


MCAT
Q8IVS2
malonyl-CoA-acyl carrier protein transacylase


AURKA
O14965
aurora kinase A


USP46
P62068
ubiquitin specific peptidase 46


FGFR1
P11362
fibroblast growth factor receptor 1


RLIM
Q9NVW2
ring finger protein, LIM ciomain interacting


MYBBP1A
Q9BQGO
MYB binding protein 1a


MAPK4
P31152
mitogen-activated protein kinase 4


RPS6KA3
P51812
ribosomal protein S6 kinase A3


ULK2
Q8IYT8
unc-51 like autophagy activating kinase 2


NPM2
Q86SE8
nucleophosmininucleoplasmin 2


CDKN1B
Q6I9V6
cyclin dependent kinase inhibitor 1B


EHHADH
Q08426
enoyl-CoA hydratase and 3-hydroxyacyl CoA dehydrogenase


ADCK2
Q7Z695
aarF domain containing kinase 2


PRMI2
P55345
protein arginine methyltransferase 2


PRPF4B
Q13523
pre-mRNA processing factor 4B


AMD1
Q5VXN5
adenosylmethionine decarboxylase 1


ECI2
O75521
enoyl-CoA delta isomerase 2


SBK1
Q52WX2
SH3 domain binding kinase 1


MAP4K4
O95819
mitogen-activated protein kinase kinase kinase kinase 4


HIF1AN
Q9NWT6
hypoxia inducible factorl alpha subunit inhibitor


ALDOA
V9HWN7
aldolase, fructose-bisphosphate A


INO80C
Q6P198
INO80 complex subunit C


SIRT7
Q9NRC8
sirtuin 7


AIRE
O43918
autoimmune regulator


SRSF3
P84103
serine and arginine rich splicing factor 3


BDH1
Q02338
3-hydroxybutyrate dehydrogenase 1


SETD4
Q9NVD3
SET domain containing 4


CDKN1A
P38936
cyclin dependent kinase inhibitor 1A


TAF6L
Q9Y619
TATA-box binding protein associated factor 6 like


ADCY9
O60503
adenylate cyclase 9


PHF1
O43189
PHD finger protein 1


BEX3
Q00994
brain expressed X-linked 3


USP21
Q9UK80
ubiquitin specific peptidase 21


SMYD2
Q9NRG4
SET and MYND domain containing 2


G6PC
P35575
glucose-6-phosphatase catalytic subunit


PHC2
Q8IXKO
polyhorneotic homolog 2


FBX043
Q4G163
F-box protein 43


CDK8
P49336
cyclin dependent kinase 8


HMGCS1
Q01581
3-hydroxy-3-methylglutaryl-CoA synthase 1


SPEN
Q96158
spen family transcriptional repressor


ELP2
Q6IA86
elongator acetyltransferase complex subunit 2


FFAR2
O15552
free fatty acid receptor 2


RNF8
O76064
ring finger protein 8


ZNF266
Q14584
zinc finger protein 266


MST1
G3XAK1
macrophage stimulating 1


PHF19
Q5T6S3
PHD finger protein 19


IGF1R
P08069
insulin like growth factor 1 receptor


MARK1
Q9P0L2
microtubule affinity regulating kinase I


FES
P07332
FES proto-oncogene, tyrosine kinase


SMARCA1
P28370
SWI/SNF related, matrix associated, actin dependent regulator of




chromatin, subfamily a, member 1


ADCY7
P51828
adenylate cyclase 7


PGLS
O95336
6-phosphogluconolactonase


SPOP
O43791
speckle type BTB/POZ protein


ATF7IP
Q6VMQ6
activating transcription factor 7 interacting protein


KDMSD
Q9BY66
lysine demethylase SD


TADA1
Q96BN2
transcriptional adaptor 1


IKZF3
Q9UKT9
IKAROS family zinc finger 3


IKZF1
R9R4D9
IKAROS family zinc finger 1


MGST2
Q99735
microsomal glutathione S-transferase 2


CALM1
Q96HY3
calmodulin I


TPK1
Q9H354
thiamin pyrophosphokinase 1


MYO3A
Q8NEV4
myosin IIIA


SIN3A
Q96ST3
SIN3 transcription regulator family member A


AOX1
Q06278
aldehyde oxidase 1


NME7
Q9Y5B8
NME/NM23 family member 7


PAR P1
P09874
poly(ADP-ribose) polymerase 1


SCYL3
Q8IZE3
SCY1 like pseudokinase 3


PASK
Q96RG2
PAS domain containing serine/threonine kinase


MEAF6
Q9HAF1
MYST/Esa1 associated factor 6


STK17A
Q9UEE5
serine/threonine kinase 17a


ACADVL
P49748
acyl-CoA dehydrogenase very long chain


PKN3
Q6P5Z2
protein kinase N3


ACACB
O00763
acetyl-CoA carboxylase beta


ZCWPW2
Q504Y3
zinc finger CW-type and PWWP domain containing 2


FUK
Q8NOW3
fucokinase


ADH5
Q6IRT1
alcohol dehydrogenase 5 (class III), chi polypeptide


CIR1
Q86X95
corepressor interacting with RBPJ, 1


GOLGA5
QBTBA6
golgin AS


APOBEC3G
Q9HC16
apolipoprotein B mRNA editing enzyme catalytic subunit 3G


PRDM11
Q9NQV5
PR/SET domain 11


HLCS
P50747
holocarboxylase synthetase


OBSCN
Q5VST9
obscurin, cytoskeletal calmodulin and titin-interacting RhoGEF


APOBEC3H
M4W6S4
apolipoprotein B mRNA editing enzyme catalytic subunit 3H


ADH4
P08319
alcohol dehydrogenase 4 (class II), pi polypeptide


HIST3H3
Q16695
histone cluster 3 H3


HMG20A
Q9NP66
high mobility group 20A


FAM208A
Q9UK61
family with sequence similarity 208 member A


SRP72
V9HWK0
signal recognition particle 72


TAF5L
O75529
TATA-box binding protein associated factor 5 like


MVK
Q03426
mevalonate kinase


HIST4H4
P62805
histone cluster 4 H4


SRPK2
P78362
SRSF protein kinase 2


RPL27
P61353
ribosomal protein L27


FLT3
P36888
fms related tyrosine kinase 3


CS
O75390
citrate synthase


GUCY2D
Q02846
guanylate cyclase 2D, retinal


CPT1B
Q92523
carnitine palmitayltransferase IB


EGFR
Q504U8
epidermal growth factor receptor


MAST3
O60307
microtubule associated serine/threonine kinase 3


MAGI2
Q86UL8
membrane associated guanylate kinase, WW and PDZ domain




containing 2


SLC5A1
P13866
solute carrier family 5 member 1


IRAK4
Q9NWZ3
interleukin I receptor associated kinase 4


NAP1L1
P55209
nucleosome assembly protein 1 like 1


MAGI1
Q96QZ7
membrane associated guanylate kinase, WW and PDZ domain




containing 1


GAPDH
V9HVZ4
glyceraldehyde-3-phosphate dehydrogenase


PRDM6
Q9NQX0
PR/SET domain 6


PARP2
Q9UGN5
poly(ADP-ribose) polymerase 2


MYBL1
P10243
MYB proto-oncogene like 1


NASP
Q5T626
nuclear autoantigenic sperm protein


CTBPI
X5D8Y5
C-terminal binding protein 1


NFYC
Q13952
nuclear transcription factor Y subunit gamma


PIK3C2A
O00443
phosphatidylinositol-4-phosphate 3-kinase catalytic subunit type




2 alpha


PRKAA2
P54646
protein kinase AMP-activated catalytic subunit alpha 2


CUL4A
Q13619
cullin 4A


SLC2A5
P22732
solute carrier family 2 member 5


TAF10
Q12962
TATA-box binding protein associated factor 10


RRP8
O43159
ribosomal RNA processing 8


DTYMK
Q6FGU2
deoxythymidylate kinase


YWHAZ
P63104
tyrosine 3-monooxygenase/tryptophan 5-monooxygenase




activation protein zeta


SUCLG1
P53597
succinate-CoA ligase alpha subunit


KMT2C
Q8NEZ4
lysine methyltransferase 2C


TTBK2
C18IWY7
tau tubulin kinase 2


SIRT2
Q81X16
sirtuin 2


DAB2IP
Q5VWQ8
DAB2 interacting protein


CAMK1G
Q96NX5
calcium/calmodulin dependent protein kinase IG


PAK5
Q9P286
p21 (RAC1) activated kinase 5


TXNDC12
O95881
thioredoxin domain containing 12


TESK2
Q96S53
testis-specific kinase 2


MAPK11
Q15759
mitogen-activated protein kinase 11


MAGI3
A0A024R0H3
membrane associated guanylate kinase, WW and PDZ domain




containing 3


MAP2K5
Q13163
mitogen-activated protein kinase kinase 5


BPGM
P07738
bisphosphoglycerate mutase


PIK3CB
Q68DL0
phosphatidylinosito1-4,5-bisphosphate 3-kinase catalytic subunit beta


YEATS2
Q9ULM3
YEATS domain containing 2


EXOSC9
Q06265
exosorne component 9


NEK1
Q96PY6
NIMA related kinase 1


MYLK
Q15746
myosin light chain kinase


CYP4A11
Q02928
cytochrome P450 family 4 subfamily A member 11


AKT1
P31749
AKT serine/threonine kinase 1


SETDB1
Q15047
SET domain bifurcated 1


CDK17
Q00537
cyclin dependent kinase 17


HLTF
Q14527
helicase like transcription factor


IDH2
P48735
isocitrate dehydrogenase (NADP(+)) 2, mitochondrial


LRWD1
Q9UFC0
leucine rich repeats and WD repeat domain containing 1


CPT2
P23786
carnitine palmitoyltransferase 2


PRKACB
P22694
protein kinase cAMP-activated catalytic subunit beta


ZNF687
Q8N1G0
zinc finger protein 687


UBE2H
P62256
ubiquitin conjugating enzyme E2 H


HMGN2
P05204
high mobility group nucleosornal binding domain 2


ACAD10
Q6JQN1
acyl-CoA dehydrogenase family member 10


TBK1
Q9UHD2
TANK binding kinase 1


PRDM8
CI9NOV8
PR/SET domain 8


ERB33
P21860
erb-b2 receptor tyrosine kinase 3


ARID1A
O14407
AT-rich interaction domain 1A


DNMT1
P26358
DNA methyltransferase 1


CAMK2D
Q13557
calcium/calmodulin dependent protein kinase || delta


EPHB3
P54753
EPH receptor 63


MBD4
O95243
methyl-CpG binding domain 4, DNA glycosylase


PRMT8
Q9NR22
protein arginine methyltransferase 8


MTF2
Q96G26
metal response element binding transcription factor 2


GLYR1
Q49A26
glyoxylate reductase 1 homolog


FRK
P42685
fyn related Src family tyrosine kinase


ACAD8
Q9UKU7
acyl-CoA dehydrogenase family member 8


RIMKLB
Q9ULI2
ribosomal modification protein rirriK like family member B


ACADS
P16219
acyl-CoA dehydrogenase short chain


SMARCAL1
Q9NZC9
SWI/SNF related, matrix associated, actin dependent regulator of




chromatin, subfamily a like 1









Method 3: A Fold-Change Based Approach in HbF High and FACs Input:

In this approach, the dropout and the hit calling was performed using fold-changes of RPM values. More formally









log


(


gRN


A

rpm
,
input




gRN


A

rpm
,

post
-
selected





)





2




was used as the criteria for gRNA dropout. After the dropout filtration, all the remaining gRNAs with









log


(


gRN


A

rpm
,

Hbg
+





gRN


A

rpm
,
input




)





3




were considered as enriched in HbF+ samples. Using this approach, a total of 314 hits were identified that contained at least one enriched gRNA.


Number of gRNA Hits Per Gene:


In this approach, method 2 was used to identify enriched gRNAs. Genes with at least two enriched gRNAs were considered as hits. Using this approach 39 hits were identified. These are listed in FIG. 5A. A list of hits and associated gRNAs is summarized in Table 2.









TABLE 2







List of illustrative gRNAs for targets


that upregulate HbF











Seq



Guide
ID


Gene
Sequence
No.












MTA2
GCAAAGGAACGGCTACGACC
5





AK1
TTGAAACGTGGAGAGACCAG
6





AK1
GCTGTCGGAAATCATGGAGA
7





AKT1
GCAGGATGTGGACCAACGTG
8





ARID4A
TGAGCCTGCCTACCTGACAG
9





UBE2H
CAGTCCGGGCAAGAGGCGGA
10





BEX3
GACTTGCCCCTAATTTTCGA
11





COTL1
TGCACTGCTGGATGAAGTGC
12





GROT
GGAGCGAACTCGATGGGCTA
13





CROT
ACTACTGGCCTCCAAAGGAA
14





DAB2IP
TGTGTGAGCTCAGGGAGCTG
15





ADH4
GTTTGTGAAGGCTAAAGCCC
16





EEF2K
GGGGACAGCGACGATGAGGA
17





EEF2K
ATGGTGCGCTACCACGAGGG
18





FES
GGAGGGCATGAGAAAGTGGA
19





FXR2
GGTTTAGTGCGTTCCAGGGG
20





CAMK1G
GCTGCATGACCAGGTAGTAG
21





GOLGA5
GGAGAGCTATAAACAGATGC
22





GOLGA5
TCTTTTGGGAGCCAAACCCA
23





GPX6
TCTCAAAGAGCTGGAAACTG
24





SLC5A1
GAGGAGGGAGATGACCACGA
25





IKZF1
ATAAGGTCTCACCTGAAACT
26





IKZF1
AGGCCCCGCACTGATTGCAC
27





RNF17
AATAAGGCTCCAAAAGACCA
28





INO80C
GCAATGCCCTTTCAGAAGCG
29





KDM3B
GTAGACAGTAATGGGAGCGA
30





TET3
GAGGCTGGGAACAACAGCAG
31





LYN
GTTTGGCCACATAGTTGCTG
32





MTA2
GGTGCTGTGTCGGGATGAGA
33





MYLK
TCGCGATTTAGAAGTTGTGG
34





MYLK
AATGAGCTCTGCTGTGCAGG
35





TAF6L
GAACCTGGCACCTCAAGGAT
36





PDK3
TAAGAGCCCTGAGGATCCAT
37





PFKFB4
GGGTTCTGTGTCAATTCCCG
38





UBE2H
GCCCGGACTGGGAGATGAGA
39





SLC27A5
GCCATACCTCCCCTACACCA
40





RNF17
GCCTTGATGAAGCACTGCAG
41





RPS6KA3
CCCGTGGCAGAAGATGGCTG
42





RPS6KA3
ACATCTCTTGCAAACAGAGT
43





SIN3A
GGTGTGTGAGGCTGGACCGG
44





SLC27A5
GGGGCTGCTGCTGACCAAGG
45





SLC27A5
GCTCAGCACAGAGTGCGCCA
46





SLC5A1
CACCATGGACATCTACGCCA
47





SMYD1
TGAGCGGGCTTATTCCGCAG
48





SPOP
GTTTGTGCAAGGCAAAGACT
49





SPOP
TAACTTTAGCTTTTGCCGGG
91





SPOP
CGGGCATATAGGTTTGTGCA
92





SPOP
GTTTGCGAGTAAACCCCAAA
93





TADA1
AGTGGGAAGCATCATTGTGT
50





TADA1
ACTGGGCTAACCTAAAGCTG
51





TADA1
GACCTTTGTGAGCGAGCTGG
52





TADA1
AGATCGTACATGTTCACCGG
53





TAF6L
GGACACTGCCCACCAGACAG
54





TET3
GGCACCTCTGAGCTGAGGAG
55





TOP2A
GAAGAGAGGGCCAGTTGTGA
56





UBE2H
GAGGCGGATGGACACGGACG
57





UBE2H
CAAATTCATTAAGTCCTCCC
58





ACAD10
GAGGTCTTCGATCAGTGGGG
59





ACAD10
GCTGGGAATCCCTGCTGCAG
60





ADH4
CAAGCCCCTTTGCATTGAAG
61





CAMK1G
TGGCAGGGAGTGCTACACTG
62





AKT1
GACAACCGCCATCCAGACTG
63





ARID4A
GAAAAGGCTGGTGAAAGTTA
64





3EX3
GAAGACCGCCCTTTGGGAGG
65





C22orf39
GAAGCCTTGCACAGAGCCTG
66





C22orf39
GAGTCTTGAAGATATCAGGA
67





CAMK1G
GCGGGGTGTCTACACAGAGA
68





TOP2A
TAATCAGCAAGCCTTTGATG
69





COTL1
ACTCCGCTCCCTGCTCGCCG
70





DAB2IP
GGAGTTGATGATCTTGCAGA
71





FES
GCATTTGCTGCAGGACCCCG
72





FXR2
ATAATGACAAGAAGAACCCC
73





GPX6
CCTAAAGCCTCAAAATAGGA
74





HIRA
GAAGCCTTGCACAGAGCCTG
75





HIRA
GAGTCTTGAAGATATCAGGA
76





INO80C
TTAGCTGGCTTAAAGGATGG
77





KDM3B
GGAATGCCAGTGGAGAGCCA
78





LYN
TGAAAGACAAGTCGTCCGGG
79





SPOP
GTAGCACCAACTCTCAGCTA
80





MTA2
GGCCCTAGAGAAGTATGGGA
81





NPM2
GGAGGACAAGAAGATGCAGC
82





NPM2
GGGAAATGCGCACCATGGGG
83





PDK3
TAAGAGCCCTGAGGATCCAC
84





PFKFB4
GAGCTACGTGGTGAACCGTG
85





RPS6KA3
GGATGAACCTATGGGAGAGG
86





SIN3A
GCAGATGCCAGCAAACATGG
87





SMYD1
AGGAGGAGCAGAAGGACCTG
88





TPK1
GGCACTTAGTAAAGTCAGTG
89





TPK1
AAGGCTGTCCAACAGGAATA
90





CUL3
GAGCATCTCAAACACAACGA
94





CUL3
CGAGATCAAGTTGTACGTTA
95





CUL3
TCATCTACGGCAAACTCTAT
96









Example 3
Bioinformatic Analysis of Target Gene Hits that Upregulate HBF

Multiple bioinformatic analyses were used to identify specific pathways, complexes and tissue specific expression patterns that were enriched in the top targets that significantly upregulate HbF protein levels.


Protein Complex Analysis:

To identify protein complexes with multiple targets that upregulate HbF, top targets identified by the methods described above were overlapped with existing protein complex annotations (CORUM protein complex annotations (Giurgiu M et al, Nucleic Acids Research)). This analysis identified several complexes with multiple targets. These complexes and the number of targets identified as components of each complex are provided in FIG. 6. The overlap of


complex annotations and targets identified using methods 2 and 3 are displayed in Table 3 and Table 4.









TABLE 3







Protein complexes with multiple subunits identified as targets (method 2) that upregulate HbF








Complex Name
hits_in_cornplex





STAGA_compiexSP-13-iinked
TADA3; TAF6L; TADA1; TAF5L; ATXN7L3; TAF 10;



SAP130


STAGA_complex
TADA3; TAF6L; TADA1; TAF5L; TAF10


SAGA_complex,_GCN5-linked
TADA3; TAF6L; TAF5L; ATXN7L3; TAF10


LARC_compIex_(LCR-
MBD3; SMARCB1; SMARCC1; ARID1A; MTA2


associated remodeling complex)



ALL-1_supercomplex
SIN3A; MBD3; SMARCB1; SMARCC1; MTA2


TFTC_complex_(TATA-
TADA3; TAF6L; TAF5L; TAF10


binding_protein-free_TAF-H-



containing complex)



SIN3-ING1b_complex_11
SIN3A; SMARCB1; SMARCC1; ARID1A


PCAF_complex
TADA3; TAF6L; TAF5L; TAF10


Nop56p-associated_pre-
MYBBP1A; FBL; NAP1L1 ; RPL27


rRNA_complex



BRM-SIN3A_complex
SIN3A; SrtflARCB1; SMARCC1; ARID1A


BRM-SIN3A-HDAC_complex
SIN3A; SMARCB1; SMARCC1; ARID1A


BRG1-SIN3A_complex
SIN3A; SMARCB1; SMARCC1; ARID1A


p300-CBP-p270-
SMARCB1; SMARCC1; ARID1A


SWI/SNF_complex



WINAC_complex
SMARCB1; SMARCC1; ARID1A


USP22-SAGA_complex
TADA3; ATXN7L3; TAF10


Spliceosome
SPEN; SRSF3; PRPF4B


SWI-
SMARCB1; SMARCC1; ARID1A


SNF_chromatin_remodeling-related-



BRCA1_complex



RNA_polymerase_II_complex,_
CDK8; SMARCB1; SMARCC1


incomplete_(CDK8_compIex),_chromatin_



structure_modifying



RNA_polymerase_II_complex,_
CDK8; SMARCB1; SMARCC1


chromatin_structure_modifying



NUMAC_complex_(nucleosomal_
SMARCB1; SMARCC1; ARID1A


methylation_activator_complex)



MTA2_complex
SIN3A; MBD3; MTA2


LSDl_complex
HMG20B; HMG20A; GIBP1


Kinase_maturation_complex_1
MAP2K5; YWHAE; YWHAZ


ING2_complex
SIN3A; ARID4A; SAP130


GCN5-
TADA3; TAF5L; TAF-10


TRRAP_histone_acetyltransferase_



complex



EBAFa_complex
SMARCB1; SMARCC1; ARID1A


CEN_complex
FBL; SSRP1; CUL4A


BAF_cornplex
SMARCB1; SMARCC1; ARID1A


Anti-HDAC2_complex
HMG20B; SIN3A; MTA2


ZNF304-corepressor_complex
DNMT1; SETDB1


Ubiguitin_E3 _ligase_(SPOP,_D
SPOP; CUL3


AXX,_CUL3)



Ubiguitin_E3_ligase_(H2AFY,_
SPOP; CUL3


SPOP,_CUL3)



Ubiquitin_E3_ligase_(DDB1,_D
CUL4B; CUL4A


DB2,_CUL4A,_CUL4B,_RBX1)



Ubiquitin_E3_ligase_(BMI1,_S
SPOP; CUL3


POP,_CUL3)



Toposome
SSRP1; TOP2A


SNF2h-conesin-
MBD3; MTA2


NuRD_complex



SIN3-SAP25_complex
SIN3A; SAP130


SHARP-CtBP_complex
CTBP1; SPEN


SHARP-CtBP1-CtIP_complex
CTBP1; SPEN


SHARP-CtBP1-CtIP-RBP-
CTBP1; SPEN


Jkappa_corepressor_complex



SETDB1-
ATF7IP; SETDB1


containing_HMTase_complex



Polycomb_repressive_complex
PHC2; CBX4


(PRC1,_hPRC-H1)



PBAF_complex_(Polybromo_
SMARCB1; SMARCC1


and_BAF_containing_complex)



NCOR1_compiex
SMARCB1; SMARCC1


NCOA6-DNA-PK-Ku-
PARP1; PRKDC


PARP1_complex



Mi2/NuRD_complex
MBD3; MTA2


Mi-2/NuRD-MTA2_complex
MBD3; MTA2


MeCP1_complex
MBD3; MTA2


MLL1-WDR5_complex
INO80C; MGAM


MBD1-MCAF1-
ATF7IP; SETDB1


SETDB1_complex



ITGAV-ITGB3-EGFR_complex
EGFR; ITGB3


ITGA2b-ITGB3-CD47-
ITGB3; SRC


SRC_complex



Histone_H3.3_complex
NASP; HIRA


HDAC2-
MBD3; MTA2


asscociated_core_complex



HDAC1-
MBD3; MTA2


associated protein complex



HDAC1-
MBD3; MTA2


associated_core_cornplex_cII



HCF-1_complex
SIN3A; SETD1A


FIB-
FBL; PRMT1


associated_protein_complex



Exosome
EXOSC1; EXOSC9


Emerin_complex_52
HDGF; YWHAE


Emerin_complex_32
SMARCB1; SMARCC1


Emerin_complex_25
YWHAE; SAP130


Emerin_complex_24
RB1; SAP130


EGFR-
EGFR; PIK3C2A


containing_signaling_complex



EBAFb_complex
SMARCB1; SMARCC1


CtBP_cornplex
CTBP1; CBX4


CDC5L_complex
PRKDC; TOP2A


ATAC_compiex,_YEATS2-
TADA3; YEATS2


linked



ATAC_complex,_GCN5-linked
TADA3; YEATS2


ARC_complex
CDK8; ACAD8


pRb2; p130-
DNMT1


muftirnoecular_complex_(DNMT1,_E2F



4,_SuV391-11 ,_HDAC1,_RBL2)



p32-CBF-DNA_complex
NFYC


p300-CBP-p270_complex
ARID1A


p27-cyclinE-Cdk2_-_
CDKN1B


Ubiquitin_E3_ligase_(SKP1A,_SKP2,_



CUL1,_CKS1B,_RBX1)_complex



p27-cyclinE-CDK2_complex
CDKN1B


p21(ras)GAP-Fyn-Lyn-
LYN


Yes complex, thrombin stimulated



p130Cas-ER-alpha-cSrc-
SRC


kinase-_PI3-kinase_p85-



subunit_complex



hNURF_complex
SMARCA1


eN0S-HSP90-
AKT1


AKT complex,_VEGF_induced



c-Abl-cortactin-
MYLK


nrnMLCK_complex



anti-BHC110_wmplex
HMG20B


WRN-Ku70-Ku80-
PARP1


PARP1
complex


WDR2O-USP46-UAF1_complex
USP46


Vigilin-DNA-PK-
PRKDC


Ku_antigen_complex



VEcad-VEGFR_complex
FLT4


Ubiquitin_E3_ligase_(DET1,_D
CUL4A


DB1,_,CUL4A,_RBX1,_COP1)



Ubiquitin_E3_ligase_(DDIT4,_D
CUL4A


DB1,_BTRC,_CUL4A)



Ubiquitin_E3 Jigase_(DDB1,_C
CUL4A


UL4A,_RBX1)



Ubiquitin_E3_ligase_(CUL3,_K
CUL3


LHL3,_WNK4)



Ubiquitin_E3_ligase_(CUL3,_K
CUL3


LHL3,_WNK1)



Ubiquitin_E3_Jigase_(CUL3,_K
CUL3


Li-1L3)



Ubiquitin_E3_ligase_(CSN1,_C
CUL3


SN8,_HRT1,_SKP1,_SKP2,_CUL1,_C



UL2,_CUL3)



Ubiquitin_E3 _ligase_(CHEK1,_
CUL4A


CUL4A)



Ubiquitin_E3 _ligase_(CDT1,_D
CUL4A


DB1,_,CUL4A,_RBX1)



Ubiquitin_E3_ligase_(AHR,_AR
CUL4B


NT,_DDB1,_TBL3,_CUL4B,_RBX1)



UTX-MLL2/3_complex
KMT2C


USP46-UAF1_cornplex
USP46


ULK2-ATG13-
ULK2


RB1CC1_complex



Tacc1-chTOG-
AURKA


AuroraA_complex



TRIM27-RB1_complex
RB1


TRIB3-DDIT3_complex
TRIB3


TRBP_containing_complex_(DI
RPL27


CER,_RPL7A,_EIF6,_MOV10_and_sub



units_of_the_60S_ribosomal_particle)



TNF-alpha/NF-
FBL


kappa_B_signalino_complex_6



TNF-alpha/NF-
TBK1


kappa_B_signaling_complex_10



TIP5-DNMT-HDAC1_complex
DNMT1


TFIID_complex,_B-cell_specific
TAF10


TFIID_complex
TAF10


TFIID-beta_cornpIex
TAF10


TCL1(trimer)-AKT1_complex
AK-r1


Succinyl-
SUCLG1


CoA_synthetase,_GDP-forming



Succinyl-
SUCLG1


CoA synthetase, ADP-forming



Set1A_complex
SETD1A


SWIISNF_chromatin-
SIN3A


remodeling complex



SNX_complex (SNX1a,_SNX2,_
EGFR


SNX4,_EGFR)



SNF2L-RSF1_complex
SMARCA1


SMCC_complex
CDK8


SMAR1-HDAC1-S1N3A-
SIN3A


SIN3B_repressor_complex



SMAR1-HDAC1-SIN3A-SIN3B-
SIN3A


p107-p130_repressor_cornolex



SMAD3-cSKI-SIN3A-
SIN3A


HDAC1_complex



SKl-NCOR1-SIN3A-
SIN3A


HDAC1_complex



SIN3_complex
SIN3A


SIN3-ING1b_complex_I
SIN3A


SHARP-CtIP-RBP-
SPEN


Jkappa_complex



SH3KBP1-CBLB-
EGFR


EGFR_complex



SETDB1-DNMT3B...complex
SETDB1


SETDB1-DNMT3A_complex
SETDB1


SERCA2a-alphaKAP-CafV1-
CALM1


CaMKII_complex



Ribosome; _cytoplasmic
RPL27


Replication-coupled CAF-1-
SETDB1


MBD1-ETDB1_complex



Rb-tal-1-E2A-Lmo2-
RB1


Ldb1_complex



Rb-HDACl_complex
RB1


RasGAP-AURKA-
AURKA


survivin_complex



Rap1_complex
PARP1


RSmad_complex
SMARCC1


RIN1-STAM2-
EGFR


EGFR_oornplex,_EGF_stimulated



REST-CoREST-
SIN3A


mSIN3A_complex



RC_complex_during_S-
PARP1


phase_of_cell_cycle



RC_cornplex_during_G2/M-
PARP1


phase_of_cell_cycle



RBP-Jkappa-SHARP_compiex
SPEN


RB1-TFAP2A_complex
RB1


RB1-HDAC1-BRG1_complex
RB1


RB1(hypophosphorylated)-
RB1


E2F4_compIex



RB-E2F1_complex
RB1


RAF1-MAP2K1-
YWHAE


YWHAE
complex


Polycystin-
SRC


1_multiprotein_complex_(ACTN1, CDH



1, SRC, JUP, VCL,
CTNNB1,_FTXN,_


BEAR1,_PKD1,_PTK-2,_TLN1)



Polycomb_repressive_complex_
EZH2


4_(PRC4)



Polyoornb_repressive_complex_
EZH2


2_(PRC2)



Polycomb_repressive_complex
CBX4


Phosphorylase_kinase_complex
CALM1


PU.1-Sl N3A-HDAC_complex
SIN3A


PTIP-HMT_complex
KMT2C


PTEN-NHERF1-
EGFR


EGFR_complex



PRMT2_tiorno-
PRMT2


oligomer complex



PRMTl_complex
PRMT1


PLC-gamma-2-SLP-76-Lyn-
LYN


Grb2_complex



PLC-gamma-2-Lyn-FcR-
LYN


gamma
complex


PKA_(RII-alpha_and_RII-beta)-
PRKAR2B


AKAP5-ADRB1_complex



PCNA_complex
CDKN1A


PCNA-p21_complex
CDKN1A


P53-BARD1-Ku70_complex
BARD1


NuRD.1_complex
MBD3


NuA4/Tip60_HAT_complex
MEAF6


NuA4/Tip60-HAT_complex_A
MEAF6


NRP2-VEGFR3_cornplex
FLT4


NK-3-Groucho-HIPK2-SIN3A-
SIN3A


RbpA48-HDAC1_complex



NCOR2_complex
SIN3A


NCOR-SIN3-RPD3_complex
SIN3A


NCOR-SIN3-HDAC1_complex
SIN3A


NCOR-SIN3-HDAC-
SIN3A


HESX1_complex



NAT_complex
CDK8


Mi2/NuRD-BCL6-
MBD3


MTA3_complex



Mediator complex
CDK8


MeCP2-SIN3A-HDAC_complex
SIN3A


MIAl_mmplex
MBD3


MSL_complex
MSL3


MRG15-PAM14-RB_complex
RB1


MLL3_complex
KMT2C


MGC1-DNA-PKcs-Ku_complex
PRKDC


MBD1-MCAFcomplex
ATF7IP


MAP2K1-BRAF-RAF1-YWHAE-
YWHAE


KSR1_complex



MAD1-mSin3A-
SIN3A


HDAC2_complex



Kinase_maturation_complex_2
TBK1


ITGB3-ITGAV-VTN_complex
ITGB3


I1GB3-ITGAV-CD47_complex
ITGB3


ITGAV-ITGB3_complex
ITGB3


ITGAV-ITGB3-THBS1_complex
ITGB3


ITGAV-ITGB3-SPP1_complex
ITGB3


ITGAV-ITGB3-
ITGB3


SLC3A2_complex



ITGAV-ITGB3-PXN-
ITGB3


PTK2b_complex



ITGAV-ITGB3-
ITGB3


PPAP2b complex



ITGAV-ITGB3-NOV_complex
ITGB3


ITGAV-ITGB3-LAMA4_complex
ITGB3


ITGAV-ITGB3-
ITGB3


COL4A3_complex



ITGAV-ITGB3-0D47-
ITGB3


FCER2_complex



ITGAV-ITGB3-
ITGB3


ADAM23_complex



ITGAV-ITGB3-
ITGB3


ADAM15_complex



ITGA5-ITGB3-
ITGB3


COL6A3_complex



ITGA2b-ITGB3-TLN1_complex
ITGB3


ITGA2b-ITGB3-CD9_complex
ITGB3


ITGA2b-ITGB3-CD9-GP1b-
ITGB3


CD47_complex



ITGA2b-ITGB3-CD47-
ITGB3


FAK_complex



ITGA2B-ITGB3_complex
ITGB3


ITGA2B-ITGB3-
ITGB3


ICAM4_complex



ITGA2B-ITGB3-FN1-
ITGB3


TGM2_complex



ITGA2B-ITGB3-F11R_complex
ITGB3


ITGA2B-ITGB3-CIB1_complex
ITGB3


ITAGV-ITGB3-F11R_complex
ITGB3


INO80_chromatin_remodeling_
INO80C


complex



ING5_complex
MEAF6


ING4_complex_(ING4,_MYST2,_
MEAF6


C1or-1149,_PHF17)



ING4_complex_(ING4 ,_MYST2,_
MEAF6


C1or1149,_PHF16)



ING4_complex_(ING4,_MYST2,_
MEAF6


C1orf149,_PHF15)



IGF1R-CXCR4-GNA12-
IGF1R


GNB1_complex



Histone_H3.1_complex
NASP


HUIC_complex
BARD1


HSP90-CIP1-FKBPL_complex
CDKN1A


HMGB14-IMGB2-HSC70-
GAPDH


ERP60-GAPDH_complex



HES1_promoter-
CDK8


Notch_enhancer_complex



HERP1/HEY2-NCOR-
SIN3A


SIN3A_complex



HBO1_complex
MEAF6


H2AX_complex_I
PARP1


H2AX_complex; _isolateg_from_
SSRP1


cells_without_IR_exposure



G_alpha-13-Flax-1-cortactin-
AKT1


Rac_complex



GAIT_complex
GAPDH


FGFR2-c-Cbl-Lyn-Fyn_complex
LYN


FGFR1c-KL_complex
FGFR1


FGF23-FGFR1c-KL_cornolex
FGFR1


FGF21-FGFR1c-KLB_complex
FGFR1


FE65-ISHZ3-HDACl_complex
ISHZ3


FA_complex_(Fanconi_anemia_
RMI1


complex)



FACT_complex,_UV-activated
SSRP1


FACT_complex
SSRP1


FACT-NEK9_complex
SSRP1


F1F0-
ATP5F1C


ATP_synthase,_mitochondrial



Elongator_holo_complex
ELP2


EcV,_complex_ JECSIT,_MT-
GAPDH


CO2,_GAPDH,_TRAF6,_NDUFAF1)



ETS2-SMARCA4-INI1_complex
SMARCB1


ERBB3-SPG1_complex
ERBB3


EGFR-CBL-GRB2_complex
EGFR


EED-EZH_polycomb_complex
EZH2


EED-EZH2_complex
EZH2


EED-EZH-
EZH2


YY1_polycomb_complex



DRD4-FLHL12-CUL3_complex
CUL3


DNMT3B_complex
SIN3A


DNMT1-G9a_complex
DNMTI


DNMT1-G9a-PCNA_complex
DNMTI


DNA_synthesome_complex_(1
TOP2A


7_subunits)



DNA-PK-Ku_complex
PRKDC


DNA-PK-Ku-elF2-NF90-
PRKDC


NF45_complex



DHX9-ADAR-vigilin-DNA-PK-
PRKDC


Ku_antigen complex



DDN-MAGI2-
MAGI2


SH3KBP1_complex



DDB2_complex
CUL4A


DA_complex
TAF10


DAB_complex
TAF10


CyclinD3-CDK4-CDK6-
CDKN1A


p21_complex



Condensin_I-PARP-1-
PARPI


XRCCI complex



CoREST-F-IDAC_complex
FiMG2013


Cell_cycle_kinase_complex_C
CDKN1A


DK5



Cell_cycle_kinase_complex_C
CDKN1A


DK4



Cell_cycle_kinase_complex_C
CDKN1A


DK2



Cell_cycle_kinase_cornplex_C
CDKN1A


DC2



C_complex_spliceosome
PRPF4B


CUL4B-DDB1-
CUL4B


WDR26_complex



CUL4B-DDB1-TLE3_complex
CUL4B


CUL4B-DDB1-TLE2_complex
CUL4B


CUL4B-DDB1-TLEl_complex
CUL4A


CUL4B-DDB1-
CUL4B


GRWD1_complex



CUL4B-DDB1-DTL-
CUL4B


CSN_complex



CUL4A-DDB1-
CUL4A


WDR61_complex



CUL4A-DDB1-WDR5_compiex
CUL4A


CUL4A-DDB1-
CUL4A


WDR5B_complex



CUL4A-DDB1-
CUL4A


WDR57_complex



CUL4A-DDB1-RBBP5_complex
CUL4A


CUL4A-DDB1-EED_complex
CUL4A


CUL4A-DDB1-DTL_complex
CUL4A


CSA complex
CUL4A


CSA-POLIIa_complex
CUL4A


CS-MAP3K7IP1-
CS


MAP3K7IP2_complex



CNK1-SRC-RAF1_complex
SRC


CHTOP-methylosome_complex
PRMT1


CERF_complex_(CECR2-
SMARCA1


containing_remodeling_factor_complex)



CEP164-TTBK2_complex
TIBK2


CEBPE-E2F1-RB1_complex
RBI


CDK8-CyclinC-
CDK8


Mediator_complex



CD2O-LCK-LYN-FYN-
LYN


p75/80_complex,_(Raji_human_B_cell_



line)



CCDC22-COMMD8-
CUL3


CUL3_complex



CBF-DNA_complex
NFYC


CAS-SRC-FAK_complex
SRC


CAND1-CUL4B-RBXl_complex
CUL4B


CAND1-CUL4A-RBX1_complex
CUL4A


CAND1-CUL3-RBX1_complex
CUL3


CALM1-_
CALM1


KCNC)4(splice_variant_2)_complex



CALM1-
CALM1


KCNQ4(splice_variant_1)_complex



BRMS1-SIN3-HDAC_cornplex
SIN3A


BRCAl_C_complex
BARD1


BRCAl_B_complex
BARD1


BRCA1_k_complex
BARD1


BRCA1-CtIP-CtBP_complex
CTBP1


BRCA1-BARD1-
BARD1


UbcH7c_complex



BRCA1-BARD1-
BARD1


UbcH5c complex



BRCA1-BARD1-
BARD1


POLR2A_complex



BRCA1-BARD1-BRCA2-
BARD1


DNA_damage_complex_III



BRCA1-BARD1-BACH1 -
BARD1


DNA_damage_complex_II



BRCA1-BARD1-BACH1-
BARD1


DNA_damage_complex_I



BRAFT_complex
RMI1


BRAF53-BRCA2_complex
HMG20B


BRAF-RAF1-14-3-3_complex
YWHAZ


BRAF-MAP2K1-MAP2K2-
YWHAE


YWHAE_complex



BMI1-HPH1-HPH2_complex
PHC2


BLM_cornplex_III
RMI1


BLM_complex_II
RMI1


BHC_complex
HMG2013


BARD1-BRCA1-
BARDI


CSTF_complex



BARDI-BRCAI-
BARDI


CSTF64_complex



B-WICH_complex
MYBBP1A


Artemis-DNA-PK_complex
PRKDC


Akt-PHLPP1-PHLPP2-FANCI-
AKTI


FANCD2-USP1-UAFl_complex



AURKA-INPP5E_complex
AURKA


AURKA-HDAC6_cilia-
AURKA


disassembly complex



ASFI-
HIRA


interacting_protein_complex



ASFI-
NASP


histone_containing_complex



ASCOM_complex
KMT2C


ARC92-Allediator_complex
CDK8


ARC-L_complex
CDK8


AR-AKT-APPL_complex
AKTI


AMY-I-S-AKAP84-RII-
PRKAR2B


beta_complex



60S_ribosomal_subunit,_cytoplasmic
RPL27


17S_U2_snRNP
HMG20B
















TABLE 4







Protein complexes with multiple subunits identified as targets (method 3) that upregulate HbF








Complex Name
hits_in_complex





STAGA_complex,_SPT3-linked
TAF6L; TADA1; KAT2A; ATXN7L3; SAP130; TRRAP


NuM/Tip6O_HAT_complex
KAT5; BRD8; MEAF6; EPC1; YEATS4; TRRAP


NuMiTip6O-HAT_complex_A
KAT5; BRD8; MEAF6; EPC1; YEATS4; TRRAP


WINAC_complex
5UPT16H; SMARCB1; SMARCD1; ARID1A; BAZ1B


UTX-MLL2/3_complex
N4BP2; KMT2C; RBBP5; KMT2D; ASH2L


Spliceosome
CDK12; PPM1G; SRSF1; SRSF3; PRPF4B


Nop56p-associated_pre-rRNA_complex
MYBBP1A; FBL; NAP11.1; RPL27; H1FX


LARC_complex_(LCR-
MBD3; GATAD2B; SMARCB1; ARID1A; MTA2


associated_remodeling_.amplex)



BRM-SIN3A_complex
SIN3A; SMARCB1; SMARCD1; SMARCD3; ARID1A


BRG1-SIN3A_complex
SIN3A; SMARCB1; SMARCD1; SMARCD3; ARID1A


ALL-1_supercomplex
SIN3A; MBD3; RBBP5; SMARCB1; MTA2


STAGA_complex
TAF6L; TADA1; KAT2A; TRRAP


SIN3-ING1b_complex_II
SIN3A; SMARCB1; SMARCD1; ARID1A


SAGA_complex,_GCNS-linked
TAF6L; KAT2A; ATXN713; TRRAP


MLL1-WDR5_complex
INO80C; E2F6; RBBP5; ASH2L


BRM-SIN3A-HDAC_complex
SIN3A; SMARCB1; SMARCD1; ARID1A


ASCOM_complex
KMT2C; RBBP5; KMT2D; ASH2L


p300-CBP-p270-SWI/SNF_complex
CREBBP; SMARCB1; ARID1A


USP22-SAGA_complex
KAT2A; ATXN7L3; TRRAP


TFTC_cornplexiTATA-binding_protein-
TAF6L; KAT2A; TRRAP


free TAF-II-containing_complex)



Set1B_complex
CXXC1; RBBP5; ASH2L


Set1A_complex
CXXC1; RBBP5; ASH2L


SNF2h-cohesin-NuRD_complex
BAZ1A; MBD3; MTA2


RNA_polymeraseil_complex,_chromatin_
CREBBP; SMARCB1; SMARCD1


structure_modifying



PTIP-HMT_complex _
KMT2C; RBBP5; ASH2L


PBALcomplex_(Polybromo-_



and BAF_containing_complex)
PBRM1; SMARCD1; SMARCD1


NuA4/Tip6O-HAT_complex_B
KAT5; EPCLTRRAP


NUMAC_complexinucleosornal_methylation_



activator_complex)
SMARCB1; SMARCD1; ARID1A


MeCP1_complex
MBD3; GATAD2B; MTA2


MTA2_complex
SIN3A; MBD3; MTA2


MLL4_complex
RBBP5; KMT2D; ASH2L


MLL3_complex
KMT2C; RBBP5; ASH2L


MLL2_complex
RBBP5; KMT2D; ASH2L


NIBD1-MCAF1-SETDB1_complex
MBD1; ATF7IP; SETDB1


HDAC2-asscociated_core_complex
MBD3; GATAD2A; MTA2


HDAC1-associated_core_complex_cII
MBD3; GATAD2A; MTA2


HCF-1_complex
5IN3B; SIN3A; ASH2L


EBAFa_complex
SMARCB1; SMARCD1; ARID1A


DMAP1-associated_complex
BRD8; EPC1; TRRAP


CEN_complex
SUPT16H; FBL; SSRP1


CDC5L_complex
PRKDC; SFPQ; SRSF1


BAF_complex
SNIARCB1; SMARCD1; ARID1A


Anti-HDAC2_complex
SIN3A; ZMYM3; MTA2


p300-CBP-p270_complex
CREBBP; ARID1A


WRA_complex_(WDR5,_RBBP5,_ASH2L)
RBBP5; ASH2L


WRAD_complex_(WDR5,_RBBP5,_ASH
RBBP5; ASH2L


2L,_DPY30)



Ubiquitin_E3 _ligase_(CSN1,_CSN8,_HRT1,_
SKP1; CUL3


SKP1,_SKP2,_CUL1,_CUL2,_CUL3)



TIP60_histone_acetylase_complex
KAT5; TRRAP


TFTC-
KAT2A; TRRAP


type_histone_acetyl_transferase_complex



SWI-SNF_chromatin_remodeling-
SMARCB1; ARID1A


related-BRCA1_complex



SRC-3_complex
CREBBP; NCOA3


SMAR1-HDAC1-SIN3A-
SIN3B; SIN3A


SIN3B_repressor_complex



SMAR1-HDAC1-SIN3A-SIN3B-p107-
SIN3B; SIN3A


p130_repressor_complex



SKI-NCOR1-SIN3A-HDAC1_complex
SIN3A; NCOR1


SIN3-SAP25_complex
SIN3A; SAP130


SETDB1-containing_HMTase_complex
ATHIP; SEIDB1


SERCA2a-alphaKAP-CaM-
CALM1; CAMK2A


CaMKII_complex



Ribosome,_cytoplasmic
RPL27; RPS4X


Replication-coupled_CAF-1-MBD1-
MBD1; SETDB1


ETDB1_complex



RSmad_complex
CREBBP; NCOA3


RC_complex_during_S-
PARP1; POLD1


phase_of_cell_cycle



RC_complex_during_G2/m-
PARP1; POLD1


phase_of_cell_cycle



Polycomb_repressive_complex_4_(DRC4)
EZH2; EED


Polycomb_repressive_complex_2_(PRC2)
EZH2; EED


PCAF_complex
TAF6L; TRRAP


NIF1-ASH2L-RBBPS-WDR5_complex
RBBB5; ASH2L


NCOR2_complex
SIN3A; NCOR1


NCOR1_complex
SMARCB1; NCOR1


NCOR-SIN3-RPD3_cornplex
SIN3B; SIN3A


NCOR-SIN3-HDAC-HESX1_complex
SIN3B; SIN3A


NCOA6-DNA-PK-Ku-PARPl_complex
PARP1; PRKDC


Multisubunit_ACTR_coactivator_complex
CREBBP; NCOA3


Mi2/NuRD_complex
MBD3; MTA2


Mi-2/NuRD-MTA2_complex
NIBD3; MTA2


Menin-
RBB135; ASH2L


associated_histone_methyltransferase_



complex



MLL1_core_complex
RBBP5; ASH2L


MLL1_complex
RBBP5; ASH2L


MLL-HCF_complex
RBBP5; ASH2L


MBD1-MCAF_complex
MBD1; ATF7IP


Kinase_maturation_complex_1
YWHAE; YWHAZ


INO80_chromatin_remodeling_complex
INO80C; INO80


ING4_complex_(ING4,_MYST2,_C1orf149,_
ING4; MEAF6


PHF17)



ING4_complex_(ING4,_MYST2,_C1orf149,_
ING4; MEAF6


PHF16)



ING4_complex_ING4,_MYST2,_C1orf149,_
ING4; MEAF6


PHF15)



ING2_complex
SIN3A; SAP130


HDAC1-associated_protein_complex
MBD3; MTA2


HBO1_complex
ING4; MEAF6


H2AX_complex,_isolatedirom_cells_
SUPT16H; SSRP1


without_IR_exposure



GCN5-
KAT2A; TRRAP


TRRAP_histone_acetyltransferase_



complex



FIB-associated_protein_complex
FBL; PRMT1


FACT_complex,_UV-activated
SUPT16H; SSRP1


FACT_complex
SUPT16H; SSRP1


FACT-NEK9_complex
SUPT16H; SSRP1


Exosome
EXOSC1; EXOSC9


Emerin_complex_52
HDGF,YWHAE


Emerin _complex_25
YWHAE; SAP130


EED-EZH_polycomb_complex
EZH2; EED


EED-EZH2_complex
EZH2; EED


EED-EZH-YY1_polycomb_complex
EZH2; EED


EBAFI3_complex
SMARCB1; SMARCD1


E2F-6_complex
E2F6; PCGF6


CyclinD3-CDK4-CDK6_complex
CDK4; CDK6


CyclinD3-CDK4-CDK6-p21_complex
CDK4; CDK6


C_complex_spliceosome
SRSH; PRPF4B


BRMS1-SIN3-HDAC_complex
SIN3B; SIN3A


BRCAl-BARD1-BRCA2-



DNA_damage_complex_III
BARD1; BRCA2


BCOR_complex
BCOR; SKP1


B-WICH_complex
MYBBP1A; BAZ1B


ATAC_complex,_YEATS2-linked
A0.18549.1; KAT2A


ATAC_complex,_GCN5-linked
AC118549.1; KAT2A


transcription_factor_IIC_multisubunit_
GTF3C4


complex



snRNP-free_U1A_(SF-A)_complex
SFPQ


p54(nrb)-PSF-matrin3_complex
SFPQ


p400-associated_complex
TRRAP


p34(SEI-1)-CDK4-CyclinD2_complex
CDK4


p27-cyclinE-Cdk2_-



_Ubiquitin_E3_ligase_(SKP1A,_SKP2,_
SKP1


CUL1,_CKS1B,_RBX1)_complex



p21(ras)GAP-Fyn-Lyn-
LYN


Yes_complex,_thrombin_stimulated



p130Cas-ER-alpha-cSrc-kinase-_PI3-
SRC


kinase_p85-subunit_complex



c-MYC-ATPase-helicase_complex
TRRAP


anti-B1-1C110_complex
ZMYM3


Z01-(beta)cadherin-(VE)cadherin-



VEGFR2_complex
KDR


ZNE304-corepressor_complex
SETDB1


XFINA complex_
ZMYM3


WRN-Ku70-Ku8O-PARP1_complex
PARP1


WICH_complex
BAZ1B


Vigilin-DNA-PK-Ku_antigen_complex
PRKDC


VEcad-VEGFR_cornplex
KDR


VEGFR2-S1PR5-ERK1/2-PKC-
KDR


alpha_complex



VEGFR2-S1PR3-ERK1/2-PKC-
KDR


alpha_complex



VEGFR2-S1PR2-ERK1/2-PKC-
KDR


alpha_complex



VEGFR2-S1PR1-ERK1/2-PKC-
KDR


alpha_complex



VEGFA(165)-KDR-NRP1_complex
KDR


Ubiquitin_E3_ligaseiSPOP,_DAXX,_CUL3)
CUL3


Ubiquitin_E3_ligaseiSMAD3,_BIRC,_
SKP1


CULL_SKP1A,_RBX1)



Ubiquitin_E3_ligaseiSKP1A,_SKP2,_
SKP1


CUL1,_RBX1)



Ubiquitin_E3_ligaseiSKP1A,_SKP2,_
SKP1


CUL1,_CKS1B,_RBX1)



Ublquitin_E3 _ligase_(SKP1A,_SKP2,_CUL1)
SKP1


Ublquitin_E3 _ligase_(SKP1A,_FBXW8,_



CUL7,_RBX1)
SKI31


Ubiquitin_E3_ligase_(SKP1A,_FBXVV2,_



Cal)
SKP1


Ubiquitin_E3_ligase_(SKP1A,_BTRC,_
SKP1


CUL1)



Ubiquitin_E3_ligase_(SIAH1,_SIP,_SKP1A,_
SKP1


TBL1X)



Ubiquitin_E3_ligase_(NIPA,_SKPlA,_CUL1,_
SKP1


RBX1)



Ubiquitin_E3_ligase_(NFKBIA,_FBXW11,_
SKP1


BTRC,_CUL1,_SKP1A)



Ubiquitin_E3_ligase_(F12AFY,_SPOP,_
CUL3


CUL3)



Ubiquitin_E3_ligase_(GLMN,_FBXW8,_
SKP1


SKP1A,_RBX1)



Ubiquitin_E3_ligase_(FBXW7,_CUL1,_
SKP1


SKP1A,_RBX1)



Ubiquitin_E3_ligase_(FBXW11,_SKP1A,_
SKP1


CUL1,_RBX1)



Ubiquitin_E3_ligase_(FBXO31,_SKP1A,_
SKP1


CUL1,_RBX1)



Ubiquitin_E3_ligase_(FBXO18,_SKP1A,_
SKP1


CUL1,_RBX1)



Ubiquitin_E3_ligase_(CUL3,_KLHL3,_
CUL3


WNK4)



Ubiquitin_E3_ligase_(CUL3,_KLHL3,_
CUL3


WNK1)



Ubiquitin_E3_ligase_(CUL3,_KLHL3)
CUL3


Ubiquitin_E3_ligase_(CUL1,_RBX1,_SKP1)
SKP1


Ubiquitin_E3_ligase_(CRY2,_SKP1A,_CUL1,_
SKP1


FBXL3)



Ubiquitin_E3 _ligase_(CRY1,_SKP1A,_CUL1,_
SKP1


FBXL3)



Ubiquitin_E3 _ligase_(CDC34,_NEDD8,_
SKP1


BTRC,_CULL_SKP1A,_RBX1)



Ubiquitin_E3 _ligase_(BM11,_SPOP,_CUL3)
CUL3


URI_complex_(Unconventional_prefoldin_
SKP1


RPBS_Interactor)



ULK2-ATG13-RB1CC1_complex
ULK2


Toposome
SSRP1


Ternary_complex_(LRRC7,_CAMK2a,_ACTN4)
CAMK2A


TRRAP-BAF53-HAT_complex
TRRAP


TRIB3-DD1T3_complex
TRIB3


TRBP_containing_complexiDICER,_RPL7A,_
RPL27


EIFG,_MOV10_and_subunits_of_the_



60S_ribosomal_particle)



TNF-alpha/NF-
FBL


kappa_B_signaling_complex_6



TNF-alpha/NF-
SKP1


kappa_B_signaling_complex_S



TNF-alpha/NF-
TBK1


kappa_B_signaling_complex_10



TNF-alpha/NF-



kappa_B_signaling_complex JCHUK,_B
SKP1


TRC,_NEKB2,_PPP6C,_REL,_CUL1,_IKBK



E,_SAPS2,_SAPS1,_ANKRD28,_RELA,_SKP1)



TFIIIC_containing-TOP1-SUB1_complex
GTF3C4


TCF4-CTNNB1-CREBBP_complex
CREBBP


TBPIP/HOP2-MND1_complex
PSMC3IP


Succinyl-CoA_synthetase,_GDP-forming
SUCLG2


Stati-alpha-dimer-CBP_DNA-
CREBBP


protein_complex



Set/TAF-I_beta-1AF-1_alpha-
ANP32A


PP32_complex



SWI/SN F_chromatin-
SIN3A


remodeling_complex



STAGA_core_complex
KAT2A


SRCAP-
YEATS4


associated_chromatin_remodeling_



complex



SRC-1_complex
CREBBP


SNF2H-BAZ1A_complex
BAZ1A


SMAD4-SKI-NCOR..complex
NCOR1


SMAD3-cSKI-SIN3A-HDACl_complex
SIN3A


SMAD3-SMAD4-FOXO1_complex
FOXO1


SMAD3-SKI-NCOR_complex
NCOR1


SMAD2-SKI-NCOR_complex
NCOR1


SMAD1-CBP_complex
CREBBP


SIN3_complex
SIN3A


SIN3-ING1b_complex
SIN3A


SETDB1-DNIV1T3B_complex
SETDB1


SETDB1-DNMT3A_complex
SETDB1


Rap1_complex
PARPI


RNA_polymerase_II_complex,_incomplete_
SMARCB1


KDK8_cornplexLchromatin_structure_



modifying



REST-CoREST-mSIN3A_complex
SIN3A


RAF1-MAP2K1-YWHAE_cornplex
YWHAE


RAD6A-KCMF1-UBR4_complex
UBE2A


Prune/Nm23-H1_complex
NME1


Protein_phosphatase_4_complex
PPP4C


Polycystin-



1_multiprotein_complex_(ACTN1,_CDH1,_
SRC


SRC,_JUP,_VCL,_CTNNB1,_PXN,_BCAR1,_



PKD1,_PTK2,_TLN1)



Phosphorylase_kinase_cornplex
CALM1


Phosphatidylinositol_3-kinase (PIK3CA,_PIK3R1)
PIK3CA


Paf_complex
PAF1


PU.1-SIN3A-HDAC_complex
SIN3A


PSF-p54(nrb)_complex
SFPQ


PRIMTl_complex
PRMT1


PPP4C-PPP4R2-Gernin3-
PPP4C


Gemin4_complex



POLR2A-CCNT1-CDK9-NCL-LEM6-
PPARGC1A


CPSF2_complex



PLC-gamma-2-SLP-76-Lyn-
LYN


Grb2 complex _



PLC-gamma-2-Lyn-FcR-gamma_complex
LYN


PKA_(RII-alpha_and_RII-beta)-AKAP5-



ADRBl_cornplex
PRKAR2B


PGC-1-SRp4O-SRp55-SRp75_complex
PPARGC1A


PCNA_complex
CDK4


PCNA-DNA_polyrnerase_delta_complex
POLD1


P53-BARD1-Ku70_complex
BARD1


OCT2-TLE4_complex
TLE4


NuRD.1_complex
M BD3


Neddylin_ligaseiFBX011,_SKP1,_CUL1,



_RBX1)
SKP1


NK-3-Groucho-HIPK2-SIN3A-RbpA48-



HDAC1_complex
SIN3A


NDPKA-AMPKalphal_complex
NME1


NCOR_complex
NCOR1


NCOR-SIN3-HDAC1_complex_
SIN3A


NCOR-HDAC3_complex_
NCOR1


Mi2/NuRD-BCL6-MTA3_complex
MBD3


MeCP2-SIN3A-HDAC_complex
SIN3A


MTA1_complex
MBD3


MSL_complex_
MSL3


MRN-IRRAP_cornplex_MRE11A-



RAD5O-NBN-TRRAP_complex _
TRRAP


MGC1-DNA-PKcs-Ku_complex
PRKDC


MEP5O-PRMT5-ICLN_complex
CLNS1A


MCM8-ORC2-CDC6_complex
CDC6


MBD1-Suy391-11-HP1_complex _
MBD1


MAP2K1-BRAF-RAF1-YWHAE-



KSR1_complex
YWHAE


MAK-ACTR-AR_complex
NCOA3


MAD1-mSin3A-HDAC2_complex_
SIN3A


Kinase_maturation_complex_2
TBK1


Kaiso-NCOR_complex
NCOR1


JBP1-pICIn_complex
CLNS1A


ITGAV-ITGB3-SLC3A2_complex_
SLC3A2


ITGA2b-ITGB3-CD47-SRC_complex
SRC


ING5_complex
IVIEAF6


IKK-alpha--ER-alpha-AIB1_complex
NCOA3


IGF1R-CXCR4-GNAI2-GNB1_complex
IGF1R


HuCHRAC_complex
BAZ1A


HUIC_complex
BARD1


HIVIGB1-HMGB2-FISC70-ERP60-



GAPDH_complex
GAPDH


HESl_promoter_corepressor_wmplex
CREBBP


HES1_promoter-



Notch_enhancer_complex
SUPT16H


HERP1/HEY2-NCOR-SIN3A_complex
SIN3A


H2AX_complexi
PARP1


GAIT complex
GAPDH


FOXO3-CBP_complex
CREBBP


FOXO1-FHL2-SIRT1_complex
FOX01


FGFR2-c-Cbl-Lyn-Fyn_complex
LYN


FGFR1c-KLOcomplex
FGFR1


FGF23-FGFR1c-KL_complex
FGFR1


FGF21-FGFR1c-KLB_complex
FGFR1


FE65-TSHZ3-HDACl_complex
TSHZ3


FIFO-ATP_synthase,_mitochondrial
ATP5F1C


Ezh2_methyltransferase_complex,_cytosolic
EED


Emerin_cornplex_32
SMARCB1


Emerin_complex_24
SAP130


Elongator_holo_complex
ELP2


Ecsit_complex_( ECSIT,_MT-



0O2,_GAPDH,_TRAF6,_NDUFAF1)
GAPDH


ETS2-SMARCA4-lNI1 complex _
SMARCB1


ESR1-RELA-BCL3-NCOA3_complex
NCOA3


ERBB3-SPG1_complex
ERBB3


DSSi_complex
BRCA2


DRD4-KLHL12-CUL3_complex
CUL3


DNTTIP1-ZNF541-HDAC1-



HDAC2_complex
ZNF541


DNMT3B_complex
SIN3A


DNA_synthesome_complex_(17_subunits)
POLD1


DNA-PK-Ku_complex
PRKDC


DNA-PK-Ku-el F2-NF90-NF45_complex
PRKDC


DHX9-ADAR-vigilin-DNA-PK-



Ku_antigen_complex
PRKDC


DA_complex
TAF3


DAXX-MDM2-USP7_complex
USP7


DAB_complex
TAR


Cytochrome_c_oxidase,_mitochondrial
COX411


Condensini-PARP-1-XRCC1_complex
PARP1


Cell_cycle_kinase_complex_CDK4
CDK4


CUL4A-DDB1-RBBP5_complex
RBBP5


CUL4A-DDB1- EED_complex
EED


CS-MAP3K71P1-MAP3K7IP2_complex
CS


CREBBP-SNIAD3_hexameric_complex
CREBBP


CREBBP-SMAD3-
CREBBP


SMAD4_pentameric_complex



CREBBP-SMADLhexameric_complex
CREBBP


CREBBP-SMAD2-



SMAD4_pentameric...complex
CREBBP


CREBBP-KAT2B-MY0D1_complex
CREBBP


CNK1-SRC-RAF1_complex
SRC


CHTOP-methylosome_complex
PRMT1


CF_IlAm_complex_(Cleavage_factor_11A



m_complex)
SFPQ


CEP164-TTBK2_complex
TTBK2


CDC7-DBF7 complex _
CDC7


CD98-LAT2-ITGB1_complex
SLC3A2


CD20-1_CK-LYN-FYN-



p75/80_complex,_(Raji_human_B_cell_line)
LYN


CCND3-CDK6_complex
CDK6


CCND3-CDK4_complex
CDK4


CCND2-CDK6_complex
CDK6


CCND2-CDK4_complex
CDK4


CCND1-CDK6_complex
CDK6


CCND1-CDK4_complex
CDK4


CCDC22-COMMD8-CUL3_complex
CUL3


CBP-RARA-RXRA-



DNA_complex,_ligand_stimu ed
CREBBP


CAS-SRC-FAK_complex
SRC


CAND1-CUL3-RBX1_complex
CUL3


CALM1-_
CALM1


KCNQ4(splice variant_2)_complex



CALM1-



KCNQ4(splice_variant_1)_complex
CALM1


BRCC complex
BRCA2


BRCA1_C_complex
BARD1


BRCA1_B_complex
BARD1


BRCA1_A_complex
BARD1


BRCA1-IRIS-pre-replication_complex
CDC6


BRCA1-BARD1-UbcH7c_complex
BARD1


BRCA1-BARD1-UbcH5c_complex
BARD1


BRCA1-BARD1-POLR2A_complex
BARD1


BRCA1-BARD1-BACH1-
BARD1


DNA_damage_complex_II



BRCAl-BARD1-BACH1-
BARD1


DNA_damage_complex_I



BRAF53-BRCA2_complex
BRCA2


BRAF-RAFI-14-3-3_complex
YWHAZ


BRAF-MAP2K1-MAP2K2-



YWHAE_complex
YWHAE


BARD1-BRCA1-CSIF_complex
BARD1


BARD1-BRCA1-CSTF64_complex
BARD1


Artemis-DNA-PK_complex
PRKDC


Anti-Sm_protein_complex
CLNSIA


ASF1-histone_containing_complex
CHEK2


ARC_complex
ACAD8


ANKS6-NEK8-INVS-NPHP3_complex
NPHP3


AMY-1-S-AKAP84-RII-beta_complex
PRKAR2B


AJUBA-GF11-HDAC3_complex
GFI1


AJUBA-GF11-HDAC2_complex
GFI1


AJUBA-GF11-HDAC1_complex
GFI1


9b-1-1_complex
HUS1


9-1-1_complex
HUS1


944-RHINO_complex
HUS1


9-1-1-RAD17-RFC_complex
HUS1


9-1-1-POLB_complex
HUS1


9-1-1-LIG1_complex
HUS1


9-1-1-FEN1_complex
HUS1


9-1-1-APE1_complex
HUS1


6S_methyltransferase_complex
CLNS1A


6S_methyltransferase_and_RG-
CLNSIA


containing_Sm_proteins_complex



60S_ribosomal_subunit_cytoplasmic
RPL27


5S-DNA-TFIIIA-TFIIIC2_subcomplex
GTF3C4


5S-DNA-TFIIIA-TFIIIC2-TFIIIB_subcomplex
GTF3C4


40S_ribosomal_subunit,_cytoplasmic
RPS4X


20S_methyltransferase_core_complex
CLNS1A


20S_methylosome_and_RG-



containing_Sm_protein_complex
CLNS1A


20S_methylosorne-SmD_complex
CLNS1A


17S_LI2_snRNP
SRSF1









Molecular Pathway Analysis:

To identify top molecular pathways enriched with multiple targets, the top targets were overlapped with KEGG pathway maps using the clusterProfiler R package. Top pathways are shown in Table 5 derived from hits identified using method 2.









TABLE 5







Molecular pathways associated with targets that upregulate HbF











ID
Description
genelD
p. adjust
qvalue





hsa04922
Glucagon
32/207/801/808/816/817/818/1375/2538/
1.32E−08
7.39E−09



signaling
92579/2645/160287/3945/441531/5563/





pathway
5567/3276/5834




hsa01200
Carbon
35/128/226/275/847/1431/1962/2597/2645/
5.10E−08
2.85E−08



metabolism
3418/3421/5091/5095/441531/25796/






5631/8802/7167




hsa04921
Oxytocin
107/113/114/115/801/808/57172/816/817/
8.08E−08
4.51E−08



signaling
818/1026/29904/1956/5607/4638/85366/





pathway
5563/5567/9475/6714




hsa00010
Glycolysis/
127/128/226/669/2538/92579/130589/2597/
5.57E−07
3.11E−07



Gluconeogenesis
2645/160287/3945/441531/7167




hsa01522
Endocrine
107/113/114/115/207/1026/1027/1956/
5.68E−07
3.18E−07



resistance
3480/5600/5603/5291/5567/5925/6714




hsa04912
GnRH
107/113/114/115/801/808/816/817/818/
2.16E−06
1.20E−06



signaling
1956/5600/5603/5567/6714





pathway





hsa04114
Oocyte
107/113/114/115/6790/801/808/816/817/
2.16E−06
1.20E−06



meiosis
818/286151/3480/5567/6197/7531/7534




hsa00071
Fatty acid
35/37/127/128/1375/1376/1579/10455/
2.69E−06
1.50E−06



degradation
1962/2639




hsa04750
inflammatory
107/113/114/115/801/808/816/817/818/
2.79E−06
1.56E−06



mediator
5600/5603/5291/5567/6714





regulation






of TRP






channels





hsa04015
Rap1
107/113/114/115/207/801/808/1956/2260/
4.14E−06
2.31E−06



signaling
2324/3480/3690/9223/9863/260425/5600/





pathway
5603/5291/23683/6714




hsa04971
Gastric acid
107/113/114/115/801/808/816/817/818/
6.06E−06
3.39E−06



secretion
4638/85366/5567




hsa04611
Platelet
107/113/114/115/207/3690/4067/5600/
7.03E−06
3.93E−06



activation
5603/4638/85366/5291/5567/9475/6714




hsa05214
Glioma
207/801/808/816/817/818/1026/1956/
2.29E−05
1.28E−05




3480/5291/5925




hsa04722
Neurotrophin
207/27018/801/808/816/817/818/51135/
2.34E−05
1.31E−05



signaling
5607/5600/5603/5291/6197/7531





pathway





hsa01230
Biosynthesis
226/445/586/1431/2597/3418/3421/5091/
3.03E−05
1.69E−05



of amino
441531/5631/7167





acids





hsa00280
Valine,
27034/35/316/549/586/1962/11112/3157/
3.44E−05
1.92E−05



leucine and
5095





isoleucine






degradation





hsa04213
Longevity
107/113/114/115/207/847/3480/5291/5563/
3.71E−05
2.07E−05



regulating
5567





pathway-






multiple






species





hsa04925
Aldosterone
107/113/114/115/801/808/57172/816/817/
5.60E−05
3.13E−05



synthesis
818/5567/23683





and






secretion





hsa04914
Progesterone-
107/113/114/115/207/6790/3480/5600/
7.36E−05
4.11E−05



mediated
5603/5291/5567/6197





oocyte






maturation





hsa04066
HIF-1
207/226/816/817/818/1026/1027/1956/
7.77E−05
4.34E−05



signaling
2597/3480/5163/5291





pathway





hsa04012
ErbB
207/816/817/818/1026/1027/1956/2065/
8.70E−05
4.86E−05



signaling
57144/5291/6714





pathway





hsa04714
Thermogenesis
107/113/114/115/8289/509/1375/1376/
0.000164 951
9.22E−05




2260/51780/5600/5603/5563/5567/6197/






6598/6599/7384




hsa04068
FoxO
207/847/1026/1027/1956/2538/92579/
0.000246041
0.000137489



signaling
3480/5600/5603/5291/5563/3276





pathway





hsa05230
Central
207/1956/2260/2322/2645/5163/441531/
0.000302 864
0.000169242



carbon
5291/23410





metabolism






in cancer





hsa04720
Long-term
107/114/801/808/816/817/818/5567/6197
0.000364175
0.000203503



potentiation





hsa05205
Proteoglycans
207/816/817/818/1026/1956/2065/2260/
0.000364175
0.000203503



in cancer
3480/3690/5600/5603/5291/5567/9475/






6714




hsa04020
Calcium
107/113/114/115/801/808/816/817/818/
0.000412694
0.000230615



signaling
1956/2065/80271/4638/85366/5567





pathway





hsa04261
Adrenergic
107/113/114/115/207/801/808/816/817/
0.000508051
0.000283901



signaling in
818/5600/5603/5567





cardiomyocytes





hsa04931
Insulin
32/207/1375/2538/92579/5291/5563/5834/
0.00055397
0.000309561



resistance
6197/10998/57761




hsa04211
Longevity
107/113/114/115/207/847/3480/5291/
0.00055397
0.000309561



regulating
5563/5567





pathway





hsa04973
Carbohydrate
207/2538/92579/8972/5291/6518/6523
0.0007462
0.00041698



digestion






and






absorption





hsa00640
Propanoate
32/1962/160287/3945/5095/8802
0.000899319
0.000502544



metabolism





hsa04713
Circadian
107/113/114/115/801/808/816/817/818/
0.000960425
0.00053669



entrainment
5567




hsa04910
Insulin
32/207/801/808/2538/92579/2645/5291/
0.001081413
0.000604298



signaling
5563/5567/5577/5834





pathway





hsa01212
Fatty acid
35/37/1375/1376/1962/3992/27349
0.001167221
0.000652248



metabolism





hsa05418
Fluid shear
207/445/801/808/3690/5607/5600/5603/
0.001172205
0.000655034



stress and
4258/5291/5563/6714





atherosclerosis





hsa04916
Melanagenesis
107/113/114/115/801/808/816/817/818/
0.001309791
0.000731917




5567




hsa04270
Vascular
107/113/114/115/801/808/1579/4638/
0.001317487
0.000736218



smooth
85366/5567/9475





muscle






contraction





hsa04911
Insulin
107/113/114/115/816/817/818/2645/5567
0.001562467
0.000873113



secretion





hsa04923
Regulation
107/113/114/115/207/5291/5567
0.002165171
0.001209907



of lipolysis






in






adipocytes





hsa04926
Relaxin
107/113/114/115/207/1956/5600/5603/
0.002287353
0.001278183



signaling
5291/5567/6714





pathway





hsa04024
cAMP
107/113/114/115/207/801/808/816/817/
0.002397555
0.001339764



signaling
818/2867/5291/5567/9475





pathway





hsa00480
Glutathione
2729/2880/257202/3418/4258/6241/51060
0.00248655
0.001389495



metabolism





hsa04934
Cushing's
107/113/114/115/816/817/818/1026/1027/
0.00248655
0.001389495



syndrome
1956/5567/5925




hsa04725
Cholinergic
107/113/114/115/207/816/817/818/5291/
0.002502724
0.001398533



synapse
5567




hsa00650
Butanoate
35/622/56898/1962/3157
0.003003088
0.001678139



metabolism





hsa04371
Apelin
107/113/114/115/207/801/808/4638/85366/
0.003058932
0.001709345



signaling
556315567





pathway





hsa04915
Estrogen
107/113/114/115/207/801/808/1956/5291/
0.003058932
0.001709345



signaling
5567/6714





pathway





hsa00310
Lysine
1962/2146/2639158508/93166/9739/9869
0.003065186
0.001712839



degradation





hsa05215
Prostate
207/1026/1027/1956/2260/3480/3645/
0.003271725
0.001828254



cancer
5291/5925




hsa00020
Citrate cycle
1431/3418/3421/5091/8802
0.003771776
0.002107685



(TCA cycle)





hsa00270
Cysteine
262/586/1786/2729/160287/3945
0.003799784
0.002123336



and






methionine






metabolism





hsa04152
AMPK
32/207/1375/29904/2538/92579/3480/
0.003914111
0.002187222



signaling
5210/5291/5563





pathway





hsa01210
2-
586/1431/3418/3421
0.003949829
0.002207182



Oxocarboxylic






acid






metabolism





hsa00052
Galactose
2538/92579/130589/2645/8972
0.004086582
0.0022836



metabolism





hsa04913
Ovarian
107/113/114/115/3480/5567
0.005577474
0.003116717



steroidogenesis





hsa04540
Gap
107/113/114/115/1956/5607/5567/6714
0.006503423
0.003634141



junction





hsa00072
Synthesis
622/56898/3157
0.006781885
0.003789748



and






degradation






of ketone






bodies





hsa00500
Starch and
2538/92579/2645/8972/5834
0.00758873
0.004240616



sucrose






metabolism





hsa04976
Bile
107/113/114/115/5567/10998/6523
0.00758873
0.004240616



secretion





hsa05218
Melanoma
207/1026/1956/2260/3480/5291/5925
0.008097086
0.004524688


hsa04918
Thyroid
107/113/114/115/2880/257202/5567
0.00933362
0.005215668



hormone






synthesis









Consistency Across Two Different CRISPR Libraries:

To gain more confidence on the identified targets, an additional CRISPR library (library 2) with different set of genes and corresponding gRNAs was used. Only the HbF+ and FACs input samples were sequenced with library 2. Hits in library 2 were identified using method 2 (cutoff changed to 1.0) and without the dropout filter. Using this approach, a total of 209 hits were identified (FIG. 61B). Several common hits were identified in both libraries (FIG. 5B and Table 6).









TABLE 6







Hits identified using independent CRISPR libraries









Gene Name
Uniprot ID
Description





TIC2
O00142
thymidine kinase 2, mitochondrial


HIST1H1B
P16401
histone cluster 1 H1 family member b


BMX
P51813
BMX non-receptor tyrosine kinase


G6PC3
Q9BUM1
glucose-6-phosphatase catalytic subunit 3


IDH3G
P51553
isocitrate dehydrogenase 3 (NAD(+)) gamma


PRPS1
P60891
phosphoribosyl pyrophosphate synthetase 1


PDK3
Q15120
pyruvate dehydrogenase kinase 3


MBD3
O95983
methyl-CpG binding domain protein 3


TYRO3
Q06418
TYRO3 protein tyrosine kinase


EPHA5
P54756
EPH receptor A5


BDH2
Q9BUT1
3-hydroxybutyrate dehydrogenase 2


CDKN1B
Q6I9V6
cyclin dependent kinase inhibitor 1B


PRMT2
P55345
protein arginine methyltransferase 2


MAP4K4
O95819
mitogen-activated protein kinase kinase




kinase kinase 4


INO80C
Q6P198
INO80 complex subunit C


SRSF3
P84103
serine and arginine rich splicing factor 3


ADCY7
P51828
adenylate cyclase 7


TADA1
Q96BN2
transcriptional adaptor 1


IKZF1
R9R4D9
1KAROS family zinc finger 1


PARP1
P09874
poly(ADP-ribose) polymerase 1


PKN3
Q6P5Z2
protein kinase N3


MVK
Q03426
mevalonate kinase


CTBP1
X5D8Y5
C-terminal binding protein 1


CUL4A
Q13619
cullin 4A


AKT1
P31749
AKT serine/threonine kinase 1


GLYR1

glyoxylate reductase 1 homolog


ACAD8
Q9UKU7
acyl-CoA dehydrogenase family member 8









Expression Specificity of Hits in Blood Tissue and Erythroid Lineage:

Hits identified using method 2 were prioritized based on their expression in blood tissue, relevant to SCD. This was performed using GTEx gene expression data from 15,598 samples across 31 different tissues (The GTEx Consortium Nature Genetics). A mean Z-score was calculated to identify genes with high blood specific expression. The blood Z-scores for hits were calculated as follows:







Z

g
,
blood


=


mean

i

blood




(



g
i

-

μ
g



σ
g


)






In the above equation, Zg,blood is the mean Z-score of gene “g” in blood tissue, gi is the expression of gene “g” in sample “i”, μg is the mean expression of gene “g” across all samples, and σg, is the standard deviation of gene “g” across all samples. In total, 32 hits were identified that had a Zg,blood greater than 1 (FIG. 7A and Table 7).









TABLE 7







Additional drug targets identified using blood-specific network










Gene
Uniprot




Name
ID
Description
Blood_mean_Zscore





PGAM4
Q8N0Y7
phosphoglycerate mutase family member 4
1.165971631


IKZF2
Q9UKS7
IKAROS family zinc finger 2
1.549012532


USP3
Q9Y6I4
ubiquitin specific peptidase 3
1.198035702


MSL3
Q8N5Y2
MSL complex subunit 3
2.809489699


HIST1H1B
P16401
histone cluster 1 H1 family member b
1.266391878


BMX
P51813
BMX non-receptor tyrosine kinase
1.82329169


NADK
O95544
NAD kinase
2.357039301


HIST1H3D
P68431
histone cluster 1 H3 family member d
1.940003256


PADA
Q9UM07
peptidyl arginine deiminase 4
3.284882803


RRM2
P31350
ribonucleotide reductase regulatory subunit
1.58105877




M2



TPI1
V9HWK1
triosephosphate isomerase 1
1.110545454


PDK3
Q15120
pyruvate dehydrogenase kinase 3
1.461996437


PFKFB4
Q66535
6-phosphofructo-2-kinase/fructose-2,6-
3.170252799




biphosphatase 4



COTL1
Q14019
coactosin like F-actin binding protein 1
3.522557555


LYN
P07948
LYN proto-oncogene, Src family tyrosine kinase
3.60867428


MGAM
O43451
maltase-glucoamylase
2.203722836


PHF12
Q96QT6
PHD finger protein 12
1.445134764


SIRT7
Q9NRC8
sirtuin 7
1.011603642


PHC2
Q8IXK0
polyhomeotic homolog 2
1.528946092


FFAR2
O15552
free fatty acid receptor 2
3.013584729


FES
P07332
FES proto-oncogene, tyrosine kinase
1.938512739


ADCY7
P51828
adenylate cyclase 7
1.667462363


IKZF3
Q9UKT9
IKAROS family zinc finger 3
2.223300296


IKZE1
R9R4D9
IKAROS family zinc finger 1
2.970394101


TPK1
Q9H3S4
thiamin pyrophosphokinase 1
1.798433907


STK17A
Q9UEE5
serine/threonine kinase 17a
2.137292947


APOBEC3G
Q9HC16
apolipoprotein B mRNA editing enzyme
2.766529254




catalytic subunit 3G



APOBEC3H
M4W6S4
apolipoprotein B mRNA editing enzyme
2.353495477




catalytic subunit 3H



MAST3
O60307
microtubule associated serine/threonine kinase
1.933987547




3



IRAK4
Q9NWZ3
interleukin 1 receptor associated kinase 4
1.511622129


GAPDH
V9HVZ4
glyceraldehyde-3-phosphate dehydrogenase
1.124617068


BPGM
P07738
bisphosphoglycerate mutase
1.876857003









Blood tissue is heterogeneous with many different cell-types, which are not all relevant to SCD. To focus on erythroid lineage, which is primarily affected in SCD, hits were overlapped with lineage specific modules identified by DMAP project (Novershtern et al, Cell). Many hits were identified that were expressed in progenitor and late erythroid lineages (Table 8) (FIGS. 7B and 7C).









TABLE 8







Hits with specific induction pattern in erythroid lineage










Hit
Induction_pattern







AKT1
Earlt Mye, T/B-cell and GRANs



ROCK2
Earlt Mye, T/B-cell and GRANs



TTBK2
Earlt Mye, T/B-cell and GRANs



TBK1
Earlt Mye, T/B-cell and GRANs



SUCLG1
Earlt Mye, T/B-cell and GRANs



TAF5L
Earlt Mye, T/B-cell and GRANs



PGLS
Earlt Mye, T/B-cell and GRANs



SETDB1
Earlt Mye, T/B-cell and GRANs



ADCY7
Earlt Mye, T/B-cell and GRANs



NAP1L1
Earlt Mye, T/B-cell and GRANs



RPL27
Earlt Mye, T/B-cell and GRANs



HMGN2
Earlt Mye, T/B-cell and GRANs



DGUOK
Earlt Mye, T/B-cell and GRANs



SPEN
Earlt Mye, T/B-cell and GRANs



ARID4A
Earlt Mye, T/B-cell and GRANs



PRPF4B
Earlt Mye, T/B-cell and GRANs



MYBBP1A
Earlt Mye, T/B-cell and GRANs



FBL
Earlt Mye, T/B-cell and GRANs



PARP1
Earlt Mye, T/B-cell and GRANs



ADH5
Earlt Mye, T/B-cell and GRANs



SMARCC1
Earlt Mye, T/B-cell and GRANs



CTBP1
Earlt Mye, T/B-cell and GRANs



EXOSC9
Earlt Mye, T/B-cell and GRANs



ARID1A
Earlt Mye, T/B-cell and GRANs



MTF2
Earlt Mye, T/B-cell and GRANs



PRKDC
Earlt Mye, T/B-cell and GRANs



RNF8
Earlt Mye, T/B-cell and GRANs



YEATS2
Earlt Mye, T/B-cell and GRANs



ACACB
Earlt Mye, T/B-cell and GRANs



LDHB
Earlt Mye, T/B-cell and GRANs



PRKACB
Earlt Mye, T/B-cell and GRANs



BDH2
Earlt Mye, T/B-cell and GRANs



PRKD3
Earlt Mye, T/B-cell and GRANs



HMG20A
Earlt Mye, T/B-cell and GRANs



PIK3C2A
Earlt Mye, T/B-cell and GRANs



CHD1
Earlt Mye, T/B-cell and GRANs



SRP72
Earlt Mye, T/B-cell and GRANs



CS
Earlt Mye, T/B-cell and GRANs



HLTF
Earlt Mye, T/B-cell and GRANs



NASP
Earlt Mye, T/B-cell and GRANs



HMGCS1
Earlt Mye, T/B-cell and GRANs



EHHADH
HSC, Early Mye



MAGI2
HSC, Early Mye



HIST1H3D
HSC, Early Mye



EZH2
HSC, Early Mye



NME7
HSC, Early Mye



IKZF2
HSC, Early Mye



IGF1R
HSC, Early Mye



IDH2
HSC, Early Mye



SSRP1
HSC, Early Mye



DTYMK
HSC, Early Mye



GAPDH
HSC, Early Mye



PCCA
HSC, Early Mye



ALDOA
HSC, Early Mye



USP46
HSC, Early Mye



TPI1
HSC, Early Mye



PIK3CB
HSC, Early Mye



G6PC3
HSC, Early Mye



MGST2
HSC, Early Mye



FLT3
HSC, Early Mye



CDKN1C
HSC, Early Mye



MYLK
HSC, Early Mye



BCAT1
HSC, Early Mye



SMARCA1
HSC, Early Mye



FADS1
HSC, Early Mye



CUL3
Late ERY, T/B-cell and GRANs



SAP130
Late ERY, T/B-cell and GRANs



PRPS1
Late ERY, T/B-cell and GRANs



NAP1L4
Late ERY, T/B-cell and GRANs



GCLC
Late ERY, T/B-cell and GRANs



CUL4A
Late ERY, T/B-cell and GRANs



GCDH
Late ERY, T/B-cell and GRANs



NEK1
Late ERY, T/B-cell and GRANs



HIRA
Late ERY, T/B-cell and GRANs



MST1
Late ERY, T/B-cell and GRANs



SPOP
Late ERY, T/B-cell and GRANs



GOLGA5
Late ERY, T/B-cell and GRANs



AUH
Late ERY, T/B-cell and GRANs



MAST3
Late ERY, T/B-cell and GRANs



CDKN1B
Late ERY, T/B-cell and GRANs



UBR2
Late ERY, T/B-cell and GRANs



MAP4K4
Late ERY, T/B-cell and GRANs



TAF10
Late ERY, T/B-cell and GRANs



HDGF
Late ERY, T/B-cell and GRANs



YWHAE
Late ERY, T/B-cell and GRANs



AMD1
Late ERY, T/B-cell and GRANs



EID1
Late ERY, T/B-cell and GRANs



HIF1AN
Late ERY, T/B-cell and GRANs



CDK8
Late ERY, T/B-cell and GRANs



DCK
Late ERY, T/B-cell and GRANs



FXR2
Late ERY, T/B-cell and GRANs



UQCRC1
Late ERY, T/B-cell and GRANs



TESK2
Late ERY, T/B-cell and GRANs



ADCK2
Late ERY, T/B-cell and GRANs



USP21
Late ERY, T/B-cell and GRANs



CAMK2D
Late ERY, T/B-cell and GRANs



FGFR1
Late ERY, T/B-cell and GRANs



PHC2
Late ERY



UBE2H
Late ERY



BPGM
Late ERY



SIRT2
Late ERY



SIRT3
Late ERY



NFYC
Late ERY



CPT2
Late ERY



ITGB3
MYE



AURKA
MYE



RRM2
MYE



PRKAR2B
MYE



TOP2A
MYE



WRB
MYE



CAT
MYE



RMI1
MYE










Table 9 provides a list of various components of complexes and pathways identified herein as targets for increasing expression of HbF. Any of these may be targeted according to any of the methods disclosed herein.









TABLE 9







Complexes associated with hits and the other complex subunits within hits









ComplexName
hit_members
other_members





ALL-1
SIN3A; MBD3;
SAP18; CHD3; WDR5; KDM1A; HDAC1; HDAC2; KMT2A;


supercornplex
SMARCB1; SMARCC1;
CPSF2; RAN; RBBP4; RBBP5; RBBP7; SMARCA2; SMARCC2;



MTA2
TAF1; TAF6; TAF9; TAF12; TBP; SYMPK; SMARCA5;




SAP30; EFTUD2


Anti-HDAC2
HMG20B; SIN3A;
CHD3; CHD4; KDM1A; RCOR1; GSE1; GTF2I; HDAC1;


complex
MTA2
HDAC2; PHF21A; RBBP4; RBBP7; ZMYM2; MTA1; ZMYM3


BAF complex
SMARCB1; SMARCC1;
ACTL6B; ARID1B; ACTB; SMARCA2; SMARCA4; SMARCC2;



ARID1A
SMARCD1; SMARCE1; ACTG1; ACTL6A


BRG1-SIN3A
SIN3A; SMARCB1;
PRMT5; HDAC2; RBBP4; SMARCA4; SMARCC2; SMARCD1;


complex
SMARCC1;
SMARCD2; SMARCD3; SMARCE1; ACTL6A



ARID1A



BRM-SIN3A
SIN3A; SMARCB1;
PRMT5; HDAC1; HDAC2; RBBP4; SMARCA2; SMARCC2;


complex
SMARCC1; ARID1A
SMARCD1; SMARCD2; SMARCD3; SMARCE1; ACTL6A


BRM-SIN3A-
SIN3A; SMARCB1;
PRMTS; HDAC2; SMARCA2; SMARCC2; SMARCD1;


HDAC complex
SMARCC1; ARID1A
SMARCD2; SMARCE1; ACTL6A


EBAFa complex
SMARCB1; SMARCC1;
MLLT1; SMARCA4; SMARCC2; SMARCD1; SMARCD2;



ARID1A
SMARCE1; ACTL6A


GCN5-TRRAP
TADA3; TAF5L;
KAT2A; MSH6; MSH2; BRCA1; TAF9; TRRAP; SUPT3H


histone
TAF10



acetyltransferase




complex




ING2 complex
SIN3A; ARID4A;
BRMS1; HDAC1; HDAC2; ING2; RBBP4; RBBP7; SUDS3;



SAP130
BRMS1L; SAP30


Kinase
MAP2K5; YWHAE;
YWHAQ; CDC37; MARK2; HSPA4; HSP90AA1; HSP90AB1;


maturation
YWHAZ
MAP3K3; PFDN2; YWHAB; YWHAG; YWHAH; PDRG1;


complex 1

TRAF7


LARC complex




(LCR-associated
MBD3; SMARCB1;
CHD4; HDAC1; HDAC2; HNRNPC; GATAD2B; RBBP4;


remodeling
SMARCC1; ARID1A;
DPF2; ACTB; SMARCA4; SMARCC2; SMARCD2; SMARCE1;


complex)
MTA2
ACTL6A; MBD2


LSD1 complex
HMG20B; HMG20A;
PHF21B; KDM1A; RCOR1; HDAC1; HSPA1A; HSPA1B;



CTBP1
PHF21A; RCOR3; RREB1; ZMYM2; ZNF217


MTA2 complex
SIN3A; MBD3; MTA2
CHD4; HDAC1; HDAC2; RBBP4; RBBP7


NUMAC
SMARCB1; SMARCC1;
CARM1; SCYL1; ACTB; SMARCA4; SMARCC2; SMARCD1;


complex
ARID1A
SMARCE1


(nucleosomal




methylation




activator




complex)




PCAF complex
TADA3; TAF6L;
TADA2A; TAF9; TAF12; TRRAP; SUPT3H; KAT2B



TAF5L; TAF10



RNA
CDK8; SMARCB1;
DRAP1; CREBBP; ERCC3; GTF2B; GTF2E1; GTF2F1; GTF2H1;


polymerase II
SMARCC1
GTF2H3; POLR2A; PCSK4; SMARCA2; SMARCA4; SMARCC2;


complex,

SMARCD1; SMARCE1; TBP; ACTL6A; KAT2B; CCNC;


chromatin

MED21


structure




modifying




RNA
CDK8; SMARCB1;
GTF2F1; SMARCC2; CCNC; CCNH; MED21


polymerase II
SMARCC1



complex,




incomplete




(CDK8




complex),




chromatin




structure




modifying




SAGA complex,
TADA3; TAF6L;
ADA; SGF29; ATXN7L2; ATXN7L1; USP22; KAT2A; TAF9B;


GCN5-linked
TAF5L; ATXN7L3;
SUPT20H; TAF9; TAF12; TRRAP; SUPT3H; TADA2B; SUPT7L



TAF10



SIN3-ING1b
SIN3A; SMARCB1;
SAP18; HDAC1; HDAC2; ING1; ARID4B; RBBP4; RBBP7;


complex II
SMARCC1; ARID1A
SMARCA4; SMARCC2; SMARCD1; ACTL6A; SAP30


STAGA complex
TADA3; TAF6L;
SF3B3; KAT2A; ATXN7; TAF9; TAF12; TRRAP; SUPT3H;



TADA1; TAF5L;
SUPT7L



TAF10



STAGA
TADA3; TAF6L;
SGF29; USP22; KAT2A; SUPT20H; ENY2; ATXN7; TAF9;


complex, SPT3-
TADA1; TAF5L;
TAF12; TRRAP; SUPT3H; TADA2B; SUPT7L


linked
ATXN7L3; TAF10;




SAP130



SWI-SNF
SMARCB1; SMARCC1;
SMARCA2; SMARCA4; SMARCC2; SMARCD2; SMARCE1;


chromatin
ARID1A
BRCA1; ACTL6A


remodeling-.




related-BRCA1




complex




TFTC complex
TADA3; TAF6L;
SF3B3; KAT2A; ATXN7; TAF2; TAF4; TAF5; TAF6; TAF7;


(TATA-binding
TAF5L; TAF10
TAF9; TAF12; TAF13; TRRAP; SUPT3H


protein-free




TAF-II-




containing




complex)




USP22-SAGA
TADA3; ATXN7L3;
USP22; KAT2A; TAF9B; TRRAP; TADA2B


complex
TAF10



WINAC complex
SMARCB1; SMARCC1;
CHAF1A; SUPT16H; SMARCA2; SMARCA4; SMARCC2;



ARID1A
SMARCD1; SMARCE1; TOP2B; VDR; ACTL6A; BAZ1B


p300-CBP-
SMARCB1; SMARCC1;
CREBBP; EP300; SMARCA4; SMARCC2


p270-SWI/SNF
ARID1A



complex









Example 4
SPOP and CUL3 Genetic Validation in Primary CD34+ Cells

SPOP and CUL3 were identified using pooled CRISPR screening in the HUDEP2 model as regulators of fetal hemoglobin expression. To further investigate the role of SPOP and CUL3 in fetal hemoglobin regulation, primary CD34+ cells from a healthy donor were used with CRISPR Cas9- and shRNA-mediated genetic perturbation approaches. The impact on HbF levels was studied in differentiated CD34+ cells using HbF immunocytochemistry (ICC) (FIG. 8A).


HbF levels were determined by HbF ICC using CRISPR Cas9-RNP-based loss of function. Cas9-RNP complexes were electroporated into proliferating CD34+ cells. Cells were then differentiated for 7 days down the erythroid lineage and HbF levels were quantified using HbF ICC. Non-target guide RNAs were used as negative controls and guide RNAs targeting BCL11A were used as positive controls in this experimental design. Genetically perturbing SPOP and CUL3 using either CRISPR-Cas9 or shRNA led to elevated HbF levels, as measured by percent F cells within the population of differentiated erythroid cells or mean HbF levels per cell. The gRNAs used for SPOP were TAACTTTAGCTTTTGCCGGG (SEQ ID NO: 91), CGGGCATATAGGTTTGUGCA (SEQ ID NO: 92), GTTGCGAGTAAACCCCAAA (SEQ ID NO: 93) and the gRNAs used for CUL3 were GAGCATCTCAAACACAACGA (SEQ ID NO: 94), CGAGATCAAGTTGTACGTTA (SEQ ID NO: 95), TCATCTACGGCAAACTCTAT (SEQ ID NO: 96) using the CRISPR Cas9-RNA method via electroporation. The Cas9-gRNA complexes were made independently and the three complexes per target were pooled for the cellular assay. The shRNAs used for SPOP were CCGGCACAGATCAAGGTAGTGAAATCTCGAGATTTCACTACCTTGATCTGTGTTT TTTG (SPOP shRNA #2) (SEQ ID NO: 97), CCGGCAAGGTAGTGAAATTCTCCTACTCGAGTAGGAGAATTCACTACCTTGTTT TTTG (SPOP shRNA #4) (SEQ ID NO: 98), CCGGCAGATGAGTTAGGAGGACTGTCTCGAGACAGTCCTCCTAACTCATCTGTTT TTTG (SPOP shRNA #1) (SEQ ID NO: 99), and CCGGCACAAGGCTATCTTAGCAGCTCTCGAGAGCTGCTAAGATAGCCTTGTGTTT TTTG (SPOP shRNA #3) (SEQ ID NO: 100). The shRNAs used for CUL3 were CCGGGACTATATCCAGGGCTTATTGCTCGAGCAATAAGCCCTGGATATAGTCTTT TTG (CUL3 shRNA #1) (SEQ ID NO: 101), CCGGCGTAAGAATAACAGTGGTCTTCTCGAGAAGACCACTGTTATTCTTACGTTT TTG (CUL3 shRNA #3) (SEQ ID NO: 102), and CCGGCGTGTGCCAAATGGTTTGAAACTCGAGTTTCAAACCATTTGGCACACGTTT TTG (CUL3 shRNA #2) (SEQ ID NO: 103). HbF ICC allows for the quantification of percent F cell and HbF intensity on a per-cell basis. An F cell is an erythroid cell that has a detectable level of HbF beyond a defined threshold and the percent F cells is defined as the percent of cells among a population of cells that are defined as F cells. The percent F cells and mean HbF intensity cells were quantified for negative control, sgBCL11A, sgSPOP and sgCUL3. HbF levels determined by HbF ICC using shRNA-based loss of function. shRNA vectors were electroporated into proliferating CD34+ cells. Cells were then differentiated for 7 days down the erythroid lineage and HbF levels were quantified using ICC. The percent F cells (FIG. 8B and FIG. 8D) and mean HbF intensity (FIG. 8C and FIG. 8E) were quantified for individual shRNA constructs for negative control. shBCL11A, shSPOP and shCUL3.


Methods
Cell Culture

Human Mobilized Peripheral Blood Primary CD34+ cells were expanded from thaw by seeding 100,000 viable cells/mL in a culture flask containing CD34+ Phase 1 Media comprised of IMDM, 100 ng/mL hSCF, 5 ng/mL IL-3, 3 IU/mL EPO, 250 ug/mL transferrin, 2.5% normal human serum, 1% pen/strep, 10 ng/mL heparin, 10 ug/mL insulin. The cells were supplemented by adding an additional 1× culture volume of CD34+ Phase 1 Media on Day 3 after thaw. After 5 days of expansion, Primary CD34+ cells were transfected with RNP complex.


Cas9-gRNA RNP Preparation and Nucleofection

TE buffer was used to resuspend lyophilized crRNA and tracrRNA. The crRNA and tracrRNA were added to annealing buffer and annealed in thermocycler. Multiple sgrRNAs per gene were pooled into a microcentrifuge tube. Each sgRNA was mixed with TrueCut Cas9 v2 and incubated for 10 minutes to generate RNP complex. After counting, 144,000 CD34+ cells were added to the transfection cuvette and combined with transfection solution (β3, RNP complex, glycerol). The cells were transfected using an Amaxa Nucleofector and then transferred to a 12-well plate with 1 mL of prewarmed Phase 1 media.


In Vitro Differentiation

The day after transfection, the cells are supplemented with an additional 0.5 mL of Phase 1 media. On the 5th day post transfection the cells were differentiated towards erythroid lineage by complete medium exchange into CD34+ Phase 2 Media comprised of IMDM, 100 ng/mL hSCF, 5 ng/mL IL-3, 3 IU/mL EPO, 250 ug/mL transferrin, 2.5% normal human serum, 1% pen/strep, 10 ng/mL heparin, 10 ug/mL insulin. Two days after changing to Phase 2 media the cells were centrifuged, and 1 mL of Phase 2 media exchanged with fresh Phase 2 media. After another 2 days, the cells were harvested for HbF analysis by ICC.


HbF ICC Protocol

To collect the CD34+ cells, 40 uL from each well were transferred to a 384-well plate in duplicate and the plate was centrifuged. First the plate was washed with 25 μL of PBS. Then the plate was fixed with 25 μL of 4% paraformaldehyde for 10 minutes at room temperature. The cells were then washed three times with 25 μL of PBS. Next the cells were permeabilized and blocked for 1 hour at room temperature in 25 μL of Perm/Block buffer comprised of 1×PBS, 1% bovine serum albumin, 10% fetal bovine serum, 0.3M glycine, and 0.1% tween-20. Then the cells were washed three times with 25 μL of 0.1% tween in PBS. After washing, the cells were incubated overnight at 4° C. with 25 μL of HbF-488 Primary Antibody (ThermoFisher MHFH01-4) diluted 1:40 in 0.1% tween and Hoescht diluted 1:2000 in 0.1% tween. The next day the cells were again washed three times with 25 μL of 0.1% tween in PBS and foil sealed for imaging on the ThermoFisher CellInsight CX7.


The plates were then scanned on the CX7 at 10× magnification, and 9 images were acquired per well. The software algorithm then identified nuclei and calculated a total nuclei count using the Hoechst staining on channel 1. After nuclei were identified, the algorithm calculated the average nuclear intensity of the HbF staining on channel 2.


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All publications and patent applications described herein are hereby incorporated by reference in their entireties.


While the present invention has been described in conjunction with the specific embodiments set forth above, many alternatives, modifications and other variations thereof will be apparent to those of ordinary skill in the art. All such alternatives, modifications and variations are intended to fall within the spirit and scope of the present invention.

Claims
  • 1. A method for increasing expression of a fetal hemoglobin (HbF) in a cell, optionally a eukaryotic cell, comprising contacting a cell with an inhibitor of a target protein or target protein complex that functions to regulate HbF expression, optionally wherein the target protein is Cullin 3 (CUL3) or Speckle-type POZ protein (SPOP).
  • 2. The method of claim 1, wherein the target protein is CUL3.
  • 3. The method of claim 1 wherein the target protein is SPOP.
  • 4. The method of any one of claims 1-3, wherein the HbF comprises hemoglobin gamma and hemoglobin alpha.
  • 5. The method of claim 4, wherein the hemoglobin gamma comprises hemoglobin gamma G1 (HBG1) and/or or hemoglobin gamma G2 (HBG2).
  • 6. The method of any one of claims 1-5, wherein the target protein or protein complex regulates HbF expression via a molecular signaling pathway listed in Table 5.
  • 7. The method of claim 6, wherein the molecular signaling pathway is selected from the group consisting of: glucagon signaling pathway, carbon metabolism, oxytocin signaling, glycolysis, gluconeogenesis, endocrine resistance, Gonadotropin-releasing hormone (GnRH) signaling, oocyte meiosis, fatty acid degradation, and inflammatory mediator regulation of Transient Receptor Potential (TRP) channels.
  • 8. The method of any one of claims 1-7, wherein the target protein is selected from those listed in Table 1 or Table 2.
  • 9. The method of any one of claims 1-8, wherein the target protein is permanently or transiently associated with a multi-protein complex that regulates HbF expression.
  • 10. The method of claim 9, wherein the multi-protein complex is selected from those listed in Table 3 or Table 4.
  • 11. The method of claim 9 or claim 10, wherein CUL3 is permanently or transiently associated with the multi-protein complex.
  • 12. The method of claim 11, wherein the multi-protein complex is selected from D(4) dopamine receptor (DRD4)-Kelch like protein 12 (KLH12)-CUL3, ubiquitin E3 ligase, coiled coil domain containing protein 22 (CCDC22)-COMM domain containing protein 8 (COMMD8)-CUL3, or Cullin associated NEDD8 dissociated protein (CAND1)-CUL3-E3 ubiquitin protein ligase RBX1 (RBX).
  • 13. The method of claim 9 or claim 10, wherein SPOP is permanently or transiently associated with the multi-protein complex.
  • 14. The method of claim 13, wherein the multi-protein complex is a ubiquitin E3 ligase complex.
  • 15. The method of any one of claims 1-14, wherein the inhibitor targets or binds a nucleotide sequence encoding the target protein or a protein in the protein complex, thereby inhibiting or preventing the expression of the target protein or a protein in the protein complex.
  • 16. The method of claim 15, wherein the nucleotide sequence encoding the target protein or the protein in the protein complex is DNA.
  • 17. The method of claim 15, wherein the nucleotide sequence encoding the target protein or the protein in the protein complex is RNA.
  • 18. The method of claim 17, wherein the nucleotide sequence encodes CUL3, and optionally comprises or consists of a nucleic acid encoding the amino acid sequence of SEQ ID NO: 108 or an antisense sequence thereof.
  • 19. The method of claim 17, wherein the nucleotide sequence encodes SPOP, and optionally comprises or consists of a nucleic acid encoding the amino acid sequence of SEQ ID NO: 109 or an antisense sequence thereof.
  • 20. The method of any one of claims 1-19, wherein the inhibitor is selected from the group consisting of: a small molecule, a nucleic acid, a polypeptide, and a nucleoprotein complex.
  • 21. The method of claim 20, wherein the nucleic acid is selected from the group consisting of: DNA, RNA, shRNA, siRNA, microRNA, gRNA, and antisense oligonucleotide.
  • 22. The method of claim 20, wherein the polypeptide is selected from the group consisting of: a protein, a peptide, a protein mimetic, a peptidomimetic, an antibody or functional fragment thereof, and an antibody-drug conjugate or a functional fragment thereof.
  • 23. The method of claim 20, wherein the nucleoprotein complex is a ribonucleoprotein complex (RNP) comprising: a) a first sequence comprising a guide RNA (gRNA) that specifically binds a target sequence, wherein the target sequence comprises a regulator of HbF expression andb) a second sequence encoding a CRISPR-Cas proteinwherein the CRISPR-Cas protein comprises a DNA-nuclease activity.
  • 24. The method of any one of claims 1-23, wherein the cell is a blood cell.
  • 25. The method of claim 24, wherein the blood cell is an erythrocyte.
  • 26. The methods of any one of claims 1-25, wherein the contacting a cell occurs in vitro, in vivo, ex vivo, or in situ.
  • 27. A pharmaceutical composition for increasing expression of fetal hemoglobin (HbF) in a subject in need thereof, comprising: an inhibitor of a target protein or protein complex that functions to regulate HbF expression, anda diluent, excipient, and carrier
  • 28. The pharmaceutical composition of claim 27, wherein the inhibitor is a small molecule.
  • 29. The pharmaceutical composition of claim 28, wherein the small molecule inhibitor targets CUL3.
  • 30. The pharmaceutical composition of claim 29, wherein the CUL3 small molecule inhibitor is selected from the group consisting of: MLN4924, suramin, and DI-591.
  • 31. The pharmaceutical composition of claim 27, wherein the inhibitor is a nucleic acid.
  • 32. The pharmaceutical composition of claim 31, wherein the nucleic acid is selected from DNA, RNA, shRNA, siRNA, microRNA, gRNA, and antisense oligonucleotide.
  • 33. The pharmaceutical composition of claim 27, wherein the inhibitor is a polypeptide.
  • 34. The pharmaceutical composition of claim 33, wherein the polypeptide is selected from a protein, a peptide, a protein mimetic, a peptidomimetic, an antibody or functional fragment thereof, and an antibody-drug conjugate or a functional fragment thereof.
  • 35. The pharmaceutical composition of any one of claims 33-34, wherein the polypeptide specifically binds a regulator of HbF expression.
  • 36. The pharmaceutical composition of claim 27, wherein the inhibitor is a ribonucleoprotein (RNP) complex comprising: a) a first sequence comprising a guide RNA (gRNA) that specifically binds a target sequence, wherein the target sequence comprises a regulator of HbF expression andb) a second sequence encoding a CRISPR-Cas proteinwherein the CRISPR-Cas protein comprises a DNA-nuclease activity.
  • 37. The pharmaceutical composition of claim 36, wherein the gRNA binds a gene encoding the regulator of HbF expression.
  • 38. The pharmaceutical composition of claim 36, wherein the target sequence is listed in any one of Tables 1, 3-4, and 6-7.
  • 39. The pharmaceutical composition of claim 38, wherein the target sequence is CUL3.
  • 40. The pharmaceutical composition of claim 38, wherein the target sequence is SPOP.
  • 41. The pharmaceutical composition of claim 37, wherein the gRNA comprises any one of the sequences disclosed in Table 2 or a fragment thereof, or an antisense sequence of any of the foregoing.
  • 42. The pharmaceutical composition of claim 41, wherein the gRNA binds a gene encoding CUL3, and optionally comprises or consists of GAGCATCTCAAACACAACGA (SEQ ID NO: 94), CGAGATCAAGTTGTACGTTA (SEQ ID NO: 95), or TCATCTACGGCAAACTCTAT (SEQ ID NO: 96).
  • 43. The pharmaceutical composition of claim 41, wherein the gRNA binds a gene encoding SPOP, and optionally comprises or consists of TAACTTTAGCTTTTGCCGGG (SEQ ID NO: 91), CGGGCATATAGGTTTGTGCA (SEQ ID NO: 92), or GTTTGCGAGTAAACCCCAAA (SEQ ID NO: 93).
  • 44. The pharmaceutical composition of claim 36 or claim 37, wherein the first sequence comprising the gRNA comprises a sequence encoding a promoter capable of expressing the gRNA in a eukaryotic cell.
  • 45. The pharmaceutical composition of claim 36 or claim 37, wherein the second sequence comprising the CRISPR-Cas protein comprises a sequence capable of expressing the CRISPR-Cas protein in a eukaryotic cell.
  • 46. The method of any of claims 1-26 or the pharmaceutical composition of claim 44 or claim 45, wherein the eukaryotic cell is a mammalian cell.
  • 47. The method of any of claims 1-26 or the pharmaceutical composition of any one of claims 44-46, wherein the eukaryotic cell is a blood cell.
  • 48. The method of any of claims 1-26 or the pharmaceutical composition of any one of claims 44-46, wherein the eukaryotic cell is an erythrocyte.
  • 49. The method of any one of claims 1-26, wherein the inhibitor is delivered via a vector.
  • 50. The method of claim 49, wherein the vector is a viral vector.
  • 51. The method of claim 50, wherein the viral vector comprises a sequence isolated or derived from an adeno-associated virus (AAV).
  • 52. A method of treating a disease or disorder associated with a defect in a hemoglobin protein activity or expression, comprising providing to a subject in need thereof the composition of any one of claims 27-51.
  • 53. The method of claim 52, wherein the disease or disorder is a blood disorder.
  • 54. The method of claim 53, wherein the blood disorder is selected from a group consisting of: Sickle cell disease, β-thalassemia, β-thalessemia intermedia, β-thalessemia major, β-thalessemia minor, and Cooley's anemia.
  • 55. The method of any one of claims 52-54, wherein the hemoglobin protein is selected from hemoglobin-alpha and hemoglobin-beta.
  • 56. The method of any one of claims 52-55, wherein the defect in the hemoglobin protein activity or expression results from a mutation, substitution, deletion, insertion, frameshift, inversion, or transposition to a nucleotide sequence which encodes the hemoglobin protein.
CROSS REFERENCE TO RELATED APPLICATIONS

This application claims the benefit of, and priority to, U.S. Provisional Application No. 62/769,796, filed on Nov. 20, 2018, the contents of which is incorporated herein by reference in their entireties.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2019/062461 11/20/2019 WO 00
Provisional Applications (1)
Number Date Country
62769796 Nov 2018 US