Neural-Derived Human Exosomes for Autism and Co-Morbidities Thereof

Information

  • Patent Application
  • 20210284961
  • Publication Number
    20210284961
  • Date Filed
    November 11, 2020
    4 years ago
  • Date Published
    September 16, 2021
    3 years ago
Abstract
Methods for using gene expression changes and mutations in neural organoids to identify neural networks that predict the onset of autism, associated comorbidities are disclosed, and the use of exosome RNA to predict onset and act as therapeutic targets are disclosed.
Description
FIELD OF THE INVENTION

This disclosure relates to production and use of human stem cell derived neural organoids to treat autism in a human, using a patient-specific pharmacotherapy. Further disclosed are patient-specific pharmacotherapeutic methods for reducing risk for developing autism-associated co-morbidities in a human. Also disclosed are methods to predict onset risk of autism (and identified comorbidities) in an individual. In particular the inventive processes disclosed herein provide neural organoid reagents produced from an individual's induced pluripotent stem cells (iPSCs) for identifying patient-specific pharmacotherapy, predictive biomarkers, and developmental and pathogenic gene expression patterns and dysregulation thereof in disease onset and progression, and methods for diagnosing prospective and concurrent risk of development or establishment of autism (and comorbidities) in the individual. The invention also provides reagents and methods for identifying, testing, and validating therapeutic modalities, including chemical and biologic molecules for use as drugs for ameliorating or curing autism.


BACKGROUND OF THE INVENTION

The human brain, and diseases associated with it have been the object of investigation and study by scientists for decades. Throughout this time, neurobiologists have attempted to increase their understanding of the brain's capabilities and functions. Neuroscience has typically relied on the experimental manipulation of living brains or tissue samples, but scientific progress has been limited by a number of factors. For ethical and practical reasons, obtaining human brain tissue is difficult while most invasive techniques are impossible to use on live humans. Experiments in animals are expensive and time-consuming and many animal experiments are conducted in rodents, which have a brain structure and development that vary greatly from humans. Results obtained in animals must be verified in long and expensive human clinical trials and much of the time the animal disease models are not fully representative of disease pathology in the human brain.


Improved experimental models of the human brain are urgently required to understand disease mechanisms and test potential therapeutics. The ability to detect and diagnose various neurological diseases in their early stages could prove critical in the effective management of such diseases, both at times before disease symptoms appear and thereafter. Neuropathology is a frequently used diagnostic method; however, neuropathology is usually based on autopsy results. Molecular diagnostics in theory can provide a basis for early detection and a risk of early onset of neurological disease. However, molecular diagnostic methods in neurological diseases are limited in accuracy, specificity, and sensitivity. Therefore, there is a need in the art for non-invasive, patient specific molecular diagnostic methods to be developed.


Consistent with this need, neural organoids hold significant promise for studying neurological diseases and disorders. Neural organoids are developed from cell lineages that have been first been induced to become pluripotent stem cells. Thus, the neural organoid is patient specific. Importantly, such models provide a method for studying neurological diseases and disorders that can overcome previous limitations. Thus, there is a need in the art to develop individual-specific reagents and methods based on predictive biomarkers for diagnosing current and future risk of neurological disease.


SUMMARY OF THE INVENTION

This disclosure provides neural reagents and methods for treating autism in a human, using patient-specific pharmacotherapies, the methods comprising: procuring one or a plurality of cell samples from a human, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more patient specific neural organoids; collecting a biological sample from the patient specific neural organoid; detecting changes in autism biomarker expression from the patient specific neural organoid sample that are differentially expressed in humans with autism; performing assays on the patient specific neural organoid to identify therapeutic agents that alter the differentially expressed autism biomarkers in the patient-specific neural organoid sample; and administering a therapeutic agent for autism to treat the human.


In one aspect at least one cell sample reprogrammed to the induced pluripotent stem cell is a fibroblast derived from skin or blood cells from humans. In another aspect the fibroblast derived skin or blood cells from humans is identified with the genes identified in Table 1 (Novel Autism Biomarkers), Table 2 (Biomarkers for Autism), Table 5 (Therapeutic Neural Organoid Authentication Genes), or Table 7 (Genes and Acession Numbers for Co-Morbidities Associated with Autism). In yet another aspect, the measured biomarkers comprise nucleic acids, proteins, or metabolites. In another aspect the measured biomarkers comprise one or a plurality of biomarkers identified in Table 1, Table 2, Table 5 or Table 7 or variants thereof. In yet another aspect, a combination of biomarkers is detected, the combination comprising a nucleic acid encoding human TSC1, TSC2, or a TSC2 variant; and one or a plurality of biomarkers comprising a nucleic acid encoding human genes identified in Table 1.


In still another aspect, the neural organoid biological sample is collected after about one hour up to about 12 weeks post inducement. In another aspect the neural organoid sample is procured from structures of the neural organoid that mimic structures developed in utero at about 5 weeks. In yet another aspect the neural organoid at about twelve weeks post-inducement comprises structures and cell types of retina, cortex, midbrain, hindbrain, brain stem, or spinal cord. In a one aspect the neural organoid contains microglia, and one or a plurality of autism biomarkers as identified in Table 1 and Table 7.


In a second embodiment, the disclosure provides methods for treating autism in a human using patient specific pharmacotherapies, comprising procuring one or a plurality of cell samples from a human, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more patient specific neural organoids; collecting a biological sample from the patient specific neural organoid; detecting changes in autism biomarker expression from the patient specific neural organoid sample that are differentially expressed in humans with autism; performing assays on the patient specific neural organoid to identify therapeutic agents that alter the differentially expressed autism biomarkers in the patient-specific neural organoid sample; and administering a therapeutic agent to treat autism.


In one aspect the measured biomarkers comprise biomarkers identified in Table 1, Table 2, Table 5 or Table 7 and can be genes, proteins, or metabolites encoding the biomarkers identified in Table 1, Table 2, Table 5 or Table 7. In a further aspect the invention provides diagnostic methods for predicting risk for developing autism in a human, comprising one or a plurality subset of the biomarkers as identified in Table 1, Table 2, Table 5, or Table 7. In a third aspect, the subset of measured biomarkers comprise nucleic acids encoding genes or proteins, or metabolites as identified in Table 1, Table 2, Table 5 or Table 7.


In another embodiment are methods of pharmaceutical testing for drug screening, toxicity, safety, and/or pharmaceutical efficacy studies using patient-specific neural organoids.


In a third embodiment, methods are provided for detecting at least one biomarker of autism, the method comprising, obtaining a biological sample from a human patient; and contacting the biological sample with an array comprising specific-binding molecules for the at least one biomarker and detecting binding between the at least one biomarker and the specific binding molecules.


In a fourth embodiment, the biomaker detected is a gene therapy target.


In a fifth embodiment the disclosure provides a kit comprising an array containing sequences of biomarkers from Table 1 or Table 2 for use in a human patient. In one aspect the kit further contains reagents for RNA isolation and biomarkers for tuberous sclerosis genetic disorder. In a further aspect, the kit further advantageously comprises a container and a label or instructions for collection of a sample from a human, isolation of cells, inducement of cells to become pluripotent stem cells, growth of patient-specific neural organoids, isolation of RNA, execution of the array and calculation of gene expression change and prediction of concurrent or future disease risk.


In a sixth embodiment the biomarkers for autism include human nucleic acids, proteins, or metabolites as listed in Table 1. These are biomarkers that are found within small or large regions of the human chromosome that change and are associated with autism, but within which chromosomal regions specific genes with mutations have not be identified as causative for autism.









TABLE 1







Novel Autism Biomarkers









Unique Identifier/Chromosome


Gene
Region (SFARI)





A1CF
10q11.23-q21.2 - SFARI Gene


A2M
12p13.33-p11.1 - SFARI


ABCC2
10q24.2 - SFARI Gene


ABHD14B
3p21.31-p21.1 - SFARI Gene


ABI3BP
3q12.2-q13.11 - SFARI Gene


ACAD10
12q24.12-q24.13 - SFARI Gene


ACD
16q21-q22.1 - SFARI Gene


ACOT2
14q24.3 - SFARI Gene


ACOX1
17q25.1-q25.2 - SFARI Gene


ACOX2
3p14.3-p14.2 - SFARI Gene


ACSL1
4q34.1-q35.2 - SFARI Gene


ACTC1
15q13.3-q14 - SFARI Gene


ACTL6A
3q26.1-q26.33 - SFARI Gene


ACTRT1
Xq23-q28 - SFARI Gene


ADAM19
5q33.2-q34 - SFARI Gene


ADAMTS1
21q11.2-q22.3 - SFARI Gene


ADAMTS10
19p13.3-p13.11 - SFARI Gene


ADAMTS15
11q24.2-q25 - SFARI Gene


ADAMTS5
21q21.3 - SFARI Gene


ADAMTS6
5q11.2-q13.2 - SFARI Gene


ADAMTSL1
9p24.3-p22.1 - SFARI Gene


ADAMTSL3
15q21.2-q26.3 - SFARI Gene


ADAMTSL5
19p13.3 - SFARI Gene


ADCY9
16p13.3-p13.12 - SFARI Gene


ADD3
10q24.2-q26.3 - SFARI Gene


ADM
20q11.22 - SFARI Gene


ADORA2B
17p12-p11.2 - SFARI Gene


AEBP1
7p14.1-p13 - SFARI Gene


AFF1
4q21.21-q22.1 - SFARI Gene


AFG3L2
18p11.32-p11.21 - SFARI Gene


AGXT2
5p14.1-q11.1 - SFARI Gene


AGXT2L2
5q33.3-q35.3 - SFARI Gene


AHCYL2
7q32.1 - SFARI Gene


AHSG
3q27.2-q29 - SFARI


AIG1
6q24.1-q24.2 - SFARI Gene


AKAP6
14q13.1 - SFARI Gene


AKR1B10
7q33 - SFARI Gene


AKR1B15
7q32.1-q36.3 - SFARI Gene


AKR1C2
10p15.3-p12.31 - SFARI Gene


ALCAM
3q13.11-q13.31 - SFARI Gene


ALDOC
17q11.2 - SFARI Gene


ALOX15
17p13.3-p13.1 - SFARI Gene


ALPK2
18p11.32-q23 - SFARI Gene


ALPK3
15q25.2-q25.3 - SFARI Gene


ALX4
11p13-p11.2 - SFARI Gene


ALYREF
17q25.1-q25.2 - SFARI Gene


AMBP
9q32 - SFARI Gene


AMDHD1
12q22-q23.1 - SFARI Gene


AMMECR1
Xq21.1-q25 - SFARI Gene


AMPD3
11p15.4 - SFARI Gene


ANGPTL2
9q33.2-q34.3 - SFARI Gene


ANGPTL3
1p32.1-p31.1 - SFARI Gene


ANKFY1
17p13.3-p13.1 - SFARI Gene


ANKRD32
5q14.3-q21.1 - SFARI Gene


ANKRD42
11q14.1-q22.3 - SFARI Gene


ANKRD44
2q32.3-q37.3CNV Type: Duplication - SFARI



Gene


ANKS1A
6p21.31 - SFARI Gene


ANP32A
15q21.2-q26.3 - SFARI Gene


ANPEP
15q21.2-q26.3 - SFARI Gene


ANXA2
15q21.3-q22.2 - SFARI Gene


AP1G1
16q22.1-q22.3 - SFARI Gene


AP1M2
19p13.3-p13.11 - SFARI Gene


APC2
19p13.3 - SFARI Gene


API5
11p13-p11.2 - SFARI Gene


APOA1
11q22.1-q25 - SFARI Gene


APOA2
1q23.1-q25.1 SFARI


APOA4
11q22.1-q25


APOB
2p25.3-p23.1


APOBEC3D
22q11.2-q22.3 - SFARI Gene


APOBEC3F
22q11.2-q22.3 - SFARI Gene


APOC3
11q22.1-q25


APOM
6p21.33-p21.32 - SFARI Gene


APOO
Xp22.33-p11.1 - SFARI Gene


APPBP2
17q12-q25.3 - SFARI Gene


AQP3
9p21.1-p13.1CNV


ARHGAP1
11p12-p11.2 - SFARI Gene


ARHGAP11A
15q13.3-q14 - SFARI Gene


ARHGAP12
10p15.3-p12.31 - SFARI Gene


ARHGAP23
17q12-q25.3 - SFARI Gene


ARHGAP44
17p13.3-p12 - SFARI Gene


ARHGDIB
12p13.33-p11.1 - SFARI Gene


ARHGEF16
1p36.33-p36.31 - SFARI Gene


ARHGEF40
14q11.2-q21.1 - SFARI Gene


ARHGEF7
13q33.2-q34 - SFARI Gene


ARL10
5q35.2-q35.3 - SFARI Gene


ARL17A
17q21.31-q21.32 - SFARI Gen


ARL5A
2q23.1-q23.3 - SFARI Gene


ARL6IP1
16p13.11-p11.2 - SFARI Gene


ARL6IP5
3p14.1-p13 - SFARI Gene


ARL8A
1q31.1-q42.11 - SFARI Gene


ARNT
1q21.1-q22 - SFARI Gene


ARPC1A
7p22.3-q36.3CNV Type: Deletion - SFARI



Gene


ARPC3
12q23.3-q24.12 - SFARI Gene


ARSD
Yp22.33-p22.31 - SFARI Gene


ARSI
5q33.1-q35.3 - SFARI Gene


ART5
11p15.5-p13 - SFARI Gene


ATAD5
17q11.2 - SFARI Gene


ATL1
14q22.1-q23.1 - SFARI Gene


ATP12A
13q11-q34 - SFARI Gene


ATP1B2
17pter-p13.1 - SFARI Gene


ATP1B3
3q23-q24 - SFARI Gene


ATP6AP1
Xq27.1-q28 - SFARI Gene


ATP6AP1L
5q13.3-q22.1 - SFARI Gene


ATP6AP2
Xp11.4 - SFARI Gene


ATP6V0A1
17q12-q25.3 - SFARI Gene


ATP6V0E2
7q34-q36.3 - SFARI Gene


ATP6V1F
7q32.1-q33 - SFARI Gene


ATP6V1H
8p23.3-q24.3CNV Type: Duplication - SFARI



Gene


ATP7A
Xq13.1-q21.1 - SFARI Gene


ATP7B
13q11-q34 - SFARI Gene


ATPIF1
1p36.11-p35.1 - SFARI Gene


ATXN3L
Yp22.31-p22.2 - SFARI Gene


ATXN7L3B
12q15-q21.2 - SFARI Gene


AVPI1
10q23.33-q25.3 - SFARI Gene


BCMO1
16q23.2-q24.1 - SFARI Gene


BCO2
11q23.1 - SFARI Gene


BDH1
3q28-q29 - SFARI Gene


BDKRB1
14q32.13-q32.2 - SFARI Gene


BIRC5
17q25.1-q25.2 - SFARI Gene


BMP2
20p13-p11.23 - SFARI Gene


BNC1
15q21.2-q26.3 - SFARI Gene


BNC2
9p23-p22.2 - SFARI Gene


BNIP2
15q21.3-q22.2 - SFARI Gene


BNIP3
10q26.13-q26.3 - SFARI Gene


BNIP3L
8p23.1-p12 - SFARI Gene


BOLA3
2p13.3-p12 - SFARI Gene


BPGM
Autism and Hemolytic Anemia


BRD7
16q11.2-q12.1 - SFARI Gene


BTBD9
6p21.2-p12.3 - SFARI Gene


BTN3A2
6p25.3-p21.33 - SFARI Gene


BZW2
7p21.1 - SFARI Gene


C10orf10
10q11.21-q21.2 - SFARI Gene


C12orf23
12q23.1-q24.11 - SFARI Gene


C12orf4
12p13.33-p11.1 - SFARI Gene


RGCC
13q11-q34 - SFARI Gene


C15orf39
15q24 - SFARI Gene


C15orf59
15q24 - SFARI Gene


C17orf51
17p11.2 - SFARI Gene


CCDC178
18q12.1-q12.3 - SFARI Gene


C18orf56
18p11.32-p11.21 - SFARI Gene


C1S
12p13.33-p11.1 - SFARI Gene


NDUFAF5
20p13-p11.23 - SFARI Gene


C2CD2
21q22.13-q22.3 - SFARI Gene


SBSPON
8q21.11


LURAP1L
9p23-p22.2 - SFARI Gene


CALCRL
2q31.3-q36.1 - SFARI Gene


CDC20B
5q11.1-q11.2 - SFARI


CDH5
16q21-q22.1 - SFARI


CDH6
5p13.3-p13.2 - SFARI


CDR1
Xq27.1-q28 - SFARI


CIDEB
14q11.2-q21.1 - SFARI


CLDN10
13q14.11-q34 - SFARI Gene


CNTNAP3B
9p24.3-q34.3CNV Type: Duplication - SFARI


COL15A1
9p24.3-q34.3CNV Type: Duplication - SFARI


COL21A1
6p12.1 - SFARI


COL2A1
6p12.1 - SFARI


CRISPLD2
16q23.2-q24.1 - SFARI Gene


CSRP2
12q15-q21.2 - SFARI Gene


CST1
20p11.21 - SFARI Gene


CXCL14
5q23.3-q33.2 - SFARI


CXorf27
Xp22.33-p11.1 - SFARI Gene


CYBRD1
2q24.3-q31.1 - SFARI Gene


CYP51A1
7q21.2 - SFARI Gene


DCC
18p11.32-q23 - SFARI Gene


DDX3Y
Yq11.21-q12 - SFARI Gene


DENND3
8p23.3-q24.3CNV Type: Duplication - SFARI



Gene


DENND5B
12p13.33-p11.1 - SFARI Gene


DEPTOR
8p23.3-q24.3CNV Type: Duplication - SFARI



Gene


DHRS3
1p36.22-p36.21 - SFARI Gene


DKK2
4q22.3-q28.3 - SFARI Gene


DLK1
14q32.2-q32.33 - SFARI Gene


DNAH14
1q41-q42.12 - SFARI Gene


DNAJC15
13q14.11 - SFARI Gene


DOCK5
AUTISM 16pChr


DPYSL5
2p25.3-p23.1 - SFARI


ECM2
9q22.31-q22.32 - SFARI


ECSCR
5q23.3-q33.2 - SFARI


EDNRA
4q22.2-q32.3 - SFARI


EFCAB6
22q12.3-q13.33 - SFARI


EGFL6
Xp22.31-p22.2 - SFARI


EGLN3
14q11.2-q21.1 - SFARI Gene


EPHA3
3p12.2-p11.1 - SFARI


FABP1
2p11.2 - SFARI


HBE1
11p15.4 - SFARI Gene


HDDC2
6q22.1-q22.33 - SFARI Gene


HDDC3
15q21.2-q26.3 - SFARI Gene


IL6R
1q21.1-q22 - SFARI Gene


ODAM
1p31.1-p13.3CNV Type: Duplication


OGT
Xq11.1-q28 - SFARI


OLR1
12p13.33-p11.1 - SFARI


OR1L1
9p24.3-q34.3CNV Type: Duplication - SFARI


OVOL2
20p13-p11.23 - SFARI


P2RX6
22q11.21-q11.22 - SFARI


P2RY6
11q13.4-q14.1 - SFARI


PA2G4
12q13.2-q14.1 - SFARI


PABPC1L2B
Xq12-q21.1 - SFARI


PACSIN2
22q13.2-q13.33 - SFARI


PAICS
4p13-q13.1 - SFARI


PAK1
11q13.4-q14.1 - SFARI


PAK1IP1
6p25.3-p23 - SFARI


PAPPA
9q33.1 - SFARI


PAPSS1
4q22.3-q28.3 - SFARI


PAQR3
4q11-q22.3 - SFARI


PAQR9
3q23-q24 - SFARI


PCDHB15
5q21.3-q33.2 - SFARI


PCOLCE
7p22.3-q36.3CNV Type - SFARI


PCSK5
9q21.12-q21.2 - SFARI


PCSK6
15q26.2-q26.3 - SFARI


PCYOX1L
5q21.3-q33.2 - SFARI


PDCD4
10q25.1-q26.11 - SFARI


PDCD5
19p12-q13.11 - SFARI


PDE6B
4p16.3-p16.1 - SFARI


PDGFC
4q26-q35.2 - SFARI


PDGFRB
5q23.3-q33.2 - SFARI


PDK3
Xp22.33-p21.3 - SFARI


PDLIM5
4q22.3 - SFARI


PDPR
16q22.1-q22.3 - SFARI


PGAM1
10q24.1 - SFARI


CPQ
8q22.1 - SFARI


PHAX
5q23.1-q31.1 - SFARI


PHF16
Xp11.3 - SFARI


PHLDA2
11p15.5-p15.4 - SFARI


PIGL
17p12-p11.2 - SFARI


PIK3C2A
11p15.5-p13 - SFARI


PIP4K2B
17q12-q25.3 - SFARI


PKIA
8q21.11-q21.13 - SFARI


PLD3
19q13.12-q13.31 - SFARI


PLP2
Xp11.23 - SFARI


PLSCR4
3p24.3-p24.2 - SFARI


PLTP
20q13.12-q13.33 - SFARI


PLXNA2
1q31.1-q42.11 - SFARI


PLXNC1
12q22 - SFARI


PMAIP1
18p11.32-q23 - SFARI


PNO1
2p14 - SFARI


PORCN
Xp22.33-p11.1 - SFARI


POTEE
2q13-q23.3 - SFARI


POTEF
2q13-q23.3 - SFARI


PPAP2B
1p32.3-p31.3 - SFARI


PPP2R3B
Xp22.33-p22.2 - SFARI


PPP3CB
10q22.2 - SFARI


PRDX4
Xp22.33-p21.3 - SFARI


HELZ2
20q13.12-q13.33 - SFARI


PRIM1
12q13.2-q14.1 - SFARI


PRIMA1
14q32.12-q32.33 - SFARI


PRKCDBP
11p15.4 - SFARI Gene


PRKX
Xp22.33-p21.3 - SFARI


PROSER1
13q11-q34 - SFARI


PRPF40A
2q22.2-q24.2 - SFARI Gene


PRPS1
Xq21.1-q25 - SFARI Deafness>


PRR3
6p22.3-p21.33 - SFARI


PRR4
12p13.33-p11.1 - SFARI


PRRC1
5q23.1-q31.1 - SFARI


PRRG1
Xp21.1-p11.4 - SFARI


PRSS35
6q14.2 - SFARI


PSIP1
9p24.3-p22.1 - SFARI


PSMA4
15q21.2-q26.3 - SFARI


PSMB6
17p13.3-p13.1 - SFARI


PSMD1
2q32.2-q37.3 - SFARI


PSMG1
21q11.2-q22.3 - SFARI


PSMG2
18p11.32-q23 - SFARI


PSTPIP2
18p11.32-q23 - SFARI


PTBP3
9p24.3-q34.3CNV Type


PTGFRN
1p13.3-p12 - SFARI


PTMA
2q32.2-q37.3 - SFARI


PTPRH
13q12.12 - SFARI


PTRF
17q12-q21.31 - SFARI


PUS7
7q22.1-q22.2 - SFARI


PYGM
11q13.1 - SFARI


QPCT
22q13.1-q13.33 - SFARI


QSER1
11p15.1-p13 - SFARI


RAB37
17q25.1-q25.2 - SFARI


RAB3B
1p33-p31.3 - SFARI


RAB5B
12q13.2-q14.1 - SFARI


RAC2
3p26.3-p25.3CNV Type


RAD17
5q11.2-q13.2 - SFARI


RAD18
3p26.1-p25.3 - SFARI


RALBP1
18p11.32-p11.21 - SFARI


RAP2C
Xq25-q26.2 - SFARI


RAPGEFL1
17q12-q21.31 - SFARI


RASGEF1B
4q11-q22.3 - SFARI


RASGRP1
15q11.2-q14 - SFARI


RASIP1
19q13.32-q13.43 - SFARI


RASL12
15q21.2-q26.3 - SFARI


RBBP7
Xp22.33-p11.1 - SFARI


RBM17
10p15.3-p12.31 - SFARI


RBM28
7q31.33-q32.1 - SFARI


RBM47
4p14 - SFARI


RBP4
10q23.33-q24.32 - SFARI


RBP5
12p13.33-p11.1 - SFARI


RBPMS
8p23.1-p11.1 - SFARI


RBPMS2
15q21.2-q26.3 - SFARI


RCCD1
15q21.2-q26.3 - SFARI


RDH5
12q13.2-q14.1 - SFARI


REC8
14q11.2-q21.2 - SFARI


REEP1
2p11.2 - SFARI


REPS2
Xp22.2-p22.13 - SFARI


RFC3
13q11-q34 - SFARI


RFC5
12q24.21-q24.33 - SFARI


RFWD3
16q22.3-q23.1 - SFARI


RGS1
1q31.1-q42.11 - SFARI


RHOBTB3
5q13.3-q22.1 - SFARI


RIOK3
18p11.32-q23 - SFARI


RNF125
18p11.32-q23 - SFARI


RNF128
Xq21.1-q25 - SFARI


RNF138
18p11.32-q23 - SFARI


RNF165
18p11.32-q23 - SFARI


RNF166
16q23.1-q24.3 - SFARI


RNF175
4q26-q35.2 - SFARI


RNF216
7p22.1 - SFARI


RNF24
20p13-p11.23 - SFARI


RPF2
6q21 - SFARI


RPL13A
19q13.32-q13.43 - SFARI


RPL23
17q12-q25.3 - SFARI


RPL24
3q11.2-q21.1 - SFARI


RPL27
17q12-q21.31 - SFARI


RPL6
12q24.13 - SFARI


RPL7
8q12.1-q21.12 - SFARI


RPL8
8p23.3-q24.3 - SFARI


RPS20
8p23.3-q24.3 - SFARI


RPS7
2p25.3-p25.1 - SFARI


RRBP1
20p12.1-p11.23 - SFARI


RRM1
11p15.5-p13 - SFARI


RRM2
2p25.3-p24.3 - SFARI


RSL1D1
16p13.3-p13.12 - SFARI


RTF1
15q15.1 - SFARI


RWDD1
6q22.1-q22.2 - SFARI


S100A11
1q21.1-q22 - SFARI


SALL4
20q13.12-q13.33 - SFARI


SAT1
Xp22.33-p21.3 - SFARI


SAT2
17p13.3-p13.1 - SFARI


SCARNA5
2q37.1 - SFARI


SCD
10q23.33-q24.32 - SFARI


SCG3
15q21.2-q26.3 - SFARI


SCNN1A
12p13.33-p11.1


SDSL
12q24.13 - SFARI


SEC11A
15q21.2-q26.3 - SFARI


SEC23A
14q11.2-q21.2 - SFARI


SECISBP2
9p24.3-q34.3CNV Type


SEMA6A
5q21.1-q23.3 - SFARI


SEMA7A
15q24 - SFARI


SENP3
17p13.3-p12 - SFARI


SENP7
3q12.3-q13.31 - SFARI


SEPHS1
10p15.3-p12.31 - SFARI


SEPHS2
16p12.1-q11.2 - SFARI


SEPP1
5p12 - SFARI


SEPW1
19q13.32-q13.33 - SFARI


SERBP1
1p32.3-p31.1 - SFARI


SERPINA6
14q32.11-q32.13 - SFARI


SERPINE2
2q36.1-q37.1 - SFARI


SERPINE3
13q11-q21.1 - SFARI


SERPINF1
17p13.3-p12 - SFARI


SERPINF2
17p13.3-p12 - SFARI


SERPINH1
11q13.4-q14.1 - SFARI


SF1
11q13.1 - SFARI


SFT2D2
1q23.3-q25.1 - SFARI


SGMS1
10q11.23 - SFARI


SGOL2
2q32.2-q37.3 - SFARI


SGPL1
10q21.1-q22.2 - SFARI


SHB
9p13.3-p13.1 - SFARI


SHISA9
16p13.3-p13.12 - SFARI


SKA1
18p11.32-q23 - SFARI


SKA2
17q21.33-q24.2 - SFARI


SLAIN2
4p13-q13.1 - SFARI


SLC12A7
5p15.33-p15.1 - SFARI


SLC13A5
17p13.3-p13.1 - SFARI


SLC15A4
12q24.32 - SFARI


SLC16A3
17q24.3 - SFARI


SLC18A3
10q11.21-q21.2 - SFARI


SLC22A23
6p25.3-p23 - SFARI


SLC24A3
20p11.23 - SFARI


SLC2A1
1p34.3-p34.1 - SFARI


SLC2A3
12p13.33-p11.1 - SFARI


SLC39A7
6p21.32 - SFARI


SLC44A5
1p32.1-p31.1 - SFARI


SLC5A12
11p14.3-p12 - SFARI Gene


SLC6A6
3p26.3-p24.3CNV Type


SLC7A11
4q26-q31.22 - SFARI


SLC7A8
14q11.2-q21.1 - SFARI


SLC9A3R2
16p13.3 - SFARI


SLCO2B1
11q13.4-q14.1 - SFARI


SLCO4C1
5q14.3-q21.2 - SFARI


SLIT2
4p16.3-p15.2 - SFARI


SMAD3
15q22.33-q23 - SFARI


SMAP2
1p34.2-p33 - SFARI


SMARCD2
17q21.33-q24.2 - SFARI


SMC4
3q24-q26.32 - SFARI


SMC6
2p25.3-p16.1 - SFARI


SMPX
Xp22.33-p21.3 - SFARI


SNAI1
20q13.12-q13.33 - SFARI


SNAI2
8q11.1-q11.21 - SFARI


SNCA
4q21.21-q22.1 - SFARI


SNCAIP
5q23.1-q31.1 - SFARI


SNRNP40
1p35.2-p34.3 - SFARI


SNRPF
12q22-q23.1 - SFARI


SNTB1
8q24.11-q24.13 - SFARI


SOD2
6q25.3-q27 - SFARI


SOX6
11p15.5-p13 - SFARI


SP5
2q14.3-q24.3 - SFARI


SPCS2
11q13.4-q14.1 - SFARI


SPHAR
1q42.11-q44 - SFARI


SPON1
11p15.5-p13 - SFARI


SPON2
4p16.3-p15.33 - SFARI


SPRY4
5q23.3-q33.2 - SFARI


SPTLC1
9p24.3-q34.3CNV Type


SRM
1p36.22-p36.21 - SFARI


SSB
2q14.3-q24.3 - SFARI


STARD5
15q21.2-q26.3 - SFARI


STAT2
12q13.2-q14.1 - SFARI


STAT6
12q13.3-q14.1 - SFARI


STC1
8p23.1-p12 - SFARI Gene


STK17B
2q32.2-q37.3 - SFARI


STRA13
17q25.1-q25.2 - SFARI


STX3
11q12.1-q12.2 - SFARI


SUB1
5p14.1-q11.1 - SFARI


SUPT5H
19q13.12-q13.31 - SFARI


SUV420H2
19q13.42 - SFARILysine Methyltransferase


SYMPK
19q13.32 - SFARI


SYT10
12p11.1 - SFARI


SYTL5
Xp21.1-p11.4 - SFARI


TAF7
5q21.3-q33.2 - SFARI


TAP1
6p21.32 - SFARI


TARSL2
15q26.2-q26.3 - SFARI


TBC1D13
9q34.11-q34.12 - SFARI


TBX20
7p22.3-q36.3CNV Type - SFARI


TBX3
12q24.21-q24.23 - SFARI


TBX4
17q23.2 - SFARI


TCEAL4
Xq22.1-q22.3 - SFARI


TECRL
4q11-q13.2 - SFARI Gene


TFAM
10q11.23-q21.2 - SFARI


TFB1M
6q24.1-q27 - SFARI


TGFB2
1q32.2-q44 - SFARI


TGFBR3
1p22.1 - SFARI


TGM2
20q11.22-q12 - SFARI


THBD
20p13-p11.21 - SFARI


THNSL1
10p14-p12.31 - SFARI


THOC7
3p14.2-p14.1 - SFARI


TIA1
2p14 - SFARI


TIMP1
Xp22.33-p11.1 - SFARI


TIMP3
22q12.3 - SFARI


TLE3
15q21.2-q26.3 - SFARI


TLL1
4q31.3-q33 - SFARI


TLN2
15q21.3-q22.2 - SFARI


TM9SF4
20q11.21 - SFARI


TMC6
17q25.1-q25.2 - SFARI


TMCO3
13q33.1-q34 - SFARI


TMED2
12q24.21-q24.33 - SFARI


TMED9
5q35.2-q35.3 - SFARI


TMEM116
12q23.3-q24.13 - SFARI


TMEM14E
3q25.1-q25.2 - SFARI


TMEM154
4q31.23-q34.1 - SFARI


TMEM178A
2p22.1 - SFARI Gene


TMEM2
9p24.3-q34.3CNV Type


TMEM27
Xp22.33-p21.3 - SFARI


TMEM54
1p35.2-p34.3 - SFARI


TMEM59
1p32.3-p31.3 - SFARI


TMF1
3p14.1 - SFARI


TMSB4X
Xp22.33-p22.2 - SFARI


TNC
9p24.3-q34.3CNV Type


TOM1L2
17p11.2 - SFARI


TOP2A
17q12-q21.31 - SFARI


TP53BP1
15q15.3 - SFARI


TP53I11
11p11.2 - SFARI


TPD52
8p23.3-q24.3 - SFARI


TPI1
16q24.2-q24.3 - SFARI


TRAPPC2L
16q24.2-q24.3 - SFARI


TRIM37
17q21.33-q24.2 - SFARI


TRIM71
3p26.3-p22.3 - SFARI


TRIOBP
22q12.3-q13.33 - SFARI


TTC1
5q33.3-q35.3 - SFARI


TTR
18p11.32-q23 - SFARI Gene


TTYH2
17q24.3 - SFARI


TUBA4A
2q32.2-q37.3 - SFARI


TUBB2A
6p25.2 - SFARI


TUBB2B
6p25.2 - SFARI


TUBB6
18p11.32-q23 - SFARI


TULP3
12p13.33-p11.22 - SFARI


TUSC2
3p21.31-p21.1 - SFARI


TXN
9q22.1-q32 - SFARI


TXNL1
18p11.32-q23 - SFARI


TYRP1
9p24.3-p13.1 - SFARI


UBASH3B
11q22.1-q25 - SFARI


UBE2A
UBE2A - ASD: Genome-wide prediction of



autism


UBE2C
20q13.12-q13.33 - SFARI


UBFD1
16p12.2-p11.2CNV Type


UBP1
3p26.3-p22.2 - SFARI


UBR3
2q24.3-q31.1 - SFARI


UBXN4
2q13-q23.3 - SFARI


UCHL3
13q14.11-q34 - SFARI


UCHL5
1q31.1-q42.11 - SFARI


UCP2
11q13.4-q14.1 - SFARI


UGDH
4p14 - SFARI


UGGT1
2q14.3-q24.3 - SFARI


UGT3A2
5p13.2-p13.1 - SFARI


UNC5C
4q22.2-q32.3 - SFARI


UNC5D
8p23.1-p12 - SFARI Gene


UPK3B
7q11.23-q21.11 - SFARI


USP22
17p12-p11.2 - SFARI


USP51
Xp11.22-p11.1 - SFARI Gene


USP7
16p13.3-p13.12 - SFARI


VDAC2
10q22.2 - SFARI


VDAC3
8p23.1-p11.1 - SFARI


VENTX
10q25.2-q26.3 - SFARI


VIPR2
SCHIZOPHRENIA


VPS13C
15q21.3-q22.2 - SFARI


VPS37A
8p23.1-p12 - SFARI


VRK1
14q32.12-q32.33 - SFARI


VWDE
7p22.3-p15.3 - SFARI


WASH1
9p24.3-q21.11 - SFARI Gene


WBP5
Xq22.1-q23 - SFARI


WDR1
4p16.3-p15.33 - SFARI


WDR13
Xp22.33-p11.1 - SFARI


WDR17
4q34.1-q35.2 - SFARI


WDR66
12q24.23-q24.33 - SFARI


WDR77
1p21.2-p13.2 - SFARI


WDYHV1
8p23.3-q24.3 - SFARI


WEE1
11p15.5-p13 - SFARI


WFDC2
20q13.12-q13.33 - SFARI


WIPF1
2q31.1-q31.2 - SFARI


WNK1
12p13.33-p11.1 - SFARI


WNK4
17q12-q21.31 - SFARI


WNT2B
1p13.3-p12 - SFARI


WNT8A
5q23.3-q33.2 - SFAR


WWP1
8q21.2-q21.3 - SFARI


XAF1
17p13.3-p13.1 - SFARI


XDH
2p23.1-p22.3 - SFARI


XPNPEP2
Xq25-q26.2 - SFARI


XPOT
12q13.3-q14.3 - SFARI


XYLT1
16p13.11-p12.3 - SFARI


YES1
18p11.32-p11.22 - SFARI


ZBED6
1q31.1-q42.11 - SFARI


ZC3H15
2q31.3-q36.1 - SFARI


ZCCHC6
9p24.3-q34.3CNV Type: Duplication - SFARI


ZCRB1
12q12-q13.11 - SFARI


ZDHHC23
3q13.2-q13.31 - SFARI


ZEB1
10p11.22 - SFARI


ZEB2
2q22.2-q22.3 - SFARI


ZFAND2A
7p22.3-p22.2 - SFARI


ZFP42
4q34.1-q35.2 - SFARI


ZFPM2
8p23.3-q24.3 - SFARI


ZG16
16p12.1-q11.2 - SFARI


ZIC2
13q31.1-q34 - SFARI


ZKSCAN1
7p22.3-q36.3CNV Type


ZMIZ1
10q22.3 - SFARI


ZNF101
19p13.12-q12 - SFARI


ZNF192
6p25.3-p21.33 - SFARI


ZNF195
11p15.5-p15.4 - SFARI


ZNF208
19p13.12-q12 - SFARI


ZNF275
Xq27.1-q28 - SFARI


ZNF280B
22q11.21-q11.22 - SFARI


ZNF3
7p22.3-q36.3CNV Type


ZNF488
10q11.21-q11.23 - SFARI


ZNF491
19p13.2-p13.13 - SFARI


ZNF512
2p25.3-p16.1 - SFARI


ZNF658
9p13.1-p12 - SFARI


ZNF673
Xp22.33-p11.1 - SFARI


ZNF841
19q13.33-q13.43 - SFARI


ZXDB
Xp11.22-p11.1 - SFARI


LOC100506343
1p21.1 - SFARI


LQC100616530
8q22.1 - SFARI


ACAD11
3q22.1 - SFARI


ALOX12P2
17p13.2 - SFARI


APOBEC3G
22q12.3-q13.33 - SFARI


APOC2
19q13.31 - SFARI


APOPT1
14q32.2-q32.33 - SFARI


AQP1
7p22.3-p14.1 - SFARI Gene


ATP5O
21q11.2-q22.3 - SFARI


BTN2A3P
6p25.3-p21.33 - SFARI


C7orf55
7q33-q35 - SFARI Gene


CCDC169
13q11-q34 - SFARI


CDK11A
1p36.33-p36.31 - SFARI


CDKL1
14q22.1 - SFARI


CFC1
2q12.2-q24.1 - SFARI


CFC1B
2q13-q23.3 - SFARI


DDX19A
16q22.1-q22.3 - SFARI


ECH1
19q13.12-q13.31 - SFARI


FAM95B1
9p13.3-q21.31 - SFARI


GBAP1
1q25.1 - SFARI


HBP1
7p22.3-q36.3CNV Type


HSD17B7P2
10p11.21-p11.1 - SFARI


KRT19
17q21.2 - SFARI


LMO3
12p13.33-p11.1 - SFARI


LOC100190986
16p12.2-p12.1 - SFARI


SH3RF3-AS1
2q12.3-q13 - SFARI


PTOV1-AS1
19q13.32-q13.43 - SFARI


LOC145474
SFARI Gene


LOC202181
5q35.2 - SFARI


LOC642846
12p13.31 - SFARI


FUT8-AS1
14q23.2-q23.3 - SFARI


LOC646762
7p15.1 - SFARI


LOC647859
5q13.2 - SFARI


LY75
2q22.1-q24.3 - SFARI


MALAT1
11q13.1 - SFARI


MGC57346
17q12-q25.3 - SFARI


PDXDC2P
16q22.1 - SFARI


PGM5P2
9p13.3-q21.31 - SFARI


PPFIA4
1q31.1-q42.11 - SFARI


PRAP1
10q26.13-q26.3 - SFARI


PTPDC1
9q22.31-q22.32 - SFARI


RDH14
2p25.3-p16.1 - SFARI


RPL17
18q11.1-q23 - SFARI


SCAND2
15q25.2-q25.3 - SFARI


SERF1A
5q13.2 - SFARI


SNHG12
1p35.3 - SFARI


SNORA16A
1p35.3 - SFARI


STON1
2p25.3-p16.1 - SFARI


SULT1A4
16p12.1-q11.2 - SFARI


UQCRB
8p23.3-q24.3 - SFARI


ZNF331
10q11.1-q11.21 - SFARI


RNF213
17q25.1-q25.2 - SFARI


IDO1
NM_002164.5


ACAA1
3p25.3-p22.2 - SFARI Gene


ACOT7
1p36.32-p36.23 - SFARI Gene


ADHFE1
8p23.3-q24.3CNV Type: Duplication - SFARI



Gene


ADRA2C
4p16.3-p16.1 - SFARI Gene


AIF1L
9q33.2-q34.3 - SFARI Gene


ALX1
12q21.31-q21.33 - SFARI Gene


ANKRD20A9P
13q11-q12.11 - SFARI Gene


ANLN
7p22.3-p14.1 - SFARI Gene


ANP32E
1q21.1-q22 - SFARI Gene


AP1AR
4q22.2-q32.3 - SFARI Gene


AP3S1
5q21.1-q23.3 - SFARI Gene


APCDD1
18p11.22 - SFARI Gene


ATG3
3q12.3-q13.31 - SFARI Gene


ATP1B1
13q11-q34 - SFARI Gene


ATP6V1E1
22q11.1-q11.21 - SFARI Gene


AURKAIP1
1p36.33-p36.31 - SFARI Gene


C14orf1
14q24.3 - SFARI Gene


CACNG4
17q12-q25.3 - SFARI


CER1
9p23-p22.2 - SFARI Gene


CLPTM1
19q13.32 - SFARI Gene


CXorf38
Xp22.33-p11.22 - SFARI Gene


DIS3
13q12.11-q34 - SFARI Gene


EFR3B
2p25.3-p23.1 - SFARI


ODF2L
1p31.1-p13.3CNV Type: Duplication


OIP5
15q15.1 - SFARI


OPA1
3q26.31-qter - SFARI


OR11H12
14p13-q12 - SFARI









In a further embodiment, the biomarkers can include biomarkers listed in Table 2. In another embodiment, biomarkers can comprise any markers or combination of markers in Tables 1 and 2 or variants thereof.


In another embodiment of the first aspect, the measured biomarkers include human nucleic acids, proteins, or metabolites of Table 1 or variants thereof.


In another embodiment the method is used to detect environmental factors that cause or exacerbate autism, or accelerators of autism. In a further aspect the method is used to identify nutritional factors or supplements for treating autism. In a further aspect the nutritional factor or supplement is zinc, manganese, or cholesterol or other nutritional factors related to pathways regulated by genes identified in Tables 1, 2, 5 or 7.


In yet another embodiment the methods are used to determine gene expression level changes that are used to identify clinically relevant symptoms and treatments, time of disease onset, and disease severity. In yet another aspect the neural organoids are used to identify novel biomarkers that serve as data input for development of algorithm techniques as predictive analytics. In one aspect the algorithmic techniques include artificial intelligence, machine and deep learning as predictive analytics tools for identifying biomarkers for diagnostic, therapeutic target and drug development process for disease.


In a seventh embodiment the invention provides methods for predicting risk of co-morbidity onset that accompanies autism. Said methods first determines gene expression changes in neural organoids from a normal human individual versus an autistic human individual. Genes that change greater than 1.4 fold are associated with co-morbidities as understood by those skilled in the art.


In an eighth embodiment, the invention provides kit for predicting the risk of current or future onset of autism. Said kits provide reagents and methods for identifying from a patient sample gene expression changes for one or a plurality of disease-informative genes for individuals without a neurological disease that is autism.


In a ninth embodiment, the invention provides methods for identifying therapeutic agents for treating autism. Such embodiments comprise using the neural organoids provided herein, particularly, but not limited to said neural organoids from iPSCs from an individual or from a plurality or population of individuals. The inventive methods include assays on said neural organoids to identify therapeutic agents that alter disease-associated changes in gene expression of genes identified as having altered expression patterns in disease, so as to express gene expression patterns more closely resembling expression patterns for disease-informative genes for individuals without a neurological disease that is autism.


In a tenth embodiment, the invention provides methods for predicting a risk for developing autism in a human, comprising procuring one or a plurality of cell samples from a human, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more patient specific neural organoids; collecting a biological sample from the patient specific neural organoid; measuring biomarkers in the neural organoid sample; and detecting measured biomarkers from the neural organoid sample that are differentially expressed in humans with autism. In certain embodiments, the at least one cell sample reprogrammed to the induced pluripotent stem cell is a fibroblast. In certain embodiments, the measured biomarkers comprise nucleic acids, proteins, or metabolites. In certain embodiments, the measured biomarker is a nucleic acid encoding human TSC1, TSC2 or a TSC2 variant. In certain embodiments, the measured biomarkers comprise one or a plurality of genes as identified in Tables 1, 2, 5 or 6. In certain embodiments, the neural organoid sample is procured from minutes to hours up to 15 weeks post inducement. In certain embodiments, the biomarkers to be tested are one or a plurality of biomarkers in Table 6 (Diagnostic Neural Organoid Authentication Genes).


These and other data findings, features, and advantages of the present invention will be more fully understood from the following detailed description taken together with the accompanying claims. It is noted that the scope of the claims is defined by the recitations therein and not by the specific discussion of features and advantages set forth in the present description.





BRIEF DESCRIPTION OF THE FIGURES


FIG. 1A is a micrograph showing a 4× dark field image of Brain Organoid Structures typical of approximately 5 week in utero development achieved in 12 weeks in vitro. Average size: 2-3 mm long. A brain atlas is provided for reference (left side).



FIG. 1B shows immuno-fluorescence images of sections of iPSC-derived human brain organoid after approximately 12 weeks in culture. Z-stack of thirty three optical sections, 0.3 microns thick were obtained using laser confocal imaging with a 40× lens. Stained with Top panel: beta III tubulin (green: axons); MAP2 (red: dendrites); Hoechst (blue: nuclei); Bottom panel: Doublecortin (red).



FIG. 2 is a micrograph showing immunohistochemical staining of brain organoid section with the midbrain marker tyrosine hydroxylase. Paraformaldehyde fixed sections of a 8-week old brain organoid was stained with an antibody to tyrosine hydroxylase and detected with Alexa 488 conjugated secondary Abs (green) and counter stained with Hoechst to mark cell nuclei (blue). Spinning disc confocal image (40× lens) of section stained with an antibody that binds tyrosine hydroxylase and Hoechst (scale bar: 10 μm).



FIG. 3: Spinning disc confocal image (40× lens) of section. Astrocytes stained with GFAP (red) and mature neurons with NeuN (green).



FIG. 4 is a schematic showing in the upper panel a Developmental Expression Profile for transcripts as Heat Maps of NKCC 1 and KCC2 expression at week 1, 4 and 12 of organoid culture as compared to approximate known profiles (lower panel). NKCCI: Na(+)- K(+)-Cl(−) cotransporter isoform 1. KCC2: K(+)-Cl(−) cotransporter isoform 2.



FIG. 5A is a schematic showing GABAergic chloride gradient regulation by NKCC 1 and KCC2.



FIG. 5B provides a table showing a representative part of the entire transcriptomic profile of brain organoids in culture for 12 weeks measured using a transcriptome sequencing approach that is commercially available (AmpliSeq™). The table highlights the expression of neuronal markers for diverse populations of neurons and other cell types that are comparable to those expressed in an adult human brain reference (HBR; Clontech) and the publicly available embryonic human brain (BRAINS CAN) atlas of the Allen Institute database.



FIG. 5C provides a table showing AmpliSeq™ gene expression data comparing gene expression in an organoid (column 2) at 12 weeks in vitro versus Human Brain Reference (HBR; column 3). A concordance of greater than 98% was observed.



FIG. 5D provides a table showing AmpliSeg™ gene expression data comparing organoids generated during two independent experiments after 12 weeks in culture (column 2 and 3). Gene expression reproducibility between the two organoids was greater than 99%. Note that values are CPM (Counts Per Kilo Base per Million reads) in the tables and <1 is background.



FIG. 6A is a schematic showing results of developmental transcriptomics. Brain organoid development in vitro follows KNOWN Boolean logic for the expression pattern of transcription factors during initiation of developmental programs of the brain. Time Points: 1,4 and 12 Weeks. PITX3 and NURRI (NR4A) are transcription factors that initiate midbrain development (early; at week 1), DLKI, KLHLI, PTPRU, and ADH2 respond to these two transcription factors to further promote midbrain development (mid; at week 4 &12), and TH, VMAT2, DAT and D2R define dopamine neuron functions mimicking in vivo development expression patterns. The organoid expresses genes previously known to be involved in the development of dopaminergic neurons (Blaess S, Ang SL. Genetic control of midbrain dopaminergic neuron development. Wiley Interdiscip Rev Dev Biol. 2015 Jan. 6. doi: 10.1002/wdev. 169).



FIG. 6B-6D is a table showing AmpliSeg™ gene expression data for genes not expressed in organoid (column 2 in 6B, 6C, and 6D) and Human Brain Reference (column 3 in 6B, 6C, and 6D). This data indicates that the organoids generated do not express genes that are characteristic of non-neural tissues. This gene expression concordance is less than 5% for approximately 800 genes that are considered highly enriched or specifically expressed in a non-neural tissue. The olfactory receptor genes expressed in the olfactory epithelium shown are a representative example. Gene expression for most genes in table is less than one or zero.



FIG. 7 includes schematics showing developmental heat maps of transcription factors (TF) expressed in cerebellum development and of specific Markers GRID 2.



FIG. 8 provides a schematic and a developmental heat map of transcription factors expressed in Hippocampus Dentate Gyms.



FIG. 9 provides a schematic and a developmental heat map of transcription factors expressed in GABAergic Interneuron Development. GABAergic Interneurons develop late in vitro.



FIG. 10 provides a schematic and a developmental heat map of transcription factors expressed in Serotonergic Raphe Nucleus Markers of the Pons.



FIGS. 11A-11C lists the expression of various Hox genes that are expressed during the development of the cervical, thoracic and lumbar regions of the spinal cord. FIG. 11 provides a schematic and a developmental heat map of transcription factor transcriptomics (FIG. 11A). Hox genes involved in spinal cord cervical, thoracic and lumbar region segmentation are expressed at discrete times in utero. The expression pattern of these Hox gene in organoids as a function of in vitro developmental time (1 week; 4 weeks; 12 weeks; FIGS. 11B and 11C)



FIG. 12 is a graph showing the replicability of brain organoid development from two independent experiments. Transcriptomic results were obtained by Ampliseq analysis of normal 12 week old brain organoids. The coefficient of determination was 0.6539.



FIG. 13 provides a schematic and gene expression quantification of markers for astrocytes, oligodendrocytes, microglia and vasculature cells.



FIG. 14 includes scatter plots of Ampliseq whole genome transcriptomics data from technical replicates for Normal (WT), Tuberous Sclerosis (TSC2) and TSC2 versus WT at 1 week in culture. Approximately 13,000 gene transcripts are represented in each replicate.



FIG. 15 shows developmental heat maps of transcription factors (TF) expressed in retina development and other specific Markers. Retinal markers are described, for example, in Farkas et al. (BMC Genomics 2013, 14:486).



FIG. 16 shows developmental heat maps of transcription factors (TF) and Markers expressed in radial glial cells and neurons of the cortex during development



FIG. 17 is a schematic showing the brain organoid development in vitro. iPSC stands for induced pluripotent stem cells. NPC stands for neural progenitor cell.



FIG. 18 is a graph showing the replicability of brain organoid development from two independent experiments.



FIG. 19 (19A, 19B, and 19C) is a table showing the change in the expression level of certain genes in TSC2 (ARGI 743GLN) organoid.



FIG. 20 is a schematic showing the analysis of gene expression in TSC2 (ARGI 743GLN) organoid. About 13,000 genes were analyzed, among which 995 genes are autism related and 121 genes are cancer related.



FIGS. 21A and 21B are tables showing the change in the expression level of certain genes in APP gene duplication organoid.



FIG. 22 is a schematic showing corroboration of the Neural Organoid Autism Model by a Swedish twin study for metal ions in their baby teeth in which one twin is normal and the other is autistic.





DETAILED DESCRIPTION

Unless defined otherwise, all technical and scientific terms used herein have the same meaning as is commonly understood by one of ordinary skill in the art. The following references provide one of skill with a general definition of many of the terms used in this disclosure: Singleton et al., Dictionary of Microbiology and Molecular Biology (2nd ed. 1994); The Cambridge Dictionary of Science and Technology (Walker ed., 1988); The Glossary of Genetics, 5th Ed., R. Rieger et al. (eds.), Springer Verlag (1991); and Hale & Marham, The Harper Collins Dictionary of Biology (1991). These references are intended to be exemplary and illustrative and not limiting as to the source of information known to the worker of ordinary skill in this art. As used herein, the following terms have the meanings ascribed to them below, unless specified otherwise.


It is noted here that as used in this specification and the appended claims, the singular forms “a,” “an,” and “the” also include plural reference, unless the context clarity dictates otherwise.


The term “about” or “approximately” means within 25%, such as within 20% (or 5% or less) of a given value or range.


As used herein, the terms “or” and “and/or” are utilized to describe multiple components in combination or exclusive of one another. For example, “x, y, and/or z” can refer to “x” alone, “y” alone, “z” alone, “x, y, and z,” “(x and y) or z,” “x or (y and z),” or “x or y or z.”


It is noted that terms like “preferably,” “commonly,” and “typically” are not utilized herein to limit the scope of the claimed invention or to imply that certain features are critical, essential, or even important to the structure or function of the claimed invention. Rather, these terms are merely intended to highlight alternative or additional features that can or cannot be utilized in a particular embodiment of the present invention.


For the purposes of describing and defining the present invention, it is noted that the term “substantially” is utilized herein to represent the inherent degree of uncertainty that can be attributed to any quantitative comparison, value, measurement, or other representation. The term “substantially” is also utilized herein to represent the degree by which a quantitative representation can vary from a stated reference without resulting in a change in the basic function of the subject matter at issue.


A “neural organoid” means a non-naturally occurring three-dimensional organized cell mass that is cultured in vitro from a human induced pluripotent stem cell and develops similarly to the human nervous system in terms of neural marker expression and structure. Further a neural organoid has two or more regions. The first region expresses cortical or retinal marker or markers. The remaining regions each express markers of the brain stem, cerebellum, and/or spinal cord.


Neural markers are any protein or polynucleotide expressed consistent with a cell lineage. By “neural marker” it is meant any protein or polynucleotide, the expression of which is associated with a neural cell fate. Exemplary neural markers include markers associated with the hindbrain, midbrain, forebrain, or spinal cord. One skilled in the art will understand that neural markers are representative of the cerebrum, cerebellum and brainstem regions. Exemplary brain structures that express neural markers include the cortex, hyopthalamus, thalamus, retina, medulla, pons, and lateral ventricles. Further, one skilled in the art will recognize that within the brain regions and structures, granular neurons, dopaminergic neurons, GABAergic neurons, cholinergic neurons, glutamatergic neurons, serotonergic neurons, dendrites, axons, neurons, neuronal, cilia, purkinje fibers, pyramidal cells, spindle cells, express neuronal markers. One skilled in the art will recognize that this list is not all encompassing and that neural markers are found throughout the central nervous system including other brain regions, structures, and cell types.


Exemplary cerebellar markers include but are not limited to ATOH1, PAX6, SOX2, LHX2, and GRID2. Exemplary markers of dopaminergic neurons include but are not limited to tyrosine hydroxylase, vesicular monoamine transporter 2 (VMAT2), dopamine active transporter (DAT) and Dopamine receptor D2 (D2R). Exemplary cortical markers include, but are not limited to, doublecortin, NeuN, FOXP2, CNTN4, and TBR1. Exemplary retinal markers include but are not limited to retina specific Guanylate Cyclases (GUY2D, GUY2F), Retina and Anterior Neural Fold Homeobox (RAX), and retina specific Amine Oxidase, Copper Containing 2 (RAX). Exemplary granular neuron markers include, but are not limited to SOX2, NeuroD1, DCX, EMX2, FOXG1I, and PROX1. Exemplary brain stem markers include, but are not limited to FGF8, INSM1, GATA2, ASCL I, GATA3. Exemplary spinal cord markers include, but are not limited to homeobox genes including but not limited to HOXA1, HOXA2, HOXA3, HOXB4, HOXA5, HOXCS, or HOXDI3. Exemplary GABAergic markers include, but are not limited to NKCCI or KCC2. Exemplary astrocytic markers include, but are not limited to GFAP. Exemplary oliogodendrocytic markers include, but are not limited to OLIG2 or MBP. Exemplary microglia markers include, but are not limited to AIF1 or CD4. In one embodiment the measured biomarkers listed above have at least 70% homology to the sequences in the Appendix. One skilled in the art will understand that the list is exemplary and that additional biomarkers exist.


Diagnostic or informative alteration or change in a biomarker is meant as an increase or decrease in expression level or activity of a gene or gene product as detected by conventional methods known in the art such as those described herein. As used herein, such an alteration can include a 10% change in expression levels, a 25% change, a 40% change, or even a 50% or greater change in expression levels.


A mutation is meant to include a change in one or more nucleotides in a nucleotide sequence, particularly one that changes an amino acid residue in the gene product. The change may or may not have an impact (negative or positive) on activity of the gene.


Neural Organoids

Neural organoids are generated in vitro from patient tissue samples. Neural organoids were previously disclosed in WO2017123791A1 (https://patents.google.com/patent/WO2017123791Alten), incorporated herein, in its entirety. A variety of tissues can be used including skin cells, hematopoietic cells, or peripheral blood mononuclear cells (PBMCs) or in vivo stem cells directly. One of skill in the art will further recognize that other tissue samples can be used to generate neural organoids. Use of neural organoids permits study of neural development in vitro. In one embodiment skin cells are collected in a petri dish and induced to an embryonic-like pluripotent stem cell (iPSC) that have high levels of developmental plasticity. iPSCs are grown into neural organoids in said culture under appropriate conditions as set forth herein and the resulting neural organoids closely resemble developmental patterns similar to human brain. In particular, neural organoids develop anatomical features of the retina, forebrain, midbrain, hindbrain and spinal cord. Importantly, neural organoids express >98% of the about 15,000 transcripts found in the adult human brain. iPSCs can be derived from the skin or blood cells of humans identified with the genes listed in Table 1 (Novel Markers of Autism), Table 2 (Markers of Autism), Table 5 (Neural Organoid Autism Authenticating Genes) and Table 7 (Comorbidities of Autism).


In one embodiment, the about 12-week old iPSC-derived human neural organoid has ventricles and other anatomical features characteristic of a 35-40 day old neonate. In an additional embodiment the about 12 week old neural organoid expresses beta 3-tubulin, a marker of axons as well as somato-dendritic Puncta staining for MAP2, consistent with dendrites. In yet another embodiment, at about 12 weeks the neural organoid displays laminar organization of cortical structures. Cells within the laminar structure stain positive for doublecortin (cortical neuron cytosol), Beta3 tubulin (axons) and nuclear staining. The neural organoid, by 12 weeks, also displays dopaminergic neurons and astrocytes.


Accordingly as noted, neural organoids permit study of human neural development in vitro. Further, the neural organoid offers the advantages of replicability, reliability and robustness, as shown herein using replicate neural organoids from the same source of iPSCs.


Developmental Transcriptomics

A “transcriptome” is a collection of all RNA including messenger RNA (mRNA), long non-coding RNAs (IncRNA), microRNAs (miRNA) and, small nucleolar RNA snoRNA), other regulatory polynucleotides, and regulatory RNA (IncRNA, miRNA) molecules expressed from the genome of an organism through transcription therefrom. Thus, transcriptomics is the study of the mRNA transcripts produced by the genome at a given tie in any particular cell or tissue of the organism. Transcriptomics employs high-throughput techniques to analyze genome expression changes associated with development or disease. In certain embodiments, transcriptomic studies can be used to compare normal, healthy tissues and diseased tissue gene expression. In further embodiments, mutated genes or variants associated with disease or the environment can be identified.


Consistent with this, the aim of developmental transcriptomics is identifying genes associated with, or significant in, organismal development and disease and dysfunctions associated with development. During development, genes undergo up- and down-regulation as the organism develops. Thus, transcriptomics provides insight into cellular processes, and the biology of the organism.


Generally, in one embodiment RNA is sampled from the neural organoid described herein within at about one week, about four weeks, or about twelve weeks of development; most particularly RNA from all three time periods are samples. However, RNA from the neural organoid can be harvested at minutes, hours, days or weeks after reprogramming. For instance, RNA can be harvested at about 10 minutes, 20 minutes, 30 minutes, 40 minutes, 50 minutes and 60 minutes. In a further embodiment the RNA can be harvested 1 hour, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 13 hours, 14 hours, 15 hours, 16 hours, 17 hours, 18 hours, 19 hours, 20 hours, 21 hours, 22 hours, 23 hours, or 24 hours. In a further embodiment the RNA can be harvested at 1 day, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 8 days, 9 days, 10 days, 11 days, 12 days, 13 days, 14 days, 15 days, 16 days, 17 days, 18 days, 19 days, 20 days, 21 days, or 1 week, 2 weeks, 3 weeks, 4 weeks, 5 weeks, 6 weeks, 7 weeks, 8 weeks, 9 weeks 10 weeks, 11 weeks, 12 weeks or more in culture. After enriching for RNA sequences, an expressed sequence tag (EST) library is generated and quantitated using the AmpliSeg™ technique from ThermoFisher. Exemplars of alternate technologies include RNASeq and chip based hybridization methods. Transcript abundance in such experiments is compared in control neural organoids from healthy individuals vs. neural organoids generated from individuals with disease and the fold change in gene expression calculated and reported.


Furthermore, in one embodiment RNA from neural organoids for autism, are converted to DNA libraries and then the representative DNA libraries are sequenced using exon-specific primers for 20,814 genes using the AmpliSeg™ technique available commercially from ThermoFisher. Reads in cpm <1 are considered background noise. All cpm data are normalized data and the reads are a direct representation of the abundance of the RNA for each gene.


Briefly, in one embodiment, the array consists of one or a plurality of genes used to predict risk. In an alternative embodiment reads contain a plurality of genes, known to be associated with autism. In yet another embodiment the genes on the libraries can be comprised of disease-specific gene as provided in Tables 1 and 2 or a combination of genes in Table 1 or Table 2 with alternative disease specific genes. Exemplarily, changes in expression or mutation of disease-specific genes are detected using such sequencing, and differential gene expression detected thereby, qualitatively by detecting a pattern of gene expression or quantitatively by detecting the amount or extent of expression of one or a plurality of disease-specific genes or mutations thereof. Results of said assays using the AmpliSeg™ technique can be used to identify genes that can predict disease risk or onset and can be targets of therapeutic intervention. In further embodiments, hybridization assays can be used, including but not limited to sandwich hybridization assays, competitive hybridization assays, hybridization-ligation assays, dual ligation hybridization assays, or nuclease assays.


Neural Organoids and Pharmaceutical Testing

Neural organoids are useful for pharmaceutical testing. Currently, drug screening studies including toxicity, safety and or pharmaceutical efficacy, are performed using a combination of in vitro work, rodent/primate studies and computer modeling. Collectively, these studies seek to model human responses, in particular physiological responses of the central nervous system.


Human neural organoids are advantageous over current pharmaceutical testing methods for several reasons. First neural the organoids are easily derived from healthy and diseased patients, mitigating the need to conduct expensive clinical trials. Second, rodent models of human disease are unable to mimic the physiological nuances unique to human growth and development. Third, the use of primates creates ethical concerns. Finally, current methods are indirect indices of drug safety. Alternatively, neural organoids offer an inexpensive, easily accessible model of human brain development. The model permits direct, and thus more thorough, understanding of the safety, efficacy and toxicity of pharmaceutical compounds.


Starting material for neural organoids is easily obtained from healthy and diseased patients. Further, because human organoids are easily grown they can be produced en mass. This permits efficient screening of pharmaceutical compounds.


Neural organoids are advantageous for identifying biomarkers of a disease or a condition, the method comprising a) obtaining a biological sample from a human patient; and b) detecting whether at least one biomarker is present in the biological sample by contacting the biological sample with an array comprising binding molecules specific for the biomarkers and detecting binding between the at least one biomarker and the specific binding molecules. In further embodiments, the biomarker serves as a gene therapy target.


Developmental Transcriptomics and Predictive Medicine

Changes in gene expression of specific genes when compared to those from non-diseased samples by >1.4 fold identify candidate genes correlating with a disease. Further searches of these genes in data base searches (e.g. Genecard, Malacard, Pubmed SFARI gene data base (https://gene.sfari.org/database/gene-scoring/); Human Protein Atlas (https://www.proteinatlas.org/ENSG00000115091-ACTR3/pathology) identify known diseases correlated previously with the disease state. In one embodiment AmpliSeg™ quantification of fold expression change allows for determination of fold change from control.


Autism

Autism and autism spectrum disorder are development disorders that negatively impact social interactions and day-to-day activities. The disorder is characterized by repetitive and unusual behaviors and reduced tolerance for sensory stimulation and gastrointestinal distress. The signs of autism occur early in life, usually around age 2 or 3. Autism affects approximately 1 in 68 children in the United States and approximately one third of people with autism remain non-verbal for their entire life. Many autism-predictive genes are associated with brain development, growth, and/or organization of neurons and synapses.


Early detection of autism is critical to providing therapy and tailored learning to minimize the effects of autism. The current inventive process, in one particular embodiment is a method for predicting a risk for developing autism in a human, the method comprising: procuring one or a plurality of cell samples from the human, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain a neural organoid; collecting a biological sample from the neural organoid; measuring biomarkers in the neural organoid sample; and detecting measured biomarkers from the neural organoid sample that are differentially expressed in humans with autism.


In a further particular embodiment, at least one cell sample such as a fibroblast is reprogrammed to become a pluripotent stem cell. In one embodiment the fibroblast is a skin cell that is induced to become a neural organoid after being reprogrammed to become a pluripotent stem cell. In a particular embodiment the neural organoid is harvested at about 1 week. In an alternate embodiment the neural organoid is harvested at about 4 weeks, and about 12 weeks. In another aspect the neural organoid can be harvested at days or weeks after reprogramming. At each time point the RNA is isolated and the gene biomarkers measured. The measured biomarkers comprise nucleic acids, proteins, or metabolites. In a particular embodiment the measured biomarker is a nucleic acid encoding human TSC1, TSC2 or a TSC2 variant.


In one embodiment the measured biomarker for human TSC1, TSC2, or a TSC2 variant means any nucleic acid sequence encoding a human TSC1 or TSC2 polypeptide having at least 70% homology to the sequence for human TSC1 or TSC2.


In a further embodiment additional measured biomarkers are nucleic acids encoding human genes, proteins, and metabolites as provided in Tables 1 and 2.


Although expression of multiple genes is altered in autism, in one embodiment lead candidate genes can be used to predict risk of autism onset later in life. In a particular embodiment a combination of biomarkers is detected, the combination comprising a nucleic acid encoding human TSC1, TSC2 or a TSC2 variant; and one or a plurality of biomarkers comprising genes, proteins, or metabolites as presented in Table 2. In a further embodiment the measured biomarkers mean any nucleic acid sequence encoding the respective polypeptide having at least 70% homology to the gene accession numbers listed in Table 2. Genes in Table 1 have specific mutations identified with them for autism and constitute likely causative biomarkers for autism.









TABLE 2







Biomarkers for Autism








Gene Symbol
Gene Name





ABCA10
ATP-binding cassette, sub-family A (ABC1), member 10


ABCA13
ATP binding cassette subfamily A member 13


ABCA7
ATP-binding cassette, sub-family A (ABC1), member 7


ACE
angiotensin I converting enzyme


ACHE
Acetylcholinesterase (Yt blood group)


ADA
adenosine deaminase


ADARB1
Adenosine deaminase, RNA-specific, B1


ADCY3
adenylate cyclase 3


ADCY5
Adenylate cyclase 5


ADK
adenosine kinase


ADNP
Activity-dependent neuroprotector homeobox


ADORA3
Adenosine A3 receptor


ADSL
adenylosuccinate lyase


AFF2
AF4/FMR2 family, member 2


AFF4
AF4/FMR2 family, member 4


AGAP1
ArfGAP with GTPase domain, ankyrin repeat and PH domain 1


AGAP2
ArfGAP with GTPase domain, ankyrin repeat and PH domain 2


AGBL4
ATP/GTP binding protein-like 4


AGMO
alkylglycerol monooxygenase


AGO1
argonaute 1, RISC catalytic component


AGTR2
angiotensin II receptor, type 2


AHDC1
AT-hook DNA binding motif containing 1


AHI1
Abelson helper integration site 1


AKAP9
A kinase (PRKA) anchor protein 9


ALDH1A3
aldehyde dehydrogenase 1 family member A3


ALDH5A1
aldehyde dehydrogenase 5 family, member A1 (succinate-



semialdehyde dehydrogenase)


AMPD1
Adenosine monophosphate deaminase 1


AMT
Aminomethyltransferase


ANK2
Ankyrin 2, neuronal


ANK3
ankyrin 3


ANKRD11
ankyrin repeat domain 11


ANXA1
Annexin A1


AP1S2
adaptor related protein complex 1 sigma 2 subunit


APBA2
amyloid beta (A4) precursor protein-binding, family A, member 2


APBB1
amyloid beta precursor protein binding family B member 1


APC
adenomatosis polyposis coli


APH1A
APH1A gamma secretase subunit


ARHGAP15
Rho GTPase activating protein 15


ARHGAP24
Rho GTPase activating protein 24


ARHGAP32
Rho GTPase activating protein 32


ARHGAP33
Rho GTPase activating protein 33


ARHGAP5
Rho GTPase activating protein 5


ARHGEF10
Rho guanine nucleotide exchange factor 10


ARHGEF9
Cdc42 guanine nucleotide exchange factor (GEF) 9


ARID1B
AT-rich interaction domain 1B


ARNT2
aryl-hydrocarbon receptor nuclear translocator 2


ARX
aristaless related homeobox


ABAT
4-aminobutyrate aminotransferase


ACTN4
actinin alpha 4


ACY1
aminoacylase 1


ADAMTS18
ADAM metallopeptidase with thrombospondin type 1 motif 18


ADORA2A
adenosine A2a receptor


ADRB2
adrenergic, beta-2-, receptor, surface


ALG6
ALG6, alpha-1,3-glucosyltransferase


ALOX5AP
arachidonate 5-lipoxygenase-activating protein


ANKS1B
ankyrin repeat and sterile alpha motif domain containing 1B


ARHGAP11B
Rho GTPase activating protein 11B


ASAP2
ArfGAP with SH3 domain, ankyrin repeat and PH domain 2


ASH1L
Ash1 (absent, small, or homeotic)-like (Drosophila)


ASMT
acetylserotonin O-methyltransferase


ASPM
abnormal spindle microtubule assembly


ASTN2
astrotactin 2


AMBRA1
autophagy and beclin 1 regulator 1


APP
Amyloid beta (A4) precursor protein


AR
androgen receptor


ASS1
argininosuccinate synthetase


ASXL3
Additional sex combs like 3 (Drosophila)


ATG7
Autophagy related 7


ATP10A
Probable phospholipid-transporting ATPase VA


ATP1A1
ATPase Na+/K+ transporting subunit alpha 1


ATP1A3
ATPase Na+/K+ transporting subunit alpha 3


ATP2B2
ATPase, Ca++ transporting, plasma membrane 2


ATP6V0A2
ATPase H+ transporting V0 subunit a2


ATP8A1
ATPase phospholipid transporting 8A1


ATRNL1
Attractin-like 1


ATRX
alpha thalassemia/mental retardation syndrome X-linked


ATXN7
Ataxin 7


AUTS2
autism susceptibility candidate 2


AVP
Arginine vasopressin


AVPR1A
arginine vasopressin receptor 1A


AVPR1B
arginine vasopressin receptor 1B


AZGP1
alpha-2-glycoprotein 1, zinc-binding


BAIAP2
BAI1-associated protein 2


BAZ2B
bromodomain adjacent to zinc finger domain 2B


BBS4
Bardet-Biedl syndrome 4


BCKDK
Branched chain ketoacid dehydrogenase kinase


BCL11A
B-cell CLL/lymphoma 11A (zinc finger protein)


BCL2
B-cell CLL/lymphoma 2


BDNF
Brain-derived neurotrophic factor


BIRC6
Baculoviral IAP repeat containing 6


BRAF
v-raf murine sarcoma viral oncogene homolog B


BRCA2
breast cancer 2, early onset


BRD4
bromodomain containing 4


BRINP1
BMP/retinoic acid inducible neural specific 1


BST1
bone marrow stromal cell antigen 1


BTAF1
RNA polymerase II, B-TFIID transcription factor-associated, 170 kDa



(Mot1 homolog, S. cerevisiae)


C12orf57
Chromosome 12 open reading frame 57


C15orf62
chromosome 15 open reading frame 62


C3orf58
chromosome 3 open reading frame 58


C4B
complement component 4B


CA6
carbonic anhydrase VI


CACNA1A
Calcium channel, voltage-dependent, P/Q type, alpha 1A subunit


CACNA1C
calcium channel, voltage-dependent, L type, alpha 1C subunit


BICDL1
BICD family like cargo adaptor 1


CACNA1D
calcium channel, voltage-dependent, L type, alpha 1D


CACNA1E
calcium voltage-gated channel subunit alpha1 E


CACNA1F
calcium channel, voltage-dependent, alpha 1F


CACNA1G
calcium channel, voltage-dependent, T type, alpha 1G subunit


CACNA1H
calcium channel, voltage-dependent, alpha 1H subunit


CACNA1I
Calcium channel, voltage-dependent, T type, alpha 1I subunit


CACNA2D3
Calcium channel, voltage-dependent, alpha 2/delta subunit 3


CACNB2
Calcium channel, voltage-dependent, beta 2 subunit


CADM1
cell adhesion molecule 1


CADM2
Cell adhesion molecule 2


CADPS2
Ca2+-dependent activator protein for secretion 2


CAMK2A
calcium/calmodulin dependent protein kinase II alpha


CAMK2B
calcium/calmodulin dependent protein kinase II beta


CAMK4
Calcium/calmodulin-dependent protein kinase IV


CAMSAP2
calmodulin regulated spectrin-associated protein family, member 2


CAMTA1
calmodulin binding transcription activator 1


CAPN12
Calpain 12


CAPRIN1
Cell cycle associated protein 1


CARD11
caspase recruitment domain family member 11


CASC4
cancer susceptibility candidate 4


CASK
calcium/calmodulin dependent serine protein kinase


CBLN1
cerebellin 1 precursor


CC2D1A
Coiled-coil and C2 domain containing 1A


CCDC88C
Coiled-coil domain containing 88C


CCDC91
coiled-coil domain containing 91


CCT4
Chaperonin containing TCP1, subunit 4 (delta)


CD276
CD276molecule


CD38
CD38 molecule


CD44
CD44 molecule (Indian blood group)


CD99L2
CD99 molecule like 2


CDC42BPB
CDC42 binding protein kinase beta (DMPK-like)


CDH10
cadherin 10, type 2 (T2-cadherin)


CDH11
cadherin 11


CDH22
cadherin-like 22


CDH8
cadherin 8, type 2


BCAS1
breast carcinoma amplified sequence 1


BIN1
bridging integrator 1


CACNA1B
calcium voltage-gated channel subunit alpha1 B


CACNA2D1
calcium voltage-gated channel auxiliary subunit alpha2delta 1


CBS
cystathionine beta-synthase


CCNG1
cyclin G1


CCNK
cyclin K


CDH13
cadherin 13


CDH9
cadherin 9, type 2 (T1-cadherin)


CDK13
cyclin dependent kinase 13


CDKL5
cyclin-dependent kinase-like 5


CDKN1B
cyclin dependent kinase inhibitor 1B


CECR2
CECR2, histone acetyl-lysine reader


CELF4
CUGBP, Elav-like family member 4


CELF6
CUGBP, Elav-like family member 6


CEP135
centrosomal protein 135


CEP290
Centrosomal protein 290 kDa


CEP41
testis specific, 14


CGNL1
Cingulin-like 1


CHD1
chromodomain helicase DNA binding protein 1


CHD2
Chromodomain helicase DNA binding protein 2


CHD5
chromodomain helicase DNA binding protein 5


CHD7
chromodomain helicase DNA binding protein 7


CHD8
chromodomain helicase DNA binding protein 8


CHKB
Choline kinase beta


CHMP1A
charged multivesicular body protein 1A


CHRM3
cholinergic receptor muscarinic 3


CHRNA7
cholinergic receptor, nicotinic, alpha 7


CHRNB3
cholinergic receptor nicotinic beta 3 subunit


CHST5
carbohydrate sulfotransferase 5


CIB2
Calcium and integrin binding family member 2


CIC
capicua transcriptional repressor


CLASP1
cytoplasmic linker associated protein 1


CLN8
Ceroid-lipofuscinosis, neuronal 8 (epilepsy, progressive with mental



retardation)


CLSTN2
calsyntenin 2


CLSTN3
Calsyntenin 3


CLTCL1
clathrin, heavy chain-like 1


CMIP
c-Maf inducing protein


CNGB3
cyclic nucleotide gated channel beta 3


CNKSR2
connector enhancer of kinase suppressor of Ras 2


CNOT3
CCR4-NOT transcription complex subunit 3


CNR1
cannabinoid receptor 1 (brain)


CNR2
Cannabinoid receptor 2 (macrophage)


CNTN4
contactin 4


CNTN5
Contactin 5


CNTN6
Contactin 6


CNTNAP2
contactin associated protein-like 2


CNTNAP4
Contactin associated protein-like 4


CNTNAP5
contactin associated protein-like 5


COL28A1
collagen type XXVIII alpha 1 chain


CPT2
carnitine palmitoyltransferase 2


CREBBP
CREB binding protein


CHD3
chromodomain helicase DNA binding protein 3


CNTN3
contactin 3


CNTNAP3
contactin associated protein-like 3


CRHR2
corticotropin releasing hormone receptor 2


CSMD1
CUB and Sushi multiple domains 1


CSNK1D
casein kinase 1, delta


CSNK1E
casein kinase 1 epsilon


CTCF
CCCTC-binding factor


CTNNA3
catenin (cadherin-associated protein), alpha 3


CTNNB1
catenin beta 1


CTNND2
Catenin (cadherin-associated protein), delta 2


CTTNBP2
cortactin binding protein 2


CUL3
Cullin 3


CPEB4
cytoplasmic polyadenylation element binding protein 4


CTNNA2
catenin alpha 2


CUL7
Cullin 7


CUX1
cut like homeobox 1


CUX2
cut like homeobox 2


CX3CR1
Chemokine (C-X3-C motif) receptor 1


CXCR3
chemokine (C-X-C motif) receptor 3


CYFIP1
cytoplasmic FMR1 interacting protein 1


CYLC2
cylicin, basic protein of sperm head cytoskeleton 2


CYP11B1
cytochrome P450, family 11, subfamily B, polypeptide 1


CYP27A1
cytochrome P450 family 27 subfamily A member 1


DAB1
disabled homolog 1 (Drosophila)


DAGLA
diacylglycerol lipase alpha


DARK1
death-associated protein kinase 1


DAPP1
Dual adaptor of phosphotyrosine and 3-phosphoinositides


DCTN5
dynactin 5


DDX3X
DEAD (Asp-Glu-Ala-Asp) box helicase 3, X-linked


DDX53
DEAD (Asp-Glu-Ala-Asp) box polypeptide 53


DEAF1
DEAF1 transcription factor


DENR
density-regulated protein


DEPDC5
DEP domain containing 5


DHCR7
7-dehydrocholesterol reductase


DHX30
DExH-box helicase 30


DIAPH3
Diaphanous-related formin 3


DIP2A
DIP2 disco-interacting protein 2 homolog A (Drosophila)


DIP2C
disco interacting protein 2 homolog C


DISC1
disrupted in schizophrenia 1


DIXDC1
DIX domain containing 1


DLG1
discs large MAGUK scaffold protein 1


DLG4
discs large MAGUK scaffold protein 4


DLGAP1
DLG associated protein 1


DLGAP2
discs, large (Drosophila) homolog-associated protein 2


DLX6
distal-less homeobox 6


DMD
dystrophin (muscular dystrophy, Duchenne and Becker types)


DCX
doublecortin


DGKZ
diacylglycerol kinase zeta


DMPK
dystrophia myotonica-protein kinase


DMXL2
Dmx-like 2


DNAH10
Dynein, axonemal, heavy chain 10


DNAH17
dynein axonemal heavy chain 17


DNAH3
dynein axonemal heavy chain 3


ONER
Delta/notch-like EGF repeat containing


DNM1L
Dynamin 1-like


DNMT3A
DNA (cytosine-5-)-methyltransferase 3 alpha


DOCK1
Dedicator of cytokinesis 1


DOCK10
Dedicator of cytokinesis 10


DOCK4
Dedicator of cytokinesis 4


DOCK8
dedicator of cytokinesis 8


DPP10
Dipeptidyl-peptidase 10


DPP4
Dipeptidyl-peptidase 4


DPP6
dipeptidyl-peptidase 6


DCUN1D1
DCN1, defective in cullin neddylation 1, domain containing 1



(S. cerevisiae)


DDC
dopa decarboxylase


DDX11
DEAD/H (Asp-Glu-Ala-Asp/His) box polypeptide 11


DGKK
diacylglycerol kinase kappa


DLGAP3
DLG associated protein 3


DLX1
distal-less homeobox 1


DLX2
distal-less homeobox 2


DNAJC19
DnaJ heat shock protein family (Hsp40) member C19


DOLK
dolichol kinase


DPYD
dihydropyrimidine dehydrogenase


DPYSL2
dihydropyrimidinase like 2


DPYSL3
dihydropyrimidinase like 3


DRD1
Dopamine receptor D1


DRD2
Dopamine receptor D2


DRD3
dopamine receptor D3


DSCAM
Down syndrome cell adhesion molecule


DST
Dystonin


DUSP15
dual specificity phosphatase 15


DUSP22
dual specificity phosphatase 22


DVL1
Dishevelled segment polarity protein 1


DVL3
Dishevelled segment polarity protein 3


DYDC1
DPY30 domain containing 1


DYDC2
DPY30 domain containing 2


DYNC1H1
dynein cytoplasmic 1 heavy chain 1


DYRK1A
Dual-specificity tyrosine-(Y)-phosphorylation regulated kinase 1A


EBF3
early B-cell factor 3


EEF1A2
Eukaryotic translation elongation factor 1 alpha 2


EFR3A
EFR3 homolog A (S. cerevisiae)


EGR2
early growth response 2 (Krox-20 homolog, Drosophila)


EHMT1
Euchromatic histone-lysine N-methyltransferase 1


EIF3G
eukaryotic translation initiation factor 3 subunit G


EIF4E
eukaryotic translation initiation factor 4E


EIF4EBP2
Eukaryotic translation initiation factor 4E binding protein 2


ELAVL2
ELAV like neuron-specific RNA binding protein 2


ELAVL3
ELAV like neuron-specific RNA binding protein 3


ELP4
Elongator acetyltransferase complex subunit 4


EML1
echinoderm microtubule associated protein like 1


EN2
engrailed homolog 2


EP300
E1A binding protein p300


EP400
E1A binding protein p400


EPC2
Enhancer of polycomb homolog 2 (Drosophila)


EPHA6
EPH receptor A6


EPHB2
EPH receptor B2


EPHB6
EPH receptor B6


EPPK1
epipiakin 1


EPS8
epidermal growth factor receptor pathway substrate 8


ERBB4
v-erb-a erythroblastic leukemia viral oncogene homolog 4 (avian)


ERG
ERG, ETS transcription factor


EMSY
EMSY, BRCA2 interacting transcriptional repressor


ERBIN
erbb2 interacting protein


ERMN
ermin


ESR1
estrogen receptor 1


ESR2
estrogen receptor 2 (ER beta)


ESRRB
estrogen-related receptor beta


ETFB
Electron-transfer-flavoprotein, beta polypeptide


EXOC6B
exocyst complex component 6B


EXT1
Exostosin 1


F13A1
coagulation factor XIII, A1 polypeptide


FABP3
Fatty acid binding protein 3, muscle and heart (mammary-derived



growth inhibitor)


FABP5
fatty acid binding protein 5 (psoriasis-associated)


FABP7
fatty acid binding protein 7, brain


FAM19A2
family with sequence similarity 19 member A2, C-C motif chemokine



like


FAM19A3
family with sequence similarity 19 member A3, C-C motif chemokine



like


FAM47A
family with sequence similarity 47 member A


FAM92B
Family with sequence similarity 92, member B


FAN1
FANCD2/FANCI-associated nuclease 1


FAT1
FAT atypical cadherin 1


FBN1
Fibrillin 1


FBXO33
F-box protein 33


FBXO40
F-box protein 40


FCRL6
Fc receptor like 6


FEZF2
FEZ family zinc finger 2


FGA
Fibrinogen alpha chain


FGD1
FYVE, RhoGEF and PH domain containing 1


FGFBP3
fibroblast growth factor binding protein 3


FHIT
fragile histidine triad gene


FLT1
fms-related tyrosine kinase 1 (vascular endothelial growth



factor/vascular perme ability factor receptor)


FMR1
fragile X mental retardation 1


FOLH1
folate hydrolase 1


FOXG1
Forkhead box G1


FOXP1
forkhead box P1


FOXP2
forkhead box P2


FRK
fyn-related kinase


ELOVL2
ELOVL fatty acid elongase 2


EXOC3
exocyst complex component 3


EXOC5
exocyst complex component 5


EXOC6
exocyst complex component 6


FAM135B
family with sequence similarity 135 member B


FRMPD4
FERM and PDZ domain containing 4


GABBR2
gamma-aminobutyric acid type B receptor subunit 2


GABRA1
Gamma-aminobutyric acid (GABA) A receptor, alpha 1


GABRA3
Gamma-aminobutyric acid (GABA) A receptor, alpha 3


GABRA4
gamma-aminobutyric acid (GABA) A receptor, alpha 4


GABRA5
gamma-aminobutyric acid type A receptor alpha5 subunit


GABRB1
gamma-aminobutyric acid (GABA) A receptor, beta 1


GABRB3
gamma-aminobutyric acid (GABA) A receptor, beta 3


GABRQ
Gamma-aminobutyric acid (GABA) A receptor, theta


GAD1
Glutamate decarboxylase 1 (brain, 67 kDa)


GADD45B
Growth arrest and DNA-damage-inducible, beta


GALNT13
polypeptide N-acetylgalactosaminyltransferase 13


GALNT14
polypeptide N-acetylgalactosaminyltransferase 14


GAN
Gigaxonin


GAP43
Growth associated protein 43


GAS2
Growth arrest-specific 2


GATM
Glycine amidinotransferase (L-arginine: glycine amidinotransferase)


GDA
guanine deaminase


GGNBP2
gametogenetin binding protein 2


GIGYF1
GRB10 interacting GYF protein 1


FBXO11
F-box protein 11


FBXO15
F-box protein 15


FER
FERtyrosine kinase


FGFR2
fibroblast growth factor receptor 2


GABRG3
gamma-aminobutyric acid type A receptor gamma3 subunit


GALNT8
polypeptide N-acetylgalactosaminyltransferase 8


GIGYF2
GRB10 interacting GYF protein 2


GLIS1
GLIS family zinc finger 1


GLO1
glyoxalase I


GLRA2
glycine receptor, alpha 2


GNA14
Guanine nucleotide binding protein (G protein), alpha 14


GNAS
GNAS complex locus


GNB1L
guanine nucleotide binding protein (G protein), beta polypeptide 1-like


GPC4
glypican 4


GPC6
glypican 6


GPHN
Gephyrin


GPR139
G protein-coupled receptor 139


GPR37
G protein-coupled receptor 37


GPR85
G protein-coupled receptor 85


GPX1
glutathione peroxidase 1


GRIA1
glutamate ionotropic receptor AMPA type subunit 1


GRID1
Glutamate receptor, ionotropic, delta 1


GRID2
glutamate receptor, ionotropic, delta 2


GRIK2
glutamate ionotropic receptor kainate type subunit 2


GRIK4
Glutamate receptor, ionotropic, kainate 4


GRIK5
Glutamate receptor, ionotropic, kainate 5


GRIN1
Glutamate receptor, ionotropic, N-methyl D-aspartate 1


GRIN2A
glutamate receptor, ionotropic, N-methyl D-aspartate 2A


GRIN2B
glutamate receptor, inotropic, N-methyl D-apartate 2B


GRIP1
glutamate receptor interacting protein 1


GRM4
Glutamate receptor, metabotropic 4


GRM5
Glutamate receptor, metabotropic 5


GRM7
Glutamate receptor, metabotropic 7


GRM8
glutamate receptor, metabotropic 8


GRPR
Gastrin-releasing peptide receptor


GSK3B
Glycogen synthase kinase 3 beta


GSTM1
glutathione S-transferase M1


GTF2I
general transcription factor IIi


GUCY1A2
guanylate cyclase 1 soluble subunit alpha 2


H2AFZ
H2A histone family member Z


HCN1
Hyperpolarization activated cyclic nucleotide-gated potassium



channel 1


HDAC3
histone deacetylase 3


HDAC4
histone deacetylase 4


HDC
histidine decarboxylase


HDLBP
high density lipoprotein binding protein


HECTD4
HECT domain E3 ubiquitin protein ligase 4


HECW2
HECT, C2 and WW domain containing E3 ubiquitin protein ligase 2


HEPACAM
hepatic and glial cell adhesion molecule


HERC2
HECT and RLD domain containing E3 ubiquitin protein ligase 2


HIVEP3
human immunodeficiency virus type I enhancer binding protein 3


HLA-A
major histocompatibility complex, class I, A


HLA-B
Major histocompatibility complex, class I, B


HLA-G
major histocompatibility complex, class I, G


HMGN1
high mobility group nucleosome binding domain 1


HNRNPH2
heterogeneous nuclear ribonucleoprotein H2


HNRNPU
heterogeneous nuclear ribonucleoprotein U


HOMER1
Homer homolog 1 (Drosophila)


HOXA1
homeobox A1


HOXB1
homeobox B1


HRAS
v-Ha-ras Harvey rat sarcoma viral oncogene homolog


HS3ST5
heparan sulfate (glucosamine) 3-O-sulfotransferase 5


HSD11B1
hydroxysteroid (11-beta) dehydrogenase 1


HTR1B
5-hydroxytryptamine (serotonin) receptor 1B


HTR2A
5-hydroxytryptamine (serotonin) receptor 2A


HTR3A
5-hydroxytryptamine (serotonin) receptor 3A


HTR3C
5-hydroxytryptamine (serotonin) receptor 3, family member C


GPD2
glycerol-3-phosphate dehydrogenase 2


GRID2IP
Grid2 interacting protein


GRIK3
glutamate ionotropic receptor kainate type subunit 3


GRM1
glutamate metabotropic receptor 1


GSN
gelsolin


HCFC1
host cell factor C1


HDAC6
histone deacetylase 6


HDAC8
histone deacetylase 8


HLA-DRB1
major histocompatibility complex, class II, DR beta 1


HTR7
5-hydroxytryptamine (serotonin) receptor 7 (adenylate cyclase-coupled)


HUWE1
HECT, UBA and WWE domain containing 1, E3 ubiquitin protein ligase


HYDIN
HYDIN, axonemal central pair apparatus protein


ICA1
islet cell autoantigen 1


IFNG
interferon gamma


IL17RA
interleukin 17 receptor A


IL1R2
interleukin 1 receptor, type II


IL1RAPL1
interleukin 1 receptor accessory protein-like 1


IL1RAPL2
interleukin 1 receptor accessory protein-like 2


ILF2
Interleukin enhancer binding factor 2


IMIMP2L
IMP2 inner mitochondrial membrane peptidase-like (S. cerevisiae)


INPP1
inositol polyphosphale-1-phosphatase


INTS6
Integrator complex subunit 6


IQGAP3
IQ motif containing GTPase activating protein 3


IQSEC2
IQ motif and Sec7 domain 2


IRF2BPL
Interferon regulatory factor 2 binding protein-like


ITGB3
integrin, beta 3 (platelet glycoprotein IIIa, antigen CD61)


ITGB7
integrin, beta 7


ITPR1
inositol 1,4,5-trisphosphate receptor type 1


JAKMIP1
Janus kinase and microtubule interacting protein 1


JARID2
jumonji and AT-rich interaction domain containing 2


JMJD1C
jumonji domain containing 1C


KANK1
KN motif and ankyrin repeat domains 1


KAT2B
K(lysine) acetyltransferase 2B


KAT6A
K(lysine) acetyltransferase 6A


KATNAL1
katanin catalytic subunit A1 like 1


KATNAL2
Katanin p60 subunit A-like 2


KCNB1
potassium voltage-gated channel subfamily B member 1


KCND2
potassium voltage-gated channel subfamily D member 2


KCND3
potassium voltage-gated channel subfamily D member 3


KCNJ10
potassium voltage-gated channel subfamily J member 10


KCNJ2
Potassium inwardly-rectifying channel, subfamily J, member 2


KCNK7
potassium two pore domain channel subfamily K member 7


KCNMA1
potassium large conductance calcium-activated channel, subfamily M,



alpha member 1


KCNQ2
potassium voltage-gated channel subfamily Q member 2


KCNQ3
potassium voltage-gated channel subfamily Q members


KGNT1
potassium sodium-activated channel subfamily T member 1


KCTD13
Potassium channel tetramerisation domain containing 13


KDM4B
lysine demethylase 4B


KDM5B
Lysine (K)-specific demethylase 5B


KDM5C
lysine demethylase 5C


KDM6A
lysine demethylase 6A


KDM6B
Lysine (K)-specific demethylase 6B


KHDRBS2
KH domain containing, RNA binding, signal transduction associated 2


KIAA1586
KIAA1586


KIF13B
Kinesin family member 13B


KIF5C
Kinesin family member 5C


KIRREL3
Kin of IRRE like 3 (Drosophila)


IFNGR1
interferon gamma receptor 1


IL16
interleukin 16


IL17A
Interleukin 17A


IL6
interleukin 6


ITGA4
integrin, alpha 4 (antigen CD49D, alpha 4 subunit of VLA-4 receptor)


KCNJ12
potassium voltage-gated channel subfamily J member 12


KCNJ15
potassium voltage-gated channel subfamily J member 15


KDM4C
lysine demethylase 4C


KHDRBS3
KH RNA binding domain containing, signal transduction associated 3


KIF14
kinesin family member 14


KIF21B
kinesin family member 21B


KIT
KIT proto-oncogene receptor tyrosine kinase


KLC2
Kinesin light chain 2


KLF16
Kruppel like factor 16


KMT2A
Lysine (K)-specific methyltransferase 2A


KMT2C
Lysine (K)-specific methyltransferase 2C


KMT2E
Lysine (K)-specific methyltransferase 2E


KPTN
kaptin, actin binding protein


KRR1
KRR1, small subunit (SSU) processome component, homolog (yeast)


KRT26
keratin 26


LAMA1
Laminin, alpha 1


LAMB1
laminin, beta 1


LAMC3
laminin, gamma 3


KMT5B
lysine methyltransferase 5B


KMO
kynurenine 3-monooxygenase


LAT
linker for activation of T-cells


LEO1
LEO1 homolog, Paf1/RNA polymerase II complex component


LEP
Leptin


LILRB2
leukocyte immunoglobulin like receptor B2


LIN7B
lin-7 homolog B, crumbs cell polarity complex component


LMX1B
LIM homeobox transcription factor 1 beta


LMX1B
LIM homeobox transcription factor 1 beta


LPL
lipoprotein lipase


LRBA
LPS-responsive vesicle trafficking, beach and anchor containing


LRFN2
leucine rich repeat and fibronectin type III domain containing 2


LRFN5
leucine rich repeat and fibronectin type III domain containing 5


LRP2
LDL receptor related protein 2


LRP2BP
LRP2 binding protein


LZTR1
Leucine-zipper-like transcription regulator 1


MACROD2
MACRO domain containing 2


MAGEL2
MAGE-like 2


MAOA
monoamine oxidase A


MAP2
microtubule-associated protein 2


MAPK1
Mitogen-activated protein kinase 1


MAPK3
mitogen-activated protein kinase 3


LNPK
lunapark, ER junction formation factor


MARK1
microtubule affinity regulating kinase 1


MBD1
methyl-CpG binding domain protein 1


MBD3
methyl-CpG binding domain protein 3


MBD4
methyl-CpG binding domain protein 4


MBD5
Methyl-CpG binding domain protein 5


MBD6
Methyl-CpG binding domain protein 6


MBOAT7
membrane bound O-acyltransferase domain containing 7


MCM4
minichromosome maintenance complex component 4


MCM6
minichromosome maintenance complex component 6


MCPH1
microcephalin 1


MDGA2
MAM domain containing glycosylphosphatidylinositol anchor 2


MECP2
Methyl CpG binding protein 2


MED12
mediator complex subunit 12


MED13
mediator complex subunit 13


MED13L
Mediator complex subunit 13-like


MEF2C
myocyte enhancer factor 2C


MEGF10
multiple EGF like domains 10


MEGF11
multiple EGF like domains 11


MET
met proto-oncogene (hepatocyte growth factor receptor)


MFRP
Membrane frizzled-related protein


MIB1
Mindbomb E3 ubiquitin protein ligase 1


LRPPRC
leucine rich pentatricopeptide repeat containing


LRRC1
leucine rich repeat containing 1


LRRC4
leucine rich repeat containing 4


LRRC7
Leucine rich repeat containing 7


LZTS2
leucine zipper, putative tumor suppressor 2


MAOB
monoamine oxidase B


MAPK12
mitogen-activated protein kinase 12


MCC
MCC, WNT signaling pathway regulator


MEIS2
Meis homeobox 2


MKL2
MKL/myocardin-like 2


MOCOS
Molybdenum cofactor sulfurase


MPP6
membrane palmitoylaled protein 6


MSANTD2
Myb/SANT DNA binding domain containing 2


MSR1
macrophage scavenger receptor 1


MTF1
metal-regulatory transcription factor 1


MTHFR
methylenetetrahydrofolate reductase (NAD(P)H)


MTOR
Mechanistic target of rapamycin (serine/threonine kinase)


MTR
5-methyltetrahydrofolate-homocysteine methyltransferase


MUC12
mucin 12, cell surface associated


MUC4
mucin 4, cell surface associated


MYH10
myosin heavy chain 10


MYH4
Myosin, heavy chain 4, skeletal muscle


MYO16
myosin XVI


MYO1A
myosin IA


MIR137
microRNA 137


MAGED1
MAGE family member D1


MAL
mal, T-cell differentiation protein


MAPK8IP2
Mitogen-activated protein kinase 8 interacting protein 2


MC4R
Melanocortin 4 receptor


MNT
MAX network transcriptional repressor


MSN
Moesin


MSNP1AS
Moesinpseudogene 1, antisense


MTX2
Metaxin 2


MYO1E
myosin IE


MYO5A
myosin VA


MYO5C
myosin VC


MYO9B
Myosin IXB


MYOZ1
myozenin 1


MYT1L
Myelin transcription factor 1-like


NAA15
N(alpha)-acetyltransferase 15, NatA auxiliary subunit


NAALADL2
N-acetylated alpha-linked acidic dipeptidase-like 2


NACC1
nucleus accumbens associated 1


NAV2
neuron navigator 2


NBEA
neurobeachin


NCKAP1
NCK-associated protein 1


NCKAP5
NCK-associated protein 5


NCKAP5L
NCK-associated protein 5-like


NCOR1
nuclear receptor corepressor 1


NEFL
Neurofilament, light polypeptide


NEO1
Neogenin 1


NF1
neurofibromin 1 (neurofibromatosis, von Recklinghausen disease,



Watson disease)


NFIA
nuclear factor I/A


NFIX
nuclear factor I/X (CCAAT-binding transcription factor)


NINL
Ninein-like


NIPA1
non imprinted in Prader-Willi/Angelman syndrome 1


NIPA2
non imprinted in Prader-Willi/Angelman syndrome 2


NIPBL
Nipped-B homolog (Drosophila)


NLGN1
neuroligin 1


NLGN2
Neuroligin 2


NLGN3
neuroligin 3


NEXMIF
neurite extension and migration factor


NLGN4X
neuroligin 4, X-linked


NOS1AP
nitric oxide synthase 1 (neuronal) adaptor protein


NOS2
nitric oxide synthase 2


NR1D1
nuclear receptor subfamily 1 group D member 1


NR2F1
nuclear receptor subfamily 2 group F member 1


NR3C2
Nuclear receptor subfamily 3, group C, member 2


NR4A2
nuclear receptor subfamily 4 group A member 2


NRCAM
neuronal cell adhesion molecule


NRP2
neuropilin 2


NRXN1
neurexin 1


NRXN2
neurexin 2


NRXN3
neurexin 3


NSD1
nuclear receptor binding SET domain protein 1


NTNG1
netrin G1


NTRK1
neurotrophic tyrosine kinase, receptor, type 1


NTRK2
neurotrophic receptor tyrosine kinase 2


NTRK3
neurotrophic tyrosine kinase, receptor, type 3


NUAK1
NUAK family, SNF1-like kinase, 1


NUP133
nucleoporin 133 kDa


NXPH1
neurexophilin 1


OCRL
oculocerebrorenal syndrome of Lowe


ODF3L2
outer dense fiber of sperm tails 3-like 2


OFD1
OFD1, centriole and centriolar satellite protein


OPHN1
oligophrenin 1


OR1C1
olfactory receptor, family 1, subfamily C, member 1


NSMCE3
NSE3 homolog, SMC5-SMC6 complex component


NDUFA5
NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 5, 13 kDa


NEGR1
neuronal growth regulator 1


NELL1
neural EGFL like 1


NFIB
nuclear factor I B


NLGN4Y
neuroligin 4, Y-linked


NOS1
nitric oxide synthase 1


NOTCH2NL
notch 2 N-terminal like


NPAS2
neuronal PAS domain protein 2


NR1H2
nuclear receptor subfamily 1 group H member 2


NRG1
Neuregulin 1


NUDCD2
NudC domain containing 2


NXF5
nuclear RNA export factor 5


OGT
O-linked N-acetylglucosamine (GlcNAc) transferase


OPRM1
opioid receptor, mu 1


OR2M4
Olfactory receptor, family 2, subfamily M, member 4


OR2T10
olfactory receptor family 2 subfamily T member 10


OR52M1
Olfactory receptor, family 52, subfamily M, member 1


OTUD7A
OTU deubiquitinase 7A


OTX1
Orthodenticle homeobox 1


OXT
oxytocin/neurophysin I prepropeptide


OXTR
oxytocin receptor


P2RX4
Purinergic receptor P2X, ligand-gated ion channel, 4


P2RX5
Purinergic receptor P2X, ligand gated ion channel, 5


P4HA2
Prolyl 4-hydroxylase, alpha polypeptide II


PACS1
phosphofurin acidic cluster sorting protein 1


PACS2
phosphofurin acidic cluster sorting protein 2


PAH
Phenylalanine hydroxylase


PARD3B
Par-3 partitioning defective 3 homolog B (C. elegans)


PAX5
Paired box 5


PAX6
Paired box 6


PCCA
propionyl-CoA carboxylase alpha subunit


PCCB
propionyl-CoA carboxylase beta subunit


PCDH10
protocadherin 10


PCDH11X
protocadherin 11 X-linked


PCDH15
protocadherin related 15


PCDH19
protocadherin 19


PCDH8
protocadherin 8


PCDH9
protocadherin 9


PCDHA1
Protocadherin alpha 1


PCDHA10
Protocadherin alpha 10


PCDHA11
Protocadherin alpha 11


PCDHA12
Protocadherin alpha 12


PCDHA13
Protocadherin alpha 13


PCDHA2
Protocadherin alpha 2


PCDHA3
Protocadherin alpha 3


PCDHA4
Protocadherin alpha 4


PCDHA5
Protocadherin alpha 5


PCDHA6
Protocadherin alpha 6


PATJ
PATJ, crumbs cell polarity complex component


PCDHA7
Protocadherin alpha 7


PCDHA8
Protocadherin alpha 8


PCDHA9
Protocadherin alpha 9


PCDHGA11
protocadherin gamma subfamily A, 11


PDCD1
programmed cell death 1


PDE4B
phosphodiesterase 4B, cAMP-specific


PDZD4
PDZ domain containing 4


PECR
peroxisomal trans-2-enoyl-CoA reductase


PER1
period homolog 1 (Drosophila)


PER2
period circadian clock 2


PGLYRP2
peptidoglycan recognition protein 2


PHF2
PHD finger protein 2


PHF3
PHD finger protein 3


PHIP
pleckstrin homology domain interacting protein


PHRF1
PHD and ring finger domains 1


PIK3R2
phosphoinositide-3-kinase regulatory subunit 2


PINX1
PIN2/TERF1 interacting, telomerase inhibitor 1


PITX1
paired-like homeodomain 1


PLCB1
phospholipase C, beta 1 (phosphoinositide-specific)


PLCD1
phospholipase C, delta 1


PLN
phospholamban


PLXNA3
plexin A3


PLXNA4
Plexin A4


PLXNB1
plexin B1


PNPLA7
patatin like phospholipase domain containing 7


POGZ
Pogo transposable element with ZNF domain


POLA2
DNA polymerase alpha 2, accessory subunit


POMT1
protein O-mannosyltransferase 1


POT1
Protection of telomeres 1 homolog (S. pombe)


POU3F2
POU class 3 homeobox 2


PPM1D
protein phosphatase, Mg2+/Mn2+ dependent 1D


PPP1R3F
protein phosphatase 1, regulatory (inhibitor) subunit 3F


PPP2R1B
protein phosphatase 2 regulatory subunit A, beta


PPP2R5D
Protein phosphatase 2, regulatory subunit B′, delta


PREX1
Phosphatidylinositol-3,4,5-trisphosphate-dependent Rac exchange



factor 1


PRICKLE1
Prickle homolog 1 (Drosophila)


PRICKLE2
prickle planar cell polarity protein 2


PRKCB
protein kinase C beta


PRKD1
Protein kinase D1


PRKDC
protein kinase, DNA-activated, catalytic polypeptide


PRODH
Proline dehydrogenase (oxidase) 1


PRPF39
pre-mRNA processing factor 39


PRR12
proline rich 12


PRUNE2
prune homolog 2


PSD3
pleckstrin and Sec7 domain containing 3


PSMD10
proteasome (prosome, macropain) 26S subunit, non-ATPase, 10


PSMD12
proteasome 26S subunit, non-ATPase 12


PTBP2
polypyrimidine tract binding protein 2


PRKN
parkin RBR E3 ubiquitin protein ligase


PAFAH1B1
Platelet-activating factor acetylhydrolase 1b, regulatory subunit 1



(45 kDa)


PAK2
p21 (RAC1) activated kinase 2


PCDHAC1
Protocadherin alpha subfamily C, 1


PCDHAC2
Protocadherin alpha subfamily C, 2


PDE1C
phosphodiesterase 1C


PDE4A
phosphodiesterase 4A


PEX7
peroxisomal biogenesis factor 7


PHB
prohibitin


PHF8
PHD finger protein 8


PIK3CG
phosphoinositide-3-kinase, catalytic, gamma polypeptide


PLAUR
Plasminogen activator, urokinase receptor


POMGNT1
protein O-linked mannose N-acetylglucosaminyltransferase 1 (beta 1,2-)


PON1
paraoxonase 1


PPFIA1
PTPRF interacting protein alpha 1


PRSS38
serine protease 38


PTCHD1
patched domain containing 1


PTEN
phosphatase and tensin homolog (mutated in multiple advanced



cancers 1)


PLPPR4
phospholipid phosphatase related 4


PPP1R1B
Protein phosphatase 1, regulatory (inhibitor) subunit 1B


PTGER3
prostaglandin E receptor 3


PTK7
Protein tyrosine kinase 7 (inactive)


PTPN11
protein tyrosine phosphatase, non-receptor type 11


PTPRB
protein tyrosine phosphatase, receptor type B


PYHIN1
Pyrin and HIN domain family, member 1


QRICH1
glutamine rich 1


RAB11FIP5
RAB11 family interacting protein 5


RAB2A
RAB2A, member RAS oncogene family


RAB39B
RAB39B, member RAS oncogene family


RAB43
RAB43, member RAS oncogene family


RAC1
Rac family small GTPase 1


RAD21L1
RAD21 cohesin complex component like 1


RAI1
retinoic acid induced 1


RANBP17
RAN binding protein 17


RAPGEF4
Rap guanine nucleotide exchange factor (GEF) 4


RB1CC1
RB1-inducible coiled-coil 1


RBFOX1
RNA binding protein, fox-1 homolog (C. elegans) 1


RBM27
RNA binding motif protein 27


RBM8A
RNA binding motif protein 8A


RBMS3
RNA binding motif, single stranded interacting protein 3


REEP3
receptor accessory protein 3


RELN
Reelin


RERE
Arginine-glutamic acid dipeptide (RE) repeats


RFWD2
ring finger and WD repeat domain 2


RFX3
regulatory factor X3


RGS7
regulator of G-protein signaling 7


RHEB
Ras homolog, mTORC1 binding


RIMS1
Regulating synaptic membrane exocytosis 1


RIMS3
regulating synaptic membrane exocytosis 3


RLIM
Ring finger protein, LIM domain interacting


RNF135
Ring finger protein 135


RNF38
ring finger protein 38


ROBO1
roundabout, axon guidance receptor, homolog 1 (Drosophila)


ROBO2
roundabout guidance receptor 2


RORA
RAR-related orphan receptor A


RPL10
ribosomal protein L10


RPS6KA2
ribosomal protein S6 kinase, 90 kDa, polypeptide 2


RPS6KA3
Ribosomal protein S6 kinase, 90 kDa, polypeptide 3


SAE1
SUMO1 activating enzyme subunit 1


SATB2
SATB homeobox 2


SBF1
SET binding factor 1


SCFD2
sec1 family domain containing 2


SCN1A
sodium channel, voltage-gated, type I, alpha subunit


SCN2A
sodium channel, voltage-gated, type II, alpha subunit


RP11-1407O15.2


PTGS2
prostaglandin-endoperoxide synthase 2


PTPRC
protein tyrosine phosphatase, receptor type, C


PTPRT
protein tyrosine phosphatase, receptor type, T


PVALB
Parvalbumin


PXDN
peroxidasin


RAB19
RAB19, member RAS oncogene family


RAD21
RAD21cohesin complex component


RASD1
ras related dexamethasone induced 1


RASSF5
Ras association domain family member 5


RHOXF1
Rhox homeobox family, member 1


RIT2
Ras-like without CAAX 2


RNPS1
RNA binding protein with serine rich domain 1


RPP25
ribonuclease P and MRP subunit p25


SAMD11
sterile alpha motif domain containing 11


SASH1
SAM and SH3 domain containing 1


SCN4A
Sodium channel, voltage gated, type IV alpha subunit


SCN5A
sodium voltage-gated channel alpha subunit 5


SCN7A
sodium voltage-gated channel alpha subunit 7


SCN8A
sodium channel, voltage gated, type VIII, alpha subunit


SCN9A
sodium voltage-gated channel alpha subunit 9


SCP2
sterol carrier protein 2


SDC2
syndecan 2 (heparan sulfate proteoglycan 1, cell surface-associated,



fibroglycan)


SDK1
sidekick cell adhesion molecule 1


SEMA5A
sema domain, seven thrombospondin repeats (type 1 and type 1-like),



transmembrane domain (TM) and short cytoplasmic domain,



(semaphorin) 5A


SETBP1
SET binding protein 1


SETD1B
SET domain containing 1B


SETD2
SET domain containing 2


SETD5
SET domain containing 5


SETDB1
SET domain, bifurcated 1


SETDB2
SET domain, bifurcated 2


SEZ6L2
SEZ6L2 seizure related 6 homolog (mouse)-like 2


SGSH
N-sulfoglucosamine sulfohydrolase


SGSM3
Small G protein signaling modulator 3


SH3KBP1
SH3-domain kinase binding protein 1


SHANK1
SH3 and multiple ankyrin repeat domains 1


SHANK2
SH3 and multiple ankyrin repeat domains 2


SHANK3
SH3 and multiple ankyrin repeat domains 3


SHOX
short stature homeobox


SIK1
Salt-inducible kinase 1


SIN3A
SIN3 transcription regulator family member A


SLC12A5
Solute carrier family 12 (potassium/chloride transporter), members


SLC16A3
solute carrier family 16, member 3 (monocarboxylic acid transporter 4)


SLC16A7
Solute carrier family 16, member 7 (monocarboxylic acid transporter 2)


SLC1A1
solute carrier family 1 (neuronal/epithelial high affinity glutamate



transporter, system Xag), member 1


SLC1A2
Solute carrier family 1 (glial high affinity glutamate transporter),



member 2


SLC22A9
solute carrier family 22 member 9


SLC25A24
Solute carrier family 25 (mitochondrial carrier; phosphate carrier),



member 24


SLC25A39
solute carrier family 25 member 39


SLC27A4
Solute carrier family 27 (fatty acid transporter), member 4


SLC29A4
solute carrier family 29 member 4


SLC30A5
solute carrier family 30


SLC38A10
solute carrier family 38, member 10


SLC45A1
solute carrier family 45 member 1


SLC4A10
solute carrier family 4, sodium bicarbonate transporter-like, member 10


SLC6A1
Solute carrier family 6 (neurotransmitter transporter), member 1


SLC6A3
Solute carrier family 6 (neurotransmitter transporter), member 3


SLC6A4
solute carrier family 6 (neurotransmitter transporter, serotonin),



member 4


SLC22A15
Solute carrier family 22, member 15


SLC24A2
solute carrier family 24 member 2


SLC25A12
solute carrier family 25 (mitochondrial carrier, Aralar), member 12


SLC25A14
Solute carrier family 25 (mitochondrial carrier, brain), member 14


SLC25A27
solute carrier family 25 member 27


SLC30A3
solute carrier family 30 member 3


SLC33A1
solute carrier family 33 member 1


SLC35A3
solute carrier family 35 member A3


SLC35B1
solute carrier family 35 member B1


SLC6A8
solute carrier family 6 (neurotransmitter transporter, creatine),



member 8


SLC7A3
Solute carrier family 7 (cationic amino acid transporter, y+ system),



member 3


SLC7A5
solute carrier family 7 member 5


SLC7A7
solute carrier family 7 member 7


SLC9A6
solute carrier family 9 (sodium/hydrogen exchanger), member 6


SLC9A9
solute carrier family 9 (sodium/hydrogen exchanger), member 9


SLCO1B3
Solute carrier organic anion transporter family, member 1B3


SLIT3
slit guidance ligand 3


SLITRK5
SLIT and NTRK like family member 5


SMAD4
SMAD family member 4


SMARCA2
SWI/SNF related, matrix associated, actin dependent regulator of



chromatin, subfamily a, member 2


SMARCA4
SWI/SNF related, matrix associated, actin dependent regulator of



chromatin, subfamily a, member 4


SMARCC2
SWI/SNF related, matrix associated, actin dependent regulator of



chromatin, subfamily c, member 2


SMC1A
structural maintenance of chromosomes 1A


SMC3
structural maintenance of chromosomes 3


SMG6
SMG6, nonsense mediated mRNA decay factor


SNAP25
Synaptosomal-associated protein, 25 kDa


SND1
staphylococcal nuclease and tudor domain containing 1


SERPINE1
serpin family E member 1


SLC22A3
solute carrier family 22 member 3


SLC39A11
solute carrier family 39 member 11


SNRPN
small nuclear ribonucleoprotein polypeptide N


SNTG2
syntrophin gamma 2


SNX14
Sorting nexin 14


SNX19
sorting nexin 19


SOD1
superoxide dismutase 1


SOX5
SRY-box 5


SPARCL1
SPARC like 1


SPAST
Spastin


SPP2
secreted phosphoprotein 2


SRCAP
Snf2 related CREBBP activator protein


SRD5A2
steroid 5 alpha-reductase 2


SRGAP3
SLIT-ROBO Rho GTPase activating protein 3


SRRM4
Serine/arginine repetitive matrix 4


SRSF11
serine and arginine rich splicing factor 11


SSPO
SCO-spondin


SSRP1
structure specific recognition protein 1


ST7
suppression of tumorigenicity 7


STAG1
stromal antigen 1


STAT1
signal transducer and activator of transcription 1


STX1A
Syntaxin 1A (brain)


STXBP1
Syntaxin binding protein 1


STXBP5
Syntaxin binding protein 5 (tomosyn)


SUCLG2
succinate-CoA ligase, GDP-forming, beta subunit


SYAP1
Synapse associated protein 1


SYN1
Synapsin 1


SYN2
Synapsin II


SYN3
Synapsin III


SYNE1
spectrin repeat containing, nuclear envelope 1


SYNGAP1
synaptic Ras GTPase activating protein 1


SYNJ1
synaptojanin 1


TAF1
TATA-box binding protein associated factor 1


TAF1C
TATA-box binding protein associated factor, RNA polymerase I



subunit C


TAF1L
TAF1 RNA polymerase II


TAF6
TATA-boxbinding protein associated factors


TANC2
etratricopeptide repeat, ankyrin repeat and coiled-coil containing 2


TAOK2
TAO kinase 2


TBC1D23
TBC1 domain family member 23


TBC1D31
TBC1 domain family, member 31


TBC1D5
TBC1 domain family, member 5


TBL1XR1
transducin beta like 1 X-linked receptor 1


TBR1
T-box, brain, 1


TBX1
T-box 1


TCF20
Transcription factor 20 (AR1)


TCF4
Transcription factor 4


TCF7L2
Transcription factor 7-like 2 (T-cell specific, HMG-box)


TECTA
tectorin alpha


TERF2
Telomeric repeat binding factor 2


TERT
telomerase reverse transcriptase


TET2
Tet methylcytosine dioxygenase 2


TGM3
transglutaminase 3


THBS1
Thrombospondin 1


TLK2
tousled-like kinase 2


TM4SF19
transmembrane 4 L six family member 19


TM4SF20
Transmembrane 4 L six family member 20


TMLHE
trimethyllysine hydroxylase, epsilon


TERB2
telomere repeat binding bouquet formation protein 2


TNIP2
TNFAIP3 interacting protein 2


TNRC6B
Trinucleotide repeat containing 6B


TOP1
Topoisomerase (DNA) I


TOP3B
Topoisomerase (DNA) III beta


TPH2
tryptophan hydroxylase 2


TRAPPC6B
trafficking protein particle complex 68


TRAPPC9
trafficking protein particle complex 9


TRIO
Trio Rho guanine nucleotide exchange factor


TRIP12
Thyroid hormone receptor interactor 12


ST8SIA2
ST8 alpha-N-acetyl-neuraminide alpha-2,8-sialyltransferase 2


STK39
serine threonine kinase 39 (STE20/SPS1 homolog, yeast)


STYK1
Serine/threonine/tyrosine kinase 1


SYNCRIP
synaptotagmin binding cytoplasmic RNA interacting protein


SYT1
synaptotagmin 1


SYT17
synaptotagmin XVII


SYT3
synaptotagmin 3


TBC1D7
TBC1 domain family member 7


TBL1X
transducin (beta)-like 1X-linked


TDO2
tryptophan 2,3-dioxygenase


TH
tyrosine hydroxylase


THAP8
THAP domain containing 8


THRA
thyroid hormone receptor alpha


TMEM231
transmembrane protein 231


TNN
tenascin N


TOMM20
Translocase of outer mitochondrial membrane 20 homolog (yeast)


TPO
Thyroid peroxidase


TRAF7
TNF receptor associated factor 7


TRIM33
Tripartite motif containing 33


TRPC6
Transient receptor potential cation channel, subfamily C, member 6


TRPM1
transient receptor potential cation channel subfamily M member 1


TSC1
tuberous sclerosis 1


TSC2
tuberous sclerosis 2


TSHZ3
teashirt zinc finger homeobox 3


TSN
translin


TSPAN17
tetraspanin 17


TSPAN7
tetraspanin 7


TTC25
tetratricopeptide repeat domain 25


TTI2
TELO2 interacting protein 2


TTN
titin


TUBGCP5
tubulin, gamma complex associated protein 5


TYR
tyrosinase


UBA6
Ubiquitin-like modifier activating enzyme 6


UBE2H
ubiquitin-conjugating enzyme E2H (UBC8 homolog, yeast)


UBE3A
ubiquitin protein ligase ESA


UBE3B
ubiquitin protein ligase E3B


UBE3C
Ubiquitin protein ligase E3C


UBL7
ubiquitin-like 7 (bone marrow stromal cell-derived)


UBN2
ubinuclein 2


UBR5
ubiquitin protein ligase E3 component n-recognin 5


UBR7
ubiquitin protein ligase E3 component n-recognin 7 (putative)


UCN3
urocortin 3


UNC13A
unc-13 homolog A


UNC79
unc-79 homolog, NALCN channel complex subunit


UNG80
unc-80 homolog, NALCN activator


UPB1
beta-ureidopropionase 1


UPF2
UPF2, regulator of nonsense mediated mRNA decay


UPF3B
UPF3B, regulator of nonsense mediated mRNA decay


TSPOAP1
TSPO associated protein 1


USH2A
usherin


USP15
ubiquitin specific peptidase 15


USP45
Ubiquitin specific peptidase 45


USP7
Ubiquitin specific peptidase 7 (herpes virus-associated)


USP9Y
ubiquitin specific peptidase 9, Y-linked


VASH1
vasohibin 1


VIL1
Villin 1


VLDLR
Very low density lipoprotein receptor


VPS13B
vacuolar protein sorting 13 homolog B (yeast)


VRK3
vaccinia related kinase 3


VSIG4
V-set and immunoglobulin domain containing 4


WAC
WW domain containing adaptor with coiled-coil


WDFY3
WD repeat and FYVE domain containing 3


WDR26
WD repeat domain 26


WDR93
WD repeat domain 93


WNK3
WNK lysine deficient protein kinase 3


WNT1
Wingless-type MMTV integration site family, member 1


WNT2
wingless-type MMTV integration site family member 2


WWOX
WW domain containing oxidoreductase


UTRN
utrophin


VDR
vitamin D receptor


VIP
vasoactive intestinal peptide


WASF1
WAS protein family member 1


XIRP1
xin actin-binding repeat containing 1


XPC
xeroderma pigmentosum, complementation group C


XPO1
Exportin 1 (CRM1 homolog, yeast)


YTHDC2
YTH domain containing 2


YWHAE
tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation



protein epsilon


YY1
YY1transcription factor


ZBTB16
Zinc finger and BTB domain containing 16


ZBTB20
Zinc finger and BTB domain containing 20


ZC3H4
zinc finger CCCH-type containing 4


ZMYND11
Zinc finger, MYND-type containing 11


ZNF18
zinc finger protein 18


ZNF292
zinc finger protein 292


ZNF385B
Zinc finger protein 385B


ZNF462
Zinc finger protein 462


ZNF517
Zinc finger protein 517


ZNF548
zinc finger protein 548


ZNF559
Zinc finger protein 559


ZNF626
zinc finger protein 626


ZNF713
Zinc finger protein 713


ZNF774
Zinc finger protein 774


ZNF8
Zinc finger protein 8


ZNF804A
Zinc finger protein 804A


ZNF827
Zinc finger protein 827


ZSWIM5
zinc finger, SWIM-type containing 5


ZSWIM6
zinc finger SWIM-type containing 6


ZWILCH
zwilchkinetochore protein


YEATS2
YEATS domain containing 2


ZNF407
zinc finger protein 407









The skilled worker will recognize these markers as set forth exemplarily herein to be-specific marker proteins as identified, inter alia, in genetic information repositories such as GenBank or the SFARI database. One skilled in the art will recognize that Accession Numbers are obtained using GeneCards, the NCBI database, or SFARI for example. One skilled in the art will recognize that alternative gene combinations can be used to predict autism. In addition autism risk can be predicted using detection of a combination of biomarkers the combination comprising a nucleic acid encoding human TSC1, TSC2, or a TSC2 variant; and one or a plurality of biomarkers comprising comprise human nucleic acids, proteins, or metabolites as listed in Tables 1 and 2.


In a further embodiment a combination of biomarkers is detected, the combination comprising human TSC1, TSC2, or a variant of TSC2; and one or a plurality of biomarkers comprising the biomarkers provided in Table 2 or a variant thereof.


In a further embodiment the combination comprises a nucleic acid encoding human TSC1, TSC2, or a TSC2 variant; and one or a plurality of biomarkers comprising a nucleic acid encoding biomarkers listed in Table 2 or variants thereof. The lead genes noted set forth herein are not exhaustive. One skilled in the art will recognize that other gene combinations can also be used to predict the risk of future autism onset.


One significant inventive advantage/advance in medicine demonstrated herein is the use of a neural organoid for a process to determine the risk of autism onset at birth and detection of environmental factors (e.g. heavy metals, infectious agents or biological toxins) and nutritional factors (e.g. nutritional factor, vitamin, mineral, and supplement deficiencies) that are causes or accelerators of autism. An accelerator of autism is an environmental or nutritional factor that specifically interactions with an autism specific biomarker to affect downstream process related to these biomarkers biological function such that a subclinical or milder state of autism becomes a full blown clinical state earlier or more severe in nature. These can be determined, without whole genome sequence analysis of patient genomes, solely from comparative differential gene expression analyses of in vitro neural organoids as models of brain development, only in conjunction with an inventive process that reproducibly and robustly promotes development of all the major brain regions and cell types.


Autism is difficult to diagnose before twenty-four months of age using currently available methods. An advantage of the current method is the identification of individuals susceptible to or having autism shortly after birth. The detection of novel biomarkers, as presented in Table 1 and/or Tables 2, 5, and 6 can be used to identify individuals who should be provided prophylactic treatment. In one aspect such treatments can include avoidance of environmental stimuli and accelerators that exacerbate autism. In a further aspect early diagnosis can be used in a personalized medicine approach to identify new patient specific pharmacotherapies for autism based on biomarker data. In a further aspect, the neural organoid model can be used to test the effectiveness of currently utilized autism therapies. For instance, the neural organoid can be used to test the effectiveness of currently utilized autism pharmacological agents such as Balovaptan (antagonist of vasopressin 1A receptor) and Aripiprazole (antagonist for 5-HT2A receptor). In one aspect the neural organoid could be used to identify the risk and/or onset of autism and additionally, provide patient-specific insights into the efficacy of using known pharmacological agents to treat autism. This allows medical professionals to identify and determine the most effective treatment for an individual autism patient, before symptoms arise. Furthermore, one skilled in the art will recognize that the effectiveness of additional FDA-approved, as well as novel drugs under development could be tested using the methods disclose herein. In a further aspect the method allows for development and testing of non-individualized, global treatment strategies for mitigating the effects and onset of autism.


An accelerator of autism is an environmental or nutritional factor that specifically interactions with an autism specific biomarker to affect downstream process related to this biomarker biological function such that a subclinical or milder state of autism becomes a full blown clinical state earlier or more severe in nature. In a particular embodiment, the neural organoid is about twelve weeks post-inducement and comprises the encoded structures and cell types of the retina, cortex, midbrain, hindbrain, brain stem, and spinal cord. However, because transcriptomics provides a snapshot in time, in one embodiment the neural organoid is procured after about one-week post inducement, four-week post inducement, and/or 12 weeks post inducement. However, the tissues from a neural organoid can be procured at any time after reprogramming. In a further embodiment, the neural organoid sample is procured from structures of the neural organoid that mimic structures developed in utero at about 5 weeks.


Gene expression measured in autism can encode a variant of a biomarker alteration encoding a nucleic acid variant associated with autism. In one embodiment the nucleic acid encoding the variant is comprised of one or more missense variants, missense changes, or enriched gene pathways with common or rare variants.


In an alternative embodiment the method for predicting a risk for developing autism in a human, comprising: collecting a biological sample; measuring biomarkers in the biological sample; and detecting measured biomarkers from the sample that are differentially expressed in humans with autism wherein the measured biomarkers comprise those biomarkers listed in Table 2.


In a further embodiment the measured biomarker is a nucleic acid encoding human biomarkers or variants listed as listed in Table 1.


In yet another embodiment a plurality of biomarkers comprising a diagnostic panel for predicting a risk for developing autism in a human, comprising biomarkers listed in Tables 1 and 2, or variants thereof. In one aspect of the embodiment a subset of marker can be used, wherein the subset comprises a plurality of biomarkers from 2 to 200, or 2-150, 2-100, 2-50, 2-25, 2-20, 2-15, 2-10, or 2-5 genes.


In yet an alternative embodiment the measured biomarker is a nucleic acid panel for predicting risk of autism in humans. The genes encoding the biomarkers listed in Table 1 or variants thereof.


Said panel can be provided according to the invention as an array of diagnostically relevant portions of one or a plurality of these genes, wherein the array can comprise any method for immobilizing, permanently or transiently, said diagnostically relevant portions of said one or a plurality of these genes, sufficient for the array to be interrogated and changes in gene expression detected and, if desired, quantified. In alternative embodiments the array comprises specific binding compounds for binding to the protein products of the one or a plurality of these genes. In yet further alternative embodiments, said specific binding compounds can bind to metabolic products of said protein products of the one or a plurality of these genes. In one aspect the presence of autism is detected by detection of one or a plurality of biomarkers as identified in Table 6.


Another alternative embodiment of the invention disclosed herein uses the neural organoids derived from the human patient in the non-diagnostic realm. The neural organoids express markers characteristic of a large variety of neurons and also include markers for astrocytic, oligodendritic, microglial, and vascular cells. The neural organoids form all the major regions of the brain including the retina, cortex, midbrain, brain stem, and the spinal cord in a single brain structure expressing greater than 98% of the genes known to be expressed in the human brain. Such characteristics enable the neural organoid to be used as a biological platform/device for drug screening, toxicity, safety, and/or pharmaceutical efficacy studies understood by those having skill in the art. Additionally, since the neural organoid is patient specific, pharmaceutical testing using the neural organoid allows for patient specific pharmacotherapy. In one aspect measured biomarkers comprise biomarkers in Table 2, further wherein the measured biomarker is a gene, protein, or metabolite.


In yet another alternative embodiment neural organoids can be used to detect environmental factors as causes or accelerators of autism. The neural organoid can also be used in predictive toxicology to identify factors as causes or accelerators of autism. Examples in Table 1, Table 5, Table 7 include, but are not limited to lead, infectious agents or biological toxins. In still another aspect the method can be used to identify treatments that are causes or accelerators of autism and nutritional factors/supplements for treating autism. Examples in Table 1, Table 5, Table 7 include, but are not limited to nutritional factors, vitamins, minerals, and supplements such as zinc, manganese, or cholesterol. One of skill in the art will recognize that this list is not exhaustive and can include other known and unknown nutritional factors, vitamins, minerals, and supplements.


Neural Organoids and Exosomes

Exosomes are extracellular vesicles that are released from cells upon fusion of the multivesicular body with the plasma membrane. The extracellular vesicles contain proteins and RNA packets containing micro and messenger RNAs that are transferred between cells. As such, the composition of the exosome reflects the origin cell. This property allows for the use of exosomes to predict disease onset, as well as novel therapeutic agents.


In one embodiment is a method for growing and isolating exosomes from healthy individuals. Such individuals are free from diseases including, but not limited to Alzheimer's disease, autism, Parkinson's disease, and cancer. The harvesting of exosomes from healthy individuals allows for the isolation of exosome-based RNA and proteins that serve as biomarkers and therapeutic agents for treating disease conditions such as Alzheimer's disease, autism, Parkinson's disease, and cancer. The embodiment comprises procurement of one or a plurality of cell samples from a healthy human, reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more therapeutic patient specific healthy neural organoids; and collecting exosomes, and exosome nucleic acids, proteins and metabolites from a plurality of the therapeutic, patient specific healthy neural organoid.


In a further embodiment is a method by which exosome RNA and proteins from healthy individuals are utilized in concert with exosome RNA and proteins isolated from a non-healthy individual at predefined time points, noted herein as scaled harvesting, to predict disease onset while also being therapeutic targets. The method comprises procuring one or a plurality of condition-specific samples from a sample including, but not limited to Alzheimer's disease, autism, Parkinson's disease, or cancer; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more condition-specific, patient specific, neural organoids; collecting exosome nucleic acid and protein from a plurality of the condition-specific patient specific neural organoids; detecting changes in the disease-specific exosome nucleic acids and proteins that are differentially expressed; performing assays on the condition-specific exosome nucleic acids and proteins to identify therapeutic agents that alter the differentially expressed in the condition specific versus healthy human exosome nucleic acids and protein profile; and administering a therapeutic agent to the individual.


The neural organoid of the current application is novel in that it allows for a scaled harvesting of exosomes at time points from minutes to hours to up to 15 weeks post inducement. The scaled harvesting of exosomes allows for identification of changes in exosome gene and protein biomarker expression patterns that are indicative of disease onset. The presence of exosome gene and protein expression patterns indicative of disease onset subsequently can serve as therapeutic targets. Consistent with this, exosome nucleic acid and protein biomarkers from healthy individuals are harvested, fractionated, and/or enriched for specific biomarkers altered in the exosomes of Alzheimer's Disease, autism, Parkinson's disease, or cancer and used directly as therapeutic agents


In one embodiment the exosomes can be collected at minutes to days after the neural organoid is generated. In a further embodiment, the exosome is isolated from the neural organoid and the nucleic acids and proteins harvested up to 15 weeks after induction of the neural organoid.


In a further embodiment, exosomes can be isolated at minutes, hours, days, or weeks after reprogramming. For instance, exosomes can be harvested at about 10 minutes, 20 minutes, 30 minutes, 40 minutes, 50 minutes, and 60 minutes. In a further embodiment the exosomes can be harvested 1 hour, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 13 hours, 14 hours, 15 hours, 16 hours, 17 hours, 18 hours, 19 hours, 20 hours, 21 hours, 22 hours, 23 hours, or 24 hours. In yet a further embodiment the exosome can be harvested at 1 day, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 8 days, 9 days, 10 days, 11 days, 12 days, 13 days, 14 days, 15 days, 16 days, 17 days, 18 days, 19 days, 20 days, 21 days, or 1 week, 2 weeks, 3 weeks, 4 weeks, 5 weeks, 6 weeks, 7 weeks, 8 weeks, 9 weeks 10 weeks, 11 weeks, 12 weeks or more in culture.


Exosomes collected at a wide range of time points, referred to as scaled harvesting herein, allow for insights and data related to regulatory RNA changes that are indicative of disease onset. In one embodiment, the scaled harvesting allows for enrichment of specific biomarkers collected at specific time points from the normal human exosome. Moreover, exosomes can be fractionated and/or enriched to increase yields or enhance therapeutic and predictive responses.


The numerous time points are invaluable in predicting disease occurrence/onset and also provide a novel mechanism for therapeutic agents in numerous conditions, including but not limited to Alzheimer's disease, Parkinson's Disease, malignant and cancerous tumors, autism, and associated co-morbidities. In one embodiment the neural organoid can be used to establish an exosome profile database (See APL Bioeng. 2019 March; 3(1)) that can be utilized for determining biomarkers characteristic of disease onset and timing of disease onset. In another embodiment the effectiveness of treatment strategies and therapeutic agents for a wide range of conditions can be evaluated, based on changes in neuronal organoid derived exosomes.


In yet another embodiment, the nucleic acids and proteins isolated from the exosome of the neural organoid from the healthy human are utilized to construct a biomarker library and evaluate disease onset and predict disease risk.


In yet another embodiment, the alterations in exosome RNA and protein expression can be used to predict the risk of developing Alzheimer's disease, autism, Parkinson's disease, or cancer or tumor in a human. In an initial step the exosome from a healthy individual is isolated, more specifically, the method comprises; procuring one or a plurality of cell samples from a healthy human, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more therapeutic patient specific healthy neural organoids; and collecting exosome nucleic acids and proteins from a plurality of the therapeutic, patient specific healthy neural organoid.


The method further comprises procuring one or a plurality of cell samples from a human with Alzheimer's disease, autism, Parkinson's disease, or cancer or tumor, comprising one or a plurality of cell types; reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples; treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more Alzheimer's disease, autism, Parkinson's disease, or cancer or tumor patient specific, neural organoids; collecting exosome nucleic acid and protein from the patient specific neural organoids; detecting changes in Alzheimer's disease, autism, Parkinson's disease, or cancer or tumor disease exosome nucleic acid and proteins that are differentially expressed in humans with the condition; performing assays on the Alzheimer's disease, autism, Parkinson's disease, or cancer or tumor disease exosome nucleic acids and proteins to identify therapeutic agents that alter the differentially expressed exosome nucleic acids and protein; and administering a therapeutic agent to the human.


The exosome biomarkers used in the prediction and treatment of a condition comprise nucleic acids, proteins, or their metabolites and may include A2M, APP, and associated variants. The biomarkers may further comprise one or a plurality of genes as identified in Tables 1, 2, 5 or 6.


In a further embodiment neural organoids can be used to identify novel biomarkers that serve as data input for development of algorithm techniques such artificial intelligence, machine and deep learning, including biomarkers for diagnostic, therapeutic target and drug development process for disease. The use of data analytics for relevant biomarker analysis permits detection of autism and comorbidity susceptibility, thereby obviating the need for whole genome sequence analysis of patient genomes.


These and other data findings, features, and advantage of the present disclosure will be more fully understood from the detailed description taken together with the accompanying claims. It is noted that the scope of the claims is defined by the recitations therein and not by the specific discussion of features and advantages set forth in the present description


Examples

The Examples that follow are illustrative of specific embodiments of the invention, and the use thereof. It is set forth for explanatory purposes only and is not taken as limiting the invention. In particular, the example demonstrates the effectiveness of neural organoids in predicting future disease risk.


Materials and Methods

The neural organoids described above were developed using the following materials and methods.


Summary of Methods:

Neural Organoids derived from induced pluripotent stem cells derived from adult skin cells of patients were grown in vitro for 4 weeks as previous described in our PCT Application (PCT/US2017/013231). Transcriptomic data from these neural organoids were obtained. Differences in expression of 20,814 genes expressed in the human genome were determined between these neural organoids and those from neural organoids from a normal individual human. Detailed data analysis using Gene Card and Pubmed data bases were performed. Genes that were expressed at greater than 1.4 fold were found to be highly significant because a vast majority were correlated with genes previously associated with a multitude of neurodevelopmental and neurodegenerative diseases as well as those found to be dysregulated in post mortem patient brains. These genes comprise a suite of biomarkers for autism.


The invention advantageously provides many uses, including but not limited to a) early diagnosis of these diseases at birth from new born skin cells; b) Identification of biochemical pathways that increase environmental and nutritional deficiencies in new born infants; c) discovery of mechanisms of disease mechanisms; d) discovery of novel and early therapeutic targets for drug discovery using timed developmental profiles; e) testing of safety, efficacy and toxicity of drugs in these pre-clinical models.


Cells used in these methods include human iPSCs, feeder-dependent (System Bioscience. WT SC600A-W) and CF-1 mouse embryonic fibroblast feeder cells, gamma-irradiated (Applied StemCell, Inc #ASF- 1217)


Growth media, or DMEM media, used in the examples contained the supplements as provided in Table 3 (Growth Media and Supplements used in Examples).









TABLE 3







Growth Media and Supplements used in Examples








Media/Supplement
Vendor/Catalog Number





DMEM non-essential amino acids
MEM-NEAA, Invitrogen #11140-050


Phosphate Buffered Saline, sterile
Invitrogen #14040-091


Phosphate Buffered Saline, Ca++
Invitrogen #14190-094


and Mg++ free



Gentamicin Reagent Solution
Invitrogen #15750-060


Antibiotic-Antimycotic
Invitrogen #15240-062


2-mercaptoethanol
EmbryoMAX,



EMBMillipore#ES-007-E


Basic fibroblast growth factor
FGF, PeproTech #051408-1


Heparin
Sigma, #H3149-25KU


Insulin solution
Sigma #I9278-5ml


Dimethyl sulfoxide
Millipore #D9170-5VL


ROCK Inhibitor Y27632
Millipore#SCM075


Gelatin solution, Type B
Sigma #GI 393-100ml


Matrigel Matrix NOT Growth
BD Bioscience #354234


Factor Reduced Matrigel



Accutase
Sigma #A6964


Hydrogen Peroxide
Fisher #H325-500


Ethanol



Sterile H20









One skilled in the art will recognize that additional formulations of media and supplements can be used to culture, induce and maintain pluripotent stem cells and neural organoids.


Experimental protocols required the use of multiple media compositions including MEF Media, IPSO Media, EB Media, Neural Induction Media, and Differentiation Medias 1, 2, and 3.


Mouse embryonic fibroblast (MEF) was used in cell culture experiments. MEF Media comprised DMEM media supplemented with 10% Feta Bovine Serum, 100 units/ml penicillin, 100 microgram/ml streptomycin, and 0.25 microgram/ml Fungizone.


Induction media for pluripotent stem cells (IPSO Media) comprised DMEM/F12 media supplemented with 20% Knockout Replacement Serum, 3% Fetal Bovine Serum with 2 mM Glutamax, IX Minimal Essential Medium Nonessential Amino Acids, and 20 nanogram/ml basic Fibroblast Growth Factor


Embryoid Body (EB) Media comprised Dulbecco's Modified Eagle's Medium (DMEM) (DMEM)/Ham's F-12 media, supplemented with 20% Knockout Replacement Serum, 3% Fetal Bovine Serum containing 2 mM Glutamax, IX Minimal Essential Medium containing Nonessential Amino Acids, 55 microM beta-mercaptoethanol, and 4 ng/ml basic Fibroblast Growth Factor.


Neural Induction Media contained DMEM/F12 media supplemented with: a 1:50 dilution N2 Supplement, a 1:50 dilution GlutaMax, a 1:50 dilution MEM-NEAA, and 10 microgram/ml Heparin’


Three differentiation medias were used to produce and grow neural organoids. Differentiation Media 1 contained DMEM/F12 media and Neurobasal media in a 1:1 dilution. Each media is commercially available from Invitrogen. The base media was supplemented with a 1:200 dilution N2 supplement, a 1:100 dilution B27−vitamin A, 2.5 microgram/ml insulin, 55microM beta-mercaptoethanol kept under nitrogen mask and frozen at −20° C., 100 units/ml penicillin, 100 microgram/ml streptomycin, and 0.25 microgram/ml Fungizone.


Differentiation Media 2 contained DMEM/F12 media and Neurobasal media in a 1:1 dilution supplemented with a 1:200 dilution N2 supplement, a 1:100 dilution B27 containing vitamin A, 2.5 microgram/ml Insulin, 55 umicroMolar beta-mercaptoethanol kept under nitrogen mask and frozen at −20° C., 100 units/ml penicillin, 100 microgram/m1 streptomycin, and 0.25 microgram/ml Fungizone.


Differentiation Media 3 consisted of DMEM/F12 media: Neurobasal media in a 1:1 dilution supplemented with 1:200 dilution N2 supplement, a 1:100 dilution B27 containing vitamin A), 2.5 microgram/ml insulin, 55microMolar beta-mercaptoethanol kept under nitrogen mask and frozen at −20° C., 100 units/ml penicillin, 100 microgram/ml streptomycin, 0.25 microgram/ml Fungizone, TSH, and Melatonin.


The equipment used in obtaining, culturing and inducing differentiation of pluripotent stem cells is provided in Table 4 (Equipment used in Experimental Procedures). One skilled in the art would recognize that the list is not at all exhaustive but merely exemplary.









TABLE 4





Equipment used in Experimental Procedures.
















StemPro EZPassage
Invitrogen#23181-010


Tissue Culture Flasks, 115 cm2 reclosable
TPP #TP90652


Tissue Culture Flask, 150 cm2 reclosable
TPP#TP90552


Lipidure coat plate, 96 wells, U-bottom
LCU96


Lipidure coat MULTI dish, 24 well
510101619


Parafilm
Sigma #P7793


Sterile Filtration Units for 150 ml/250 ml
Sigma #TPP99150/


solutions
TPP99250


Benchtop Tissue Culture Centrifuge
ThermoFisher


C02 incubator, maintained at 37° C. and 5% C02
ThermoFisher


Bench top rotary shaker
ThermoFisher


Light Microscope
Nikon


Confocal Microscope
Nikon









Example 1: Generation of Human Induced Pluripotent Stem Cell-Derived Neural Organoids

Human induced pluripotent stem cell-derived neural organoids were generated according to the following protocol, as set forth in International Application No. PCT/US2017/013231 incorporated herein by reference. Briefly, irradiated murine embryonic fibroblasts (MEF) were plated on a gelatin coated substrate in MEF media (Dulbecco's Modified Eagle Medium (DMEM) supplemented with 10% Feta Bovine Serum, 100 units/ml penicillin, 100 microgram/ml streptomycin, and 0.25 microgram/ml Fungizone) at a density of 2×105 cells per well. The seeded plate was incubated at 37° C. overnight.


After incubation, the MEFs were washed with pre-warmed sterile phosphate buffered saline (PBS). The MEF media was replaced with 1 mL per well of induced pluripotent stem cell (iPSC) media containing Rho-associated protein kinase (ROCK) inhibitor. A culture plate with iPSCs was incubated at 37° C. The iPSCs were fed every other day with fresh iPSC media containing ROCK inhibitor. The iPSC colonies were lifted, divided, and transferred to the culture wells containing the MEF cultures so that the iPSC and MEF cells were present therein at a 1:1 ratio. Embryoid bodies (EB) were then prepared. Briefly, a 100 mm culture dish was coated with 0.1% gelatin and the dish placed in a 37° C. incubator for 20 minutes, after which the gelatin-coated dish was allowed to air dry in a biological safety cabinet. The wells containing iPSCs and MEFs were washed with pre-warmed PBS lacking Ca2+/Mg2+. A pre-warmed cell detachment solution of proteolytic and collagenolytic enzymes (1 mL/well) was added to the iPSC/MEF cells. The culture dishes were incubated at 37° C. for 20 minutes until cells detached. Following detachment, pre-warmed iPSC media was added to each well and gentle agitation used to break up visible colonies. Cells and media were collected and additional pre-warmed media added, bringing the total volume to 15 mL. Cells were placed on a gelatin-coated culture plate at 37° C. and incubated for 60 minutes, thereby allowing MEFs to adhere to the coated surface. The iPSCs present in the cell suspension were then counted.


The suspension was then centrifuged at 300×g for 5 minutes at room temperature, the supernatant discarded, and cells re-suspended in EB media supplemented with ROCK inhibitor (50 uM final concentration) and 4 ng/ml basic Fibroblast Growth Factor to a volume of 9,000 cells/150 μL. EB media is a mixture of DMEM/Ham's F-12 media supplemented with 20% Knockout Replacement Serum, 3% Fetal Bovine Serum (2 mM Glutamax), 1× Minimal Essential Medium Nonessential Amino Acids, and 55 μM beta-mercaptoethanol. The suspended cells were plated (150 μL) in a LIPIDURE® low-attachment U-bottom 96-well plate and incubated at 37° C.


The plated cells were fed every other day during formation of the embryoid bodies by gently replacing three fourths of the embryoid body media without disturbing the embryoid bodies forming at the bottom of the well. Special care was taken in handling the embryoid bodies so as not to perturb the interactions among the iPSC cells within the EB through shear stress during pipetting. For the first four days of culture, the EB media was supplemented with 50 uM ROCK inhibitor and 4 ng/ml bFGF. During the remaining two to three days the embryoid bodies were cultured, no ROCK inhibitor or bFGF was added.


On the sixth or seventh day of culture, the embryoid bodies were removed from the LIPIDURE® 96 well plate and transferred to two 24-well plates containing 500 μL/well Neural Induction media, DMEM/F12 media supplemented with a 1:50 dilution N2 Supplement, a 1:50 dilution GlutaMax, a 1:50 dilution MEM-Non-Essential Amino Acids (NEAA), and 10 μg/ml Heparin. Two embryoid bodies were plated in each well and incubated at 37° C. The media was changed after two days of incubation. Embryoid bodies with a “halo” around their perimeter indicate neuroectodermal differentiation. Only embryoid bodies having a “halo” were selected for embedding in matrigel, remaining embryoid bodies were discarded.


Plastic paraffin film (PARAFILM) rectangles (having dimensions of 5 cm×7 cm) were sterilized with 3% hydrogen peroxide to create a series of dimples in the rectangles. This dimpling was achieved, in one method, by centering the rectangles onto an empty sterile 200 μL tip box press, and pressing the rectangles gently to dimple it with the impression of the holes in the box. The boxes were sprayed with ethanol and left to dry in the biological safety cabinet.


Frozen Matrigel matrix aliquots (500 μL) were thawed on ice until equilibrated at 4° C. A single embryoid body was transferred to each dimple of the film. A single 7 cm×5 cm rectangle holds approximately twenty (20) embryoid bodies. Twenty microliter (20 μL) aliquots of Matrigel were transferred onto the embryoid bodies after removing extra media from the embryoid body with a pipette. The Matrigel was incubated at 37° C. for 30 min until the Matrigel polymerized. The 20 μL droplet of viscous Matrigel was found to form an optimal three dimensional environment that supported the proper growth of the neural organoid from embryoid bodies by sequestering the gradients of morphogens and growth factors secreted by cells within the embryoid bodies during early developmental process. However, the Matrigel environment permitted exchange of essential nutrients and gases. Gentle oscillation by hand twice a day for a few minutes within a tissue culture incubator (37° C./5% CO2) further allowed optimal exchange of gases and nutrients to the embedded embryoid bodies.


Differentiation Media 1, a one-to-one mixture of DMEM/F12 and Neurobasal media supplemented with a 1:200 dilution N2 supplement, a 1:100 dilution B27−vitamin A, 2.5 μg/mL insulin, 55 microM beta-mercaptoethanol kept under nitrogen mask and frozen at −20° C., 100 units/mL penicillin, 100 μg/mL streptomycin, and 0.25 μg/mL Fungizone, was added to a 100 mm tissue culture dish. The film containing the embryoid bodies in Matrigel was inverted onto the 100 mm dish with differentiation media 1 and incubated at 37° C. for 16 hours. After incubation, the embryoid body/Matrigel droplets were transferred from the film to the culture dishes containing media. Static culture at 37° C. was continued for 4 days until stable neural organoids formed.


Organoids were gently transferred to culture flasks containing differentiation media 2, a one-to-one mixture of DMEM/F12 and Neurobasal media supplemented with a 1:200 dilution N2 supplement, a 1:100 dilution B27+vitamin A, 2.5 μg/mL insulin, 55microM beta-mercaptoethanol kept under nitrogen mask and frozen at −20° C., 100 units/mL penicillin, 100 μg/mL streptomycin, and 0.25 μg/mL Fungizone. The flasks were placed on an orbital shaker rotating at 40 rpm within the 37° C./5% CO2 incubator.


The media was changed in the flasks every 3-4 days to provide sufficient time for morphogen and growth factor gradients to act on targets within the recipient cells forming relevant structures of the brains. Great care was taken when changing media so as to avoid unnecessary perturbations to the morphogen/secreted growth factor gradients developed in the outer most periphery of the organoids as the structures grew into larger organoids.



FIG. 16 illustrates neural organoid development in vitro. Based on transcriptomic analysis, iPSC cells form a body of cells after 3D culture, which become neural progenitor cells (NPC) after neural differentiation media treatment. Neurons were observed in the cell culture after about one week. After about four (4) weeks or before, neurons of multiple lineage appeared. At about twelve (12) weeks or before, the organoid developed to a stage having different types of cells, including microglia, oligodendrocyte, astrocyte, neural precursor, neurons, and interneurons.


Example 2: Human Induced Pluripotent Stem Cell-Derived Neural Organoids Express Characteristics of Human Brain Development

After approximately 12 weeks of in vitro culture, transcriptomic and immunohistochemical analysis indicated that organoids were generated according to the methods delineated in Example 1. Specifically, the organoids contained cells expressing markers characteristic of neurons, astrocytes, oligodendrocytes, microglia, and vasculature (FIGS. 1-14) and all major brain structures of neuroectodermal derivation. Morphologically identified by bright field imaging, the organoids included readily identifiable neural structures including cerebral cortex, cephalic flexure, and optic stalk (compare, Grey's Anatomy Textbook). The gene expression pattern in the neural organoid was >98% concordant with those of the adult human brain reference (Clontech, #636530). The organoids also expressed genes in a developmentally organized manner described previously (e.g. for the midbrain mesencephalic dopaminergic neurons; Blaese et al., Genetic control of midbrain dopaminergic neuron development. Rev Dev Biol. 4(2): 113-34, 2015). The structures also stained positive for multiple neural specific markers (dendrites, axons, nuclei), cortical neurons (Doublecortin), midbrain dopamine neurons (Tyrosine Hydroxylase), and astrocytes (GFAP) as shown by immunohistology).


All human neural organoids were derived from iPSCs of fibroblast origin (from System Biosciences, Inc). The development of a variety of brain structures was characterized in the organoids. Retinal markers are shown in FIG. 15. Doublecortin (DCX), a microtubule associated protein expressed during cortical development, was observed in the human neural organoid (FIG. 1A and FIG. 1B, and FIG. 16). Midbrain development was characterized by the presence of tyrosine hydroxylase (FIG. 2). In addition, transcriptomics revealed expression of the midbrain markers DLKI, KLHL I, and PTPRU (FIG. 6A). GFAP staining was used to identify the presence of astrocytes in the organoids (FIG. 3). NeuN positive staining indicated the presence of mature neurons (FIG. 3). In addition, the presence of NKCCI and KCC2, neuron-specific membrane proteins, was observed in the organoid (FIG. 4). A schematic of the roles of NKCCI and KCC2 is provided in FIG. 5A. FIG. 5B indicates that a variety of markers expressed during human brain development are also expressed in the organoids described in Example 1.


Markers expressed within the organoids were consistent with the presence of excitatory, inhibitory, cholinergic, dopaminergic, serotonergic, astrocytic, oligodendritic, microglial, vasculature cell types. Further, the markers were consistent with those identified by the Human Brain Reference (HBR) from Clontech (FIG. 5C) and were reproducible in independent experiments (FIG. 5D). Non-brain tissue markers were not observed in the neural organoid (FIG. 6B).


Tyrosine hydroxylase, an enzyme used in the synthesis of dopamine, was observed in the organoids using immunocytochemistry (FIG. 5B) and transcriptomics (FIG. 6A). The expression of other dopaminergic markers, including vesicular monoamine transporter 2 (VMAT2), dopamine active transporter (DAT) and dopamine receptor D2 (D2R) were observed using transcriptomic analysis. FIG. 7 delineates the expression of markers characteristic of cerebellar development. FIG. 8 provides a list of markers identified using transcriptomics that are characteristic of neurons present in the hippocampus dentate gyrus. Markers characteristic of the spinal cord were observed after 12 weeks of in vitro culture. FIG. 9 provides a list of markers identified using transcriptomics that are characteristic of GABAergic interneuron development. FIG. 10 provides a list of markers identified using transcriptomics that are characteristic of the brain stem, in particular, markers associated with the serotonergic raphe nucleus of the pons. FIG. 11 lists the expression of various Hox genes that are expressed during the development of the cervical, thoracic and lumbar regions of the spinal cord.



FIG. 12 shows that results are reproducible between experiments. The expression of markers detected using transcriptomics is summarized in FIG. 13.


In sum, the results reported herein support the conclusion that the invention provides an in vitro cultured organoid that resembles an approximately 5 week old human fetal brain, based on size and specific morphological features with great likeness to the optical stock, the cerebral hemisphere, and cephalic flexure in a 2-3 mm organoid that can be grown in culture. High resolution morphology analysis was carried out using immunohistological methods on sections and confocal imaging of the organoid to establish the presence of neurons, axons, dendrites, laminar development of cortex, and the presence of midbrain marker.


This organoid includes an interactive milieu of brain circuits as represented by the laminar organization of the cortical structures in FIG. 13 and thus supports formation of native neural niches in which exchange of miRNA and proteins by exosomes can occur among different cell types.


Neural organoids were evaluated at weeks 1, 4 and 12 by transcriptomics. The organoid was reproducible and replicable (FIGS. 5C, 5D, FIG. 12, and FIG. 18). Brain organoids generated in two independent experiments and subjected to transcriptomic analysis showed >99% replicability of the expression pattern and comparable expression levels of most genes with <2-fold variance among some of the replicates.


Gene expression patterns were analyzed using whole genome transcriptomics as a function of time in culture. Results reported herein indicate that within the neural organoid known developmental order of gene expression in vivo occurs, but on a somewhat slower timeline. For example, the in vitro temporal expression of the transcription factors NURRI and PITX3, genes uniquely expressed during midbrain development, replicated known in vivo gene expression patterns (FIG. 6A). Similarly, the transition from GABA mediating excitation to inhibition, occurred following the switch of the expression of the Na(+)—K(+)-2Cl(—)) cotransporter NKCCI (SLC12A2), which increases intracellular chloride ions, to the K(+)—Cl() cotransporter KCC2 (SLC12A5) (Owens and Kriegstein, Is there more to GABA than synaptic inhibition?, Nat Rev Neurosci. 3(9):715-27 2002), which decreases intracellular chloride ion concentrations (Blaesse et al., Cation-chloride cotransporters and neuronal function. Neuron. 61(6) 820-838, 2009). Data on the development of the brain organoids in culture showed that expression profiles of NKCCI and KCC2 changed in a manner consistent with an embryonic brain transitioning from GABA being excitatory to inhibitory (FIGS. 4 & 5), a change that can be monitored by developmental transcriptomics.


Example 3: Tuberous Sclerosis Complex Model

Tuberous sclerosis complex (TSC) is a genetic disorder that causes non-malignant tumors to form in multiple organs, including the brain. TSC negatively impacts quality of life, with patients experiencing seizures, developmental delay, intellectual disability, gastrointestinal distress and autism. Two genes are associated with TSC: (1) the TSC1 gene, located on chromosome 9 and also referred to as the hamartin gene and (2) the TSC2 gene located on chromosome 16 and referred to as the tuberin gene.


Using methods as set forth in Example 1, a human neural organoid from iPSCs was derived from a patient with a gene variant of the TSC2 gene (ARG 1743GLN) from iPSCs (Cat #GM 25318 Coriell Institute Repository, NJ). This organoid served as a genetic model of a TSC2 mutant.


Both normal and TSC2 mutant models were subject to genome-wide transcriptomic analysis using the Ampliseg™ analysis (ThermoFisher) to assess changes in gene expression and how well changes correlated with the known TSC clinical pathology (FIG. 14).


Whole genome transcriptomic data showed that of all the genes expressed (13,000), less than a dozen showed greater than two-fold variance in the replicates for both Normal N)) and TSC2. This data supported the robustness and replicability of the human neural organoids at week 1 in culture.


Clinically TSC patients present with tumors in multiple organs including the brain, lungs, heart, kidneys and skin (Harmatomas). In comparison of WT and TSC2, the genes expressed at two-fold to 300-fold differences, included those correlated with 1) tumor formation and 2) autism mapped using whole genome and exome sequencing strategies (SFARI site data base) (FIG. 19 and FIG. 20).



FIG. 19 shows Ampliseg™ gene expression data for genes in the Simon Foundation Autism Research Initiative (SFARI) database compared between replicates of organoids from TSC2 (Arg 1743GIn) (column 2 and 3) and WT (column 3 and 4). Highlighted are autism genes and genes associated with other clinical symptoms with fold change (column 5) and SFARI database status or known tumor forming status.


Thus, the transcriptomic data disclosed herein correlated well with known clinical phenotypes of tumors, autism and other clinical symptoms in TSC patients and demonstrated the usefulness of the human neural organoid model.


Example 4: Human Neural Organoid Model Gene Expression to Predict Autism

Autism and autism spectrum disorder is a development disorder that negatively impacts social interactions and day-to-day activities. In some cases the disease can include repetitive and unusual behaviors and reduced tolerance for sensory stimulation. Many of the autism-predictive genes are associated with brain development, growth, and/or organization of neurons and synapses.


Autism has a strong genetic link with DNA mutations comprising a common molecular characteristic of autism. Autism encompasses a wide range of genetic changes, most often genetic mutations. The genes commonly identified as playing a role in autism include novel markers provided in Table 1 and autism markers provided in Table 2.


Expression changes and mutations in the noted genes disclosed herein from the neural organoid at about week 1, about week 4 and about week 12 are used in one embodiment to predict future autism risk. In a further aspect mutations in the genes disclosed can be determined at hours, days or weeks after reprogramming.


In a second embodiment, mutations in Table 1, in the human neural organoid at about week 1, about week 4, and about week 12 are used to predict the future risk of autism using above described methods for calculating risk. One skilled in the art would recognize that additional biomarker combinations expressed in the human neural organoid can also be used to predict future autism onset.


The model used herein is validated and novel in that data findings reconcile that the model expresses sixty seven markers of autism that reflect the genes mutated in the genome of humans with autism (SFARI database of biomarkers, Table 2), as shown in Table 5. The model is novel in that it uses, as starting material, an individual's iPSCs originating from skin or blood cells as the starting material to develop a neural organoid that allows for identification of autism markers early in development including at birth.









TABLE 5







Therapeutic Neural Organoid Authentication Genes











Unique Identifier/Chromosome



Gene
Region (SFARI)






AVPR1A
3q26.33



DHCR7
SEQ ID NO: 22



PIK3R2
19p13.12-q12



RBM8A
1q21.1-q21.2



XPO1
2p16.1-p15



ADNP
NM_015339



NRXN1
NM_001330089



HOXA1
7p15.3



PCDH19
Xq13.3



ABAT
SEQ ID NO: 14



ANXA1
9q21.13



ARHGEF9
Xq11.1-q11.2



ARNT2
ARNT2 SFARI GENE



ASTN2
9q33.1



AUTS2
AUTS2 - SFARI GENE



BIN1
2q14.3



C12orf57
12p13.33-p11.1



CNTN4
CNTN4 - SFARI Gene



CNTN6
CNTN6 - SFARI Gene



CUX1
SFAR1 new



DEPDC5
12p13.33-p11.1



DLX6
DLX6 - SFARI Gene



DRD2
DRD2 - SFARI



EBF3
10q26.13-q26.3



TBL1XR1
3q26.32



TSHZ3
19p13.11-q13.11



UBR7
14q24.2-q32.2



UNC13A
19p13.12-q12



USP7
16p13.3-p13.12



VLDLR
9p24.3-p23 - SFARI



YWHAE
17p13.3-p13.2 - SFARI



ZMYND11
10p15.3-p12.31 - SFARI



CNTN5
11q22.1



FOXP1
3p14.1



ELAVL3
19p13.2-p13.12



EPS8
12p13.33-p11.1



ERBB4
2q34



GIGYF2
New Autism



HDLBP
Autism



OCRL
Xq13.1-q27.1



OGT
Xq11.1-q28



PAH
PAH - SFARI Gene



PARD3B
2q33.2



PCDH8
PCDH8 - SFARI Gene



PCDHAC2
5q21.3-q33.2



PSMD10
Xq22.1-q23



PSMD12
17q23.3-q24.3



PTCHD1
Xp22.11



RFWD2
1q25.2



SH3KBP1
Xp22.33-p21.3



SLC16A3
17q24.3



SLC7A3
Xq12-q21.1



SLC7A5
16p12.2-p12.1



SLIT3
5q34-q35.1



SNRPN
15q11.2-q13.2CNV Type



STAG1
3q22.2-q24



STK39
STK39 - SFARI



SYAP1
Xp22.33-p11.1



HLA-DRB1
HLA-DRB1 - SFARI Gene



PINX1
8p23.3-q24.3



SEZ6L2
SEZ6L2 - SFARI



TCF4
18p11.32-q23



ACTN4
actinin alpha 4



MTHFR
methylenetetrahydrofolate




reductase (NAD(P)H)



SNAP25
Synaptosomal-associated




protein, 25 kDa



SOD1
superoxide dismutase 1



C4B
complement component




4B



SLC11A2
Solute carrier
















TABLE 6







Diagnostic Neural Organoid Authentication Genes











Unique Identifier/Chromosome



Gene
Region (SFARI)






AVPR1A
3q26.33



PIK3R2
19p13.12-q12



RBM8A
1q21.1-q21.2



XPO1
2p16.1-p15



NRXN1
NM_001330089



HOXA1 (Pg2)
7p15.3



ANXA1
9q21.13



ARHGEF9
Xq11.1-q11.2



ARNT2
ARNT2 SFARI GENE



ASTN2
9q33.1



AUTS2
AUTS2 - SFARI GENE



BIN1
2q14.3



C12orf57
12p13.33-p11.1



CNTN4
CNTN4 - SFARI Gene



CNTN6
CNTN6 - SFARI Gene



CUX1
SFAR1 new



DEPDC5
12p13.33-p11.1



DLX6
DLX6 - SFARI Gene



DRD2
DRD2 - SFARI



EBF3
10q26.13-q26.3



TBL1XR1
3q26.32



TSHZ3
19p13.11-q13.11



UBR7
14q24.2-q32.2



UNC13A
19p13.12-q12



USP7
16p13.3-p13.12



VLDLR
9p24.3-p23 - SFARI



YWHAE
17p13.3-p13.2 - SFARI



ZMYND11
10p15.3-p12.31 - SFARI



CNTN5
11q22.1



FOXP1
3p14.1



SOD1
superoxide dismutase 1



C4B
complement component 4B



ELAVL3
19p13.2-p13.12



EPS8
12p13.33-p11.1



ERBB4
2q34



GIGYF2
New Autism



HDLBP
Autism



OCRL
Xq13.1-q27.1



OGT
Xq11.1-q28



PAH
PAH - SFARI Gene



PARD3B
2q33.2



PCDH8
PCDH8 - SFARI Gene



PCDHAC2
5q21.3-q33.2



PSMD10
Xq22.1-q23



PSMD12
17q23.3-q24.3



PTCHD1
Xp22.11



RFWD2
1q25.2



SH3KBP1
Xp22.33-p21.3



SLC16A3
17q24.3



SLC7A3
Xq12-q21.1



SLC7A5
16p12.2-p12.1



SLIT3
5q34-q35.1



SNRPN
15q11.2-q13.2CNV Type



STAG1
3q22.2-q24



STK39
STK39 - SFARI



SYAP1
Xp22.33-p11.1



HLA-DRB1
HLA-DRB1 - SFARI Gene



PINX1
8p23.3-q24.3



SEZ6L2
SEZ6L2 - SFARI



TCF4
18p11.32-q23



ACTN4 (FIG. 5C)
actinin alpha 4



MTHFR
methylenetetrahydrofolate




reductase (NAD(P)H)



SNAP25
Synaptosomal-associated




protein, 25 kDa









Example 5: Predicting Risk of Disease Onset from Neural Organoid Gene Expression

Gene expression in the neural organoid can be used to predict disease onset. Briefly, gene expression is correlated with Gene Card and Pubmed database genes and expression compared for dysregulated expression in diseased vs non-disease neural organoid gene expression.


Example 6: Prediction of Co-Morbidities Associated with Autism

The human neural organoid model data findings can be used in the prediction of comorbiditity onset or risk associated with autism including at birth.(https://en.wikipedia.org/wiki/Conditions_comorbid_to_autism_spectrum_disorders). In detecting comorbidities, genes associated with one or more of these diseases are detected from the patient's grown neural organoid. Such genes include, comorbidities and related accession numbers include, those listed in Table 7:









TABLE 7







Genes and Accession Numbers for Co-Morbidities Associated with Autism









Comorbidity
Gene
Accession No.





Obsessive compulsive disorder
NTF3




HTR2A



Caffey
COL1A1



Narcolepsy
POLE




SMOC1




TPH1




TRIB2




ATF6B




CACNA1C




CHKB




DNMT1




HDAC2




IFITM10




NAA50




NFATC2



Posttraumatic Stress Disorder
NPY



Adjustment syndrome




Cushing syndrome
PDE8B



Atherosclerosis
DGAT2



Kabuki syndrome
FMO1




KDM6A




WDR5




ACOT9



Primary Immunodeficiency
STAT2



Inflammatory Bowel Disease 25
IL10RB



Language Impairment; Apraxia
FOXP1




PCDH19




ABTB2




FOXP2




PEX1




SRPX2



Angelman Syndrome
HUWE1




UBE3A



Tay Sachs
HEXA-AS1




HEXA



Attention Deficit-Hyperactivity
LPHN3



Disorder
PPP1R1B



Adnp-Related Intellectual Disability
ADNP
NM_015339


Mental Retardation
POGZ
NM_015100



CAMTA1
NM_015215


Hemoglobinopathy
BCL11A
NM_022893



HBS1L
GU324927


Schizophrenia
NRXN1
NM_001330089



RELN
U79716



CYP2D6
JF307778



GRM4
NM_000841


Duchenne Muscular Dystrophy
DMD
M92650



SNTB1



Chromosome 2Q37 Deletion
HDAC4
NM_006037


Syndrome




Epileptic Encephalopathy
AARS
NM_001605


Parkinson's Disease
ABCA8
NM_001288985



C1GALT1
NM_020156



C5orf30
NM_001316968



CEP55
NM_018131



COL5A2
NM_000393



ECT2
AY376439



LUZP2
NM_001009909



C12orf4




RNF216




ROMO1




SKA1




SLC2A3




SMC4




SMOC2




SNAI1




STAT6




TGFB2




TOP2A




UCHL3




UCP2




ZIC1




ZIC3




KRT19



Dravet Syndrome
ABTB2
NM_145804



NKAIN3
NM_001304533


Wiskott-Aldrich Syndrome
ACTR3
NM_005721


Cancer
ADRM1
NM_007002



ARMC12
NM_145028



ARMC2
NM_032131



BAG2
NM_004282



BCL6B
NM_181844



BLM
U39817, AY886902



C10orf54
BC111048, BC127257



C8orf4
AF268037



CCDC18
NM_001306076



CD34
AB238231, AF523361,




AH000040



CDX1
AF239666, U51095



IFLTD1
NM_001145728



LHFPL4
NM_198560



LINC00617
NR_132398



MAGEC1
NM_005462


Pancreatic Cancer
RALA
NM_005402



ACVR1B




CDKN1A




GDF15




KLF10




VHL



Brain Germinoma
ESRG
NR_027122


Gastric Cancer
CLDN1
AF115546, AF134160


Breast Cancer
ATM
U82828


Ovarian Cancer
ASB8
NM_001319296


Skin Squamous Cell Carcinoma
AKR1C3
NM_003739


Joubert Syndrome
AHI1
DQ090887


Osteoporosis
BGLAP
NM_199173


Wolfram Syndrome
BIK
AH008250, AY245248


Hyperbiliverdinemia
BLVRA
AY616754


Cleft Lip/palate
CADM3
NM_021189


Heart Disease
CALM2
AH007040


Autosomal recessive primary
CAPZA1
NM_006135


microcephaly




Fragile X syndrome
GRIA1
NM_000827


Stevens-Johnson Syndrome
HLA-A
Z46633


Herpes Simplex Virus-1
HS3ST4
AF105378



HS3ST5
NM_153612


Charcot-Marie-Tooth Disease
NRG2
NM_004883



NDRG1
NM_001135242


Systemic Lupus Erythrematosus
SNRPB



Systemic Lupus Erythrematosus
SNRPD1



Timothy Syndrome
CACNA1C




MYL4



Cataract
ABHD12




ALDH18A1




CCNE1




CRYAB




HSF4




IARS2




LEPREL1




LOXL1




MSMO1




NHS




NUCB1




TMCO3




XRCC5



Cleft Palate
CAPZA1



Fragile X related
GRIA1



Paget Disease Of Bone 3
SQSTM1



Amyotrophic Lateral Sclerosis Frontal




Temporal Dementia




Amyotrophic Lateral Sclerosis Frontal
UNC13A



Temporal Dementia




Amyotrophic Lateral Sclerosis
FUS




SOD1




SQSTM1




UNC13A




PRPH



Celiac Disease
MYO9B




TJP1



Blood Brain Barrier
CGN




CLDN1




CLDN10




CLDN11




CLDN15




CLDN7




TJP2



Gut Permeability
CLDN15




CLDN7



Tuberculosis
RAB5B



Clostridium Difficile Colitis
LEPR




PSMA6



Clostridium Susceptibility
SNAP23




SNAP25




STX3




VAMP2




VAMP7




CPE



Tetanus Toxin
STX3




VAMP2




VAMP7




MPP2



Immune deficiency
ACTR3




ARPC3




BTN3A2




BTN3A2




C5




FRRS1L




CGN




CHGA




CLDN1




CLDN10




CLDN11




CLDN7




COPA




CPNE1




DDX58




EXPH5




FAM19A5




GBP4




GRB14




HPR




KLHDC8B




LBH




LBH




MASP1




MYL12B




MYLK3




MYLPF




MYO5A




NRAS




PAG1




PTMA




RAB5B




RGS13




SIAE




SPON2




TJP1




TJP2




ZXDA




ATP5O




GNG10




LY75



Infant Botulism
GPA33



Botulism
GPA33



Dyslipidemia
LIPC



Intrahepatic Cholestasis of Pregnancy
NR1I3



Biliary Dysfunction
KCNN2; GPC1



Lynch Syndrome
PTPRH; RINT1



Peutz-Jeghers Syndrome




Hyperbilirubinemia
ABCC2




ALB



Listeriosis
LXN



Hepatitis B
PTMA




APOBEC3G



Measles
RAB11A



Encephalitis
RNASE1



HPV
UGDH



HIV Resistance
XPO1




APOBEC3G




APOBEC3D




CHMP4C




IL4R




ISG15



Influenza
IFITM1



Viral Infections
C1QBP



Herpes Zoster
CTPS1



Sleeping Sickness (Trypanosome)




Social Dysfunction
AVPI1




AVPR1A




FLNB



Vitamin Deficiency (Malabsorption;
BCMO1



binding; metabolism)





CYP2R1




DGAT2




LRP8




RXRB




RXRG




TTR



Hypoxia
EGLN3




FOS




FUNDC1




HIGD1A




HIPK2




SLC16A3




HIF1A




HIF1A




HIF1AN




ARNT



Osteogenesis
AP5B1




FKBP10




SERPINH1




COL1A2



Scoliosis
FKBP14




HS3ST3A1




KDM6A




MYO5A




PLOD1




RSPO2




TGFBR2




WDR5




ACOT9




ACTA2



Larsen syndrome
FLNB



Arthritis
FRZB




HPRT1




SIAE




TFR2




ADAMTS5



Retinitis Pigmentosa
ABHD12




C8orf37




CHST10




DHDDS




KCTD20




LPCAT1




MPP6




MYO7A




NUTF2




RAC2




RPGR




RPL13A



Rett Syndrome
DLX6




GPM6B




PRPF40A




RSPO2




WDR45




NREP



Ehler-Danlos Syndrome
COL3A1




FKBP14




PLOD1




C1R



Charcot-Marie-Tooth
GJB1




LITAF




MORC2




MTMR2




NDRG1




NRG2




PRPS1




RAB11A




TMED2




ARHGEF3



Miller-Dieker Lissencephaly Syndrome
CSRP2




HAUS1



Epilepsy
DCLK2




GRM4




MVP




PCDH19




ABTB2



Muscular Dystrophy
GLG1




MYOF




SECISBP2



Autoimmunity
ATP5O



Sensorineural Sensitivity
COL4A6




CRYM




DLX5




EPS8




IARS2




MYO1C




SGOL2




TFB1M




TNC




ARSE




BIK




CD164



Williams-Beuren Syndrome.
GTF2IRD2B




BAZ1A



Joubert Syndrome
AHI1




CEP290




TCTN1




CDKL1



Cowden Syndrome
SDHAF2



Bannayan-Riley-Ruvalcaba
PTEN



Syndrome




Hashimoto Thyroidis
ATP5O



Graves Disease









The skilled worker will recognize these markers as set forth exemplarily herein to be human-specific marker proteins as identified, inter alia, in genetic information repositories such as GenBank; Accession Number for these markers are set forth in exemplary fashion in Table 7. One having skill in the art will recognize that variants derive from the full length gene sequence. Thus, the data findings and sequences in Table 7 encode the respective polypeptide having at least 70% homology to other variants, including full length sequences.


Example 7: Neural Organoids for Testing Drug Efficacy

Neural organoids can be used for pharmaceutical testing, safety, efficacy, and toxicity profiling studies. Specifically, using pharmaceuticals and human neural organoids, beneficial and detrimental genes and pathways associated with autism disease can be elucidated. For instance, Rapamycin has been shown to be beneficial in autism (Caban et al., 2017, Genetics of tuberous sclerosis complex: implications for clinical practice, Appl Clin Genet. 10: 1-8). Consistent with this, a human neural organoid from a patient with tuberous sclerosis was used to determine changes in gene expression following rapamycin treatment. The changes in gene expression provided insights into gene expression alterations that are beneficial and those that are detrimental for autism risk and onset. Neural organoids as provided herein can be used for testing candidate pharmaceutical agents, as well as testing whether any particular pharmaceutical agent inter alia for autism should be administered to a particular individual based on responsiveness, alternation, mutation, or changes in gene expression in a neural organoid produced from cells from that individual or in response to administration of a candidate pharmaceutical to said individual's neural organoid.


OTHER EMBODIMENTS

From the foregoing description, it will be apparent that variations and modifications can be made to the invention described herein to adopt it to various usages and conditions. Such embodiments are also within the scope of the following claims.


The recitation of a listing of elements in any definition of a variable herein includes definitions of that variable as any single element or combination (or sub-combination) of listed elements. The recitation of an embodiment herein includes that embodiment as any single embodiment or in combination with any other embodiments or portions thereof.


All patents and publications mentioned in this specification are herein incorporated by reference to the same extent as if each independent patent and publication was specifically and individually indicated to be incorporated by reference.









TABLE 8





SEQUENCE IDs for SEQUENCE


LISTINGS RELATED TO AUTISM


















SEQ ID NO: 1
ADNP



SEQ ID NO: 2
POGZ



SEQ ID NO: 3
ANKRD11



SEQ ID NO: 4
BCL11A



SEQ ID NO: 5
NRXN1



SEQ ID NO: 6
RELN



SEQ ID NO: 7
HDAC4



SEQ ID NO: 8
DMD



SEQ ID NO: 9
PCDH19



SEQ ID NO: 10
ATP1B2



SEQ ID NO: 11
ATP1B2



SEQ ID NO: 12
ADAMTS1



SEQ ID NO: 13
ADAMTS15



SEQ ID NO: 14
ABAT



SEQ ID NO: 15
ALCAM



SEQ ID NO: 16
AMBP



SEQ ID NO: 17
APLNR



SEQ ID NO: 18
APOC3



SEQ ID NO: 19
ARSI



SEQ ID NO: 20
ATP7B



SEQ ID NO: 21
CDR1



SEQ ID NO: 22
DHCR7



SEQ ID NO: 47
TSC1



SEQ ID NO: 48
TSC2









Having described the invention in detail and by reference to specific aspects and/or embodiments thereof, it will be apparent that modifications and variations are possible without departing from the scope of the invention defined in the appended claims. More specifically, although some aspects of the present invention may be identified herein as particularly advantageous, it is contemplated that the present invention is not limited to these particular aspects of the invention. Percentages disclosed herein can vary in amount by ±10, 20, or 30% from values disclosed and remain within the scope of the contemplated invention.









APPENDIX







Brain Structure Markers and Accession No.










Brain Region
Gene Accession






Cerebellar




ATOH1,
NM_005172.1



PAX6
NM_000280.4



SOX2
NM_003106.3



LHX2
NM_004789.3



GRID2
NM_001510.3



Dopaminergic




VMAT2
NM_003054.4



DAT
NM_001044.4



D2
NM_000795.3



Cortical




NeuN
NM_001082575.2



FOXP2
NM_014491.3



CNTN4
NM_175607.2



TBR1
NM_004612.3



Retinal




GUY2D
NM_000180.3



GUY2F
NM_001522.2



RAX
NM_013435.2



Granular Neuron




SOX2
NM_003106.3



NeuroD1
NM_002500.4



DCX
NM_000555.3



EMX2
NM_000555.3



FOXG1
NM_005249.4



PROX1
NM_001270616.1



Brain Stem




FGF8
NM_033165.3



INSM1
NM_002196.2



GATA2
NM_001145661.1



ASCL1
NM_004316.3



GATA3
NM_001002295.1



Spinal Cord




HOXA1
NM_005522.4



HOXA2
NM_006735.3



HOXA3
NM_030661.4



HOXB4
NM_024015.4



HOXAS
NM_019102.3



HOSCS
NM_018953.3



HOXDI3
NM_000523.3



GABAergic




NKCCI
NM_000338.2



KCC2
NM_001134771.1



Microglia




AIF1
NM_032955.2



CD4
NM_000616.4








Claims
  • 1. A method for treating autism in a human, using a patient-specific pharmacotherapy, the method comprising: a) procuring one or a plurality of cell samples from a human, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more patient specific neural organoids;d) collecting a biological sample from the patient specific neural organoid;e) detecting changes in autism biomarker expression from the patient specific neural organoid sample that are differentially expressed in humans with autism;f) performing assays on the patient specific neural organoid to identify therapeutic agents that alter the differentially expressed autism biomarkers in the patient-specific neural organoid sample; andg) administering a therapeutic agent for autism to treat the human.
  • 2. The method of claim 1, wherein the at least one cell sample reprogrammed to the induced pluripotent stem cell is a fibroblast derived from skin or blood cells from humans.
  • 3. The method of claim 2, wherein the fibroblast derived skin or blood cells from humans is identified with the genes identified in Table 1, Table 2, Table 5, or Table 7.
  • 4. The method of claim 1, wherein the measured biomarkers comprise nucleic acids, encoded proteins, or metabolites.
  • 5. The method of claim 1, wherein the measured biomarkers comprise on or a plurality of biomarkers identified in Table 1, Table 2, Table 5 or Table 7 or variants thereof.
  • 6. The method of claim 5, further wherein a combination of biomarkers is detected, the combination comprising a nucleic acid encoding human TSC1, TSC2, or a TSC2 variant; and one or a plurality of biomarkers comprising a nucleic acid encoding human genes identified in Table 1.
  • 7. The method of claim 1, wherein the neural organoid biological sample is collected after about one hour up to about 12 weeks post inducement.
  • 8. The method of claim 7, wherein the neural organoid sample is procured from structures of the neural organoid that mimic structures developed in utero at about 5 weeks.
  • 9. The method of claim 7, wherein the neural organoid at about twelve weeks post-inducement comprises encoded structures and cell types of retina, cortex, midbrain, hindbrain, brain stem, or spinal cord.
  • 10. The method of claim 7, wherein the neural organoid contains microglia, and one or a plurality of autism biomarkers as identified in Table 1 and Table 7.
  • 11. A patient-specific pharmacotherapeutic method for reducing risk for developing autism-associated co-morbidities in a human, the method comprising: a) procuring one or a plurality of cell samples from a human, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more patient specific neural organoids;d) collecting a biological sample from the patient specific neural organoid;e) detecting biomarkers of an autism related co-morbidity in the patient specific neural organoid sample;f) administering an anti-autism therapeutic agent to the human.
  • 12. The patient specific pharmacotherapeutic method of claim 10, wherein the measured biomarkers comprise biomarkers identified in Table 1, Table 2, Table 5 or Table 7.
  • 13. The method of claim 11 further wherein the measured biomarker is a gene, protein, or metabolite encoding the biomarkers identified in Table 1, Table 2, Table 5 or Table 7.
  • 14. A plurality of biomarkers comprising a diagnostic panel for predicting a risk for developing autism in a human, comprising one or a plurality subset of the biomarkers as identified in Table 1, Table 2, Table 5, or Table 7.
  • 15. The diagnostic panel of claim 14, further wherein the subset of measured biomarkers comprise nucleic acids encoding a genes, proteins, or metabolites as identified in Table 1, Table 2, Table 5 or Table 7.
  • 16. A method of pharmaceutical testing for drug screening, toxicity, safety, and/or pharmaceutical efficacy studies using a patient specific neural organoid.
  • 17. A method for detecting at least one biomarker of any of claim 6, 7, 12, 13, 14, or 15, the method comprising: a) obtaining a biological sample from a human patient; andb) contacting the biological sample with an array comprising specific-binding molecules for the at least one biomarker and detecting binding between the at least one biomarker and the specific binding molecules.
  • 18. The method of claim 17, wherein the biomaker is a gene therapy target.
  • 19. A kit comprising an array containing the sequences of one or a plurality of biomarkers of claim 6, 7, 12, 13, 14, or 15 in a human patient.
  • 20. The kit of claim 19 containing a container for collection of a tissue sample from a human.
  • 21. The kit of claim 20 wherein reagents required for RNA isolation from a human tissue sample are included.
  • 22. The kit of claim 19 containing biomarkers for a tuberous sclerosis genetic disorder.
  • 23. A kit, comprising the container of any of the claims 18-21 and a label or instructions for collection of a sample from a human, isolation of cells, inducement of cells to become pluripotent stem cells, growth of patient-specific neural organoids, isolation of RNA, execution of the array and calculation of gene expression change and prediction of concurrent or future disease risk.
  • 24. The method of claim 1, wherein the biomarkers are nucleotides, proteins, or metabolites.
  • 25. The method of claim 1, wherein the method is used to detect environmental factors that cause or exacerbate autism.
  • 26. The method of claim 1, wherein the method is used in predictive toxicology for factors as that cause or exacerbate autism.
  • 27. The method of claim 1, wherein the method is used to identify causes or accelerators of autism.
  • 28. The method of claim 1, wherein the method is used to identify nutritional factors or supplements for treating autism.
  • 29. The method of claim 28, wherein the nutritional factor or supplement is zinc, manganese, or cholesterol or other nutritional factors related to pathways regulated by genes identified in Tables 1, 2, 5 or 7.
  • 30. A method for detecting one or a plurality of biomarkers from different human chromosomes associated with autism or autism comorbidity susceptibility using data analytics that obviates the need for whole genome sequence analysis of patient genomes.
  • 31. The method of claim 30, wherein the gene expression level changes are used to determine clinically relevant symptoms and treatments, time of disease onset, and disease severity.
  • 32. The method of claim 30, wherein the neural organoids are used to identify novel biomarkers that serve as data input for development of algorithm techniques as predictive analytics.
  • 33. The method of claim 30, wherein algorithmic techniques include artificial intelligence, machine and deep learning as predictive analytics tools for identifying biomarkers for diagnostic, therapeutic target and drug development process for disease.
  • 34. A method for predicting a risk for developing autism in a human, the method comprising: a) procuring one or a plurality of cell samples from the human, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain a neural organoid;d) collecting a biological sample from the neural organoid;e) measuring biomarkers in the neural organoid sample; andf) detecting measured biomarkers from the neural organoid sample that are differentially expressed in humans with autism.
  • 35. The method of claim 34, wherein the at least one cell sample reprogrammed to the induced pluripotent stem cell is a fibroblast.
  • 36. The method of claim 34, wherein the measured biomarkers comprise nucleic acids, proteins, or metabolites.
  • 37. The method of claim 34, wherein the measured biomarker is a nucleic acid encoding human TSC1, TSC2 or a TSC2 variant.
  • 38. The method of claim 34, wherein the measured biomarkers comprise one or a plurality of genes as identified in Tables 1, 2, 5 or 6.
  • 39. The method of claim 34, wherein the neural organoid sample is procured from minutes to hours up to 15 weeks post inducement.
  • 40. The method of claim 1, wherein the biomarkers to be tested are one or a plurality of biomarkers in Table 5.
  • 41. The method of claim 34, wherein the biomarkers to be tested are one or a plurality of biomarkers in Table 6.
  • 42. A method for treating autism in a human, using a patient-specific pharmacotherapy, the method comprising: a) procuring one or a plurality of cell samples from a healthy human, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more therapeutic patient specific healthy neural organoids; andd) collecting exosomes, and exosome nucleic acids, proteins and metabolites from a plurality of the therapeutic, patient specific healthy neural organoid.
  • 43. The method of claim 42, further comprising: a) procuring one or a plurality of cell samples from a human with autism, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more autism, patient specific, neural organoids;d) collecting exosome nucleic acid and protein from a plurality of the autism patient specific neural organoids;e) detecting changes in autism exosome nucleic acid and proteins that are differentially expressed in humans with autism disease;f) performing assays on the autism exosome nucleic acids and proteins to identify therapeutic agents that alter the differentially expressed autism exosome nucleic acids and protein; andg) administering a therapeutic agent to the human with autism.
  • 44. The neural organoid of claim 42, wherein the exosome is harvested up to 15 weeks after induction of the neural organoid.
  • 45. The neural organoid of claim 42 wherein the exosome is harvested at minutes, hours, days, or weeks after induction of the neural organoid.
  • 46. The neural organoid of claim 44, wherein the exosome is harvested at about 10 minutes, 20 minutes, 30 minutes, 40 minutes, 50 minutes, or 60 minutes after induction of the neural organoid.
  • 47. The neural organoid of claim 44, wherein the exosome is harvested at about 1 hour, 2 hours, 3 hours, 4 hours, 5 hours, 6 hours, 7 hours, 8 hours, 9 hours, 10 hours, 11 hours, 12 hours, 13 hours, 14 hours, 15 hours, 16 hours, 17 hours, 18 hours, 19 hours, 20 hours, 21 hours, 22 hours, 23 hours, or 24 hours after induction of the neural organoid.
  • 48. The neural organoid of claim 44, wherein the exosome is harvested at about 1 day, 2 days, 3 days, 4 days, 5 days, 6 days, 7 days, 8 days, 9 days, 10 days, 11 days, 12 days, 13 days, 14 days, 15 days, 16 days, 17 days, 18 days, 19 days, 20 days, 21 days, or 1 week, 2 weeks, 3 weeks, 4 weeks, 5 weeks, 6 weeks, 7 weeks, 8 weeks, 9 weeks 10 weeks, 11 weeks, 12 weeks or more after induction of the neural organoid.
  • 49. The neural organoid of claim 42, wherein isolated exome nucleic acids and/or proteins are utilized to construct a biomarker library.
  • 50. The neural organoid of claim 49, wherein the isolated exome RNA is used to evaluate the onset or presence of autism
  • 51. A method for predicting a risk for developing autism in a human, the method comprising: a) procuring one or a plurality of cell samples from a healthy human, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more therapeutic patient specific healthy neural organoids; andd) collecting exosome nucleic acids and proteins from a plurality of the therapeutic, patient specific healthy neural organoid.
  • 52. The method of claim 51, further comprising: a) procuring one or a plurality of cell samples from a human with autism, comprising one or a plurality of cell types;b) reprogramming the one or the plurality of cell samples to produce one or a plurality of induced pluripotent stem cell samples;c) treating the one or the plurality of induced pluripotent stem cell samples to obtain one or more autism, patient specific, neural organoids;d) collecting exosome nucleic acid and protein from a plurality of the autism patient specific neural organoids;e) detecting changes in autism exosome nucleic acid and proteins that are differentially expressed in humans with autism;f) performing assays on the autism exosome nucleic acids and proteins to identify therapeutic agents that alter the differentially expressed autism exosome nucleic acids and protein; andg) administering a therapeutic agent to the human with autism.
  • 53. The method of claim 51, wherein the measured biomarkers comprise exosome nucleic acids, proteins, or their metabolites.
  • 54. The method of claim 51, wherein the measured biomarker is a nucleic acid encoding human A2M, APP variants.
  • 55. The method of claim 51, wherein the measured biomarkers comprise one or a plurality of genes as identified in Tables 1, 2, 5 or 6.
  • 56. The method of claim 51, wherein the neural organoid sample is procured from minutes to hours up to 15 weeks post inducement.
  • 57. The method of claim 51, wherein the biomarkers to be tested are one or a plurality of biomarkers in Table 5.
  • 58. The method of claim 51, wherein the biomarkers to be tested are one or a plurality of biomarkers in Table 6.
Provisional Applications (1)
Number Date Country
62933957 Nov 2019 US