In [18]:
sc.settings.set_figure_params(dpi=200, facecolor='white', dpi_save=500)
pylab.rcParams['figure.figsize'] = (4, 4)
sc.pl.umap(adata, color=["condition"], size=3, vmin='p1', vmax='p99', add_outline=True, outline_width=(.3,0))
import scanpy as sc
import pandas as pd
from matplotlib import pylab
import random
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.express as px
import os
import itertools
import plotly.express as px
import yaml
import numpy as np
import random
import anndata as ad
from scipy.sparse import csr_matrix, issparse
from scipy import sparse
from matplotlib.colors import TwoSlopeNorm
import scanpy.external as sce
import sys
import scvelo as scv
import anndata
sc.settings.set_figure_params(dpi=80, facecolor='white', dpi_save=500)
pylab.rcParams['figure.figsize'] = (6, 6)
homeDir = os.getenv("HOME")
sys.path.insert(1, homeDir+"/utils/")
from PlotPCA_components import *
from AtlasClasses import *
DS="androgen_substudy"
ReferenceTissue="cortex"
with open(homeDir+"/utils/ReferenceDict.yaml", 'r') as file:
ReferencePaths = yaml.safe_load(file)
for k in list(ReferencePaths.keys()):
ReferencePaths[k]["adataPath"] = "/group/testa/Users/davide.castaldi/Polaroids_spinoff"+ReferencePaths[k]["adataPath"]
#ReferencePaths[k]["signaturePath"] = homeDir+ReferencePaths[k]["signaturePath"]
ReferencePaths[k]["signaturePath"] = "/group/testa/Users/davide.castaldi/Polaroids_spinoff"+ReferencePaths[k]["signaturePath"]
ReferencePaths[k]["signaturePurityPath"] = "/group/testa/Users/davide.castaldi/Polaroids_spinoff"+ReferencePaths[k]["signaturePurityPath"]
ReferencePaths
{'cortex': {'dsname': 'Poliudakis2019_cortex',
'adataPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cortex.Reference.h5ad',
'signaturePath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cortex.SignatureGenes.tsv',
'signaturePurityPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cortex.SignaturesPurity.tsv',
'LabelTtransferAggregation': {'oRG': 'Glia',
'IP': 'IP',
'ExcitatoryDeepLayer': 'ExcitatoryNeuron',
'Cycling': 'Cycling',
'ExcitatoryMigrating': 'ExcitatoryNeuron',
'Excitatory': 'ExcitatoryNeuron',
'Endothelium': 'Vascular',
'vRG': 'Glia',
'Inhibitory': 'ForebrainInhibitory',
'OPC': 'OPC',
'Mic': 'Mic'},
'RelevantContrasts': {'Inh_vs_Exc': ['cortex_Inhibitory',
'cortex_Excitatory'],
'Exc_vs_cycling': ['cortex_Excitatory', 'cortex_CyclingProgenitors']}},
'cerebellum': {'dsname': 'Aldinger2021_cerebellum',
'adataPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cerebellum.Reference.h5ad',
'signaturePath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cerebellum.SignatureGenes.tsv',
'signaturePurityPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/cerebellum.SignaturesPurity.tsv',
'LabelTtransferAggregation': {'Astrocytes': 'Glia',
'Purkinje': 'CerebellarInhibitory',
'InhibitoryProgenitors': 'CerebellarInhibitory',
'Inhibitory': 'CerebellarInhibitory',
'Glia': 'Glia',
'GranuleNeurons': 'ExcitatoryNeuron',
'Endothelium': 'Vascular',
'ExcitatoryInterneuron': 'ExcitatoryNeuron',
'OPC': 'OPC',
'Mic': 'Mic',
'CyclingGranulePrecursos': 'RLCycling',
'ML_gabaergic': 'CerebellarInhibitory',
'MLgabaergic': 'CerebellarInhibitory',
'ML_gabaergic ': 'CerebellarInhibitory'},
'RelevantContrasts': {'Inh_vs_Exc': ['cerebellum_Inhibitory',
'cerebellum_Excitatory'],
'ExcInt_vs_Glia': ['cerebellum_Inhibitory', 'cerebellum_GliaProgenitors']}},
'subpallium': {'dsname': 'Yu2021_subpallium',
'adataPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/subpallium.Reference.h5ad',
'signaturePath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/subpallium.SignatureGenes.tsv',
'signaturePurityPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/subpallium.SignaturesPurity.tsv',
'LabelTtransferAggregation': {'Cycling': 'Cycling',
'Inhibitory': 'Inhibitory',
'IP': 'IP',
'Excitatory': 'ExcitatoryNeuron',
'Endothelium': 'Vascular',
'Mic': 'Mic',
'OPC': 'OPC'},
'RelevantContrasts': {'Cycling_vs_Inh': ['subpallium_CyclingProgenitors',
'subpallium_Inhibitory']}},
'thalamus': {'dsname': 'KimSecondTri2023_Thalamus',
'adataPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/thalamus.Reference.h5ad',
'signaturePath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/thalamus.SignatureGenes.tsv',
'signaturePurityPath': '/group/testa/Users/davide.castaldi/Polaroids_spinoff/2_GenerateReferences/thalamus.SignaturesPurity.tsv',
'LabelTtransferAggregation': {'Cycling': 'Cycling',
'Inhibitory': 'Inhibitory',
'IP': 'IP',
'Excitatory': 'ExcitatoryNeuron',
'Endothelium': 'Vascular',
'Mic': 'Mic',
'OPC': 'OPC'},
'RelevantContrasts': {'Exc_vs_Astro': ['thalamus_Excitatory',
'thalamus_GliaProgenitors']}}}
adata = sc.read_h5ad("./adatas/5.1.{}.PostQC.h5ad".format(DS))
pcs=25
n_neighbs=50
pd.crosstab(adata.obs["condition"], adata.obs["sample_id"])
| sample_id | 1_CTL01A_393 | 1_CTL01A_394 | 1_CTL02A_393 | 1_CTL02A_394 | 1_CTL04E_393 | 1_CTL04E_394 | 1_CTL08A_393 | 1_CTL08A_394 |
|---|---|---|---|---|---|---|---|---|
| condition | ||||||||
| ANDROGEN_AGONIST | 0 | 5741 | 0 | 4101 | 0 | 8478 | 0 | 6987 |
| DMSO | 4777 | 0 | 3586 | 0 | 6957 | 0 | 5199 | 0 |
HVGSCondict = {}
for line in adata.obs["line"].unique().tolist():
adataGenotype = adata[adata.obs["line"] == line]
for condition in adataGenotype.obs["condition"].unique().tolist():
adataCOnd = adataGenotype[adataGenotype.obs["condition"] == condition].copy()
if condition not in list(HVGSCondict.keys()):
HVGSCondict[condition] = []
#Print Nsamples
nsamples = len(adataCOnd.obs["sample_id"].unique().tolist())
print(f"Found {nsamples} repliacates for {line} {condition}")
if nsamples < 3:
minOverlap = nsamples
else:
minOverlap = nsamples-1
print(f"Only HVGs common to {minOverlap} replicates will be kept")
sc.pp.highly_variable_genes(adataCOnd, batch_key="sample_id", flavor="seurat", n_top_genes=2000)
CommonHVGs = set(adataCOnd.var_names[adataCOnd.var["highly_variable_nbatches"] >= minOverlap])
nHVGs = len(CommonHVGs)
print(f"Found {nHVGs} common HVGs across {minOverlap} replicates for line {line} exposure {condition} ")
print("\n")
HVGSCondict[condition].append(CommonHVGs)
Found 1 repliacates for CTL04E DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL04E exposure DMSO Found 1 repliacates for CTL04E ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL04E exposure ANDROGEN_AGONIST Found 1 repliacates for CTL01A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL01A exposure DMSO Found 1 repliacates for CTL01A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL01A exposure ANDROGEN_AGONIST Found 1 repliacates for CTL08A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL08A exposure DMSO Found 1 repliacates for CTL08A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL08A exposure ANDROGEN_AGONIST Found 1 repliacates for CTL02A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL02A exposure DMSO Found 1 repliacates for CTL02A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL02A exposure ANDROGEN_AGONIST
sc.pp.highly_variable_genes(adata, batch_key="line", flavor="seurat", n_top_genes=2000)
HVGSLine = set(adata.var_names[adata.var["highly_variable_nbatches"] == len(adata.obs["line"].unique())-2].tolist())
nHVGSLine = len(HVGSLine)
print(f"Found {nHVGSLine} common pan-condition HVGs across both lines ")
# for line in adata.obs["line"].unique().tolist():
# adataGenotype = adata[adata.obs["line"] == line]
# sc.pp.highly_variable_genes(adataCOnd, batch_key="sample_id", flavor="seurat", n_top_genes=2000)
# for condition in adataGenotype.obs["condition"].unique().tolist():
# adataCOnd = adataGenotype[adataGenotype.obs["condition"] == condition].copy()
# if condition not in list(HVGSCondict.keys()):
# HVGSCondict[condition] = []
# #Print Nsamples
# nsamples = len(adataCOnd.obs["sample_id"].unique().tolist())
# print(f"Found {nsamples} repliacates for {line} {condition}")
# if nsamples < 3:
# minOverlap = nsamples
# else:
# minOverlap = nsamples-1
# print(f"Only HVGs common to {minOverlap} replicates will be kept")
# sc.pp.highly_variable_genes(adataCOnd, batch_key="sample_id", flavor="seurat", n_top_genes=2000)
# CommonHVGs = set(adataCOnd.var_names[adataCOnd.var["highly_variable_nbatches"] >= minOverlap])
# nHVGs = len(CommonHVGs)
# print(f"Found {nHVGs} common HVGs across {minOverlap} replicates for line {line} exposure {condition} ")
# print("\n")
# HVGSCondict[condition].append(CommonHVGs)
Found 898 common pan-condition HVGs across both lines
##### First HVGs set
##### First HVGs set
IntersectionDEGs = []
for k in list(HVGSCondict.keys()):
IntersectionDEGsCond = list(set.intersection(*HVGSCondict[k]))
nIntersectionDEGsCond = len(IntersectionDEGsCond)
#print(f"Found {nIntersectionDEGsCond} HVGs from the intersection of both genotypes replicates for exposure {condition} ")
IntersectionDEGs.extend(IntersectionDEGsCond)
IntersectionDEGs = set(IntersectionDEGs)
nIntersectionDEGsCond = len(IntersectionDEGs)
print(f"Found {nIntersectionDEGsCond} HVGs from the intersection of both genotypes replicates for exposure {condition} ")
##### Second HVGs set
##### Second HVGs set
FinalHVGs = list(IntersectionDEGs.union(HVGSLine))
nFinalHVGs = len(FinalHVGs)
print(f"Found {nFinalHVGs} HVGs from the intersection of both genotypes replicates and across exposures ")
Found 269 HVGs from the intersection of both genotypes replicates for exposure ANDROGEN_AGONIST Found 1158 HVGs from the intersection of both genotypes replicates and across exposures
adata.var["highly_variable_seurat_overlap"] = adata.var_names.isin(FinalHVGs)
print(adata.var["highly_variable_seurat_overlap"].sum())
adata.var["highly_variable"] = adata.var["highly_variable_seurat_overlap"]
adata.layers["logNorm"] = adata.X.copy()
sc.pp.scale(adata)
adata.layers["scaled"] = adata.X.copy()
sc.pp.pca(adata, use_highly_variable=True)
1158
sc.pp.neighbors(adata, n_pcs=pcs, n_neighbors=n_neighbs)
adata.X = adata.layers["logNorm"].copy()
sce.pp.harmony_integrate(adata, key="line")
sc.pp.neighbors(adata, n_pcs=pcs, n_neighbors=n_neighbs, use_rep="X_pca_harmony")
sc.tl.umap(adata)
2025-06-12 06:53:11,238 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans... 2025-06-12 06:53:18,219 - harmonypy - INFO - sklearn.KMeans initialization complete. 2025-06-12 06:53:18,401 - harmonypy - INFO - Iteration 1 of 10 2025-06-12 06:53:30,959 - harmonypy - INFO - Iteration 2 of 10 2025-06-12 06:53:43,146 - harmonypy - INFO - Iteration 3 of 10 2025-06-12 06:53:55,646 - harmonypy - INFO - Iteration 4 of 10 2025-06-12 06:54:03,076 - harmonypy - INFO - Iteration 5 of 10 2025-06-12 06:54:13,617 - harmonypy - INFO - Converged after 5 iterations
sc.settings.set_figure_params(dpi=200, facecolor='white', dpi_save=500)
pylab.rcParams['figure.figsize'] = (4, 4)
sc.pl.umap(adata, color=["condition"], size=3, vmin='p1', vmax='p99', add_outline=True, outline_width=(.3,0))
# Restore initial params
sc.settings.set_figure_params(dpi=80, facecolor='white', dpi_save=500)
pylab.rcParams['figure.figsize'] = (6, 6)
sc.tl.leiden(adata, resolution=1, copy=False, random_state=1, key_added="Leiden_1" )
sc.pl.umap(adata, color=[c for c in adata.obs.columns if "Leiden_" in c]+["Consensus_call"], wspace=.4, size=20)
sc.tl.rank_genes_groups(adata, groupby="Leiden_1", use_raw=False)
sc.pl.rank_genes_groups(adata)
sc.pl.rank_genes_groups_matrixplot(
adata,
n_genes=5,standard_scale="var"
)
AtlasMarkers = pd.read_excel("/group/testa/Users/davide.castaldi/ENDPOINTS_sc/genes/CelltrypeMarkers.xlsx", index_col=0)
for k in ["Endothelium"]:
print(f"Markers for {k}")
MarkerList = AtlasMarkers.loc[AtlasMarkers.Group == k,"Gene"].tolist()
MarkerList = [i for i in MarkerList if i in adata.var_names]
MinCells = adata.shape[0] *0.02
#MarkerList = adata[:,MarkerList].var_names[((adata[:,MarkerList].X > 0).sum(axis = 0) > MinCells).flatten().A1].tolist()
if len(MarkerList) == 0:
print(f"Expression of {k} markers detected in less than {MinCells}: skipping")
continue
sc.pl.umap(adata, color=MarkerList, size=30,layer="scaled",use_raw=False, vmax='p99')
Markers for Endothelium
sc.pl.umap(adata, color=[i for i in adata.obs.columns if "PassedQCfilt_ScoreSignature_" in i], size=20)
# We additionally remove all cells cross-labeled as endothelium (mainly leiden_1: 17 & 19 )
adata = adata[adata.obs["Consensus_call"] != "Endothelium"].copy()
adata = adata[~adata.obs["Leiden_1"].isin(["15"])].copy()
HVGSCondict
{'DMSO': [{'CCDC173',
'AC018413.1',
'AC131956.3',
'AC092653.1',
'CEMP1',
'KLHL29',
'SELPLG',
'PROP1',
'AC092490.2',
'SGCG',
'MT-ND2',
'CXCL13',
'PLP1',
'CCNB2',
'CCDC80',
'ANAPC7',
'GNG8',
'DHRS2',
'FBXL7',
'LINC00681',
'AC097528.1',
'AL445213.2',
'FCAR',
'OCIAD2',
'MRPS33',
'AC084734.1',
'LINC01205',
'PTTG1',
'RBMS3-AS1',
'PEG10',
'AL138955.1',
'SLC39A8',
'SYNPO2',
'DDX60',
'CHRND',
'PSTPIP2',
'ZNF319',
'LINC01221',
'AP003119.2',
'BMP4',
'PTHLH',
'AC090348.1',
'AC020907.3',
'AL732314.6',
'TSTD1',
'LRRC7',
'FOXF2',
'AL354824.1',
'LINC02774',
'AC079414.1',
'RPS4Y1',
'HIST1H2BL',
'AC073578.2',
'GUCY2C',
'TAGLN',
'GTF3C4',
'HOXB3',
'CCNB1',
'LHX9',
'TECRL',
'GPR37',
'NXN',
'CCDC34',
'AC104964.2',
'KIF26B',
'PLEKHG1',
'HIST1H2AD',
'SPAM1',
'EGFL8',
'COL4A6',
'HSPA1A',
'AP003100.3',
'CFAP58-DT',
'AC087175.1',
'MIR5689HG',
'CITED1',
'AL358072.1',
'RPF1',
'AC016575.2',
'PPP1R14C',
'IL1RN',
'GNGT1',
'MT-ND1',
'TMEM47',
'PSMC3',
'MDM2',
'GATA2-AS1',
'NABP2',
'AL161618.1',
'SNHG9',
'CCDC105',
'DSCAM',
'AC116667.2',
'PRKD1',
'CRIP1',
'SFTPA2',
'ECHDC2',
'GABRB1',
'PRAG1',
'NKX6-2',
'AC009365.1',
'MARC2',
'AL163541.1',
'MEG3',
'TTTY14',
'GNL1',
'EIF2AK3',
'USB1',
'AC010996.1',
'TEX53',
'AL031429.2',
'PIK3CD-AS2',
'AC093916.1',
'AC245123.1',
'AC112770.1',
'AC078881.1',
'AL139801.1',
'AP003032.1',
'AL590226.1',
'FGL2',
'LINC02154',
'IFT22',
'AL589182.1',
'CDH12',
'DNAJC4',
'FEV',
'HSPH1',
'PKN2-AS1',
'AP003121.1',
'FSTL4',
'SPRYD7',
'RAB29',
'AC007991.3',
'AC027045.2',
'FEZF1',
'FGD6',
'ACTG2',
'CWH43',
'AL356752.1',
'SYNE2',
'AP003355.2',
'AC008568.1',
'MKI67',
'PRSS23',
'AC010319.3',
'AC126121.2',
'YES1',
'RHOH',
'EMX2',
'AP000428.2',
'FAM155A',
'CDH4',
'MAP1LC3A',
'OGDH',
'C7orf77',
'FEM1B',
'TCF7L1',
'AC020551.1',
'LINC00347',
'PTF1A',
'AL009179.2',
'HLA-F-AS1',
'AF233439.1',
'MICOS13',
'AIDA',
'AC012560.1',
'C15orf39',
'AL136084.3',
'TAS2R10',
'CDKN1A',
'IQCH',
'GRM7',
'AC092691.1',
'AP001993.1',
'PPY',
'ZNF804A',
'IFNG-AS1',
'TBL1Y',
'CSMD1',
'AC002115.1',
'GPC1',
'VNN1',
'KRCC1',
'LINC01499',
'TREM1',
'AC004870.3',
'NECTIN3',
'AC007326.5',
'AC012181.1',
'AL358612.1',
'AC090791.1',
'AL590440.1',
'LINC02098',
'LINC00433',
'RIMS2',
'CDK6',
'NKX1-2',
'RAB3B',
'CD9',
'PSME4',
'LINC00877',
'FNDC3B',
'AC114730.2',
'FAM240C',
'AC015917.2',
'PABPC3',
'SARM1',
'AL442224.1',
'AL136114.1',
'AC092353.2',
'LINGO2',
'AC073111.1',
'CRYBG2',
'NOL11',
'MRI1',
'GAS6-DT',
'AC074099.1',
'TMEM52B',
'PLA2G4E',
'AC006213.5',
'PDK4',
'CNTN5',
'AC133530.1',
'AC011139.1',
'CENPE',
'NDRG3',
'AP003555.2',
'FOXA2',
'IL2RA',
'AC098829.1',
'ERFE',
'CATSPER1',
'DIAPH3',
'LINC02834',
'MRPS28',
'TFEB',
'SMIM27',
'PPP1R15B',
'GP2',
'LINC02320',
'NEAT1',
'PLEKHA2',
'HIST1H2AM',
'AC018553.2',
'HIST1H2AC',
'AC127496.5',
'GNG5',
'AC016590.4',
'CCR8',
'AC108690.1',
'ZFP3',
'AC087430.1',
'AL591002.1',
'UTY',
'AC005614.1',
'UNC93A',
'AC090023.2',
'AQP4',
'PNMA8A',
'AC002057.1',
'AL138889.3',
'IGHD',
'TEX14',
'FEZF2',
'MARVELD3',
'AL450326.3',
'AC087276.2',
'NTRK2',
'BARX1',
'SLK',
'GLP2R',
'AC011294.1',
'SLIT2',
'AC104135.1',
'SLC44A5',
'LINC01081',
'DNAJC10',
'AL138759.1',
'AL157762.1',
'CHML',
'AL357832.1',
'AC022915.2',
'AC091544.5',
'ELP4',
'AC004231.3',
'AL662907.3',
'AL079301.1',
'DUSP4',
'KLK5',
'TGFBR3',
'MAD2L1',
'NFATC4',
'PTPRG',
'AC005999.2',
'PCSK5',
'FOXG1',
'NRG1',
'AL691420.1',
'GASK1B',
'GPC4',
'NOS1AP',
'AC092910.3',
'AC096531.2',
'AC093330.1',
'OXCT1',
'AC007218.3',
'AC005772.2',
'SLX1A',
'AC136944.1',
'NAV3',
'FRMPD4',
'MINDY4B',
'INSL3',
'IDH1-AS1',
'AC066612.2',
'INO80E',
'AC139718.2',
'ZC3HAV1',
'LINC00964',
'RGS22',
'CELF2-AS1',
'KCNIP4',
'AP000640.1',
'ROBO2',
'SLC25A13',
'NKAIN2',
'AL590814.1',
'HSPA6',
'USP9Y',
'CPLX4',
'MPPED2-AS1',
'GALNT13',
'AC106874.1',
'KCNQ1OT1',
'SLC2A13',
'QKI',
'TMTC3',
'LINC00366',
'RORA',
'NKAP',
'AC124017.1',
'PTPRM',
'CXXC4-AS1',
'MS4A5',
'DPT',
'TDRD1',
'ARPP21',
'CKAP2',
'NLGN1',
'AC007091.1',
'GATA3',
'PROSER2-AS1',
'MYL4',
'LINC01273',
'MAGI1-IT1',
'CLDN18',
'NBPF19',
'TRAPPC2B',
'AL138899.1',
'MCM7',
'AC011516.1',
'DAB1',
'ZIC1',
'OOSP4B',
'SLC17A3',
'FAM135B',
'POT1-AS1',
'CCN2',
'MPC1',
'PCED1B-AS1',
'GGT6',
'CNTNAP5',
'AP003498.2',
'AGXT2',
'VIM',
'AC009269.3',
'TAFA2',
'AC005479.2',
'TMIGD3',
'GRIK3',
'MMUT',
'AC097459.1',
'OR2AG2',
'AC090510.4',
'VIPR1-AS1',
'TOPAZ1',
'IPO5',
'CALB2',
'BANF2',
'AC009242.1',
'LINC02264',
'AL596330.1',
'LINC02506',
'TCERG1L',
'TMEM126A',
'AL450344.2',
'YBX3',
'SCEL',
'LINC02528',
'STK4-AS1',
'CHGB',
'AC137590.1',
'CENPP',
'AC092384.1',
'GADD45B',
'AC099499.1',
'NCAPH',
'AL390800.1',
'ZNF761',
'LINC02359',
'GZMA',
'AL096799.1',
'PGLYRP4',
'RASGEF1B',
'AC025154.2',
'LINC01556',
'AL645933.2',
'LIFR',
'TRIM5',
'LINC02061',
'NEGR1',
'LINC01701',
'SLC35F3',
'KCTD1',
'LINC00613',
'BOC',
'LINC00326',
'UGT2A3',
'LINC01324',
'ARSH',
'HS3ST5',
'AC106744.1',
'LINC02217',
'PCDH11X',
'JPT2',
'GRID2',
'ZCCHC7',
'CNKSR3',
'AC105389.3',
'AC125613.1',
'AC005546.1',
'SCN4B',
'UFD1',
'SIGLEC1',
'AC073115.2',
'C1orf115',
'POLD3',
'KIRREL2',
'AC004690.2',
'FAM160A1-DT',
'AC110751.1',
'PHACTR2',
'COL5A1',
'AC100802.1',
'AL157778.1',
'AL139407.1',
'DNAJC21',
'CDH10',
'AL358334.1',
'AC079362.1',
'NUSAP1',
'TIMD4',
'ZFHX3',
'LINC02646',
'AL109653.3',
'AC010834.3',
'LINC02027',
'AC092957.1',
'DISC1FP1',
'LINC02066',
'AC011523.1',
'AC009962.1',
'HES5',
'AL031673.1',
'PLEKHG6',
'PYY',
'CCDC191',
'AC009061.2',
'REELD1',
'CNTN2',
'CASC15',
'UBE2Q1',
'FABP7',
'TBC1D5',
'TIMP2',
'PLXDC2',
'DDX3Y',
'HSPB8',
'SPATA13',
'AC116609.2',
'S100Z',
'Z84484.1',
'AP003170.3',
'ADGRL2',
'LINC01424',
'HIST1H2BN',
'AC004464.1',
'BTBD11',
'PCDHGA3',
'DHX58',
'AL450332.1',
'SEMA3C',
'ANKS1B',
'PDE3A',
'FYB1',
'AC020915.1',
'TRABD2A',
'DGKB',
'SLC22A11',
'ASAP2',
'SLC17A4',
'DLGAP5',
'TTTY10',
'AC239860.4',
'PARD3B',
'GLI3',
'MTMR6',
'CCR7',
'SLC44A2',
'MTUS2',
'SMC4',
'DCT',
'FP236383.3',
'RUFY4',
'KIF20B',
'ADAM33',
'AC123786.3',
'WASF2',
'AL031722.1',
'HIST1H1C',
'ERVMER61-1',
'AC073050.1',
'SUCLG2',
'DLGAP2',
'SIM1',
'CDON',
'AL035252.2',
'DLX5',
'AL512356.5',
'EOMES',
'AC015563.1',
'ID3',
'AL591115.1',
'CNTNAP2',
'F8A3',
'AC096570.2',
'B4GAT1',
'GPS2',
'AC027237.3',
'B2M',
'CKAP2L',
'CUL4B',
'TOP2A',
'AC009835.1',
'LINC02832',
'ACE2',
'AC015712.2',
'CYP2C9',
'AC007463.1',
'AC005899.3',
'DAXX',
'PCED1B',
'COBLL1',
'FSTL5',
'SYNGR4',
'CSMD3',
'TP53BP2',
'LINC00917',
'CADM2',
'AC026785.3',
'LINC01449',
'AC087071.1',
'EPHA6',
'CCDC68',
'AC244213.1',
'UBA6-AS1',
'CALB1',
'PTPRD',
'OR4E1',
'CNOT8',
'NXPH1',
'CD44',
'BLVRB',
'LINC01647',
'AC018690.1',
'MDGA2',
'AL023583.1',
'MTRNR2L8',
'PGR',
'VSIG2',
'AC073389.3',
'RUVBL1-AS1',
'AC114316.1',
'SNHG25',
'CSRNP1',
'PAG1',
'NXF2B',
'AC002460.2',
'AC017053.1',
'PCDH9',
'AL356010.2',
'LINC00470',
'POU4F2',
'SLC26A4',
'BIRC2',
'SPATA46',
'AC021054.1',
'ATF3',
'SEMA3B-AS1',
'LINC01220',
'CACTIN-AS1',
'AP003100.2',
'HTR3E-AS1',
'ID1',
'AC092131.1',
'AC040936.1',
'LINC02519',
'MTRNR2L4',
'FRG1',
'ZCCHC3',
'FBXL2',
'PTRHD1',
'AC007362.1',
'AL450338.2',
'LINC02406',
'RBP1',
'ASPM',
'AC034236.3',
'DSPP',
'CDK1',
'CDCA5',
'TRIB3',
'LATS1',
'LINC02686',
'AC005358.2',
'AC011287.1',
'PTN',
'AL356966.1',
'DLX1',
'NPHS2',
'LINC00702',
'ZIC3',
'AC011388.1',
'DMAC1',
'AC104116.1',
'CDKN3',
'KLF1',
'PRORP',
'GNL2',
'AC012291.3',
'SPATA16',
'JAG1',
'AC080089.2',
'AL138724.1',
'C12orf45',
'PTGFR',
'AL158206.1',
'PRELID2',
'AC010834.1',
'LINC02753',
'MT-ND3',
'SPOCD1',
'AC109458.2',
'AC009560.1',
'DPP10',
'CHRM3',
'BX664718.1',
'CARD8-AS1',
'AL589935.3',
'LRFN5',
'NFIB',
'MTIF3',
'AL157359.1',
'SNHG12',
'MT1G',
'ATP1A4',
'BRINP3',
'CILP',
'SPATA5',
'AL359764.2',
'LY6E-DT',
'C1orf226',
'ABCC9',
'ALDOC',
'FOXP2',
'AP000942.2',
'PIH1D1',
'AC117460.1',
'DHCR24-DT',
'TPX2',
'AC004946.2',
'ABHD12B',
'COBL',
'ABHD3',
'PRRC1',
'DLL3',
'BDH2',
'LINC01386',
'AC117461.1',
'AC093824.2',
'OXNAD1',
'LINC01684',
'AC109472.1',
'AC007743.1',
'LGR5',
'AC009478.1',
'AC008875.3',
'CHCHD5',
'LMO1',
'WLS',
'CBLN1',
'GOLGA8O',
'AL031600.3',
'PROKR1',
'ADGRF1',
'PLPP3',
'AL353658.1',
'GUCY1A2',
'AC073487.1',
'AC005790.1',
'AC128707.1',
'AC130888.1',
'CACNA2D3',
'CDC20',
'MIR137HG',
'LPP',
'LRRC4C',
'AP005717.1',
'LHFPL3',
'ADAMTS9-AS2',
'GRIA4',
'PVT1',
'STMN2',
'TEX45',
'AP003498.1',
'CPA3',
'HES6',
'ELMO3',
'AL158011.1',
'NRXN3',
'AP003086.2',
'COL11A1',
'AL132775.2',
'AC125616.1',
'OTOGL',
'DLL1',
'AURKB',
'TMEM123',
'AC010547.3',
'AC092143.2',
'NKX6-1',
'SORCS1',
'AC090125.1',
'MAL',
'INPPL1',
'AL049794.2',
'ECI1',
'AL355607.1',
'AL355075.4',
'MGAT4C',
'SAMMSON',
'SHROOM4',
'WDR5B',
'LINC00377',
'ESCO2',
'AC080068.1',
'PDGFB',
'GFRA3',
'FTL',
'CNNM1',
'UNC5B-AS1',
'AL122125.1',
'AC092017.4',
'KMO',
'CACNA2D1',
'AC007598.1',
'AC044893.2',
'LINC02055',
'AP001117.1',
'NEFL',
'BCAT1',
'KCNH7',
'RBM12',
'AC027319.1',
'DHX29',
'EIF1AY',
'DPM3',
'HTR1D',
'NTM',
'ZFY',
'ICAM2',
'LINC02751',
'SIX3-AS1',
'MCOLN3',
'SCML1',
'ADGRB3',
'AC068308.1',
'AP3B1',
'C12orf75',
'LINC01953',
'CMTM8',
'TDRD10',
'AP000146.1',
'CLSPN',
'NCKAP5',
'GRAMD1C',
'LINC02334',
'EFCAB1',
'LAMA4',
'FAT4',
'ROBO3',
'LINC02587',
'ADARB2',
'ASB5',
'AC104435.2',
'TNFAIP8',
'BX255923.1',
'CEP162',
'CXCR4',
'AC130324.3',
'DAPP1',
'MBNL2',
'CCR10',
'AC093536.2',
'LINC01958',
'LAMP5',
'AP000959.1',
'LPCAT2',
'DHCR24',
'ZNF530',
'PLEKHG4B',
'PEA15',
'KLHL1',
'TMEM202',
'DCTN5',
'ATF7IP2',
'HMGN5',
'SIX3',
'FHIT',
'HIST1H2AL',
'AC005307.1',
'AC003973.1',
'CMKLR1',
'NKX2-1',
'CNTN6',
'TTR',
'AC025263.1',
'ANP32E',
'SAT1',
'ZNF93',
'AL138767.3',
'DLGAP1',
'AL137786.2',
'CYP26A1',
'ASTE1',
'NPY',
'HS6ST3',
'AC092828.1',
'GSE1',
'H2AFX',
'DPYD',
'IGFBP7',
'RIOK3',
'NWD1',
'FZD7',
'ACAN',
'AC096570.1',
'AC007405.2',
'PROCR',
'PWWP3B',
'AC016587.1',
'RINL',
'CXorf21',
'LUZP2',
'GADD45G',
'AP000880.1',
'ENOX1',
'AC092756.1',
'RHBDF2',
'HIST1H1D',
'PGLYRP3',
'AC025259.3',
'NPTX1',
'PRSS16',
'LINC02008',
'AL078602.1',
'LYPLAL1-DT',
'CDKN1C',
'AC010501.2',
'PCBP3',
'MT-ND4',
'AP000561.1',
'ZNF729',
'AP000477.3',
'MIR22HG',
'KIAA1211L',
'AC127070.2',
'INSM1',
'LINC01643',
'KCNJ3',
'ODF2',
'STARD6',
'AC068643.1',
'BARD1',
'LINC01795',
'ACOXL-AS1',
'DLG2',
'DIP2A-IT1',
'AC090365.1',
'AC124852.1',
'AC062022.2',
'CYP8B1',
'AL049840.6',
'MANEAL',
'AC093915.1',
'GRM1',
'KCND2',
'SOX18',
'SYCE1L',
'LINC00167',
'SOX6',
'WFDC9',
'ZHX2',
'CPT1A',
'LINC00507',
'SMIM41',
'AC025280.3',
'CEP55',
'STRIT1',
'KLF7',
'CFAP126',
'NEFM',
'GRXCR2',
'MYL7',
'ROR1',
'AC008415.1',
'INSC',
'CENPH',
'LINC01597',
'AC090948.3',
'LINC01620',
'UHMK1',
'IER5',
'WT1-AS',
'ADGRA1-AS1',
'SLC14A2',
'SEMA6D',
'AL021918.5',
'HELLS',
'ZCCHC9',
'AUTS2',
'LRRTM4',
'AC096589.1',
'FGF1',
'HYKK',
'NKX3-1',
'SHH',
'AC108863.2',
'PCDH9-AS2',
'RECQL4',
'NOTUM',
'LTBP1',
'SYT1',
'LINC02780',
'TMA16',
'VGF',
'MUC22',
'LMO7DN',
'AC011483.1',
'RASAL2-AS1',
'AC024597.1',
'AC003666.1',
'VIPR2',
'LINC01208',
'CKS2',
'AC007881.4',
'AL445588.1',
'AC012146.1',
'RBMS3',
'AC023794.1',
'GSC',
'AC013486.1',
'CHMP4A',
'CDC45',
'AL627171.2',
'TMEM107',
'DLX2',
'AC016598.2',
'PPCS',
'LINC02316',
'AL512590.3',
'DPH6',
'LINC01060',
'ZMAT3',
'GSTM4',
'AC090772.3',
'TRDV2',
'AC008667.4',
'SEMA3D',
'PSG11',
...},
{'LINC01562',
'NFAM1',
'AL135878.1',
'GPR180',
'POSTN',
'AC092490.2',
'RHOV',
'ELAVL4',
'AP001025.1',
'MT-ND2',
'TSPEAR',
'MAMDC4',
'LINC02228',
'AC007342.1',
'PLP1',
'CCNB2',
'APCDD1',
'DHRS2',
'CTXN3',
'ITGB1BP2',
'AL445213.2',
'EREG',
'PTTG1',
'AC108517.2',
'AC011284.1',
'ZNF736',
'SHTN1',
'HIST1H1B',
'SLC39A8',
'AC138356.3',
'CCDC69',
'GCHFR',
'OLIG1',
'AC105094.2',
'LHFPL3-AS1',
'CCDC33',
'TFCP2L1',
'LRRC7',
'CSNK2A2',
'CRH',
'RANGRF',
'ADAMTS14',
'ARMC9',
'IMPA1',
'MACC1',
'RPS4Y1',
'LINC01609',
'LINC01924',
'FGF13',
'CDKL3',
'AC092803.2',
'AC090403.1',
'CCNB1',
'AL450345.2',
'AC046195.2',
'AC087623.3',
'CCDC34',
'SCG3',
'CEP295NL',
'KIF26B',
'SEMA3A',
'AC011365.1',
'LINC01322',
'AL031283.2',
'AC008105.3',
'RASSF10',
'HSPA1A',
'ENTHD1',
'CFAP58-DT',
'OR2L5',
'AL358072.1',
'LINC01841',
'ARMC2-AS1',
'AC009093.2',
'GNGT1',
'MRPL30',
'AL356134.1',
'SNHG14',
'ZNF317',
'DSCAM',
'ERAP2',
'AL133330.1',
'RIOK1',
'AC116667.2',
'GABRB1',
'LINC02398',
'AL157400.1',
'BLID',
'MEG3',
'TTTY14',
'LINC02485',
'SLITRK3',
'FSHR',
'AC010996.1',
'NXPE1',
'AC246785.3',
'DIRC3',
'AL078590.2',
'LINC01203',
'ENC1',
'AC064875.1',
'AC021192.1',
'AC079949.3',
'ANKRD44',
'GJD3',
'AL121895.2',
'AC016700.3',
'TMEM132E',
'FGL2',
'MAB21L1',
'VXN',
'CCNB3',
'AC004231.1',
'CDH12',
'LINC00276',
'HSPH1',
'LANCL3',
'AP006219.3',
'FSTL4',
'AC007991.3',
'LINC01435',
'FEZF1',
'ACTG2',
'MIR4458HG',
'AC008568.1',
'NT5DC2',
'PRSS23',
'SPEM2',
'AC012593.1',
'HLX-AS1',
'AC010319.3',
'AC126121.2',
'IGSF5',
'TFPI',
'FAM155A',
'CDH4',
'MAP1LC3A',
'FEM1B',
'CYP4F2',
'NFIA-AS2',
'LINC02526',
'HLA-F-AS1',
'AC025627.1',
'FRRS1L',
'FGD5',
'SCN2B',
'AL121672.2',
'AC092691.1',
'GSDMA',
'LINC01533',
'ZNF804A',
'ZSCAN21',
'AC007378.1',
'CSMD1',
'LINC02017',
'AL035252.5',
'KCNH4',
'RGS4',
'AL031432.3',
'HIST2H2BF',
'TUBB3',
'BX284613.2',
'AC004522.3',
'AC004870.3',
'AC004832.1',
'AC012181.1',
'AC087683.2',
'SFTA3',
'PSMB10',
'LINC02761',
'AC021683.5',
'LINC00433',
'PPM1N',
'AC006547.3',
'OR2L3',
'ETV7',
'NXPH3',
'AF121898.1',
'RAB3B',
'SLC25A48',
'AC104072.1',
'COL6A5',
'IKZF1',
'AL136441.1',
'LINC00877',
'YIPF7',
'MAOB',
'DYDC2',
'CR382287.2',
'MMP23B',
'AC115282.2',
'CYP26B1',
'CDH1',
'AL358937.1',
'GLIPR1L1',
'MMD',
'DGAT2',
'TRAPPC3L',
'FER1L6-AS1',
'AC012378.1',
'AL445623.2',
'KIAA0040',
'AC092353.2',
'MRPL21',
'LINGO2',
'SOX14',
'GZMM',
'CRYBG2',
'LINC02201',
'AC087564.1',
'AC079154.1',
'GAS6-DT',
'KCNAB1',
'CNTN5',
'BOLA3',
'CENPE',
'AC107464.1',
'FOXA2',
'TAF1A-AS1',
'ITPRID1',
'NR0B1',
'LINC02840',
'DIAPH3',
'AP005205.2',
'PDZD4',
'AC004066.2',
'PAX6',
'AL121890.2',
'AC067945.4',
'C5orf17',
'VDR',
'CISTR',
'CRISPLD2',
'CCDC171',
'PARP8',
'AC010442.1',
'NEAT1',
'AC018553.2',
'AC012574.1',
'NHLH1',
'HIST1H2AC',
'ALK',
'AC108690.1',
'OR2M3',
'BMP1',
'AC087430.1',
'UBE2S',
'UTY',
'AC025180.1',
'AC064807.3',
'CDK5R1',
'DOK5',
'AC005291.1',
'AQP4',
'PNMA8A',
'FTCDNL1',
'AL358334.3',
'UXT-AS1',
'AC140121.1',
'CTCFL',
'IFIT2',
'ATG4D',
'SLK',
'CFAP298',
'PIPOX',
'INSYN1',
'ADGRG5',
'AC011294.1',
'SLIT2',
'AC131953.2',
'LINC01081',
'SBSN',
'GSDMD',
'IP6K3',
'AC079298.1',
'LINC02795',
'CFAP58',
'FLVCR1-DT',
'ID2-AS1',
'AF279873.3',
'TMC1',
'GRIP1',
'AL356740.1',
'AC104964.4',
'AL161908.1',
'PWRN4',
'AC005082.2',
'AC087762.1',
'ADGRF4',
'AC079209.1',
'PTPRG',
'PCSK5',
'AL356309.1',
'FOXG1',
'NRG1',
'AC026254.2',
'AC096637.2',
'AC104063.1',
'CYP4F3',
'AL157871.4',
'AC092119.3',
'CDH8',
'IL22RA2',
'AC113167.1',
'SLX1A',
'LINC01679',
'KCTD4',
'NAV3',
'FRMPD4',
'AL513128.3',
'LOR',
'AC108477.2',
'CISD1',
'HS3ST3B1',
'AC110813.1',
'DYNC1I1',
'AC044802.1',
'LHX1',
'TAS2R20',
'TMSB4Y',
'LINC02628',
'KCNIP4',
'TMEM178B',
'KIF21B',
'ROBO2',
'RIPOR3',
'ISL1',
'NKAIN2',
'AL731559.1',
'HSPA6',
'AC008610.1',
'LINC02422',
'AC138904.1',
'USP9Y',
'AC108169.1',
'SLC22A2',
'AL121929.2',
'QKI',
'CCDC78',
'IMMP2L',
'AC103957.1',
'AL590550.1',
'ZNF257',
'AC092354.2',
'ONECUT3',
'AC004816.2',
'SLC66A1L',
'APOL2',
'AC024560.1',
'TIPARP-AS1',
'LINC01873',
'S100A10',
'DUSP2',
'AC005329.3',
'ARPP21',
'LACTBL1',
'NLGN1',
'LINC02118',
'RFC3',
'CALY',
'DEFB119',
'TRIM60',
'LCA5',
'AL354811.2',
'MOB3C',
'AL138899.1',
'DAB1',
'RUNX1T1',
'UTRN',
'DNAJC22',
'LINC00842',
'NPIPB7',
'LINC00841',
'SLC35F4',
'CHAMP1',
'DMAC2L',
'TMPRSS3',
'BTBD8',
'BPIFA2',
'AL031587.1',
'CNTNAP5',
'ARHGAP6',
'AC007906.1',
'PAX8-AS1',
'AGXT2',
'IATPR',
'VIM',
'SMOC1',
'AC245297.2',
'TAFA2',
'TLR9',
'CHMP4B',
'AP001830.1',
'SHC4',
'RELB',
'SLFN12',
'LOXL1-AS1',
'VIPR1-AS1',
'AL160035.1',
'AC005599.1',
'CALB2',
'BANF2',
'FOCAD-AS1',
'AC007656.2',
'XAB2',
'KCNB1',
'LINC02506',
'CHGB',
'CLYBL-AS2',
'AC007938.1',
'AC137590.1',
'AC092384.1',
'SFRP5',
'AC021127.1',
'C1QL2',
'CHRM2',
'CHL1-AS1',
'VPS26B',
'SH2D3A',
'RASGEF1B',
'PUS7L',
'FGF18',
'NEGR1',
'AL357079.2',
'AP001057.1',
'UBE2QL1',
'ZMAT4',
'AL157882.1',
'AC113361.1',
'KIAA1211',
'C20orf144',
'LINC00613',
'RSPO2',
'GABRG1',
'UGT2A3',
'CD27',
'POU3F1',
'HS3ST5',
'CALHM5',
'PCDH11X',
'BPIFC',
'GRID2',
'LRIG2',
'AC233263.6',
'AC105389.3',
'DOK4',
'AC087482.1',
'SPOCK1',
'C10orf82',
'AL358472.3',
'SIGLEC1',
'AL353600.2',
'ATOX1',
'PIK3R1',
'BDH1',
'CDH7',
'MMP28',
'TATDN3',
'LINC01574',
'PCDH10',
'MAML3',
'NHLRC4',
'RAMP3',
'TMSB4X',
'LINC01915',
'BEST2',
'APOL4',
'OCSTAMP',
'BOK-AS1',
'NUSAP1',
'AL390839.2',
'ZFHX3',
'AL109653.3',
'ARAP2',
'PRKY',
'AC010834.3',
'LINC02027',
'AC092957.1',
'AC011523.1',
'SLC26A3',
'AC007879.3',
'ZC3H3',
'ZNF674-AS1',
'C1orf194',
'AL645634.2',
'AL133372.3',
'AC092675.1',
'CHIA',
'FABP7',
'LINC02671',
'TMEM217',
'TNFRSF8',
'PIWIL1',
'AC007848.1',
'TOX2',
'AC099754.1',
'AC009110.1',
'PLXDC2',
'TIMP2',
'DDX3Y',
'HCG9',
'PARS2',
'SLC12A5',
'AL512380.2',
'AC007687.1',
'IFT80',
'IL5',
'AC005323.1',
'ADGRL2',
'LINC01853',
'AL354863.1',
'SCGB1A1',
'CLSTN2',
'CAMK2D',
'PCDHGA3',
'LINC00862',
'ANKS1B',
'FBXW10',
'PLVAP',
'PLD2',
'AC020915.1',
'Z82196.1',
'RAP1GAP2',
'AOX1',
'DGKB',
'AP000431.2',
'AL390839.1',
'TMEM176B',
'MT-CO3',
'AC138649.1',
'AKAP12',
'GPR151',
'DLGAP5',
'TTTY10',
'PARD3B',
'FMO2',
'AC008969.2',
'AL353751.1',
'SMC4',
'FP236383.3',
'AC104688.1',
'STRA6',
'AC012236.1',
'SLCO4C1',
'KDR',
'TPRG1',
'ADAM33',
'AJM1',
'AP003778.1',
'SOWAHD',
'HIST1H1C',
'PARP12',
'ASCL1',
'SHISA2',
'AL359881.3',
'CCNO',
'NDUFAF2',
'SIM1',
'DLGAP2',
'AP006333.2',
'AC027801.1',
'AL590705.1',
'QPCT',
'AC010642.2',
'AC079804.3',
'EOMES',
'AC144521.1',
'CHRNB2',
'AC113410.5',
'CNTNAP2',
'AC008764.7',
'TNS3',
'CA10',
'AC025871.3',
'AL136419.2',
'AC092125.2',
'AC093433.2',
'PCDHA7',
'LINC01121',
'SNAP91',
'TOP2A',
'NLRP1',
'CLRN1',
'LINC02832',
'SLC16A8',
'AC025040.1',
'ZC3H11B',
'LCMT1-AS1',
'AC026124.1',
'AC007463.1',
'AC099489.1',
'LINC02723',
'AC022211.3',
'FSTL5',
'SYNGR4',
'CSMD3',
'ACSM3',
'CADM2',
'MKX',
'CHRNA2',
'EPHA6',
'PLAAT2',
'AP003472.1',
'CALB1',
'PTPRD',
'NXPH1',
'AC025253.2',
'LINC01647',
'AC111149.1',
'SP140L',
'WNT7B',
'MDGA2',
'THRSP',
'FOXO4',
'CDHR3',
'MTRNR2L8',
'AC083864.2',
'PCDHB12',
'SV2A',
'AC114316.1',
'OXT',
'AP003066.1',
'AC002460.2',
'EIF3CL',
'TTC6',
'LIPT2',
'PCDH9',
'ANOS1',
'ODC1-DT',
'AP001178.3',
'AL132708.1',
'LINC02843',
'MT1X',
'AC053503.1',
'OR4C3',
'ZNRF4',
'GTF3A',
'SLC8A1',
'AL161630.1',
'AC091912.3',
'AC021054.1',
'GPBAR1',
'CAMKK2',
'AC005632.6',
'SEC16B',
'AP003100.2',
'ID1',
'HIPK1',
'AC120498.10',
'AC092131.1',
'IPO13',
'IGKV6D-41',
'PABPC1L2B',
'LINC02519',
'AL138686.1',
'PTBP3',
'SCNN1G',
'EYA1',
'NAP1L3',
'JAZF1',
'LINC01170',
'AC107021.2',
'NAT1',
'ASPM',
'NHS',
'NBPF20',
'DPPA4',
'AL158167.1',
'NFIX',
'CDK1',
'Z85996.2',
'LINC01717',
'FUT10',
'PTN',
'DLX1',
'AC112493.1',
'MIR7515HG',
'MYRF-AS1',
'HTATIP2',
'AC011388.1',
'CADPS',
'AC104116.1',
'GSX1',
'AC005224.2',
'LINC01094',
'CNFN',
'NR3C2',
'AL163932.1',
'TEK',
'DACT2',
'LMAN1L',
'MIR663AHG',
'MT-ND3',
'SPOCD1',
'CCDC121',
'AL078587.2',
'AL353795.2',
'RASD1',
'DPP10',
'HNF1A-AS1',
'MOXD1',
'ARHGAP40',
'LRFN5',
'MILR1',
'KLHL9',
'ATP1A4',
'LINC01137',
'CADPS2',
'AEBP2',
'BRINP3',
'EIF2S3B',
'AL359764.2',
'AC104574.2',
'ST6GAL2',
'FOXP2',
'PIH1D1',
'AC012629.2',
'AC002094.2',
'AC006041.2',
'PDZRN3',
'SUPT5H',
'TPX2',
'ALPK2',
'SPATA8',
'AC117461.1',
'AK4',
'NTN1',
'CD53',
'AC098479.1',
'TMEM271',
'AL358074.1',
'AC092376.3',
'WLS',
'CBLN1',
'SFTA1P',
'S100B',
'EXO5',
'AC130888.1',
'LINC02741',
'TRIM55',
'CDC20',
'MIR137HG',
'AC004009.1',
'RHOBTB1',
'LRRC4C',
'AQP4-AS1',
'LHFPL3',
'AL357078.2',
'AC091073.1',
'DYTN',
'CIDEB',
'GRIA4',
'STMN2',
'CPA3',
'HES6',
'AC104793.1',
'HIST1H4C',
'NRXN3',
'AC020718.1',
'GAL',
'AC016687.3',
'LINC00562',
'AL162385.1',
'ONECUT1',
'AC004466.3',
'LINC01299',
'AL360267.2',
'AC009117.2',
'IGFLR1',
'EPHA4',
'SGO2',
'NKX6-1',
'AL136981.3',
'PPP1R1B',
'SORCS1',
'AL356495.1',
'AL023881.1',
'LIN7C',
'AC118754.2',
'AL359532.1',
'MGAT4C',
'AL355612.1',
'ALDOB',
'GIMAP7',
'PRR29',
'LINC02226',
'FTL',
'RMST',
'CALCB',
'CACNA2D1',
'LINC02742',
'AC097359.3',
'NGF',
'NEFL',
'LINC02327',
'AL136962.1',
'KCNH7',
'RBM12',
'EIF1AY',
'HSD11B1',
'C13orf42',
'NTM',
'ZFY',
'AC067773.1',
'SIX3-AS1',
'AC024475.3',
'CXorf58',
'ADGRB3',
'ITGB1-DT',
'LINC02471',
'NCKAP5',
'LINC02334',
'SULT1C3',
'CA9',
'AC010624.2',
'FAT4',
'MDH1B',
'ROBO3',
'SERTM1',
'RNASEH1',
'LINC02587',
'IGIP',
'ADARB2',
'AC108749.1',
'GABRG2',
'LINC01944',
'NLRP2',
'POTEG',
'AC026304.1',
'KLHL1',
'FAM199X',
'C11orf88',
'CACNG5',
'SIX3',
'AC012668.3',
'PAPPA2',
'AC087883.2',
'FHIT',
'LINC01842',
'AC090921.1',
'AC090912.3',
'IFITM3',
'SERPINB5',
'NKX2-1',
'AL158834.2',
'RGPD2',
'BEAN1-AS1',
'TTR',
'ABCA12',
'SAT1',
'LINC00458',
'AL138767.3',
'GFY',
'AC117944.1',
'AL355916.1',
'C8orf34',
'PLA2G4D',
'NPY',
'LINC00607',
'HS6ST3',
'HCCAT5',
'AC096669.1',
'SCN2A',
'DPYD',
'C17orf50',
'NWD1',
'AP001318.2',
'S100A13',
'AC096570.1',
'ANKRD30BL',
'CREG2',
'ZNF275',
'AC156455.1',
'LUZP2',
'ATP2C2',
'AL450426.1',
'GADD45G',
'HTR1E',
'AC005154.3',
'LINC01997',
'ANKRD55',
'C20orf202',
'AC112695.1',
'AL024508.2',
'ZNF582-AS1',
'XIRP2',
'APELA',
'UPK2',
'HIST1H1D',
'LINC01833',
'B3GALT1',
'REV3L-IT1',
'LINC00502',
'SMIM13',
'CDKN1C',
'LINC02370',
'LINC01214',
'AL583722.2',
'LINC00939',
'FP325335.1',
'MT-ND4',
'AC109462.1',
'SLC30A2',
'LINC02238',
'PLA2G15',
'AC127070.2',
'INSM1',
'AC063944.3',
'ACOXL-AS1',
'DLG2',
'AL008633.1',
'NAP1L5',
'NRIR',
'TMEM114',
'GRM1',
'KCND2',
'BNC2',
'CELF2-DT',
'VSTM2A-OT1',
'LINC01445',
'MR1',
'AL080316.1',
'AC113615.2',
'AC012557.1',
'AC069213.1',
'XKRX',
'AL359378.1',
'AC073636.1',
'HTRA3',
'SORCS3',
'PTH2',
'AL161716.1',
'LINC02553',
'LINC01297',
'NEFM',
'CELF4',
'LINC00508',
'TAS2R4',
'OOSP2',
'HSPB2',
'AC008415.1',
'AP000676.5',
'AC005162.3',
'AC092720.2',
'AC090409.1',
'AC026790.1',
'AL136040.1',
'SYBU',
'AL021408.1',
'LINC00645',
'BDNF',
'THSD7A',
'ADGRA1-AS1',
'SEMA6D',
'DIO2',
'AL021918.5',
'AC091057.3',
'LRRTM4',
'TCAF1',
'AC104370.1',
'LTBP1',
'LINC02099',
'NKX2-8',
'SCN9A',
'SIX6',
'CNTNAP3',
'AC009065.2',
'VGF',
'PLXNA2',
'KCNH5',
'EPHA7',
'AC008938.1',
'AL354861.2',
'ELOVL3',
'HCN4',
'GRHL1',
'AC019330.1',
'AC245060.5',
'TANC2',
'SNAPIN',
'GLIS3',
'AL591845.1',
'MLLT3',
'CKS2',
'PEG13',
'LINC00707',
'ITIH3',
'SPR',
'AL133464.1',
'RBMS3',
'LINC01693',
'PIP4K2B',
'PTCHD1-AS',
'GSC',
'LINC01497',
'AC130456.3',
'ATP13A5',
'MIR548XHG',
'CCND2',
'GSTM4',
...},
{'NFAM1',
'LINC01162',
'ATP8A2',
'KLHL29',
'LRP2',
'AC092490.2',
'AL157396.1',
'GNAL',
'AC011466.2',
'PLP1',
'AC090515.6',
'SPTY2D1',
'CCNB2',
'KCNV1',
'DHRS2',
'ARRDC4',
'AC097658.2',
'LINC00681',
'OCIAD2',
'PGAM2',
'RHOD',
'PTTG1',
'AL138955.1',
'KRTAP5-8',
'AL671710.1',
'HIST1H1B',
'LINC00352',
'LINC01221',
'GDA',
'LRRIQ1',
'GCHFR',
'AC019171.1',
'OLIG1',
'KRTAP5-11',
'ATP6V1A',
'AC133634.1',
'LRRC7',
'AC016747.3',
'CRH',
'C5orf47',
'ADAMTS14',
'ELSPBP1',
'STMN1',
'IZUMO3',
'PPP1R17',
'S100A16',
'HIST1H2BL',
'MAN1A1',
'AP001978.1',
'AC092803.2',
'PBK',
'GUCY2C',
'CCL26',
'CCNB1',
'CSTA',
'TECRL',
'AL137002.2',
'PITX3',
'SH3TC2-DT',
'CCDC34',
'SSTR2',
'DTHD1',
'AC090994.1',
'LINC01322',
'AC004784.1',
'AL121899.4',
'AC021683.3',
'PAXIP1-AS2',
'HSPA1A',
'AL512634.1',
'AC004803.1',
'AC122707.1',
'AC012676.1',
'AQP3',
'LINC01841',
'AL158058.2',
'AC236972.3',
'GNGT1',
'AC006197.2',
'AC012535.1',
'SNHG14',
'LINC02649',
'BMPER',
'SNHG9',
'DSCAM',
'AC104785.1',
'KLHL35',
'ECHDC2',
'GABRB1',
'AC036108.1',
'AC008736.1',
'LINC02398',
'NKX6-2',
'FAM122B',
'MEG3',
'FOXD3-AS1',
'EGFR-AS1',
'STARD7',
'AC007529.1',
'UCMA',
'BEGAIN',
'LINC02634',
'PIAS4',
'LETM1',
'AC099565.1',
'MPO',
'ENC1',
'LONRF2',
'AC079949.3',
'GJD3',
'H19',
'AC245123.1',
'OTX2-AS1',
'AL157871.1',
'IGFBP3',
'LINC00634',
'CARMIL1',
'ANO4',
'LINC02154',
'CCNB3',
'IFT22',
'AC004231.1',
'CDH12',
'AP000542.3',
'HSPH1',
'HIST1H2BD',
'PKN2-AS1',
'AC022075.1',
'AL365256.1',
'FSIP2',
'FSTL4',
'NR2E1',
'SLC7A14',
'C2CD4D-AS1',
'AL121974.1',
'LINC01435',
'ZNF534',
'MAP3K6',
'FEZF1',
'ACTG2',
'GRIN2A',
'AC005476.2',
'RHOXF1',
'AC008568.1',
'TFPI2',
'AC010319.3',
'RHOH',
'AC126175.2',
'EMX2',
'MAGEA2',
'FAM155A',
'MAP1LC3A',
'FEM1B',
'LINC01720',
'TMEM238L',
'SPTB',
'FRRS1L',
'LINC02429',
'SCN2B',
'AC011473.3',
'SCD',
'CDKN1A',
'MROH8',
'GRM7',
'AC092691.1',
'LINC00261',
'ZNF804A',
'RRM1',
'AC123912.2',
'CSMD1',
'HLA-C',
'AC079384.1',
'LINC02755',
'AC137630.1',
'PITX2',
'AMIGO2',
'TUBGCP6',
'AL031710.1',
'TUBB3',
'AC006019.3',
'RN7SL832P',
'FAM218A',
'AC087683.2',
'FBXO30',
'AC008060.4',
'GABBR2',
'OR2C3',
'PRLHR',
'AC005726.1',
'AC009975.1',
'NKX1-2',
'AC092100.1',
'RAB3B',
'SIGLEC10',
'AC027117.2',
'AC002074.2',
'TBL1X',
'TSHR',
'AC023510.2',
'LINC02281',
'C17orf82',
'AC011491.3',
'FNDC3B',
'AL117329.1',
'CCKBR',
'LINC02517',
'Z93403.1',
'CYP26B1',
'PLA2G4E-AS1',
'FAM110C',
'HAS2',
'SLITRK2',
'AC015917.2',
'FRY',
'CIR1',
'AL162390.1',
'FER1L6-AS1',
'AC092078.3',
'AL606923.2',
'AL162595.1',
'AC005100.1',
'LINGO2',
'SOX14',
'LINC02537',
'RHPN1',
'CRYBG2',
'LINC02201',
'CCDC136',
'TRPV3',
'AL157884.2',
'MYMK',
'AC074099.1',
'TMEM233',
'AC007608.3',
'RHOJ',
'CYLD',
'CNTN5',
'BOLA3',
'AL353135.1',
'IGF2',
'TMED2-DT',
'OPRD1',
'DIAPH3',
'KCNH1',
'AP005205.2',
'STK32C',
'GACAT1',
'SMIM27',
'CENPW',
'LYRM1',
'PCDH20',
'PLXNB2',
'LINC02320',
'AC109347.2',
'TAFA3',
'OAS1',
'NEAT1',
'NHLH1',
'HIST1H2AC',
'FAM43B',
'ASTN2',
'OR2M3',
'AL136090.2',
'UBE2S',
'DOK5',
'AC079142.1',
'CYB561D2-1',
'AP000936.1',
'AC015819.5',
'CR392039.4',
'FAP',
'TEX14',
'DPPA2',
'FEZF2',
'AL133383.1',
'AL158151.4',
'ABCD3',
'ADRA2A',
'AP001351.1',
'SLC5A8',
'AL359198.1',
'NTRK2',
'AC048382.1',
'AMPD3',
'GLP2R',
'PIPOX',
'SLIT2',
'LINC02223',
'LINC01659',
'KIF27',
'AL135999.3',
'AL157762.1',
'FMO4',
'ZG16B',
'LINC02054',
'TMC1',
'ENPEP',
'LURAP1L',
'AC068875.1',
'KLK5',
'MAD2L1',
'AC013565.3',
'PTPRG',
'PCSK5',
'NRG1',
'KISS1',
'GASK1B',
'AC096637.2',
'AL137002.1',
'AC096531.2',
'AC093330.1',
'LINC01516',
'AL050349.1',
'DCAKD',
'CD300C',
'CDH8',
'IL22RA2',
'AC113167.1',
'CHST6',
'AC004817.5',
'NAV3',
'OR6C2',
'GATA2',
'AL596087.2',
'LHX1',
'ZC3HAV1',
'CDYL2',
'AL121827.1',
'BPI',
'KCNIP4',
'AC122697.1',
'ROBO2',
'AC006058.3',
'NKAIN2',
'AL590814.1',
'LINC00670',
'ANKRD30B',
'HSPA6',
'SLC9A3-AS1',
'CPLX4',
'AC024614.4',
'CDC42EP5',
'GALNT13',
'SCTR',
'BNC2-AS1',
'KCNQ1OT1',
'QKI',
'CCDC78',
'AC026785.2',
'AC092354.2',
'RORA',
'ONECUT3',
'AL121655.1',
'NKAP',
'AL160396.2',
'SLC66A1L',
'APOL2',
'SEC14L5',
'AC124017.1',
'PTPRM',
'LINC01509',
'S100A10',
'DPT',
'AL109947.1',
'NLGN1',
'AC010680.2',
'KLHL6',
'PCAT5',
'LINC02118',
'AC134043.2',
'AKAP17A',
'CALY',
'MYL4',
'AL050344.1',
'PODN',
'AL138899.1',
'CGAS',
'CDX2',
'DAB1',
'LINC00842',
'LBX1-AS1',
'SLCO3A1',
'C1orf147',
'LINC02026',
'CNTNAP5',
'HIST3H2A',
'VIM',
'KIF25',
'TAFA2',
'AL391427.1',
'AC124290.2',
'LINC02685',
'AP001830.1',
'GRIK3',
'TMPRSS5',
'AC007786.3',
'SERINC5',
'CALB2',
'SLC6A13',
'LINC02264',
'LINC02506',
'SCGN',
'PLCXD1',
'SMIM5',
'AC012173.1',
'AC126283.1',
'TMEM254-AS1',
'KRTAP19-1',
'CXCL14',
'ATP11AUN',
'RASGEF1B',
'RNF125',
'AC006581.2',
'NEGR1',
'AL442163.1',
'EXOC3L1',
'AC027811.1',
'CYP24A1',
'AC012625.1',
'IL12RB2',
'LINC00613',
'SMIM35',
'ACSM2A',
'ARSH',
'SNTB1',
'POU3F1',
'HS3ST5',
'ADGRG4',
'PCDH11X',
'AL122035.1',
'AC009227.1',
'GRID2',
'AC105389.3',
'LINC01119',
'GOLGA8B',
'AC087482.1',
'LINC01898',
'RCAN3',
'FZD10-AS1',
'AP000802.1',
'TEX51',
'MYORG',
'MSL3',
'MON1B',
'PLK2',
'LINC01992',
'AL445190.1',
'PCDH10',
'UBQLNL',
'AC107398.3',
'AL157778.1',
'LINC02409',
'PLS1-AS1',
'ZNF471',
'NUSAP1',
'ZFHX3',
'AC009230.1',
'ARAP2',
'RIPK4',
'AC092957.1',
'DISC1FP1',
'AC117473.1',
'ISLR2',
'AL121956.1',
'AC024028.1',
'AUXG01000058.1',
'AC093599.2',
'AC007879.3',
'HES5',
'AC023302.1',
'AL356356.1',
'GSG1L2',
'TCEAL2',
'COA7',
'CNTN2',
'AC024730.1',
'AL133372.3',
'YKT6',
'C1orf61',
'AP001180.4',
'FABP7',
'AL136307.1',
'TMEM100',
'AC007848.1',
'TIMP2',
'MORN5',
'FAM209A',
'FES',
'RAD54L',
'AL359555.4',
'KLHL10',
'ADGRL2',
'PCTP',
'C1orf143',
'HIST1H2BN',
'AC004464.1',
'NLRP8',
'FBXO27',
'RPL3L',
'UGT2B15',
'ADAMTSL2',
'ANKS1B',
'BLVRA',
'FYB1',
'ECE2',
'Z82196.1',
'SLC22A11',
'AC034228.2',
'PARD3B',
'COL22A1',
'STUM',
'TMEM139',
'AC136628.4',
'SMC4',
'FP236383.3',
'RUFY4',
'TSPEAR-AS1',
'AL670729.3',
'CLEC3A',
'HIST1H1C',
'GPNMB',
'EDNRB',
'ERVMER61-1',
'ASCL1',
'MCF2',
'DLX5',
'MEI4',
'PCAT4',
'CNTNAP2',
'AC105118.1',
'CA10',
'RERGL',
'AC091576.1',
'PDGFA',
'AC005046.1',
'GNRH1',
'B2M',
'TUB',
'LINC002481',
'AL031123.4',
'LINC01498',
'TOP2A',
'AL078604.4',
'DLX3',
'AC009835.1',
'MYLK-AS2',
'ELP1',
'ACE2',
'BEND5',
'AC011468.5',
'WNT16',
'AC105460.1',
'IGBP1-AS2',
'FIRRE',
'FSTL5',
'MYO3B-AS1',
'CSMD3',
'CADM2',
'CRLF1',
'EPHA6',
'LINC01564',
'NHSL2',
'CALB1',
'PTPRD',
'NXPH1',
'BLVRB',
'AZI2',
'LINC01139',
'LINC02178',
'WNT7B',
'SOCS4',
'MDGA2',
'AL050403.1',
'NUP50',
'AL133230.1',
'MTRNR2L8',
'AC019131.3',
'LINC00700',
'LINC01446',
'SNHG25',
'AC114316.1',
'OXT',
'AC002460.2',
'PCDH9',
'AL122023.1',
'Z98742.4',
'AC008443.9',
'LINC02843',
'LINC00470',
'U62317.1',
'ACLY',
'C19orf44',
'SLC8A1',
'AC017002.6',
'NSMCE2',
'SLC16A12-AS1',
'AC005013.1',
'LINC01220',
'TRBV26OR9-2',
'ID1',
'AC092131.1',
'EAF2',
'LINC02519',
'LINC00378',
'NAP1L3',
'AC007163.1',
'AL512641.1',
'NAT1',
'RBP1',
'ASPM',
'CLIC5',
'LINC02680',
'SOX1',
'CDK1',
'AC073539.3',
'KCNE3',
'AC011287.1',
'PTN',
'EHD3',
'LINC00667',
'DLX1',
'AC096586.2',
'AC112493.1',
'TP53I13',
'AP001136.1',
'OOEP-AS1',
'HTATIP2',
'LINC02494',
'SLC16A13',
'DMAC1',
'CADPS',
'CNFN',
'AC005479.1',
'NR3C2',
'AC010175.1',
'KDELR1',
'AL591135.2',
'CBLN3',
'AL138731.1',
'CDH20',
'GRAP2',
'FBLN2',
'MIR663AHG',
'TCF15',
'P3H2',
'CDIP1',
'AL121772.3',
'MT-ND3',
'RSAD2',
'CEACAM18',
'LINC01280',
'C1QTNF1',
'AC023908.1',
'DPP10',
'AC022306.3',
'MOXD1',
'LRFN5',
'LINC01106',
'AC114284.1',
'CADPS2',
'BRINP3',
'LY6E-DT',
'AC104574.2',
'PRDM9',
'ST6GAL2',
'ABCC9',
'NUCB2',
'LINC02172',
'FOXP2',
'PIH1D1',
'AC025183.2',
'ATP1A1',
'LY96',
'PDZRN3',
'TPX2',
'ZNF560',
'CLPS',
'TAS2R5',
'AC098817.1',
'AC117461.1',
'GNG13',
'AC008050.1',
'RASGRF1',
'AC104083.1',
'AC113348.1',
'CARD11',
'ROCR',
'AK4',
'KL',
'AC109472.1',
'AC007743.1',
'ANO5',
'ALDH1A3',
'LMO1',
'ABO',
'CBLN1',
'AADACL2-AS1',
'AC008897.3',
'CACNA2D3',
'CDC20',
'LRRC4C',
'LHFPL3',
'Z95118.2',
'NPAS2',
'GRIA4',
'LINC01378',
'ARL5B',
'AP002381.2',
'LGALS14',
'STMN2',
'AC099792.1',
'HES6',
'HIST1H4C',
'AL009178.3',
'NRXN3',
'AL355578.1',
'AC137735.3',
'AC112187.3',
'GAL',
'AC016687.3',
'OTOGL',
'AC008674.1',
'CD99L2',
'TLX1NB',
'ADCY4',
'FAM24B',
'GALNT15',
'NEUROG3',
'SGO2',
'NKX6-1',
'PPP1R1B',
'AC010999.1',
'MAL',
'AC105271.1',
'GPR45',
'AL355075.4',
'AC019257.9',
'MGAT4C',
'SAMMSON',
'DTNA',
'AC073941.1',
'AC018814.1',
'GFRA3',
'FTL',
'IGF2-AS',
'ZNF558',
'OR9A4',
'AL592211.1',
'RMST',
'CCBE1',
'AP001062.1',
'AL008729.2',
'GLP1R',
'AL356022.1',
'AC009171.2',
'NLRP11',
'AC022296.4',
'MYBPC2',
'SERPINI1',
'CACNA2D1',
'LINC02043',
'LINC00463',
'EBF3',
'LINC01480',
'LINC02742',
'NGF',
'LINC02055',
'NEFL',
'LINC02327',
'AC110285.5',
'MT-ATP6',
'TARM1',
'PKD1L3',
'DNASE1L3',
'B3GNT3',
'LINC02754',
'ELMOD1',
'NTM',
'MCOLN3',
'AC099508.1',
'ADGRB3',
'AL844908.1',
'LINC01210',
'TCIRG1',
'PIGR',
'LINC02334',
'CEP128',
'FAT4',
'TMEM144',
'MYLK2',
'ADARB2',
'BCAN',
'EVA1A',
'PRR15',
'SCARF1',
'HSPA12B',
'LINC01944',
'AL353613.1',
'NLRP2',
'TMPPE',
'HULC',
'LINC02624',
'PEA15',
'KLHL1',
'AC104041.1',
'TBXA2R',
'FAM199X',
'FAM160A1',
'HMGN5',
'Z96074.1',
'SIX3',
'AC012668.3',
'ABCA3',
'EPB41L3',
'AC087883.2',
'LINC00606',
'FHIT',
'AC016383.1',
'TTR',
'FILIP1',
'SAT1',
'DLGAP1',
'ZMIZ1-AS1',
'RRM2',
'NPY',
'FBXO17',
'AL162713.1',
'HS6ST3',
'SCN2A',
'HIST1H2BJ',
'DPYD',
'MEI1',
'NWD1',
'TCEAL5',
'AC007686.2',
'RAB1B',
'AC096570.1',
'ANKRD30BL',
'ART3',
'PSMD10',
'POTEE',
'AL357500.1',
'LUZP2',
'AC106894.1',
'RPP25',
'GFI1B',
'XK',
'LINC01997',
'TMTC1',
'AC215522.2',
'CYTOR',
'HIP1',
'HIST1H1D',
'AL139384.1',
'AL513128.2',
'AC005740.4',
'SMIM13',
'AL078602.1',
'PKNOX2',
'HINT3',
'SRD5A2',
'CDKN1C',
'KRT8',
'AC092490.1',
'HTR2C',
'AL050327.1',
'MT-ND4',
'ID2',
'AP000561.1',
'AC109462.1',
'AC139722.1',
'EXTL3',
'DANT2',
'PDYN',
'AC131159.2',
'HRC',
'AC068643.1',
'ACOXL-AS1',
'LRRCC1',
'DLG2',
'AC137932.1',
'AC124852.1',
'AC063976.1',
'AL603840.1',
'ELMO1',
'AL160262.1',
'KCND2',
'AC022424.1',
'OTOG',
'BNC2',
'ZNF208',
'LINC00924',
'DNAI2',
'AC012557.1',
'LDLRAD3',
'TWF1',
'C16orf92',
'LINC01297',
'AC025164.1',
'NEFM',
'CELF4',
'LINC00508',
'MIR193BHG',
'AC023946.1',
'AC137630.4',
'AP005062.1',
'ROR1',
'AC008415.1',
'SHISA9',
'INSC',
'AP000676.5',
'AC026585.1',
'LINC01620',
'EMP3',
'LINC01558',
'AC079760.2',
'AL121829.1',
'SMIM10L2B-AS1',
'UBFD1',
'THSD7A',
'AL606970.3',
'MPPED2',
'SEMA6D',
'INSYN2B',
'AL021918.5',
'LRRTM4',
'SHH',
'AC108863.2',
'LINC02099',
'COL3A1',
'AL033381.1',
'SCN9A',
'AC244100.3',
'SIX6',
'AC009133.3',
'AC090018.2',
'AC073115.1',
'AC112487.1',
'TRMT13',
'AC011483.1',
'EPHA7',
'AL162426.1',
'AC079385.1',
'AC008938.1',
'AC027031.2',
'SLC6A5',
'AC005962.1',
'PHF10',
'POTEF',
'TFE3',
'GLIS3',
'AC078993.1',
'LINC01208',
'REP15',
'SEMA6B',
'CKS2',
'LINC02432',
'OSTM1',
'AL355816.1',
'BHLHE40',
'PTER',
'MCMDC2',
'AC007877.1',
'AL445588.1',
'AC107214.2',
'AC131025.1',
'CARD10',
'AL133464.1',
'RBMS3',
'SLC5A7',
'CHMP4A',
'AC123912.4',
'MAFB',
'AL627171.2',
'TMEM107',
'DLX2',
'AL445224.1',
'CEP41',
'LINC01060',
'MIR548XHG',
'BEX2',
'AL035078.1',
'AC008147.1',
'IRS1',
'AC131011.1',
'LINC02269',
'AC107909.2',
'LINC00927',
'AL138701.2',
'LIMCH1',
'GPR158-AS1',
'TAS2R40',
'RBAKDN',
'FAM162B',
'DPM1',
'AC104260.1',
'AC079793.1',
'MAGEE1',
'IFI27L2',
'LRP1B',
...},
{'GABRA2',
'PCDHA1',
'GGN',
'AP001496.4',
'ATP2A3',
'AC091181.2',
'AC062039.1',
'AC022966.1',
'KLKB1',
'POSTN',
'MT-ND2',
'PLP1',
'AL138824.1',
'AL589794.2',
'CCNB2',
'CCDC80',
'FOSL1',
'ARRDC4',
'B3GNT8',
'CTXN3',
'AC097528.1',
'IRX3',
'AC009955.3',
'TCEAL1',
'AL157832.2',
'PTTG1',
'PEG10',
'HIST2H2AC',
'AC145098.1',
'HIST1H1B',
'CCDC60',
'KCNQ3',
'KRT222',
'UNCX',
'C2orf16',
'ZNF319',
'ZFYVE1',
'SLC11A1',
'GPR1-AS',
'AL139246.1',
'GCHFR',
'CSRP1',
'AL121782.1',
'SEMA4F',
'AJAP1',
'LHFPL3-AS1',
'LRRC7',
'CRH',
'AL133516.1',
'AC097522.2',
'ELSPBP1',
'IZUMO3',
'S100A16',
'PBK',
'CNBD1',
'AC117528.1',
'SNCG',
'CCNB1',
'LHX9',
'GPR37',
'FGFR3',
'AP000527.1',
'AL354771.1',
'AL021918.3',
'AC046195.2',
'POU3F4',
'IL12RB1',
'SCAT1',
'DTHD1',
'HIST1H2AD',
'CERS3-AS1',
'WDR63',
'AL627095.2',
'PAXIP1-AS2',
'HSPA1A',
'AC107373.1',
'RPF1',
'IRX2',
'LIG1',
'PPP1R14C',
'ROR2',
'PCDH18',
'AC006197.2',
'ODF3L1',
'MAST4',
'SNHG14',
'AC012499.1',
'TANC1',
'DSCAM',
'AC007375.3',
'PLEKHG4',
'AC116667.2',
'HES2',
'KLHL35',
'AC010731.2',
'NKX6-2',
'FAM122B',
'DMC1',
'PALM3',
'BLID',
'MEG3',
'LINC00954',
'LINC02485',
'NPTXR',
'HCK',
'AL139286.2',
'ENC1',
'AL049795.1',
'PIK3CD-AS2',
'HJURP',
'H19',
'HCRTR1',
'MAB21L1',
'LINC01649',
'AC020907.4',
'CDH12',
'FEV',
'AC132153.1',
'VWC2',
'HIST1H2BD',
'FBXO24',
'HSPH1',
'AZGP1',
'SLC7A14',
'AC007387.3',
'LINC01877',
'VCX3A',
'SMYD4',
'AC005476.2',
'NGEF',
'TFPI2',
'MKI67',
'AC010319.3',
'LINC00636',
'PHLDB3',
'GINS1',
'FAM155A',
'AC092844.1',
'TMEM201',
'AC012178.1',
'PRR22',
'AC092445.1',
'PTF1A',
'KALRN',
'ABCA8',
'AC025627.1',
'AC093817.2',
'SCD',
'AC092803.1',
'CDKN1A',
'EGFL6',
'MROH8',
'AC092691.1',
'GSDMA',
'ZNF804A',
'SH3RF3-AS1',
'DARS-AS1',
'ANXA2',
'CSMD1',
'HLA-C',
'SETDB2',
'PDGFRA',
'C16orf86',
'ITGAD',
'PLAAT1',
'ATP13A5-AS1',
'TEDC2',
'RASGRF2-AS1',
'AC097717.1',
'LINC02798',
'NLRP9',
'AC005520.2',
'ABCG4',
'AC040168.1',
'TSC22D3',
'HRH1',
'MRAS',
'AL133456.1',
'C1orf131',
'SIGLEC11',
'NXPH3',
'AC023983.2',
'MSC-AS1',
'MTRNR2L1',
'GNG12-AS1',
'AC092100.1',
'ALDH3B1',
'CD9',
'APOA1',
'IL11RA',
'IKZF1',
'RXFP2',
'LINC00877',
'BTBD1',
'AL117329.1',
'MAOB',
'CYP26B1',
'TMEM87B',
'AC021733.2',
'AC008798.2',
'ADCYAP1',
'AC018742.1',
'AC092376.1',
'TCHH',
'AL138831.2',
'AC005100.1',
'AL136114.1',
'AC037487.1',
'LINGO2',
'MORC1',
'AL121932.2',
'POU4F1',
'CRYBG2',
'SH3BP5',
'AC079154.1',
'UBXN10',
'AC245008.1',
'FKBP1B',
'AL022332.1',
'AC067817.1',
'PDK4',
'CNTN5',
'SLC27A2',
'GPR50-AS1',
'CENPE',
'AC107464.1',
'IL2RA',
'AC007948.1',
'ERFE',
'C5orf38',
'DIAPH3',
'AC104134.1',
'PDZD4',
'CNKSR1',
'PDP2',
'VPREB3',
'C5orf17',
'ZDHHC19',
'RIMS4',
'AC084809.1',
'PGPEP1',
'GMPR',
'AL157829.1',
'NEAT1',
'RARB',
'AC114977.1',
'NHLH1',
'AC011416.4',
'TENT5A',
'HIST1H2AC',
'ASTN2',
'PTH',
'SLITRK6',
'TRPM6',
'UBE2S',
'JAG2',
'DOK5',
'AC090023.2',
'TMEM74B',
'AQP4',
'AP000936.1',
'RAB7B',
'TEX14',
'GLDN',
'SHOX',
'CSGALNACT1',
'AC004241.1',
'AL158151.4',
'UXT-AS1',
'DAPL1',
'ADIRF',
'NTRK2',
'AMPD3',
'DUSP23',
'PIPOX',
'INSYN1',
'Z80897.2',
'SLIT2',
'AP001267.1',
'LINC01081',
'AL135999.3',
'CES5A',
'PECAM1',
'IP6K3',
'DPH2',
'AC009432.2',
'AC068790.9',
'HSPB6',
'POF1B',
'TMC1',
'TMEM102',
'NPIPB12',
'CD72',
'CLEC5A',
'AC007728.2',
'AC072026.3',
'AC019211.1',
'SEMA3G',
'AC073525.1',
'PCSK5',
'AP005203.1',
'SULT1A1',
'NRG1',
'KISS1',
'FOXF1',
'DBET',
'AC096637.2',
'LINC01968',
'SCT',
'OXCT1',
'SLC25A35',
'AL512427.2',
'AFF2',
'CDH8',
'AC183088.3',
'NT5C1B',
'NAV3',
'STMND1',
'AL365271.1',
'GATA2',
'FAS',
'AL133355.1',
'AC117465.1',
'LINC02487',
'AC066612.2',
'MFAP5',
'HOXB-AS1',
'DYNC1I1',
'LHX1',
'LINC02811',
'Z99496.2',
'ANKRD29',
'KCNIP4',
'AC116611.1',
'ROBO2',
'AC106881.1',
'LINC01362',
'HIST2H4B',
'NKAIN2',
'ANKRD30B',
'AC008569.2',
'HSPA6',
'KCNJ2-AS1',
'TGM2',
'LINC02100',
'AC087276.1',
'GALNT13',
'AC024361.3',
'TINAG',
'WDR72',
'LINC01114',
'AL121845.4',
'TAFA5',
'AC103957.1',
'TRAM2-AS1',
'ZNF257',
'TLCD3A',
'EGLN3-AS1',
'AC069148.1',
'AC099343.4',
'CU633906.2',
'NOVA1',
'MS4A5',
'S100A10',
'ARPP21',
'PRR16',
'PCDHB6',
'GATA3',
'CALY',
'AC104695.2',
'MOB3C',
'AL138899.1',
'IRX6',
'DAB1',
'AC026167.1',
'RUNX1T1',
'AC016738.1',
'LBX1-AS1',
'SH3BP5-AS1',
'GYS1',
'LPGAT1-AS1',
'SLCO3A1',
'MPC1',
'AL118511.4',
'CNTNAP5',
'LINC01724',
'HIST3H2A',
'VIM',
'HIST1H3I',
'AC245297.2',
'LINC00317',
'PTGDS',
'AL022322.2',
'DGKQ',
'ZBTB42',
'STIMATE',
'TCEAL6',
'TLR9',
'LINCADL',
'TMEM235',
'ADAM28',
'SLFN12',
'TXLNA',
'OR2AG2',
'CALB2',
'AC021055.1',
'CHGB',
'GADD45B',
'FLG-AS1',
'CHRM2',
'SSTR1',
'AC079922.2',
'CXCL14',
'RASGEF1B',
'AC107886.1',
'KCTD8',
'SPRY1',
'FAM27C',
'NEGR1',
'UBE2QL1',
'AL355073.2',
'C20orf144',
'LINC01846',
'SLC35F3',
'BOC',
'RSPO2',
'AC105445.1',
'AL022341.2',
'LINC01324',
'AL138927.1',
'POU3F1',
'FUT7',
'HS3ST5',
'ZBTB44-DT',
'CALHM5',
'AC106744.1',
'SPON1',
'ABCF2',
'AP001972.3',
'LINC00639',
'PCDH11X',
'CLNK',
'GRID2',
'AC233263.6',
'FAIM2',
'AC105389.3',
'AC125613.1',
'GOLGA8B',
'AC008738.2',
'P2RX5',
'FZD10-AS1',
'SLC6A17',
'SPOCK1',
'AMN',
'XKR4',
'ZNF572',
'MMP28',
'NPAS1',
'FLT3LG',
'ALDH3B2',
'TNR',
'CTC1',
'AC107398.3',
'NHLRC4',
'AP003486.2',
'MEG9',
'PDF',
'AF038458.3',
'NUSAP1',
'ZFHX3',
'ARAP2',
'AC114341.2',
'ST8SIA6-AS1',
'AC092957.1',
'AC016355.1',
'COL16A1',
'MICAL2',
'SLC26A3',
'ZRSR2',
'LINC01600',
'PRKCA',
'AC253576.2',
'AL031673.1',
'MSLN',
'AC039056.2',
'NAALADL2-AS2',
'AC091214.1',
'GSG1L2',
'CDKN2B',
'AC116609.3',
'LINC02224',
'CNTN2',
'LINC02775',
'C1orf61',
'FABP7',
'PIWIL1',
'AC068631.1',
'PLXDC2',
'LINC00882',
'AC078962.4',
'IRAK3',
'TSGA10IP',
'NOL3',
'INF2',
'RPL3L',
'SCGB1A1',
'TNFRSF12A',
'DHX58',
'ANKS1B',
'ZSCAN12',
'PRICKLE2',
'TMEM176B',
'AC138649.1',
'DLGAP5',
'PID1',
'PARD3B',
'TRIM9',
'ZNF185',
'IL13RA1',
'STUM',
'MTUS2',
'SMC4',
'AP002833.2',
'MC5R',
'AC008739.1',
'ADAM33',
'AC068051.1',
'IRX4',
'FABP5',
'CXorf40A',
'HIST1H1C',
'PPM1H',
'ERVMER61-1',
'ASCL1',
'AL359881.3',
'MIP',
'SIM1',
'EPS8L1',
'DLX5',
'QPCT',
'DLC1',
'ID3',
'CNTNAP2',
'NUDT4',
'CA10',
'RERGL',
'APOBR',
'AC091576.1',
'AP001350.1',
'AC036108.3',
'GNRH1',
'AC093433.2',
'AC005703.7',
'LAMC3',
'LINC02610',
'TOP2A',
'OR9Q1',
'LINC02832',
'AC015712.2',
'LCMT1-AS1',
'SERTAD4-AS1',
'INHBA-AS1',
'CLDN10',
'KCNE4',
'HIST1H2AI',
'FSTL5',
'CSMD3',
'KLF3-AS1',
'CADM2',
'CHRNA2',
'HEBP2',
'EPHA6',
'GP1BB',
'CALB1',
'PCDHA8',
'NXPH1',
'LINC01139',
'AC111149.1',
'IFITM10',
'MDGA2',
'CAPN9',
'CTSF',
'MTRNR2L8',
'AC005670.1',
'AC083864.2',
'AL136366.1',
'MIXL1',
'TTLL12',
'TICAM2',
'AC114316.1',
'DLG5',
'CSRNP1',
'TTC6',
'PCDH9',
'AC093523.1',
'ODC1-DT',
'MRM1',
'LINC01159',
'ARHGAP23',
'AC008443.9',
'AP001178.3',
'AC016598.1',
'AC245884.1',
'AL355353.1',
'MAGEA11',
'POU4F2',
'AC138360.1',
'AL157931.1',
'FUT6',
'AL359762.1',
'GTF3A',
'AL078622.1',
'TFAP2A',
'SPATA46',
'ADGRG6',
'LINC00850',
'KHDRBS2',
'CHRNA10',
'AP003100.2',
'NOS3',
'MIR4435-2HG',
'PCYT1B',
'AL138686.1',
'LINC00378',
'AL162457.2',
'LINC01170',
'DIRAS2',
'DMRT2',
'HSD11B1-AS1',
'CPEB3',
'ASPM',
'AARD',
'AC034236.3',
'CDK1',
'ZNF280D',
'AC008278.2',
'ACKR2',
'PTN',
'DLX1',
'RBM43',
'TMEM173',
'PBX3',
'EN1',
'AC021321.2',
'AC004828.1',
'LINC02115',
'C19orf71',
'LINC01094',
'CDKN3',
'LCN12',
'TRG-AS1',
'SHOX2',
'AP000356.1',
'C1orf195',
'LINC02588',
'DTX3L',
'FBLN2',
'LMAN1L',
'MIR663AHG',
'AL133257.1',
'EFNB2',
'FAM153CP',
'AC078845.1',
'SYT7',
'AL035706.1',
'AC010883.3',
'SNTG2',
'AL078587.2',
'DPP10',
'HNF1A-AS1',
'AL732509.1',
'LINC02309',
'NDRG2',
'LRFN5',
'CHD5',
'SNHG12',
'AC005740.5',
'PTGER3',
'CADPS2',
'BRINP3',
'CLEC2A',
'EIF2S3B',
'LYPD3',
'TNC',
'ADAMTS5',
'LINC01304',
'LINC01331',
'SEMA3F',
'ALDOC',
'FOXP2',
'AC096564.2',
'PIH1D1',
'LINC01754',
'AL031848.2',
'PDZRN3',
'DHCR24-DT',
'TPX2',
'ELFN2',
'AC140725.1',
'COBL',
'DLL3',
'AC022007.1',
'HNRNPUL2',
'AC117461.1',
'AC013391.3',
'AC104083.1',
'LITAFD',
'NUP210L',
'RAB44',
'AC007743.1',
'CD53',
'AC009478.1',
'AC010980.1',
'FAM149A',
'AC092376.3',
'ADCY8',
'ABO',
'LINC01661',
'ZPLD1',
'CBLN1',
'DCDC2C',
'AC093496.1',
'PPP1R3B',
'ZNF667-AS1',
'AC025183.1',
'KLHL36',
'TRIM55',
'CACNA2D3',
'CDC20',
'LRRC4C',
'LHFPL3',
'GRIA4',
'LGALS14',
'CEP83-DT',
'STMN2',
'MMD2',
'LINC00895',
'AC005914.1',
'ZNF114-AS1',
'HES6',
'HIST1H4C',
'HCG27',
'SLC4A10',
'SLC30A1',
'LINC01116',
'HIST1H3A',
'NRXN3',
'HMGB1',
'AC099791.4',
'AC079296.1',
'ONECUT1',
'LINC00442',
'PRDM13',
'PDPN',
'GOLGA7B',
'AURKB',
'GALNT15',
'SGO2',
'PRSS36',
'ACTA2',
'SYT12',
'INPPL1',
'AL023881.1',
'LIN7C',
'AL359532.1',
'RASEF',
'MGAT4C',
'ELOVL2-AS1',
'AC093525.7',
'PRR29',
'AC080068.1',
'AL035461.2',
'LINC02226',
'PDGFB',
'ERVW-1',
'FTL',
'AC103810.5',
'UNC5B-AS1',
'AP001062.1',
'SLC8A3',
'PPP1R18',
'ALDH8A1',
'NLRP11',
'IGDCC3',
'SERPINI1',
'CACNA2D1',
'LINC02043',
'NPFF',
'RNF128',
'LINC02055',
'AC024075.3',
'NEFL',
'AC109492.1',
'KCNJ15',
'SYP-AS1',
'AL118558.4',
'STC2',
'CCR6',
'AC005520.5',
'IDS',
'DHX16',
'NTM',
'AC004147.3',
'CFAP73',
'MCOLN3',
'ADGRB3',
'ZNF784',
'CMTM8',
'VEPH1',
'NCKAP5',
'LINC02334',
'AC010422.1',
'MYOCD',
'FAT4',
'ROBO3',
'CCDC15-DT',
'COL1A1',
'ADARB2',
'AC006538.1',
'CXCR4',
'AC108749.1',
'PNMA3',
'RHCG',
'EPOP',
'AL353613.1',
'GLIS1',
'EPB41L2',
'AC073071.1',
'AC005972.3',
'ZBTB7B',
'POTEG',
'KLHL1',
'ENPP2',
'HMGN5',
'AC103740.1',
'TRHDE-AS1',
'AC103923.1',
'AC013643.2',
'FDX1',
'AC004816.1',
'ZNF528-AS1',
'C14orf132',
'CNTN6',
'TTR',
'FXYD7',
'DLGAP1',
'PAX7',
'AC138028.1',
'C8orf34',
'CYP26A1',
'NPY',
'HS6ST3',
'FAM43A',
'IL16',
'AL591428.1',
'NWD1',
'FZD7',
'LINC00920',
'TCEAL5',
'LINC00691',
'S100A13',
'GRPEL2',
'AC096570.1',
'ANKRD30BL',
'AP001056.1',
'MCOLN2',
'LINC02539',
'LUZP2',
'AC114803.1',
'RPP25',
'GFI1B',
'ENOX1',
'TMEM255B',
'TNFAIP3',
'TMTC1',
'KBTBD11-OT1',
'AC007066.3',
'APOBEC1',
'SERPINF2',
'AC097491.1',
'SLC39A12',
'HIST1H1D',
'LINC00345',
'DES',
'KRT8',
'AC018845.3',
'AC011474.1',
'MT-ND4',
'KLHL7-DT',
'ID2',
'ARIH2OS',
'AP000477.3',
'PCDHA11',
'AC135050.1',
'AC012508.3',
'AL442128.2',
'AC004477.1',
'TUBA1B',
'INSM1',
'PLSCR2',
'AL138976.2',
'FIBIN',
'AC137932.1',
'AC124852.1',
'PICART1',
'AL132633.1',
'ZNF705E',
'AC107952.2',
'EGLN3',
'LTC4S',
'KCND2',
'GBA',
'DDTL',
'BASP1',
'BNC2',
'LINC01625',
'DNAJA4',
'GNG4',
'LINC01796',
'SORCS3',
'RPS6KB2-AS1',
'PTH2',
'MBD6',
'FNDC11',
'SLC10A5',
'NEFM',
'CELF4',
'LINC00911',
'AC126178.1',
'TMEM26',
'ROR1',
'AC008415.1',
'AC026585.1',
'AC092720.2',
'AC093772.1',
'AC090578.2',
'LINC00609',
'BTN3A2',
'AC106782.5',
'THSD7A',
'SEMA6D',
'AL021918.5',
'TIAF1',
'LRRTM4',
'RPRML',
'KCNA5',
'SHH',
'AC034268.2',
'ASB13',
'VASH2',
'LTBP1',
'NKX2-8',
'SYT1',
'UGT8',
'LRRK2',
'LINC00327',
'PLXNA2',
'AC022382.1',
'YY1AP1',
'ACVR1',
'MSTN',
'AL023755.1',
'AC019330.1',
'TLCD2',
'SAMD5',
'NPB',
'AC005962.1',
'STEAP3',
'TRPC6',
'GLIS3',
'AC078993.1',
'LINC02432',
'PLA2G4A',
'ZNF502',
'PEG13',
'DMD',
'DACH1',
'RBMS3',
'SLC5A7',
'PTCHD1-AS',
'ARRB1',
'MAFB',
'LINC00871',
'AC010197.1',
'AC093206.1',
'ATP13A5',
'NTF3',
'FAAP24',
'CCND2',
'AL035078.1',
'AC087239.1',
'CETN2',
'IZUMO2',
'AC008147.1',
'ARHGEF3',
'NTRK3-AS1',
'AL591506.1',
'AL354950.3',
'AP001053.1',
'AC145207.5',
...}],
'ANDROGEN_AGONIST': [{'GABRA2',
'AC017033.1',
'VAV1',
'LINC01162',
'AC004687.3',
'KLHL29',
'LRP2',
'PAPPA-AS1',
'AC115100.1',
'AL353576.1',
'AC092490.2',
'CCNT1',
'TSPEAR',
'PLP1',
'AL606804.1',
'CCNB2',
'KCNV1',
'LINC00692',
'AC111000.4',
'ARRDC4',
'FBXL7',
'FURIN',
'TFAP2A-AS1',
'AC079612.1',
'AC084734.1',
'AL157832.2',
'PTTG1',
'PEG10',
'NFKBIZ',
'CCDC60',
'SLC39A8',
'ARAP1-AS2',
'BMP4',
'AC079790.2',
'LINC00870',
'LRRIQ1',
'LINC02778',
'AL121782.1',
'AC020907.3',
'URB1-AS1',
'AL732314.6',
'TSTD1',
'LRRC7',
'LINC00415',
'CRH',
'COX4I2',
'ELSPBP1',
'IZUMO3',
'RPS4Y1',
'AMPH',
'PPP1R17',
'LINC01349',
'AC027130.1',
'ORC6',
'AC073578.2',
'PBK',
'MOGAT1',
'NRG1-IT3',
'RFX4',
'FOXC1',
'CCNB1',
'LHX9',
'CSTA',
'FGFR3',
'AC046195.2',
'OR4S2',
'CCDC34',
'SCAT1',
'LINC01768',
'DSP',
'SSX2B',
'AC139718.1',
'AC104383.2',
'Z99289.2',
'HSPA1A',
'ACOD1',
'AC016575.2',
'PPP1R14C',
'PCDH18',
'AL161781.2',
'ACAA2',
'TMEM47',
'MDM2',
'AC005544.2',
'NOL8',
'PREX2',
'DSCAM',
'LINC02478',
'CACNG6',
'PRAG1',
'PRKCE',
'NKX6-2',
'AC009365.1',
'AL163541.1',
'MEG3',
'MYH1',
'KITLG',
'TTTY14',
'GNL1',
'ACADM',
'LINC01733',
'AC026401.2',
'DIRC3',
'AP004247.2',
'AL596223.2',
'OTX2-AS1',
'LINC02232',
'MAB21L1',
'LINC02154',
'AL450322.2',
'AC009948.3',
'CDH12',
'FEV',
'CR1L',
'HSPH1',
'AL157373.2',
'HIST1H2BD',
'MISP3',
'PKN2-AS1',
'AC012368.2',
'FSTL4',
'PKMYT1',
'TEX36',
'AC027045.2',
'PARPBP',
'ZNF534',
'CYP4Z1',
'SYNE2',
'ANKRD62',
'AC108125.1',
'AP003355.2',
'TBC1D23',
'NT5DC2',
'MKI67',
'SPOPL',
'AC012494.2',
'YES1',
'AC015522.1',
'FAM155A',
'CLGN',
'STX18-IT1',
'SACS',
'AC004771.5',
'CDH4',
'FEM1B',
'LRRC25',
'TCF7L1',
'CYP4F2',
'AC100861.1',
'LINC01720',
'NFIA-AS2',
'ZFPM2-AS1',
'KNCN',
'AIDA',
'LINC02429',
'AC093817.2',
'AC023202.1',
'OR2A1-AS1',
'LRFN2',
'CDKN1A',
'CENPI',
'GRM7',
'AC092691.1',
'KCNMB3',
'GSDMA',
'AC012676.4',
'PPY',
'LINC00261',
'ZNF804A',
'AC092651.3',
'RRM1',
'CSMD1',
'P2RY1',
'AC015574.1',
'AC002115.1',
'GPC1',
'AL445928.2',
'AC137630.1',
'VNN1',
'CPSF2',
'CLEC6A',
'HCST',
'AL359853.2',
'PWP2',
'AC026100.1',
'AC004832.1',
'AC012181.1',
'AL358612.1',
'NAALADL1',
'AC018678.1',
'AL133456.1',
'DHRS13',
'LINC02098',
'LINC00433',
'CDK6',
'MSC-AS1',
'AC092100.1',
'RAB3B',
'CYP2C18',
'TBL1X',
'EMX2OS',
'LINC00877',
'FNDC3B',
'PIK3R6',
'AC115282.2',
'AC068193.1',
'SLITRK2',
'CRYBB3',
'SARM1',
'TRAPPC3L',
'AC096588.1',
'MAPK15',
'AL121906.1',
'C2orf50',
'ACO1',
'AC087749.2',
'DEC1',
'INSM2',
'AL662791.1',
'LINGO2',
'NDST1-AS1',
'AC091979.2',
'AC245008.1',
'LINC00398',
'TMEM52B',
'AC011479.2',
'CNTN5',
'CD58',
'CENPE',
'AC098829.1',
'AL139405.1',
'AC008766.1',
'PCDHGA9',
'LINC02834',
'USP37',
'REM1',
'VDR',
'AC142116.2',
'AC073869.3',
'RFX2',
'AC034159.2',
'NEAT1',
'RARB',
'PLEKHA2',
'AC020934.1',
'AL121781.1',
'AC012574.1',
'NHLH1',
'TENT5A',
'HIST1H2AC',
'ALK',
'AC104758.5',
'GPR176-DT',
'AC087645.2',
'CNTN3',
'ASTN2',
'AL096828.1',
'LINC02508',
'LINC01603',
'CNN2',
'MMP15',
'OCA2',
'NAT10',
'PNMA8A',
'AC069280.2',
'ZBTB20',
'FTCDNL1',
'AC084706.1',
'AL121749.2',
'FAP',
'COMMD4',
'TEX14',
'MTRNR2L11',
'AC020658.4',
'SHOX',
'CHMP2B',
'AL020994.2',
'AC083841.1',
'DAPL1',
'AC004900.1',
'HS3ST2',
'SLK',
'PLEKHA4',
'PIPOX',
'CD164L2',
'AC092596.1',
'LINC01659',
'PLS3-AS1',
'DNAJC10',
'SBSN',
'AL157762.1',
'CTSO',
'AL512598.1',
'DLEU2',
'CHML',
'AL357140.1',
'AC010883.1',
'AL022162.1',
'FBLN5',
'PIRT',
'HSPB6',
'AC022915.2',
'AC073591.1',
'AC010531.4',
'AC104964.4',
'PPEF2',
'MAD2L1',
'AC072026.3',
'NFATC4',
'AC063952.4',
'PTPRG',
'LY86',
'AC100810.3',
'SULT1A1',
'PIK3CG',
'FOXG1',
'NRG1',
'GASK1B',
'FAM220A',
'GPC4',
'AC110614.1',
'C10orf105',
'AC025244.1',
'GADD45A',
'AP003174.1',
'AFF2',
'AL137060.3',
'CDH8',
'AC113167.1',
'CYYR1',
'Z94277.1',
'SLCO2A1',
'NAV3',
'AC084880.4',
'AC025809.1',
'PDLIM3',
'LINC01986',
'AC117465.1',
'LINC02826',
'LINC02056',
'ZNF165',
'AL593844.1',
'DNAAF4',
'AC044802.1',
'LHX1',
'TMSB4Y',
'AC026583.1',
'DNPH1',
'AC110023.1',
'KCNIP4',
'ROBO2',
'ISL1',
'GXYLT2',
'NKAIN2',
'HSPA6',
'LINC00355',
'USP9Y',
'LINC01531',
'AC138331.1',
'TGM2',
'AC087276.1',
'GALNT13',
'PCDHA6',
'QKI',
'EMILIN3',
'AL121655.1',
'AL138773.1',
'BACH1-IT1',
'AC004816.2',
'SLC66A1L',
'AC120024.1',
'AL133329.1',
'PTPRM',
'AVP',
'RAB34',
'AL161725.2',
'S100A10',
'AC092447.4',
'AC007922.4',
'ARPP21',
'AL049840.5',
'NLGN1',
'AC010680.2',
'RFC3',
'LINC02464',
'AL354979.1',
'AL050344.1',
'USH1G',
'DAB1',
'UTRN',
'ZIC1',
'C4orf17',
'PNMT',
'SPHKAP',
'POT1-AS1',
'BPIFA2',
'CNTNAP5',
'SLC36A2',
'ZNF358',
'VIM',
'SMOC1',
'TAFA2',
'C11orf97',
'AC022405.1',
'TMIGD3',
'GRIK3',
'SHC4',
'AC013356.4',
'HOXA10-AS',
'CALB2',
'LINC02506',
'SCGN',
'AL450344.2',
'YBX3',
'SCEL',
'LINC02528',
'AC012414.5',
'CENPP',
'AF186192.1',
'AL162386.2',
'SDK2',
'LINC02206',
'AC005487.1',
'CHRM2',
'AL390800.1',
'RASGEF1B',
'LINC01327',
'TMEM108',
'INMT',
'LIFR',
'NEGR1',
'LINC02212',
'ZMAT4',
'SLC35F3',
'BOC',
'ARSH',
'AC093849.2',
'AL355310.3',
'HS3ST5',
'LINC02198',
'AL356313.1',
'AC096751.2',
'LINC02217',
'PCDH11X',
'AC073475.1',
'APBA1',
'GRID2',
'AC233263.6',
'ZCCHC7',
'AC105389.3',
'AC125613.1',
'SPATA9',
'AP1B1',
'AC006013.1',
'AC004870.2',
'OR1M1',
'LINC00689',
'SCN4B',
'CR2',
'TFAP2C',
'AC073115.2',
'LAX1',
'AC004690.2',
'PHACTR2',
'PCDH10',
'MAML3',
'LGR4',
'RAD50',
'MEG9',
'DNAJC21',
'CDH10',
'NUSAP1',
'WARS2',
'ZFHX3',
'GIT1',
'PRKY',
'PAWR',
'AC092957.1',
'DISC1FP1',
'SUGCT',
'SLC26A3',
'ZRSR2',
'LINC01600',
'EDEM3',
'HES5',
'AC091214.1',
'CCDC191',
'AC009108.3',
'LINC02224',
'CNTN2',
'NRAS',
'CASC15',
'FABP7',
'LINC02671',
'AC011816.2',
'TOB1',
'SLC2A2',
'AC068759.1',
'PLXDC2',
'DDX3Y',
'SLC5A12',
'PARS2',
'SPATA13',
'S100Z',
'AC007687.1',
'AL359555.4',
'AC004936.1',
'USP5',
'IFT80',
'AP001922.6',
'SLC22A23',
'AC003044.1',
'AC015982.2',
'BTBD11',
'LYZL1',
'ARMC3',
'CLSTN2',
'PCDHGA3',
'ANKS1B',
'AC073048.1',
'PDE3A',
'PLVAP',
'FGFR2',
'DGKB',
'KBTBD6',
'AC024132.1',
'AC103796.1',
'DLGAP5',
'CYP2A6',
'PID1',
'PARD3B',
'GLI3',
'AC108721.1',
'FMO2',
'TBX18-AS1',
'AC090578.1',
'SMC4',
'LINC00330',
'FP236383.3',
'KIF20B',
'NMI',
'AC128709.3',
'TPRG1',
'HIST1H1C',
'GPNMB',
'EDNRB',
'AC009549.1',
'ASCL1',
'F11',
'LINC00836',
'SIM1',
'DLX5',
'LINC01104',
'AC097625.1',
'EOMES',
'MED14OS',
'CNTNAP2',
'CA10',
'AC084375.1',
'MTRNR2L6',
'GALNT18',
'GNRH1',
'B2M',
'CKAP2L',
'FAM230C',
'AL354813.1',
'AC073529.1',
'LINC02610',
'TOP2A',
'DLX3',
'AC099654.15',
'FILNC1',
'AC025040.1',
'AL354892.3',
'CYP2C9',
'AP003464.1',
'AC060234.1',
'EIF4G1',
'AC010634.1',
'AC011511.3',
'FSTL5',
'CSMD3',
'AC021236.1',
'CADM2',
'AC096736.1',
'ZNF385D-AS2',
'HTRA4',
'EPHA6',
'AC244213.1',
'UBA6-AS1',
'CALB1',
'PTPRD',
'NXPH1',
'CD44',
'BLVRB',
'AP000943.2',
'AP003115.1',
'LINC00472',
'OOSP3',
'MDGA2',
'AC017037.5',
'MTRNR2L8',
'NRK',
'C1QTNF1-AS1',
'AC100801.1',
'LINC01446',
'AC092835.1',
'SNHG25',
'AC114316.1',
'AC068790.3',
'PAG1',
'AL031259.1',
'AC009387.1',
'PCDH9',
'ANOS1',
'AC008443.9',
'EPPK1',
'AC016598.1',
'LINC01854',
'AC092625.1',
'SAMD4A',
'FKBP1C',
'POU4F2',
'AL359762.1',
'CCIN',
'CLDN34',
'ADGRG6',
'AL118522.1',
'KHDRBS2',
'AP003100.2',
'AC092131.1',
'AL138689.1',
'TBC1D8B',
'PRR29-AS1',
'AL391863.2',
'KLHL4',
'PTRHD1',
'AC007362.1',
'FAM242A',
'RBP1',
'ASPM',
'CFAP97D2',
'CLIC5',
'LINC02182',
'AC253536.3',
'CSF1',
'CDK1',
'OR52K1',
'AC092916.1',
'AC232271.1',
'AC013400.1',
'AC011287.1',
'PTN',
'SMCO1',
'SYMPK',
'MYRF-AS1',
'AL162632.1',
'LINC02548',
'TLR1',
'AC010201.1',
'LINC02125',
'WIPF1',
'LINC01094',
'NTHL1',
'JAG1',
'AL591135.2',
'AC242842.1',
'C12orf45',
'TAAR6',
'PTGFR',
'AC234917.1',
'CDH20',
'CLCNKA',
'MT-ND3',
'CEACAM18',
'AL023553.1',
'AC068707.1',
'AC012511.2',
'DPP10',
'CHRM3',
'AC004918.4',
'MOXD1',
'AL590560.3',
'LINC02309',
'LRFN5',
'NFIB',
'MTIF3',
'AL358335.2',
'AC026356.1',
'BRINP3',
'AC243967.2',
'AL022316.1',
'LYPD3',
'ITPRIPL1',
'GRM7-AS3',
'AC104574.2',
'IL1R1',
'MZB1',
'FOXP2',
'AC020656.2',
'PIH1D1',
'AC025947.1',
'LY96',
'TPX2',
'MAP10',
'AC004946.2',
'LINC01312',
'AC087683.3',
'ABHD3',
'TTC30A',
'LINC01513',
'TDO2',
'BDH2',
'HEBP1',
'TAS2R5',
'AC098817.1',
'AC117461.1',
'FAM83B',
'LINC01844',
'AL929472.3',
'MID1IP1',
'AC109472.1',
'LINC01989',
'FZD2',
'LMO1',
'AC010789.2',
'LINC02402',
'WLS',
'LINC01661',
'DCDC2C',
'AMELY',
'AL031600.3',
'MUC16',
'AC018767.2',
'ANKRD60',
'LINC02741',
'TRIM55',
'CDC20',
'LRRC4C',
'LHFPL3',
'ITSN2',
'LINC02414',
'GJA5',
'ADAMTS9-AS2',
'GRIA4',
'PVT1',
'AL136131.2',
'STMN2',
'MIR217HG',
'AC006288.1',
'HES6',
'HIST1H4C',
'SASH1',
'NRXN3',
'COL11A1',
'RNF185-AS1',
'OTOGL',
'AC096677.1',
'AC007364.1',
'PDPN',
'TMEM123',
'MBD4',
'SORCS1',
'LINC02699',
'ECI1',
'AL355607.1',
'MGAT4C',
'FGF14',
'FTL',
'OR9A4',
'CALCB',
'DOK2',
'NLRP11',
'ITGAX',
'AC108156.1',
'CACNA2D1',
'PLA2G1B',
'AL157703.1',
'NGF',
'NEFL',
'BCAT1',
'AL136962.1',
'AL390786.1',
'SLFN11',
'MT-ATP6',
'KCNH7',
'RBM12',
'EIF1AY',
'IDS',
'SLC25A33',
'KRT39',
'NTM',
'ZFY',
'SNX33',
'ITPKB-AS1',
'ADGRB3',
'AC068308.1',
'LINC01761',
'AP3B1',
'LINC02471',
'TMPRSS4',
'GSTA3',
'CD79A',
'FIG4',
'NCKAP5',
'PIGR',
'FAT4',
'ROBO3',
'KCNK18',
'ADSS',
'ADARB2',
'AC006538.1',
'ASB5',
'CEP162',
'CXCR4',
'AC103957.2',
'SHROOM3',
'LINC02484',
'AL353613.1',
'AL162171.3',
'DHCR24',
'SLC22A10',
'POTEG',
'PEA15',
'KLHL1',
'AC104041.1',
'ENPP2',
'AC243829.2',
'SF3A1',
'CD5L',
'DNAJC3',
'SIX3',
'AC012668.3',
'ABCA3',
'EPB41L3',
'FHIT',
'AP002892.1',
'OR10K2',
'AC112512.1',
'TTR',
'AC004923.4',
'SAT1',
'TNNC1',
'DLGAP1',
'ARHGAP11B',
'IRF6',
'PLA2G4D',
'CYP26A1',
'DYNAP',
'HS6ST3',
'AC004461.2',
'AL929091.1',
'LINC01634',
'AC100808.1',
'H2AFX',
'DPYD',
'WWOX',
'GASK1A',
'AC078882.1',
'ACAN',
'S100A13',
'ZNF679',
'AC026462.4',
'LUZP2',
'COX7B2',
'RAD51AP2',
'GADD45G',
'C20orf197',
'PCDHGA5',
'TMTC1',
'TPRA1',
'ASGR2',
'SIGLEC6',
'AC111194.1',
'AC011525.1',
'HDAC2-AS2',
'AL078602.1',
'CDKN1C',
'PRR30',
'AC092490.1',
'EMP1',
'HTR2C',
'C8A',
'AC011474.1',
'MT-ND4',
'AC078929.1',
'ID2',
'AP000561.1',
'AP000477.3',
'LINC02238',
'LINC00348',
'AC044893.1',
'INSM1',
'AC104088.3',
'AC068643.1',
'BARD1',
'GIMD1',
'MS4A3',
'DLG2',
'AC124852.1',
'AC105999.1',
'PPP1R3G',
'AC008609.1',
'ADAMDEC1',
'AL132633.1',
'AC100822.1',
'ELMO1',
'AC124861.3',
'GRM1',
'KCND2',
'IQCJ-SCHIP1-AS1',
'GHSR',
'SOX6',
'BNC2',
'ZHX2',
'AC026770.1',
'U91328.2',
'AC003086.1',
'AC011095.1',
'AL590822.1',
'CEP295',
'TRIM22',
'CRYBG3',
'WFIKKN1',
'CFAP126',
'LINC01297',
'NEFM',
'OOSP2',
'ROR1',
'AC008415.1',
'INSC',
'LINC01517',
'UHMK1',
'AC000068.2',
'IL20RA',
'AC093772.1',
'AC090578.2',
'LINC02702',
'OR51C1P',
'TRADD',
'LACC1',
'THSD7A',
'SEMA6D',
'PPP1R3A',
'INSYN2B',
'AL021918.5',
'HELLS',
'ZCCHC9',
'LRRTM4',
'AC078788.1',
'NKX3-1',
'AC121320.1',
'PCDH9-AS2',
'LTBP1',
'HEY2',
'AC011483.1',
'CD99',
'AC079385.1',
'SIT1',
'AC023813.3',
'SNHG26',
'ADCY2',
'SAMD5',
'PHF10',
'AC022166.1',
'LONP1',
'LINC02593',
'GLIS3',
'CKS2',
'MBOAT1',
'DMD',
'AC131025.1',
'GPR33',
'AP000851.1',
'AL355303.1',
'AL133464.1',
'RBMS3',
'AC091074.3',
'CELA1',
'AL672310.1',
'PTCHD1-AS',
'ATP1A2',
'LINC00871',
'LINC01497',
'DLX2',
'AC016598.2',
'CST3',
'AC131211.1',
'RHBG',
'GPRC5A',
'LINC01060',
'AC008878.4',
'MIR548XHG',
'ZMAT3',
'CCND2',
'DEFB1',
'MSN',
'LIMCH1',
'THEMIS',
'CLEC17A',
...},
{'AC018413.1',
'LEFTY1',
'AL008733.1',
'AP001496.4',
'KLHL29',
'ASPDH',
'AC092490.2',
'ELAVL4',
'C17orf58',
'CTBS',
'AL591368.1',
'TSPEAR',
'AC006427.2',
'PLP1',
'AC004466.1',
'AC011351.1',
'AC005906.2',
'CCNB2',
'KCNV1',
'DHRS2',
'AC111000.4',
'EXOC3L2',
'CTXN3',
'FBXL7',
'AC097528.1',
'LINC02424',
'PGAM2',
'ZNF771',
'TMEM244',
'RHOD',
'PTTG1',
'ZNF736',
'LINC02630',
'BDNF-AS',
'SHTN1',
'AC080188.1',
'DDX60',
'AC119674.1',
'OR9K2',
'LINC01020',
'AC079790.2',
'GPR1-AS',
'LINC00870',
'LRRIQ1',
'SMCO2',
'MEP1A',
'AC090348.1',
'AL732314.6',
'AC133634.1',
'TBC1D3L',
'TSTD1',
'LRRC7',
'AL354824.1',
'CRH',
'AC078883.1',
'AC022733.1',
'AC097522.2',
'ADAMTS14',
'IZUMO3',
'RPS4Y1',
'AC015983.2',
'AC008655.1',
'SMIM40',
'AC117528.1',
'SNCG',
'CCNB1',
'LINC01994',
'CCDC34',
'MAT1A',
'KIF26B',
'SCAT1',
'DSP',
'AL031728.1',
'AL109924.2',
'SEMA3A',
'SPAM1',
'ERMN',
'AL670729.2',
'HSPA1A',
'AL606753.2',
'TMEM215',
'AC008569.1',
'AL133419.1',
'AC016575.2',
'GNGT1',
'AC004948.1',
'SNHG14',
'AC012499.1',
'AKAP11',
'PREX2',
'DSCAM',
'SCN1A',
'AC009518.1',
'SFTPA2',
'KLHL35',
'AC084082.1',
'NKX6-2',
'TTTY14',
'MEG3',
'AC009567.1',
'LINC02485',
'HCK',
'LHFPL3-AS2',
'AC010996.1',
'AC002074.1',
'ENC1',
'LONRF2',
'LINC02700',
'AC021192.1',
'ANKRD44',
'AC093916.1',
'OTX2-AS1',
'NTNG2',
'AC012349.1',
'HIST2H3D',
'AL450322.2',
'LINC02462',
'STARD7-AS1',
'CDH12',
'CR1L',
'HSPH1',
'HIST1H2BD',
'FEZF1',
'GRIN2A',
'MIR4458HG',
'AC097713.3',
'MKI67',
'AC010319.3',
'LINC00868',
'AC012494.2',
'LINC01456',
'FAM155A',
'ZNF528',
'FEM1B',
'SH2D6',
'AC111152.2',
'AC020551.1',
'AC092445.1',
'LINC00638',
'AC016549.1',
'AC026620.1',
'PSKH2',
'AL022313.4',
'AC012560.1',
'CDHR4',
'AC005580.1',
'SPRN',
'AC023202.1',
'AC093627.22',
'AC018648.1',
'MROH8',
'AC092691.1',
'CD300LG',
'AC097521.1',
'PPY',
'LINC01533',
'ZNF804A',
'SH3RF3-AS1',
'IFNG-AS1',
'CSMD1',
'AP001625.2',
'AC008434.1',
'LINC02755',
'PLAAT1',
'CLEC6A',
'KRCC1',
'AC019117.1',
'BX284613.2',
'AC025946.1',
'TNNT2',
'FMN2',
'PSMB10',
'TTC9B',
'PAF1',
'AC007563.4',
'LINC00433',
'AL161753.1',
'AC012339.1',
'OR2L3',
'NKX1-2',
'AC092100.1',
'AC104072.1',
'AC074254.2',
'Z98949.1',
'GATA3-AS1',
'AC107050.1',
'RUNX2-AS1',
'NALT1',
'AC120193.1',
'LINC00877',
'LINC00518',
'MAOB',
'AC021733.2',
'HAS2',
'CRYBB3',
'PNMA6F',
'SARM1',
'ADGRE3',
'AL357558.2',
'LINC00671',
'AC000061.1',
'AC244102.3',
'BTBD17',
'NPFFR1',
'MRPL21',
'LINGO2',
'LINC02537',
'LINC01885',
'AC073869.5',
'LINC02366',
'AC079154.1',
'ADGRL3',
'AL359834.1',
'AC074237.1',
'CCDC141',
'CNTN5',
'CYLC2',
'BOLA3',
'C11orf72',
'CYP7B1',
'CENPE',
'AP003555.2',
'FOXA2',
'IL2RA',
'DIAPH3',
'LINC02834',
'PDZD4',
'PAX6',
'AL139393.2',
'AL031670.1',
'KRT14',
'AC073225.1',
'AC011511.5',
'CACNA1S',
'IRGM',
'AP001628.2',
'TNFSF13',
'TAFA3',
'SMARCA5-AS1',
'AC013731.1',
'NEAT1',
'RARB',
'AC008825.1',
'NHLH1',
'SPINK2',
'HIST1H2AC',
'ALK',
'AC087645.2',
'ASTN2',
'PTH',
'AC008574.1',
'AC097375.4',
'AC022215.2',
'UBE2S',
'KIR3DL1',
'UTY',
'TM4SF5',
'DOK5',
'UNC93A',
'AC079142.1',
'AC100788.1',
'LINC02748',
'AP000936.1',
'GATA1',
'TCEA2',
'TEX14',
'FEZF2',
'PCDHGA11',
'AL589702.1',
'MMEL1',
'AC079772.1',
'PDE7B',
'AL020994.2',
'AC020659.2',
'AL133163.3',
'FAM167B',
'PIPOX',
'SLIT2',
'AC097654.1',
'AL138759.1',
'C8orf31',
'NAGA',
'CES5A',
'ARSE',
'LINC02054',
'LINC02643',
'C1orf158',
'GRIP1',
'ENPEP',
'RFX8',
'PWRN4',
'MIR497HG',
'KDM5C-IT1',
'TSPEAR-AS2',
'AL645768.1',
'AC013565.3',
'AC011899.2',
'SLC28A1',
'PTPRG',
'FIGN',
'FOXG1',
'AL645608.6',
'NRG1',
'SULT1A1',
'GASK1B',
'AC110614.1',
'AC009121.3',
'DMBT1',
'CYP4F3',
'LRRC52-AS1',
'AFF2',
'AL096701.4',
'CDH8',
'AC010931.3',
'AC136944.1',
'HNF1B',
'ZNF703',
'AC120498.4',
'NAV3',
'FRMPD4',
'CHP1',
'MINDY4B',
'XIST',
'LINC02855',
'AC073367.1',
'EGR4',
'ZNF165',
'LHX1',
'TMSB4Y',
'LINC01515',
'SLC2A5',
'AC007638.2',
'KCNIP4',
'BPI',
'KIF21B',
'ROBO2',
'RIPOR3',
'HIST2H4B',
'NKAIN2',
'AC037486.1',
'PLD5',
'DENND1A',
'CNRIP1',
'USP9Y',
'AC092111.2',
'AC087276.1',
'LINC02621',
'GALNT13',
'AC069437.1',
'PCDHA6',
'DRAIC',
'CCDC78',
'IMMP2L',
'SAMD7',
'AC103957.1',
'SDR9C7',
'AC010511.1',
'RORA',
'ONECUT3',
'AC026523.4',
'AC068726.1',
'GDF6',
'PTPRM',
'PTPN11',
'AL356157.1',
'AC107884.2',
'AC099521.1',
'NLGN1',
'AC134043.2',
'AKR1C3',
'CALY',
'ZNF500',
'AC005921.4',
'DAB1',
'AC026167.1',
'RUNX1T1',
'LINC02010',
'POT1-AS1',
'PCED1B-AS1',
'AL118511.4',
'AL139423.2',
'CNTNAP5',
'AGXT2',
'VIM',
'CAMKV',
'TAFA2',
'CDCA7L',
'AC018553.1',
'LINCADL',
'CHMP4B',
'TMIGD3',
'AC026741.1',
'AC007786.3',
'SLFN12',
'VGLL2',
'AL118506.1',
'TOPAZ1',
'AC005993.1',
'SGF29',
'BANF2',
'AC106772.1',
'LINC02506',
'AC009090.1',
'PLEKHG5',
'GCSAML',
'AC137590.1',
'AL162386.2',
'PRDM12',
'LRTM1',
'HTD2',
'AC004882.3',
'MRGBP',
'AC010280.1',
'SESN3',
'CXCL14',
'PGLYRP4',
'RASGEF1B',
'AC016229.2',
'SLC7A2',
'PUS7L',
'NEGR1',
'LINC02204',
'LINC01538',
'NOP56',
'LINC00613',
'SMIM35',
'CD27',
'AL034422.1',
'AC005034.5',
'HS3ST5',
'AC093639.1',
'LINC00375',
'PCDH11X',
'GRID2',
'AC105389.3',
'OR1M1',
'LINC01898',
'RCAN3',
'ADPGK-AS1',
'SLC6A17',
'SPOCK1',
'MEOX2',
'SIGLEC1',
'PIGN',
'MSL3',
'PIK3R1',
'AC009407.1',
'AURKA',
'C8orf87',
'LINC01992',
'LINC02111',
'PCDH10',
'AGR3',
'MAML3',
'IGSF1',
'CTC1',
'AC005280.1',
'APOL4',
'AC092681.2',
'NUSAP1',
'ZFHX3',
'DEFB108B',
'PLRG1',
'ANKRD22',
'PRKY',
'RIPK4',
'LINC02027',
'AC092957.1',
'TRDN',
'DISC1FP1',
'AL024495.1',
'MS4A15',
'SLC51B',
'AL121956.1',
'PRKCA',
'LINC02562',
'HES5',
'MCM4',
'MIR31HG',
'C1orf61',
'CHIA',
'FABP7',
'AP001893.3',
'AL162253.1',
'AC099754.1',
'PLXDC2',
'DDX3Y',
'LINC01107',
'AL133444.1',
'FES',
'AC078962.4',
'LINC01271',
'AP000829.1',
'AL365184.1',
'HIST1H2BN',
'AL354863.1',
'SALL1',
'CLSTN2',
'DHX58',
'ANKS1B',
'PDE3A',
'PEX5L-AS1',
'AL359538.4',
'PRICKLE2',
'FGF5',
'DGKB',
'SLC22A11',
'AP000431.2',
'E2F8',
'MT-CO3',
'SLC17A4',
'AC024937.3',
'ZNF185',
'PARD3B',
'AC055822.1',
'BX546450.2',
'AC004771.3',
'MTUS2',
'AC090578.1',
'LINC00330',
'FP236383.3',
'RUFY4',
'FRMD5',
'GALP',
'ADAM33',
'AC104113.1',
'HIST1H1C',
'ASCL1',
'AL359881.3',
'DLGAP2',
'MIP',
'DLX5',
'SLC35G3',
'AL590705.1',
'AP002387.2',
'AC010642.2',
'RGS7',
'DLC1',
'PCAT4',
'CNTNAP2',
'F8A3',
'AC004233.3',
'AC005209.1',
'MTRNR2L6',
'GALNT18',
'ALB',
'LINGO1',
'TNFAIP8L2',
'AC004852.2',
'AC073529.1',
'TOP2A',
'FILNC1',
'NPM2',
'AC010969.1',
'AC015712.2',
'AL359715.3',
'LINC02436',
'AP003464.1',
'AC060234.1',
'LINC00571',
'AL450992.2',
'AC080129.1',
'AL133240.1',
'LINC02608',
'FSTL5',
'CSMD3',
'CADM2',
'SNCA-AS1',
'AC024560.4',
'SHE',
'EPHA6',
'AC005162.1',
'AC244213.1',
'PTPRD',
'NXPH1',
'LINC01975',
'AP000842.3',
'MDGA2',
'AC079354.2',
'MTRNR2L8',
'ENOX1-AS1',
'C1QTNF1-AS1',
'AC092835.1',
'CC2D2B',
'TMEM42',
'AC114316.1',
'AL022098.1',
'AP003066.1',
'LINC01360',
'TTC6',
'APLN',
'GSTM3',
'AC009387.1',
'PCDH9',
'ANOS1',
'AC245884.1',
'AC008443.9',
'ZNF724',
'AL021368.3',
'AC093151.3',
'MT1X',
'AL603783.1',
'SAMD4A',
'MAFA-AS1',
'CCDC103',
'SLC8A1',
'AC021054.1',
'AP002336.1',
'AL121820.1',
'TRBV26OR9-2',
'FGF10',
'AC092131.1',
'EYA1',
'NAP1L3',
'AC005786.2',
'AL356299.2',
'AC114488.2',
'LCN2',
'ASPM',
'DPPA4',
'AC073539.3',
'AC009063.2',
'LINC01717',
'TNPO3',
'AC073534.2',
'AC011287.1',
'HIST2H2AB',
'MST1R',
'PTN',
'AC112493.1',
'BRCA2',
'OOEP-AS1',
'PBX3',
'LINC02548',
'TLR1',
'CADPS',
'LINC02290',
'CDKN3',
'AL020997.2',
'SRBD1',
'LAMA5-AS1',
'SHOX2',
'AL163932.1',
'AC242842.1',
'CDK5RAP2',
'CDH20',
'MIR663AHG',
'AL390066.1',
'AL078587.2',
'DPP10',
'CHRM3',
'HNF1A-AS1',
'LRFN5',
'CHD5',
'HIST1H2BO',
'AC004706.3',
'SNHG12',
'AL359313.1',
'AP001922.1',
'CADPS2',
'PLCXD3',
'OR3A3',
'CLEC2A',
'CILP',
'AC243829.1',
'LINC01304',
'AC114971.1',
'ST6GAL2',
'AC092825.1',
'SP110',
'FOXP2',
'AC007652.1',
'PIH1D1',
'LINC01754',
'LINC01250',
'PDZRN3',
'TPX2',
'AC092375.2',
'ALPK2',
'AC023790.2',
'AC006064.1',
'TDO2',
'HNRNPUL2',
'AC117461.1',
'PRDM16',
'AL606469.1',
'CRYGA',
'LINC01684',
'AC109472.1',
'LGR5',
'AC009478.1',
'AC061961.1',
'MT-ND4L',
'AC037433.1',
'AC114964.2',
'ACTA2-AS1',
'AC128707.1',
'PRXL2C',
'CACNA2D3',
'CDC20',
'AC073325.1',
'AL020997.5',
'LRRC4C',
'AP005717.1',
'LHFPL3',
'AQP4-AS1',
'CIDEB',
'GRIA4',
'STMN2',
'HES6',
'HIST1H4C',
'SLC30A1',
'NRXN3',
'AC020718.1',
'AC079460.2',
'AC137735.3',
'AC125616.1',
'ONECUT1',
'LINC00442',
'AL022069.1',
'NEUROG3',
'AC092611.1',
'HPCA',
'SORCS1',
'AC027348.1',
'AC007601.1',
'AP5S1',
'AC022762.1',
'SPIRE2',
'AL023881.1',
'AC068700.1',
'AL359532.1',
'PYDC1',
'MGAT4C',
'AC009065.1',
'ESCO2',
'SLC15A5',
'LINC02369',
'AC080068.1',
'PDGFB',
'GFRA3',
'FTL',
'CNNM1',
'RMST',
'RPL26L1',
'LINC00222',
'NLRP11',
'AC022296.4',
'LINC00944',
'GRIK4',
'CACNA2D1',
'AC144831.1',
'AC005005.4',
'AC087501.4',
'LINC02742',
'RNF128',
'NEFL',
'KCNJ15',
'TRPV5',
'AC245041.2',
'MT-ATP6',
'EIF1AY',
'TRAF1',
'H3F3B',
'C13orf42',
'AC062004.1',
'NTM',
'ZFY',
'ICAM2',
'LINC02751',
'AC025171.5',
'ADGRB3',
'AC068308.1',
'MUC17',
'AC011825.4',
'AP000146.1',
'NCKAP5',
'LINC01288',
'LINC02334',
'FRMD7',
'CEP128',
'AL078621.4',
'AC010624.2',
'FAT4',
'ROBO3',
'TMEM144',
'ADARB2',
'LINC02652',
'AP002989.1',
'AC130324.3',
'GPR75',
'DAPP1',
'SLC22A25',
'ARHGEF12',
'LINC02835',
'SHROOM3',
'U51244.1',
'LINC01944',
'KRT6A',
'GLIS1',
'ASB12',
'SDR42E1',
'AC103564.1',
'PEA15',
'AP002856.4',
'KLHL1',
'TM4SF18',
'AC243829.2',
'EIF4EBP2',
'CD5L',
'SIX3',
'STAC',
'LINC01842',
'SELP',
'ZNF528-AS1',
'CNTF',
'NKX2-1',
'LRRN3',
'HOMER3-AS1',
'AL512380.1',
'CASP5',
'SAT1',
'ZNF93',
'FXYD7',
'AL138767.3',
'DLGAP1',
'AL021917.1',
'AL352984.1',
'AL355916.1',
'C8orf34',
'AL020997.3',
'LINC00607',
'GRHL3',
'HS6ST3',
'AC233701.1',
'SCN2A',
'WWTR1-AS1',
'IL16',
'DPYD',
'WWOX',
'NWD1',
'ACAN',
'FAM25C',
'AC096570.1',
'ANKRD30BL',
'AC007405.2',
'CREG2',
'AL356417.1',
'ART3',
'MINDY4',
'AC026462.4',
'AC022325.2',
'VSIG8',
'MYT1L',
'LUZP2',
'LINC00331',
'XK',
'AC018643.1',
'ENOX1',
'ANKRD55',
'AC007240.3',
'GABRD',
'ANK2',
'AL024508.2',
'AC002375.1',
'AC083855.2',
'CLVS2',
'SLC39A12',
'LINC00345',
'GRM5',
'RNF43',
'PAGE2B',
'SKOR2',
'LINC02008',
'HDAC2-AS2',
'LEMD1-DT',
'LINC02812',
'MT-ND4',
'AC078929.1',
'LINC02238',
'AC006062.1',
'AC009686.2',
'PDYN',
'AC044893.1',
'AC131159.2',
'TP53BP1',
'FARSA',
'PWRN1',
'MS4A3',
'DLG2',
'FIBIN',
'AL008633.1',
'AC124852.1',
'PPP1R3G',
'AC062022.2',
'AC010451.1',
'AC005304.3',
'AL603840.1',
'HECW1',
'AL049840.6',
'ELMO1',
'AC064805.2',
'AC124861.3',
'DPYD-AS1',
'AC093915.1',
'AL160262.1',
'GRM1',
'KCND2',
'LINC02023',
'SOX6',
'BNC2',
'WFDC9',
'LINC00565',
'GCKR',
'AL138828.1',
'LINC00507',
'AP000281.2',
'CEP55',
'LINC02361',
'SORCS3',
'SLC7A11-AS1',
'FAM102A',
'TWF1',
'DUSP8',
'AL161716.1',
'WFIKKN1',
'AC090948.4',
'AL772363.1',
'NEFM',
'CELF4',
'LINC00508',
'AL356295.1',
'LINC01181',
'AC068413.1',
'AC137630.4',
'ROR1',
'AC008415.1',
'AC008798.3',
'AC006116.10',
'INSC',
'AP000676.5',
'AC092720.2',
'AL133367.1',
'AC010719.1',
'LINC01814',
'AKR1D1',
'AC009229.2',
'BDNF',
'WT1-AS',
'THSD7A',
'ADGRA1-AS1',
'AL606970.3',
'SEMA6D',
'PPP1R3A',
'DPF3',
'LRRTM4',
'LINC02252',
'KCNA5',
'KIAA0319',
'SHH',
'PLCB4',
'LTBP1',
'COL3A1',
'AL365434.1',
'HLA-DQB1',
'TRDC',
'STPG1',
'AC004522.5',
'SLC52A3',
'PLXNA2',
'IGFL2-AS1',
'EPHA7',
'AC008938.1',
'BSND',
'AC116366.2',
'SLC6A5',
'AC245060.5',
'ADCY2',
'ALG9-IT1',
'SAMD5',
'CLEC4M',
'TANC2',
'GLIS3',
'CKS2',
'AC010478.1',
'AC107959.2',
'LINC02632',
'LINC00707',
'DMD',
'AC012146.1',
'HIST1H3F',
'RBMS3',
'SLC5A7',
'AC026726.2',
'AC093512.1',
'PTCHD1-AS',
'LINC01497',
'DPH6',
'LINC01060',
'AL035078.1',
...},
{'AC093796.1',
'AC245884.9',
'AC091181.2',
'KLHL29',
'AP001109.1',
'PAPPA-AS1',
'AL096794.1',
'AC092490.2',
'ELAVL4',
'GNAL',
'LINC02228',
'LINC01255',
'PLP1',
'AC005906.2',
'CCNB2',
'ARRDC4',
'EXOC3L2',
'CTXN3',
'LINC02771',
'FBXL7',
'IRX3',
'BX072579.2',
'TMEM244',
'AC020687.1',
'LINC02086',
'AL024474.2',
'GRB7',
'PTTG1',
'GLOD5',
'FGF21',
'CCDC60',
'KCNQ3',
'AC073091.4',
'CDC23',
'LINC01948',
'AC133634.1',
'SLC39A14',
'LRRC7',
'AL354824.1',
'AL023284.4',
'AL137003.2',
'CSPG5',
'IZUMO3',
'AL096828.3',
'LINC01609',
'DOCK9-AS1',
'LINC01924',
'FGF13',
'AC015983.2',
'OLAH',
'AC090403.1',
'AL357552.2',
'SNCG',
'CCNB1',
'TECRL',
'GPR37',
'LRIG3',
'NXN',
'CCKAR',
'AL807752.5',
'AC005081.1',
'KIF26B',
'IL12RB1',
'AC068492.1',
'SEMA3A',
'LINC01322',
'LINC02765',
'STS',
'ERMN',
'AL670729.2',
'R3HDML',
'SPP1',
'AC104383.2',
'VCAM1',
'AC108718.1',
'HSPA1A',
'LINC02064',
'AQP3',
'ASS1',
'LINC01841',
'MAST4',
'PCARE',
'AL589745.1',
'AC005544.2',
'LINC02649',
'AKAP11',
'EVX1',
'DGCR10',
'DSCAM',
'AC099520.1',
'AC009518.1',
'AC104785.1',
'AL022151.1',
'GABRB1',
'AL121988.1',
'SLC17A2',
'MEG3',
'AC078795.2',
'HCK',
'AC105020.1',
'AC010996.1',
'AL157888.1',
'CIRBP-AS1',
'AC246680.1',
'AC104167.1',
'AC012322.1',
'LINC01695',
'AL138916.1',
'OTX2-AS1',
'TMEM132E',
'ALDH9A1',
'LINC00634',
'AC034139.1',
'VXN',
'LINC02154',
'CDH12',
'FEV',
'LINC00276',
'HSPH1',
'HIST1H2BD',
'LINC02490',
'AL391361.2',
'AC022144.1',
'NDFIP2',
'FSIP2',
'FSTL4',
'SPRYD7',
'FOXG1-AS1',
'TEX36',
'LINC01435',
'KCNIP2',
'AC008568.1',
'TFPI2',
'MKI67',
'AC010319.3',
'AC126121.2',
'LINC00636',
'UCKL1-AS1',
'FAM155A',
'AC004771.5',
'TCF7L1',
'CD14',
'AC020551.1',
'LINC02385',
'LINC01720',
'OAT',
'NLRP14',
'FRRS1L',
'AC012560.1',
'LINC01920',
'AC005580.1',
'TMEM229A',
'LINC02429',
'SPRN',
'AC009803.1',
'AC005293.1',
'CDKN1A',
'MROH8',
'AC007106.1',
'AC092691.1',
'AP001993.1',
'LINC01533',
'ZNF804A',
'TCEAL7',
'RAB17',
'AC092745.4',
'RPA4',
'CSMD1',
'AC106053.1',
'C16orf86',
'CPSF2',
'PITX2',
'AC019117.1',
'AP003392.3',
'AF241725.1',
'TSC22D3',
'MAS1',
'LINC00929',
'PSMB10',
'AL359697.1',
'AL451050.2',
'TTC9B',
'CCN3',
'NXPH3',
'AC005696.3',
'HOXA5',
'RAB3B',
'CYP2C18',
'DNM3',
'TBL1X',
'GATA3-AS1',
'APOA1',
'AC009135.1',
'LINC02281',
'RXFP2',
'TSIX',
'FNDC3B',
'AL117329.1',
'MAOB',
'AC023824.3',
'FAM169B',
'SLITRK2',
'FRY',
'LINC02218',
'HLA-DRB1',
'AC096588.1',
'NLGN4X',
'AL606923.2',
'AL138831.2',
'VENTX',
'LINC00671',
'EEF1AKMT3',
'SCN5A',
'AC073352.1',
'AC000061.1',
'EGFLAM',
'NPFFR1',
'AC020658.2',
'LINGO2',
'AL732437.3',
'STX3',
'LINC01885',
'FXYD1',
'SNCAIP',
'LRRC61',
'ST3GAL5-AS1',
'ADGRL3',
'AC074099.1',
'AC006213.5',
'CCDC141',
'AC027575.2',
'CNTN5',
'IL18RAP',
'AL353135.1',
'CENPE',
'IL2RA',
'PHETA2',
'AP005205.2',
'PDZD4',
'PAX6',
'AC104695.4',
'PIWIL3',
'KDM7A-DT',
'AC084809.1',
'NEAT1',
'AC013270.1',
'CSF2RA',
'AL121781.1',
'LINC00184',
'HIST1H2AC',
'ALK',
'ASTN2',
'AC097375.4',
'AP002807.1',
'TRPM6',
'TLL1',
'UBE2S',
'AL353072.2',
'AC025180.1',
'STXBP5-AS1',
'DOK5',
'SYCE1',
'AL592424.1',
'FAP',
'TEX14',
'DPPA2',
'GLDN',
'BEST1',
'LINC01801',
'FEZF2',
'PCDHGA11',
'MMEL1',
'AC004241.1',
'ZNF30-AS1',
'HS3ST2',
'SLK',
'PIPOX',
'AC004083.1',
'AC011294.1',
'SLIT2',
'KLK6',
'AC097654.1',
'HOXB7',
'LINC02223',
'ZNF723',
'LINC02713',
'LINC02643',
'HTR2A',
'AL135936.1',
'AC022915.2',
'AL356740.1',
'KLRC1',
'NPIPB12',
'AL138916.2',
'PWRN4',
'AC072026.3',
'AC019211.1',
'MYO18B',
'AQP8',
'DSC1',
'AC073525.1',
'PTPRG',
'NRG1',
'LGR6',
'AC009158.1',
'AC025244.1',
'AL512427.2',
'SALL2',
'CD300C',
'CDH8',
'AC113167.1',
'AL117382.1',
'AL160191.1',
'AC004817.5',
'ZNF703',
'AC007881.3',
'NAV3',
'KCTD4',
'LINC01551',
'XIST',
'TP73',
'LOR',
'LINC02347',
'AC139718.2',
'LINC00964',
'LINC01515',
'AL133153.2',
'TMC2',
'AC110023.1',
'KCNIP4',
'AC116611.1',
'ROBO2',
'NKAIN2',
'AL731559.1',
'SLC9A3-AS1',
'TRDN-AS1',
'AC092111.2',
'KCNQ1OT1',
'SLC2A13',
'IMMP2L',
'LINC00366',
'AC103957.1',
'AL590550.1',
'LINC01482',
'ONECUT3',
'LINC01483',
'AC024560.1',
'GDF6',
'AC027271.1',
'PTPRM',
'LINC01880',
'AL359555.1',
'LACTBL1',
'NLGN1',
'CKAP2',
'FRA10AC1',
'GATA3',
'CIB4',
'SCN1A-AS1',
'DAB1',
'GRXCR1',
'AC011509.2',
'TMEM132D',
'AC108449.2',
'LINC00842',
'SPHKAP',
'FAM135B',
'LINC01554',
'GLIPR1L2',
'AL031587.1',
'CNTNAP5',
'ARHGAP6',
'PAX8-AS1',
'SLC36A2',
'IATPR',
'VIM',
'PRKAG3',
'SMOC1',
'MUC13',
'LINC01888',
'TAFA2',
'AC002347.2',
'AC124290.2',
'ZBTB42',
'AC018767.3',
'LINCADL',
'AL031778.1',
'SLFN12',
'VGLL2',
'AC005993.1',
'LINC02506',
'ILDR1',
'HIVEP3',
'CABP4',
'AC012414.5',
'AF186192.1',
'LINC02647',
'TMEM270',
'SDK2',
'FLG-AS1',
'AC099499.1',
'SP7',
'AC004882.3',
'NFE4',
'AC010280.1',
'SESN3',
'PTPN20',
'LINC00469',
'ETV5',
'RASGEF1B',
'TMEM108',
'KCTD8',
'LIFR',
'SERPINH1',
'NEGR1',
'AC027811.1',
'AL357079.2',
'ZMAT4',
'LINC02204',
'AC012625.1',
'SLC35F3',
'KCTD1',
'GABRG1',
'UGT2A3',
'LINC01193',
'PTPRH',
'AC093849.2',
'AL138927.1',
'LINC02126',
'HS3ST5',
'HERC5',
'BTC',
'CALHM5',
'SPON1',
'ADGRG4',
'LINC00375',
'LINC01266',
'PCDH11X',
'NDRG1',
'MFAP4',
'AC073475.1',
'GRID2',
'LINC01413',
'AC105389.3',
'AC125613.1',
'JRKL-AS1',
'AC006013.1',
'LINC02199',
'AC100844.1',
'C12orf49',
'MEOX2',
'AC023644.1',
'MSL3',
'BPGM',
'ATP6V1D',
'HGF',
'PIK3R1',
'AC104118.1',
'AL713851.1',
'LINC01697',
'LINC02451',
'AC079768.3',
'PCDH10',
'UBQLNL',
'AC138625.2',
'AL161747.2',
'AC096576.2',
'AC107398.3',
'AL157778.1',
'CDH10',
'ARL6IP1',
'DBT',
'AC025524.1',
'AF038458.3',
'AL591163.1',
'NUSAP1',
'AL390839.2',
'TMPRSS11B',
'AL162725.2',
'ZFHX3',
'AL445218.1',
'AC008505.1',
'AC092957.1',
'DISC1FP1',
'AC117473.1',
'SUGCT',
'AC245052.7',
'AL121956.1',
'AC024028.1',
'AUXG01000058.1',
'PRKCA',
'ZRSR2',
'IL21-AS1',
'HES5',
'AC039056.2',
'AC008164.1',
'CD163',
'TCEAL2',
'CARD14',
'AC004969.1',
'CNTN2',
'YKT6',
'LINC01030',
'FABP7',
'PRKCQ-AS1',
'TOX2',
'AC074008.2',
'HOOK1',
'PLXDC2',
'TIMP2',
'LINC01107',
'SLC12A5',
'GRPR',
'PPP1R2B',
'AC116351.1',
'AC010247.2',
'AC004936.1',
'AC145625.2',
'AC003044.1',
'AC174065.1',
'ADGRL2',
'SFRP2',
'HIST1H2BN',
'SALL1',
'UGT2B15',
'AC016924.1',
'LINC02384',
'ANKS1B',
'GDE1',
'ACSL4',
'PDE3A',
'PRICKLE2',
'DGKB',
'SLC22A11',
'MT-CO3',
'GPR151',
'DLGAP5',
'TRIM9',
'PARD3B',
'C22orf42',
'MTUS2',
'FP236383.3',
'AP002833.2',
'AC128709.3',
'GALP',
'HIST1H1C',
'GPNMB',
'EDNRB',
'AC073050.1',
'CLEC1B',
'SUCLG2',
'AC233992.3',
'MIP',
'SIM1',
'LINC02819',
'AC027801.1',
'AL512356.5',
'EOMES',
'MEI4',
'DLC1',
'PCAT4',
'AMER3',
'ID3',
'CNTNAP2',
'CA10',
'RERGL',
'AC005209.1',
'MTRNR2L6',
'GNRH1',
'LINC02045',
'BSN-DT',
'AC093821.1',
'AC004852.2',
'LINC01121',
'TOP2A',
'AC124248.1',
'MYLK-AS2',
'CLRN1',
'ACE2',
'GSTA1',
'AC007881.2',
'HOXB1',
'WNT16',
'AL589765.5',
'LINC01049',
'AC005082.1',
'PCED1B',
'INHBA-AS1',
'KCNE4',
'FSTL5',
'CSMD3',
'CADM2',
'AL161668.3',
'AC087071.1',
'EPHA6',
'LINC01564',
'LINC01973',
'AP003472.1',
'CALB1',
'PTPRD',
'NXPH1',
'BLVRB',
'LINC01139',
'SP140L',
'WNT7B',
'MDGA2',
'AC017037.5',
'RNLS',
'AL353803.1',
'MTRNR2L8',
'FZD4',
'AC108467.1',
'AC100801.1',
'SOHLH2',
'AC114316.1',
'AC104333.4',
'AC078820.2',
'PAG1',
'PEAK1',
'ZNF365',
'PCDH9',
'ANOS1',
'ASH1L-IT1',
'AC008443.9',
'LINC01854',
'LINC02843',
'OCM2',
'AL603783.1',
'MAFA-AS1',
'FKBP1C',
'AL157931.1',
'LINC02180',
'GBP6',
'SLC8A1',
'NXPH2',
'AC021054.1',
'ATF3',
'LINC00850',
'LINC01220',
'AC011933.2',
'SEC16B',
'ID1',
'SSTR4',
'AKR1B10',
'AL138686.1',
'AL138689.1',
'AC099066.2',
'SH3RF1',
'TRIM50',
'ASPM',
'NHS',
'DPPA4',
'FLT1',
'CDK1',
'INPP1',
'CD1D',
'AC011287.1',
'PTN',
'DLX1',
'GJB6',
'OOEP-AS1',
'HTATIP2',
'AC016925.3',
'NUDT21',
'DEFB123',
'AC011388.1',
'SP1',
'WIPF1',
'AC117481.1',
'COL15A1',
'NR3C2',
'ST6GALNAC1',
'LINC01194',
'AC020743.2',
'SHOX2',
'AL163932.1',
'Z85996.3',
'AP000356.1',
'KRT7',
'CDH20',
'CLCNKA',
'MT-ND3',
'AC111198.1',
'AC092338.1',
'COL25A1',
'LINC02449',
'DPP10',
'CHRM3',
'KCNK17',
'AC110491.1',
'LSP1',
'CARD8-AS1',
'LRFN5',
'NFIB',
'AC004706.3',
'AC015674.1',
'AC009275.1',
'SMYD1',
'CADPS2',
'BRINP3',
'AC243967.2',
'LINC01331',
'AL022328.2',
'TRAF3',
'CD22',
'FOXP2',
'PIH1D1',
'ATP1A1',
'PDZRN3',
'TPX2',
'AC092375.2',
'LINC01676',
'TDO2',
'LINC01386',
'AC117461.1',
'AL606469.1',
'ROCR',
'CARD11',
'KL',
'AC007743.1',
'AC022182.2',
'AC092376.3',
'AC016396.1',
'GOLGA8O',
'SFTA1P',
'MUC16',
'AADACL2-AS1',
'ADGRF1',
'ACTN1-AS1',
'SLC22A12',
'ZNF667-AS1',
'LINC02741',
'AL163636.1',
'TNFRSF17',
'ZNF720',
'CACNA2D3',
'CDC20',
'KLRC3',
'LRRC4C',
'EDA',
'LHFPL3',
'AC017104.6',
'GRIA4',
'PVT1',
'STMN2',
'AC004492.1',
'AC006288.1',
'AC099792.1',
'HES6',
'HIST1H4C',
'AC007663.3',
'SLC4A10',
'AC010680.4',
'NRXN3',
'AC020718.1',
'ALAS1',
'AC069503.4',
'COL11A1',
'AC130651.1',
'AKR1C2',
'AC084740.1',
'PSG2',
'AC104996.1',
'DLEU1',
'CYP2E1',
'AL391425.1',
'ADCY4',
'EPHA4',
'HSFY1',
'SGO2',
'NKX6-1',
'AL136981.3',
'SORCS1',
'SERPINA11',
'TBR1',
'PYDC1',
'AC019257.9',
'AC012213.4',
'MGAT4C',
'SAMMSON',
'FAM83H',
'FGF14',
'DTNA',
'FTL',
'ZNF558',
'RMST',
'DOK2',
'AL008729.2',
'AC010203.2',
'CACNA2D1',
'AC004584.1',
'NPFF',
'AC012557.2',
'NEFL',
'AC093843.2',
'AL136962.1',
'MT-ATP6',
'UGT2B7',
'TARM1',
'TTC24',
'AL118558.4',
'LINC02085',
'NTM',
'AC004147.3',
'AL139317.1',
'AC010654.1',
'ADGRB3',
'MUC17',
'NCKAP5',
'ICOSLG',
'AL021395.1',
'LINC02334',
'SH3GL3',
'AL596257.1',
'FAT4',
'TMEM144',
'ADARB2',
'ASB5',
'BX470102.1',
'AC092723.4',
'AC006441.4',
'AL353613.1',
'LINC01387',
'NLRP2',
'SLC35F2',
'LINC00887',
'AC005972.3',
'KLHL1',
'AC104041.1',
'TM4SF18',
'AL357127.2',
'AC093503.2',
'CD5L',
'ESM1',
'AC013643.2',
'AC240565.1',
'LYZL4',
'SERPINB5',
'AL512380.1',
'CR381653.1',
'CASK-AS1',
'TTR',
'CCR5',
'SAT1',
'TMEM86A',
'AC078852.1',
'LINC00458',
'DLGAP1',
'RRM2',
'GFY',
'HS6ST3',
'AL158801.2',
'SCN2A',
'FP236383.4',
'GSE1',
'LENEP',
'DPYD',
'CDX4',
'WWOX',
'ATXN1',
'ACAN',
'AC016587.1',
'POTEE',
'LUZP2',
'MYT1L',
'LINC00331',
'AC106894.1',
'AC007240.3',
'SLCO1B3',
'ANK2',
'AL024508.2',
'SLC39A12',
'HIST1H1D',
'CNTNAP3C',
'AC010198.1',
'AC009248.2',
'LINC02507',
'ADGB',
'KCNQ1-AS1',
'LINC01945',
'HDAC2-AS2',
'AL078602.1',
'LINC02341',
'CH25H',
'AC092723.3',
'AC092490.1',
'AL158835.2',
'MT-ND4',
'ID2',
'ESPN',
'AP000477.3',
'TPM2',
'DANT2',
'AC044893.1',
'DKK1',
'AL445309.1',
'PWRN1',
'MS4A3',
'HMGA1',
'DLG2',
'FIBIN',
'AL008633.1',
'AC124852.1',
'AL132633.1',
'AC100822.1',
'ARMS2',
'NRIR',
'LINC02637',
'TMEM114',
'HAVCR1',
'GRM1',
'KCND2',
'SOX6',
'AC091769.2',
'BNC2',
'ZNF208',
'KIAA0825',
'C11orf40',
'LINC00924',
'AL590822.1',
'UMAD1',
'MAP2K6',
'AL672032.1',
'FAM66B',
'TNFAIP8L3',
'AC073636.1',
'LINC02361',
'SORCS3',
'TWF1',
'AL161716.1',
'NEFM',
'NR1D1',
'CELF4',
'AC126178.1',
'AL356295.1',
'LINC02776',
'OOSP2',
'TMEM26',
'AL357497.1',
'ROR1',
'AC008415.1',
'INSC',
'AP000676.5',
'CCDC144NL-AS1',
'AC092720.2',
'AC090409.1',
'EFCAB14',
'LINC01814',
'AC026790.1',
'GPR68',
'OR51C1P',
'THSD7A',
'MPPED2',
'SEMA6D',
'AC092718.1',
'AL021918.5',
'AC091057.3',
'ACP7',
'LRRTM4',
'AC092894.1',
'KCNA5',
'CDC14C',
'LTBP1',
'Z82214.1',
'MCF2L-AS1',
'TRDC',
'AC011483.1',
'EPHA7',
'CD99',
'MSTN',
'DIPK1A',
'RNASEH2B-AS1',
'SAA2',
'AL121757.3',
'SLC6A5',
'ALG9-IT1',
'SAMD5',
'PADI3',
'AC087636.1',
'PHF10',
'AL133390.1',
'POTEF',
'AC087857.1',
'TANC2',
'LGI4',
'GLIS3',
'AC007391.2',
'AC099542.1',
'PRNT',
'AC016743.1',
'CKS2',
'LINC02432',
'PLA2G4A',
'HAPLN4',
'LINC01894',
'AC048344.1',
'FSIP2-AS1',
'DMD',
'AL445588.1',
'AC012146.1',
...},
{'GABRA2',
'AC091181.2',
'KLHL29',
'PAPPA-AS1',
'AC092490.2',
'AL157396.1',
'RHAG',
'AC106037.2',
'AP003327.2',
'PLP1',
'AL445649.1',
'AC084880.2',
'AC133961.1',
'CCNB2',
'TNFAIP2',
'ZNF488',
'AC097658.2',
'LINC00681',
'OCIAD2',
'AC020907.1',
'SCNN1D',
'AC084734.1',
'PTTG1',
'ZNF736',
'AL138955.1',
'SHTN1',
'AC145098.1',
'CRIM1-DT',
'HIST1H1B',
'CAPN6',
'PROSER2',
'DUSP5',
'BMP4',
'LINC00870',
'SMCO2',
'AC006942.1',
'KRTAP5-11',
'AC084782.2',
'SRXN1',
'LRRC7',
'AC016747.3',
'AC140168.1',
'STMN1',
'IZUMO3',
'S100A16',
'LTA4H',
'GPD1',
'AP001978.1',
'RFX4',
'AC090403.1',
'CCNB1',
'ZP3',
'AC021393.1',
'FRMD6',
'SSTR2',
'KIF26B',
'IL12RB1',
'DTHD1',
'C3orf49',
'DEFB124',
'WDR63',
'R3HDML',
'PAXIP1-AS2',
'EGFL7',
'AL163973.3',
'HSPA1A',
'AC011632.1',
'CITED1',
'TRIP13',
'IRX2',
'AC107027.1',
'DENND1C',
'ROR2',
'PCDH18',
'AC010336.6',
'GNGT1',
'TANC1',
'DGCR10',
'DSCAM',
'ADM5',
'ECHDC2',
'GABRB1',
'AC104407.1',
'LINC02335',
'AL157400.1',
'NKX6-2',
'MEG3',
'KITLG',
'SAAL1',
'HCK',
'AC008883.3',
'NPAS4',
'AC005358.1',
'AL078590.2',
'AC011611.3',
'PIAS4',
'AC012322.1',
'ENC1',
'LONRF2',
'AL049795.1',
'AC079949.3',
'DUOXA1',
'AC093916.1',
'HJURP',
'AL096865.1',
'AC245123.1',
'H19',
'AC009081.2',
'AL022068.1',
'MAB21L1',
'AC012349.1',
'LDLRAP1',
'CDH12',
'FEV',
'CR1L',
'AC132153.1',
'HSPH1',
'HIST1H2BD',
'AC092422.1',
'RAB37',
'AL391361.2',
'HNF4A-AS1',
'CACNG2',
'C2CD4D-AS1',
'LINC01877',
'EXOC3-AS1',
'SLA',
'GRIN2A',
'MIR4458HG',
'MEIKIN',
'AC012405.1',
'MKI67',
'AP000866.6',
'EMX2',
'TFPI',
'AC092844.1',
'AC007222.2',
'AC009413.2',
'AC020551.1',
'NRN1L',
'AC092445.1',
'LINC02251',
'LINC00638',
'AF233439.1',
'PSG1',
'AC012560.1',
'CDHR4',
'FGD5',
'AC005580.1',
'AC093817.2',
'LINC02546',
'AC009803.1',
'FYCO1',
'CDKN1A',
'C14orf178',
'MROH8',
'MLPH',
'LINC02035',
'AC092691.1',
'C12orf50',
'LINC01533',
'ZNF804A',
'TEX15',
'AC091057.6',
'ANXA2',
'CSMD1',
'AC015574.1',
'AL031432.3',
'LINC02681',
'CYP4B1',
'LINC02755',
'AIFM1',
'AP005432.1',
'TP63',
'AMIGO2',
'DGKG',
'IRAIN',
'TUBB3',
'LINC01499',
'RASSF1-AS1',
'AP003392.3',
'UGT2B4',
'ABCG4',
'KLHL32',
'LURAP1L-AS1',
'CCDC170',
'CCN3',
'GABBR2',
'LINC00433',
'SOX15',
'CDK6',
'COL13A1',
'NSMCE1-DT',
'HOXA5',
'AC092100.1',
'RAB3B',
'CD9',
'TBL1X',
'AP001604.1',
'AC090587.1',
'CA3-AS1',
'AL136441.1',
'TSIX',
'LINC00877',
'AL117329.1',
'CALCOCO2',
'DLEU2L',
'LINC01645',
'NPFFR2',
'AC092376.1',
'TCHH',
'SCN5A',
'AC073352.1',
'TRPC3',
'GRID1-AS1',
'RFPL1',
'LINGO2',
'AC011455.6',
'HMGA1P4',
'AC091979.2',
'AC090912.2',
'AC079154.1',
'CCER2',
'LINC00412',
'AC245008.1',
'LINC01361',
'AP001160.3',
'CCDC141',
'AL022332.1',
'PDK4',
'AC103591.4',
'CNTN5',
'WFDC2',
'F2RL1',
'CCDC153',
'CENPE',
'AC107464.1',
'FOXA2',
'IL2RA',
'TMED2-DT',
'AC098829.1',
'ERFE',
'AC005632.3',
'C5orf38',
'LINC02840',
'LINC02834',
'USP37',
'AL136295.7',
'AC104695.4',
'PIWIL3',
'AC010092.1',
'TMEM184A',
'C5orf17',
'AC026116.1',
'ANKRD30A',
'FGF16',
'CRISPLD2',
'AC073869.3',
'TEKT1',
'NEAT1',
'KCNJ9',
'HIST1H2AM',
'NHLH1',
'TENT5A',
'HIST1H2AC',
'S1PR3',
'ASTN2',
'SLITRK6',
'AC097375.4',
'CD74',
'TLL1',
'UBE2S',
'AC025423.1',
'AL353072.2',
'LINC01108',
'E2F7',
'UBOX5-AS1',
'TBL3',
'TEX14',
'GLDN',
'CFB',
'CSGALNACT1',
'MMEL1',
'PLPP4',
'CPM',
'AC104985.2',
'SLC5A8',
'NTRK2',
'BLM',
'AMPD3',
'PIPOX',
'INSYN1',
'SLIT2',
'AC092596.1',
'LINC02223',
'SLC44A5',
'GALNT6',
'AL031073.2',
'LINC02054',
'AL513303.1',
'EDAR',
'C1orf158',
'ID2-AS1',
'AF279873.3',
'LINC02024',
'AC004231.3',
'OR2A14',
'PWRN4',
'AC068875.1',
'TGFBR3',
'MAD2L1',
'AP006284.1',
'PTPRG',
'AC005999.2',
'SULT1A1',
'NRG1',
'AL691420.1',
'GASK1B',
'GPC4',
'LINC01202',
'LINC00363',
'AC133552.5',
'PDLIM2',
'CD300C',
'CDH8',
'AL160191.1',
'AC136944.1',
'CHST6',
'AC068473.3',
'LINC02128',
'SLCO2A1',
'NAV3',
'LINC01551',
'AL445426.1',
'OR6C2',
'XIST',
'LINC02764',
'EFHC2',
'TM4SF19-AS1',
'AC092794.2',
'LINC02826',
'HOXB-AS1',
'LHX1',
'ANKRD29',
'AC007638.2',
'KCNIP4',
'AC011389.2',
'MAP3K20',
'AC079766.1',
'ROBO2',
'NKAIN2',
'PSRC1',
'HSPA6',
'CPLX4',
'AC024614.4',
'FAM71B',
'TGM2',
'AC087276.1',
'AC008056.1',
'GALNT13',
'AC069437.1',
'AC010325.2',
'PCDHA6',
'WDR72',
'MYO1H',
'LIPJ',
'POLR3G',
'AC021744.1',
'TAFA5',
'LPL',
'AL590550.1',
'AC007786.2',
'ONECUT3',
'AL160396.2',
'EGLN3-AS1',
'AC068726.1',
'AC024560.1',
'AC011389.1',
'PTPRM',
'CXXC4-AS1',
'S100A10',
'TDRD1',
'ARPP21',
'CKAP2',
'NLGN1',
'AC007091.1',
'AC100834.2',
'GATA3',
'GHRLOS',
'NBPF26',
'TRIM60',
'LINC02412',
'NBPF19',
'CDX2',
'DAB1',
'AC026167.1',
'GRXCR1',
'RUNX1T1',
'ZIC1',
'AC108449.2',
'PNMT',
'SPHKAP',
'LPGAT1-AS1',
'LINC02026',
'AC007598.2',
'MPC1',
'AL731769.2',
'CNTNAP5',
'CHRDL1',
'HIST3H2A',
'VIM',
'SMOC1',
'GOLGA8K',
'AC005479.2',
'TCEAL6',
'AC093484.4',
'OR2AG2',
'SERINC5',
'LNCSRLR',
'TOPAZ1',
'SEC14L3',
'AC121334.3',
'CALB2',
'CYB561',
'SCGN',
'AP003969.1',
'AKR7A3',
'AC069272.1',
'AC012414.5',
'AL162386.2',
'AC022467.2',
'SPEG',
'SDK2',
'AC005487.1',
'AC016825.1',
'CXCL14',
'RASGEF1B',
'TMEM108',
'EPHB1',
'NEGR1',
'ZMAT4',
'LINC01538',
'AC007100.1',
'GABRG1',
'ACSM2A',
'ZNF865',
'CD27',
'AL138927.1',
'HS3ST5',
'SPON1',
'CDHR5',
'LINC00639',
'PCDH11X',
'CLNK',
'GRID2',
'AC105389.3',
'AC125613.1',
'JRKL-AS1',
'MUC19',
'FZD10-AS1',
'LINC00922',
'SPOCK1',
'MYORG',
'LINC01954',
'C1orf115',
'AL713851.1',
'ITGA4',
'AURKA',
'AC004690.2',
'OSTN',
'LINC01455',
'MAML3',
'AC022017.1',
'B4GALT1-AS1',
'WWC2-AS2',
'LINC02409',
'SPATS2L',
'AC112503.2',
'AC079362.1',
'AC092681.2',
'F11R',
'NUSAP1',
'AL162725.2',
'AC107220.1',
'ZFHX3',
'LINC02646',
'AC092957.1',
'TRDN',
'SYDE2',
'DISC1FP1',
'TAF1B',
'DCAF11',
'DEPDC1',
'LINC01600',
'LINC02270',
'AUXG01000058.1',
'PPP1R27',
'NAPSA',
'LINC02541',
'HES5',
'MSLN',
'GSG1L2',
'CDKN2B',
'TCEAL2',
'AP001977.1',
'LINC01030',
'CCNA1',
'FABP7',
'AL132711.1',
'AC007848.1',
'RFLNB',
'PLXDC2',
'HSPA4L',
'AL022329.2',
'CENPM',
'TWIST2',
'SPATA13',
'LINC00511',
'CD109',
'KLHL10',
'SFRP2',
'C1orf143',
'ATOH8',
'AC090517.2',
'FBXO27',
'RPL3L',
'SCGB1A1',
'AP001042.3',
'ANKS1B',
'LLGL2',
'RFC4',
'LDB3',
'PDE3A',
'PRICKLE2',
'AOX1',
'DGKB',
'E2F8',
'DLGAP5',
'PID1',
'PARD3B',
'BAG1',
'DUXA',
'AL353751.1',
'SMC4',
'FP236383.3',
'TP53I3',
'SLCO4C1',
'HIST1H1C',
'LINC00861',
'PSMG3-AS1',
'PABPN1L',
'AL592146.2',
'PADI2',
'AC113410.5',
'CNTNAP2',
'TNS3',
'PTGER1',
'NR2C2AP',
'AC113192.1',
'AC096570.2',
'AL121820.2',
'LINC01152',
'AC036108.3',
'GNRH1',
'B2M',
'PCDHA7',
'CKAP2L',
'CUL4B',
'LAMC3',
'LINC01498',
'TOP2A',
'PDE4C',
'PCSK6-AS1',
'DLX3',
'AL139384.2',
'ACE2',
'N4BP2L1',
'LCMT1-AS1',
'TNFRSF13C',
'FAM27E3',
'LINC01049',
'INHBA-AS1',
'LINC00571',
'HIST1H2AI',
'FSTL5',
'CSMD3',
'AC021236.1',
'CADM2',
'HIST3H2BB',
'AL355112.1',
'AC093843.1',
'EPHA6',
'LINC01564',
'CALB1',
'PTPRD',
'AP000943.2',
'AC022387.2',
'AP000842.3',
'MDGA2',
'OGFR-AS1',
'NUDT7',
'MTRNR2L8',
'PGR',
'LRRC31',
'HIGD2B',
'PSG8',
'AC114316.1',
'AC105219.3',
'PAG1',
'AP003066.1',
'AC009387.1',
'PCDH9',
'SOS1-IT1',
'MUC12',
'MT1X',
'AC068205.1',
'PCOTH',
'RSPH1',
'AC021054.1',
'KHDRBS2',
'CACTIN-AS1',
'ID1',
'WDR77',
'RNF207',
'SCNN1G',
'AC107021.2',
'DMRT2',
'Z99289.3',
'AC022498.1',
'AC090774.2',
'KLHL4',
'AC007163.1',
'LINC01727',
'RBP1',
'ASPM',
'CLIC5',
'NHS',
'AARD',
'NFIX',
'CDK1',
'CDCA5',
'AC103974.2',
'ZNF280D',
'ZNF503',
'B4GALT5',
'LIME1',
'AC011287.1',
'ACKR2',
'PTN',
'TKTL1',
'PCAT18',
'AC004982.1',
'EN1',
'AC016925.3',
'LINC01569',
'FOXN4',
'DMAC1',
'AL358944.1',
'AHNAK',
'ZNF524',
'DNAJB2',
'AC117481.1',
'CCDC74B',
'AL355073.1',
'NR3C2',
'COL20A1',
'AL096706.1',
'SHOX2',
'SPATA16',
'AL163932.1',
'CBLN3',
'AC139491.3',
'CDH20',
'PRELID2',
'FBLN2',
'AC010834.1',
'AC078845.1',
'GDNF-AS1',
'AL807776.1',
'AL078587.2',
'DPP10',
'ZBTB47',
'HNF1A-AS1',
'SVOPL',
'LRFN5',
'TBX20',
'COL9A3',
'AP001885.3',
'AL358335.2',
'AC003965.1',
'FXYD5',
'CADPS2',
'PLCXD3',
'AC243967.2',
'RIBC2',
'AC114971.1',
'CLDN3',
'LY6E-DT',
'TMEM222',
'ST6GAL2',
'IL1R1',
'ABCC9',
'PIP5K1B',
'FOXP2',
'TBC1D3',
'PIH1D1',
'PDZRN3',
'TPX2',
'LINC01309',
'DLL3',
'AC117461.1',
'AC093824.2',
'AL356489.2',
'RASGRF1',
'AC013391.3',
'LINC01844',
'AC104083.1',
'AL157813.2',
'NCMAP-DT',
'AC109472.1',
'ANO5',
'AC021242.2',
'PRLH',
'LMO1',
'AARS',
'WLS',
'MT-ND4L',
'FERMT1',
'AC093496.1',
'AL583808.1',
'FHOD1',
'AL138963.4',
'AC244102.4',
'AC069421.3',
'ZNF667-AS1',
'KRTAP10-4',
'LINC02741',
'ZNF416',
'CACNA2D3',
'CDC20',
'MIR137HG',
'LRRC4C',
'EDA',
'LGALS2',
'LHFPL3',
'DYTN',
'ANKRD6',
'AC006027.1',
'GRIA4',
'LINC01378',
'AP003717.1',
'PVT1',
'STMN2',
'AL132989.1',
'HES6',
'HIST1H4C',
'SLC30A1',
'TMEM92-AS1',
'AC010680.4',
'TDP1',
'NRXN3',
'AC020718.1',
'GAL',
'AP003086.2',
'RNF185-AS1',
'RASSF6',
'DLL1',
'AC007364.1',
'DLEU1',
'IGFLR1',
'AC007611.1',
'AL136225.1',
'AC108047.1',
'SORCS1',
'AP005262.2',
'LINC00466',
'AL096677.1',
'AC106795.5',
'TMEM51',
'AP000692.2',
'AC019257.9',
'RASEF',
'MGAT4C',
'TGFB1I1',
'AL355612.1',
'AC103563.9',
'LINC00377',
'AC073941.1',
'AL031775.2',
'ESCO2',
'SLC15A5',
'PDGFB',
'FTL',
'C4orf50',
'LINC00944',
'CACNA2D1',
'EBF3',
'LINC02742',
'NGF',
'NEFL',
'MIR7-3HG',
'AC093843.2',
'BCAT1',
'TRAF5',
'MT-ATP6',
'KCNH7',
'HCRTR2',
'AL118558.4',
'CCR6',
'AP005436.2',
'NTM',
'AC063923.2',
'EXTL1',
'ZNF25-DT',
'ATG101',
'CMTM8',
'TMEM132B',
'SMTN',
'CLSPN',
'LINC02334',
'AL596257.1',
'FZD4-DT',
'ROBO3',
'AC100793.2',
'TMEM144',
'COL1A1',
'ADARB2',
'AC006538.1',
'CCR10',
'LINC02835',
'AC114810.1',
'LINC02484',
'ASB12',
'LRRIQ4',
'AL137847.2',
'TDRD7',
'MCM2',
'AL139042.1',
'KLHL1',
'AC009053.2',
'AC243829.2',
'TNFRSF10D',
'HMGN5',
'TRHDE-AS1',
'AL022324.3',
'AL691520.1',
'LINC02731',
'LINC02650',
'HOMER3-AS1',
'AC245187.2',
'ENDOD1',
'LRBA',
'RGPD2',
'CNTN6',
'SAT1',
'DLGAP1',
'ZMIZ1-AS1',
'GJA1',
'C8orf34',
'AC004771.1',
'CYP26A1',
'NPY',
'AL162713.1',
'HS6ST3',
'AL626787.1',
'WWTR1-AS1',
'CDC20B',
'H2AFX',
'DPYD',
'KIF2C',
'TCEAL5',
'FAM25C',
'MT4',
'GRPEL2',
'AC096570.1',
'ANKRD30BL',
'C16orf97',
'AC026462.4',
'AC016766.1',
'LUZP2',
'GADD45G',
'ENOX1',
'C3orf18',
'XIRP2',
'ATP13A4',
'SLC39A12',
'HIST1H1D',
'AC092637.1',
'ADGB',
'NPTX1',
'AC013733.2',
'ATOH7',
'LINC02008',
'LINC02785',
'HDAC2-AS2',
'AL160396.1',
'EGFR',
'CDKN1C',
'RNF112',
'KRT8',
'HTR2C',
'LINC02812',
'AL583722.2',
'AC011474.1',
'ID2',
'FP325335.1',
'KCNS2',
'SLC30A2',
'LINC02238',
'KIAA1211L',
'AC044893.1',
'SLC15A4',
'PLSCR2',
'AL445309.1',
'CHRD',
'AC004870.4',
'DLG2',
'FIBIN',
'PTP4A1',
'CNR1',
'AL132633.1',
'ARMS2',
'ALPL',
'UNC5B',
'AC048341.2',
'GRM1',
'KCND2',
'IQCJ-SCHIP1-AS1',
'LINC02023',
'HAS2-AS1',
'MZT1',
'BNC2',
'ELL3',
'PAICS',
'LINC02760',
'AL354956.1',
'FAM66B',
'SORCS3',
'SLC7A11-AS1',
'PTH2',
'RGPD3',
'AC233723.1',
'CFAP126',
'NEFM',
'AL354872.2',
'AL356295.1',
'AC068413.1',
'DND1',
'ROR1',
'AC008415.1',
'SHISA9',
'AP000676.5',
'AC016885.2',
'NIBAN2',
'AL133367.1',
'AC093772.1',
'GDNF',
'IER5',
'AC005050.3',
'GATA4',
'THSD7A',
'SEMA6D',
'PPP1R3A',
'GPR35',
'LRRTM4',
'AC108050.1',
'SHH',
'AC121320.1',
'PCDH9-AS2',
'LMAN2L',
'LTBP1',
'TRDC',
'SPATS1',
'PCAT1',
'SLC52A3',
'UGT8',
'AL138720.1',
'LRRK2',
'PLXNA2',
'AC011483.1',
'EPHA7',
'AL162426.1',
'AC079385.1',
'AL023755.1',
'LY9',
'SLC6A5',
'AP001994.3',
'SAMD5',
'MORC4',
'ADAP2',
'AL132996.1',
'TANC2',
'LGI4',
'STEAP3',
'AC022166.1',
'GLIS3',
'AL591845.1',
'AMTN',
'AL139041.1',
'AC016743.1',
...}]}
HVGSCondict = {}
for line in adata.obs["line"].unique().tolist():
adataGenotype = adata[adata.obs["line"] == line]
for condition in adataGenotype.obs["condition"].unique().tolist():
adataCOnd = adataGenotype[adataGenotype.obs["condition"] == condition].copy()
if condition not in list(HVGSCondict.keys()):
HVGSCondict[condition] = []
#Print Nsamples
nsamples = len(adataCOnd.obs["sample_id"].unique().tolist())
print(f"Found {nsamples} repliacates for {line} {condition}")
if nsamples < 3:
minOverlap = nsamples
else:
minOverlap = nsamples-1
print(f"Only HVGs common to {minOverlap} replicates will be kept")
sc.pp.highly_variable_genes(adataCOnd, batch_key="sample_id", flavor="seurat", n_top_genes=2000)
CommonHVGs = set(adataCOnd.var_names[adataCOnd.var["highly_variable_nbatches"] >= minOverlap])
nHVGs = len(CommonHVGs)
print(f"Found {nHVGs} common HVGs across {minOverlap} replicates for line {line} exposure {condition} ")
print("\n")
HVGSCondict[condition].append(CommonHVGs)
Found 1 repliacates for CTL04E DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL04E exposure DMSO Found 1 repliacates for CTL04E ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL04E exposure ANDROGEN_AGONIST Found 1 repliacates for CTL01A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL01A exposure DMSO Found 1 repliacates for CTL01A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL01A exposure ANDROGEN_AGONIST Found 1 repliacates for CTL08A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL08A exposure DMSO Found 1 repliacates for CTL08A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL08A exposure ANDROGEN_AGONIST Found 1 repliacates for CTL02A DMSO Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL02A exposure DMSO Found 1 repliacates for CTL02A ANDROGEN_AGONIST Only HVGs common to 1 replicates will be kept Found 2000 common HVGs across 1 replicates for line CTL02A exposure ANDROGEN_AGONIST
sc.pp.highly_variable_genes(adata, batch_key="line", flavor="seurat", n_top_genes=2000)
HVGSLine = set(adata.var_names[adata.var["highly_variable_nbatches"] == 2].tolist())
nHVGSLine = len(HVGSLine)
print(f"Found {nHVGSLine} common pan-condition HVGs across both lines ")
Found 886 common pan-condition HVGs across both lines
##### First HVGs set
##### First HVGs set
IntersectionDEGs = []
for k in list(HVGSCondict.keys()):
IntersectionDEGsCond = list(set.intersection(*HVGSCondict[k]))
nIntersectionDEGsCond = len(IntersectionDEGsCond)
#print(f"Found {nIntersectionDEGsCond} HVGs from the intersection of both genotypes replicates for exposure {condition} ")
IntersectionDEGs.extend(IntersectionDEGsCond)
IntersectionDEGs = set(IntersectionDEGs)
nIntersectionDEGsCond = len(IntersectionDEGs)
print(f"Found {nIntersectionDEGsCond} HVGs from the intersection of both genotypes replicates for exposure {condition} ")
##### Second HVGs set
##### Second HVGs set
FinalHVGs = list(IntersectionDEGs.union(HVGSLine))
nFinalHVGs = len(FinalHVGs)
print(f"Found {nFinalHVGs} HVGs from the intersection of both genotypes replicates and across exposures ")
Found 262 HVGs from the intersection of both genotypes replicates for exposure ANDROGEN_AGONIST Found 1138 HVGs from the intersection of both genotypes replicates and across exposures
adata.var["highly_variable_seurat_overlap"] = adata.var_names.isin(FinalHVGs)
print(adata.var["highly_variable_seurat_overlap"].sum())
adata.var["highly_variable"] = adata.var["highly_variable_seurat_overlap"]
sc.pp.scale(adata)
adata.layers["scaled"] = adata.X.copy()
sc.pp.pca(adata, use_highly_variable=True)
sc.pp.neighbors(adata, n_pcs=pcs, n_neighbors=n_neighbs)
adata.X = adata.layers["logNorm"].copy()
1138
sce.pp.harmony_integrate(adata, key="line")
sc.pp.neighbors(adata, n_pcs=pcs, n_neighbors=n_neighbs, use_rep="X_pca_harmony")
sc.tl.umap(adata)
2025-06-12 07:51:57,545 - harmonypy - INFO - Computing initial centroids with sklearn.KMeans... 2025-06-12 07:52:03,409 - harmonypy - INFO - sklearn.KMeans initialization complete. 2025-06-12 07:52:03,566 - harmonypy - INFO - Iteration 1 of 10 2025-06-12 07:52:15,706 - harmonypy - INFO - Iteration 2 of 10 2025-06-12 07:52:27,508 - harmonypy - INFO - Iteration 3 of 10 2025-06-12 07:52:38,795 - harmonypy - INFO - Iteration 4 of 10 2025-06-12 07:52:43,596 - harmonypy - INFO - Iteration 5 of 10 2025-06-12 07:52:48,953 - harmonypy - INFO - Converged after 5 iterations
AtlasMarkers = pd.read_excel("/group/testa/Users/davide.castaldi/ENDPOINTS_sc/genes/CelltrypeMarkers.xlsx", index_col=0)
for k in AtlasMarkers.Group.unique():
print(f"Markers for {k}")
MarkerList = AtlasMarkers.loc[AtlasMarkers.Group == k,"Gene"].tolist()
MarkerList = [i for i in MarkerList if i in adata.var_names]
MinCells = adata.shape[0] *0.02
#MarkerList = adata[:,MarkerList].var_names[((adata[:,MarkerList].X > 0).sum(axis = 0) > MinCells).flatten().A1].tolist()
if len(MarkerList) == 0:
print(f"Expression of {k} markers detected in less than {MinCells}: skipping")
continue
sc.pl.umap(adata, color=MarkerList, size=30,layer="scaled",use_raw=False, vmax='p99')
#sc.pl.draw_graph(adata, color=MarkerList, size=30,layer="scaled",use_raw=False, vmax='p99')
Markers for Cycling
Markers for Endothelium
Markers for Excitatory
Markers for ExcitatoryDeepLayer
Markers for ExcitatoryMigrating
Markers for IP
Markers for Inhibitory
Markers for Mic
