f"Values {list(not_found)}, from {list(indexer)}, are not valid obs/ var names or indices." #746
Comments
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Hi @zhenzuo2 , use_raw = True # or False, depending on what you want
wk.compute_initial_growth_rates(organism="human", key_added="growth_rate_init", use_raw=use_raw)Problem might be in Let me know if this fixes your issue, I will submit a fix in |
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Thank you! It works when I set ValueError: No valid genes were passed for scoring. when use_raw = True.` My anndata object was converted from Seurat so I think that is the problem. Thank you! |
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Glad this works, I've created a PR in |
Hi Marius,
I got an error when running function wk.compute_initial_growth_rates(). I am not sure what caused it:
Here is what I run:
wk.compute_initial_growth_rates(organism="human", key_added="growth_rate_init")
And this is what I got
Computing
proliferationscoresWARNING: genes are not in var_names and ignored: ['ANP32E', 'BIRC5', 'CASP8AP2', 'CBX5', 'CCNE2', 'CDC45', 'CDC6', 'CDCA3', 'CDCA7', 'CDCA8', 'CENPA', 'CHAF1B', 'CKAP5', 'CKS1B', 'CKS2', 'CTCF', 'DSCC1', 'E2F8', 'FAM64A', 'FEN1', 'G2E3', 'GINS2', 'GMNN', 'HJURP', 'HN1', 'KIF2C', 'LBR', 'MCM2', 'MCM4', 'MCM5', 'MCM6', 'MLF1IP', 'MSH2', 'NASP', 'NCAPD2', 'NEK2', 'PCNA', 'POLA1', 'POLD3', 'PRIM1', 'PSRC1', 'RAD51', 'RAD51AP1', 'RANGAP1', 'RFC2', 'RPA2', 'RRM1', 'SLBP', 'TACC3', 'TIPIN', 'TMPO', 'TUBB4B', 'TYMS', 'UBR7', 'UNG', 'USP1', 'WDR76']
KeyError Traceback (most recent call last)
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
3360 try:
-> 3361 return self._engine.get_loc(casted_key)
3362 except KeyError as err:
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()
pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()
KeyError: None
The above exception was the direct cause of the following exception:
KeyError Traceback (most recent call last)
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/cellrank/external/kernels/_wot_kernel.py in get_scores(key, kind, organism)
193 try:
--> 194 return np.asarray(self.adata.obs[key])
195 except KeyError:
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/pandas/core/frame.py in getitem(self, key)
3454 return self._getitem_multilevel(key)
-> 3455 indexer = self.columns.get_loc(key)
3456 if is_integer(indexer):
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
3362 except KeyError as err:
-> 3363 raise KeyError(key) from err
3364
KeyError: None
During handling of the above exception, another exception occurred:
KeyError Traceback (most recent call last)
/tmp/ipykernel_61543/2786833388.py in
----> 1 wk.compute_initial_growth_rates(organism="human", key_added="growth_rate_init")
2 scv.pl.scatter(
3 adata, c="growth_rate_init", legend_loc="right", basis="force_directed", s=10
4 )
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/cellrank/external/kernels/_wot_kernel.py in compute_initial_growth_rates(self, proliferation_key, apoptosis_key, organism, beta_min, beta_max, delta_min, delta_max, key_added, **kwargs)
236
237 birth = beta(
--> 238 get_scores(proliferation_key, kind="proliferation", organism=organism),
239 beta_min=beta_min,
240 beta_max=beta_max,
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/cellrank/external/kernels/_wot_kernel.py in get_scores(key, kind, organism)
202 score_name = f"{kind}_score" if key is None else key
203
--> 204 sc.tl.score_genes(
205 self.adata,
206 gene_list=getattr(MarkerGenes, (f"{kind}_markers"))(organism),
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/scanpy/tools/_score_genes.py in score_genes(adata, gene_list, ctrl_size, gene_pool, n_bins, score_name, random_state, copy, use_raw)
127
128 _adata_subset = (
--> 129 _adata[:, gene_pool] if len(gene_pool) < len(_adata.var_names) else _adata
130 )
131 if issparse(_adata_subset.X):
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/anndata/_core/raw.py in getitem(self, index)
99
100 def getitem(self, index):
--> 101 oidx, vidx = self._normalize_indices(index)
102
103 # To preserve two dimensional shape
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/anndata/_core/raw.py in _normalize_indices(self, packed_index)
159 obs, var = unpack_index(packed_index)
160 obs = _normalize_index(obs, self._adata.obs_names)
--> 161 var = _normalize_index(var, self.var_names)
162 return obs, var
163
/storage/singlecell/zz4/miniconda3/envs/mypython/lib/python3.8/site-packages/anndata/_core/index.py in _normalize_index(indexer, index)
99 if np.any(positions < 0):
100 not_found = indexer[positions < 0]
--> 101 raise KeyError(
102 f"Values {list(not_found)}, from {list(indexer)}, "
103 "are not valid obs/ var names or indices."
KeyError: "Values ['EYS', 'RALYL', 'NRXN3', 'GRIK1', 'ZNF804B', 'NKAIN2', 'DSCAM', 'GALNTL6', 'IL1RAPL2', 'ERBB4', 'GPC5', 'RBFOX1', 'DCC', 'IQCJ-SCHIP1', 'CSMD1', 'LRRTM4', 'CDH18', 'SGCZ', 'OBI1-AS1', 'LRP1B', 'ADARB2', 'KCNIP4', 'HS6ST3', 'PTPRT', 'EPHA6', 'PCDH9', 'KCNQ5', 'BNC2', 'RBPMS', 'SNTG1', 'LUZP2', 'ZPBP', 'CSMD3', 'ZNF804A', 'NETO1', 'NTNG1', 'RELN', 'AC011287.1', 'TAFA1', 'FSTL5', 'DPP6', 'DLGAP1', 'CNTNAP5', 'EBF1', 'GRM8', 'ROBO1', 'DPP10', 'SEMA6D', 'KIRREL3', 'POU6F2', 'MCHR2-AS1', 'CNTNAP2', 'SLIT2', 'CA10', 'KLHL1', 'AC109466.1', 'BRINP3', 'SOX2-OT', 'UNC5D', 'LINC02315', 'RNF220', 'NCAM2', 'AC069277.1', 'MEGF11', 'PCDH11Y', 'LINC01440', 'OLFM3', 'PAX5', 'NRG1', 'GRID2', 'AL589740.1', 'PCDH11X', 'TENM2', 'AC011586.2', 'OPCML', 'TNR', 'MDGA2', 'MIR924HG', 'ZNF385B', 'LINC00871', 'NPY', 'NXPH1', 'AC112206.2', 'CDH8', 'PRDM1', 'CPNE4', 'INPP4B', 'OTX2-AS1', 'SLC35F3', 'XACT', 'CXCL14', 'CNTN4', 'ZFPM2', 'NELL1', 'PKHD1', 'SGCD', 'NRG3', 'KCNMB2', 'GPC6', 'FGF14', 'NAV3', 'MEIS2', 'APBB1IP', 'ST18', 'KCNC2', 'NFIA', 'MEGF10', 'SOX6', 'ASIC2', 'ASPM', 'RGS6', 'IL1RAPL1', 'RYR3', 'GRIA3', 'TMEM108', 'EGFLAM', 'NFIB', 'CENPF', 'CLSTN2', 'MIR548XHG', 'NDST3', 'AC008415.1', 'LRFN5', 'ONECUT1', 'PDE11A', 'LRRC4C', 'EPHA7', 'TACR3', 'CNTN2', 'MGAT4C', 'THSD7B', 'APOLD1', 'SAMSN1', 'LRMDA', 'TRPM1', 'AC007319.1', 'FYB1', 'SHISA6', 'NRXN1', 'TRHDE', 'TMEFF2', 'GRM7', 'AL162493.1', 'PDE3A', 'MTUS2', 'PAUPAR', 'HHIP', 'TRPC7', 'PDE1A', 'CNTNAP4', 'KCNJ3', 'PDZRN4', 'PTCHD1-AS', 'SPOCK3', 'OPN1SW', 'RP1', 'MSR1', 'KCND2', 'LRRTM3', 'FRMPD4', 'SAMD5', 'PRKG1', 'NEGR1', 'DOCK8', 'TNC', 'CCSER1', 'ROBO2', 'TOP2A', 'FMN1', 'AL033504.1', 'PAX2', 'CDH13', 'DCT', 'LHFPL6', 'SERPINI2', 'CACNG3', 'PANTR1', 'GRIP1', 'PTCHD4', 'USH2A', 'SOX5', 'BX284613.2', 'MARCH1', 'CACNA2D3', 'AC106729.1', 'CTNNA2', 'KCNH5', 'MIR4300HG', 'AC096570.1', 'PCDH7', 'ADAMTSL1', 'LINC00276', 'PTPRM', 'PLXNA4', 'AC073114.1', 'AL354809.1', 'PDE7B', 'NRP1', 'GABRG3', 'PTPRD', 'RIT2', 'SORCS1', 'CDH12', 'PDE1C', 'TMEM132D', 'CDH20', 'GRIK2', 'NWD2', 'FAM155A', 'AC099520.1', 'DIAPH3', 'CNTN5', 'LHFPL3', 'PTPRR', 'LINC02208', 'PTPRK', 'PLXNA2', 'NEFM', 'KCNH7', 'TENM3', 'C3', 'C5orf17', 'GRM5', 'NEBL', 'LINC01811', 'COL25A1', 'NALCN-AS1', 'DACH2', 'CFAP299', 'EBF3', 'CNTN6', 'NTRK2', 'FRMD5', 'SORCS3', 'ZFHX4', 'AC092422.1', 'TLL1', 'RBMS3', 'VSX1', 'FOXP2', 'SPOCK1', 'LINC00470', 'PTPRG', 'RARB', 'CCDC85A', 'EDIL3', 'MYBL1', 'NR2E3', 'ANO2', 'PRR16', 'LINC00535', 'CHST9', 'KCTD16', 'TMEM132C', 'ABI3BP', 'PCAT4', 'RYR2', 'AC114316.1', 'LAMA3', 'NKAIN3', 'CHRM2', 'LINC01505', 'SGO1-AS1', 'IKZF1', 'ADAM28', 'AC021504.1', 'RMST', 'DMD', 'SEMA5A', 'PEX5L', 'ZMAT4', 'SPATS2L', 'FSTL4', 'LINC01876', 'CCBE1', 'AC092957.1', 'SLC35F4', 'AC008591.1', 'EFNA5', 'AC093912.1', 'ANKRD33B', 'THRB', 'CNGB3', 'SHISA9', 'PDGFRA', 'AC099489.1', 'TSHZ2', 'SYN3', 'CENPE', 'OXR1', 'LINC02055', 'TAFA2', 'NTM', 'LINC02645', 'GRIA4', 'LINGO2', 'GRIN2A', 'ARHGAP24', 'ST6GALNAC5', 'WIF1', 'AC062004.1', 'GRIN3A', 'PDE4D', 'WDR72', 'C8orf34', 'CHRM3', 'AC116903.2', 'AL136456.1', 'IMPG1', 'INPP5D', 'UNC5C', 'SYNE1', 'AL589693.1', 'HS3ST4', 'TRPM3', 'PARD3B', 'SYNPR', 'AC104041.1', 'CALN1', 'MCC', 'VIPR2', 'HS3ST5', 'MPP4', 'ARHGAP15', 'MAGI2', 'AC114689.3', 'CNTN3', 'PLCB1', 'AL139815.1', 'HLA-DRA', 'MYT1L', 'BRIP1', 'GPR149', 'PTPN13', 'DGKB', 'LINC02267', 'AC016766.1', 'AC093898.1', 'AC008571.2', 'PCSK6', 'DAB1', 'CX3CR1', 'DISC1FP1', 'UNC13C', 'AC079760.2', 'ADGRL2', 'AC004852.2', 'CD74', 'CCDC60', 'LRRC7', 'TAFA4', 'AC113137.1', 'LINC00922', 'RBM47', 'RRM2', 'OCA2', 'PLXDC2', 'CPNE8', 'GABRG1', 'SLCO2B1', 'AC099792.1', 'TFAP2B', 'LINC00907', 'ALK', 'SLC24A3', 'PDE4B', 'CCK', 'COL15A1', 'ANGPT1', 'CREB5', 'IGFBP5', 'ITPR2', 'ALCAM', 'PRKD1', 'MACROD2', 'SYNPO2', 'OTX2', 'LINC01748', 'LINC01915', 'DISC1', 'AC013287.1', 'MIR3681HG', 'CDH10', 'CTNNA3', 'AC106793.1', 'AC022433.1', 'LINC02775', 'LSAMP', 'NEFL', 'LNCAROD', 'AL096854.1', 'PDGFD', 'RUNX1T1', 'KCNIP1', 'FRAS1', 'LINC02712', 'SLC1A3', 'EYA2', 'AC120193.1', 'CLVS1', 'MKI67', 'GABRA2', 'LINC01483', 'MIR99AHG', 'ENOX1', 'ZFHX3', 'ATP8B4', 'THSD4', 'LGR4', 'ANK2', 'AC002460.2', 'LINC01515', 'AC116362.1', 'CHSY3', 'ZNF385D', 'HTR2C', 'IMPG2', 'AP005262.2', 'PLCL1', 'PLCXD3', 'SATB2', 'EPS8', 'LINC01099', 'LINC01374', 'SFRP2', 'C1QB', 'MCHR2', 'ESRRG', 'RCVRN', 'EBF2', 'AC011246.1', 'SDK1', 'XKR4', 'ADAMTS17', 'WWC1', 'AL137017.1', 'AC105411.1', 'FLI1', 'KIF14', 'ADGRV1', 'IPCEF1', 'AL591501.1', 'LINC01965', 'EPHA3', 'CADPS', 'DEC1', 'MIR4500HG', 'AL163541.1', 'PCDH15', 'MOB3B', 'TENM1', 'NLK', 'ANK3', 'AC132803.1', 'PROX1', 'HCRTR2', 'AC020637.1', 'ADAMTS9-AS2', 'PPP1R14C', 'LINC01170', 'ADCY8', 'TMEM244', 'GRM1', 'CPED1', 'BTBD11', 'AC009315.1', 'TANC1', 'LINC01414', 'LINC01208', 'FAM160A1', 'LAMA2', 'RASGEF1B', 'PCAT1', 'GLRA3', 'AC114971.1', 'LINC00457', 'RUNX1', 'AC008691.1', 'F11-AS1', 'TMTC1', 'HMGA2', 'FGF12', 'TRPC4', 'SNTG2', 'LINC01572', 'ADAMTS18', 'GAL', 'AC005699.1', 'LGR5', 'NTRK3', 'PENK', 'MYO3B', 'RSPO2', 'NLGN1', 'PTPRC', 'MIR137HG', 'AC138305.1', 'LINC02196', 'PRUNE2', 'LINC01933', 'HCN1', 'AC092691.1', 'CNTN1', 'AC117461.1', 'GLI3', 'GALNT17', 'AL606923.2', 'LINC01098', 'LINC02842', 'LINC00378', 'PLD5', 'AC091576.1', 'DLG2', 'CYBB', 'NPR3', 'AC108749.1', 'PRICKLE2', 'ZHX2', 'GPC3', 'AL138828.1', 'DOK6', 'SMIM36', 'MSC-AS1', 'SRGN', 'LINC01320', 'AC060765.2', 'AC002072.1', 'TTN', 'KIAA1217', 'AC093817.2', 'ONECUT2', 'PRLR', 'LY86', 'SLC4A4', 'AC078923.1', 'AGBL4', 'FLRT2', 'AL591519.1', 'RGS7', 'ADCY2', 'CARD18', 'SEMA3E', 'HKDC1', 'AC010343.3', 'NXPH2', 'IL12A-AS1', 'AC068051.1', 'AC007402.1', 'PRKCB', 'ADGRL4', 'AFF3', 'SPANXA2-OT1', 'TRPC5', 'CHRM5', 'ASTN2', 'AC117453.1', 'ATP6V0D2', 'LAMP5', 'DOCK10', 'SLC30A8', 'GAD2', 'CFAP47', 'FHIT', 'AC006148.1', 'HS3ST3A1', 'OPRM1', 'KCNN2', 'NFIA-AS2', 'ADAMTS6', 'LINC00511', 'KCNMB2-AS1', 'GRAMD1C', 'AC007368.1', 'NAV2', 'PTGDS', 'VWC2', 'CHODL', 'CDH6', 'LINC02147', 'TFEC', 'DLL3', 'AC018680.1', 'CERKL', 'LINC00348', 'AC083837.1', 'LINC02343', 'STXBP6', 'AP000676.5', 'FREM1', 'SPHKAP', 'AC093515.1', 'PPP4R4', 'ONECUT3', 'AL365295.1', 'SEMA3A', 'ITIH5', 'CNBD1', 'AGMO', 'TMEM196', 'PIK3R5', 'WDFY4', 'NR2F2-AS1', 'GRIK4', 'AP003049.2', 'AC002069.2', 'KCTD8', 'PCSK2', 'AKAP12', 'AC073475.1', 'AC022031.2', 'MERTK', 'AC021851.2', 'AC020584.1', 'CSF2RA', 'ECT2', 'VWC2L', 'Z96074.1', 'CD36', 'AC124854.1', 'ARHGAP11B', 'APOC1', 'AL359232.1', 'KCNB2', 'SEMA3D', 'KNL1', 'HPSE2', 'AC113414.1', 'AC018697.1', 'TPX2', 'RIMS2', 'CDH7', 'CLU', 'DCDC1', 'AKAP6', 'DRD2', 'LTBP1', 'ALDH1A2', 'TFAP2D', 'KIF18A', 'LINC01950', 'AC090578.1', 'CSGALNACT1', 'PACRG', 'LINC00861', 'LINC01192', 'EPB41L2', 'LHX9', 'EDA', 'ZFHX4-AS1', 'BMP6', 'HS6ST2', 'SP100', 'TGFB2', 'GRM3', 'TYROBP', 'AC009975.1', 'AC079298.3', 'CRB1', 'LHX1', 'SLC25A21', 'UTRN', 'DSCAML1', 'AL590550.1', 'SYK', 'ZFPM2-AS1', 'EYA4', 'MAN1A1', 'CHAT', 'AL008633.1', 'DPYD', 'CTXND1', 'AL110292.1', 'HLA-DPA1', 'LINC01725', 'TMEM163', 'AL353660.1', 'CLMP', 'PDC', 'CCDC178', 'LINC01266', 'AC115622.1', 'KANK1', 'NOS1', 'KAZN', 'AC004158.1', 'LDB2', 'SETBP1', 'CENPP', 'PRKN', 'CADM2', 'PBX3', 'PRICKLE1', 'AC087564.1', 'LAMA4', 'CACNA1D', 'MAML2', 'STEAP2-AS1', 'KCNQ3', 'AC007563.2', 'AL133346.1', 'CACNA1C', 'MEF2C', 'LINC02511', 'AC007364.1', 'PID1', 'COL12A1', 'AL807742.1', 'AC073529.1', 'AL355612.1', 'LINC01322', 'SPARCL1', 'GABRB1', 'TENT5A', 'GLIS3', 'SLC24A2', 'LINC00616', 'ADAMTS3', 'STK39', 'AL358944.1', 'AL161757.4', 'MIR2052HG', 'TFAP2A', 'ITGA8', 'PIP5K1B', 'GABRB2', 'AL442163.1', 'HTR1E', 'ROR1', 'AIPL1', 'ARHGAP6', 'GALNT13', 'KIT', 'SEZ6L', 'LINC01456', 'LINC02755', 'FBLN2', 'ABCA4', 'MIR646HG', 'MYO16', 'AP003464.1', 'CASC17', 'TGFBR2', 'GPR160', 'CHRNB4', 'AC092040.1', 'NPAS3', 'DOCK2', 'SHROOM3', 'ABTB2', 'PTN', 'AC093765.3', 'FBN2', 'GULP1', 'SLC8A1', 'CPA6', 'PTPRQ', 'ANKFN1', 'AC084740.1', 'EPHB1', 'XYLT1', 'TTC29', 'SPP1', 'FRMD3', 'KHDRBS3', 'GRIN2B', 'CCDC39', 'AL022068.1', 'P3H2', 'FAP', 'OPN4', 'AC015522.1', 'FABP7', 'FOXN2', 'STK32B', 'GAD1', 'RASGRF2', 'SLC35F1', 'BRINP1', 'RCSD1', 'AL513166.1', 'ST6GALNAC3', 'AC034195.1', 'AC090579.1', 'LINC01378', 'AC087857.1', 'KCNG3', 'KIF26B', 'AC104574.2', 'ATAD2', 'CHRNA5', 'PKN2-AS1', 'KLHL4', 'LINC02653', 'SPON1', 'TMEM132B', 'ADGB', 'AC092813.1', 'CACNA1E', 'STS', 'DKK2', 'NEUROD1', 'ELAVL2', 'ATRNL1', 'TP63', 'PRDM6', 'MALRD1', 'PPFIA2', 'TFAP2E', 'GRID1', 'AL354771.1', 'COLEC12', 'PRDM13', 'AL050403.2', 'AC093866.1', 'SNCA', 'AC079142.1', 'SLC7A11', 'AC073332.1', 'AL596087.2', 'LEMD1', 'NEUROD4', 'ADAMTS19', 'AGBL1', 'KLHL29', 'HES6', 'CSF1R', 'LAPTM5', 'RTKN2', 'AC012494.1', 'KLHL5', 'VAV3', 'SYNDIG1', 'GNGT1', 'GSG1L', 'PIEZO2', 'HULC', 'UST', 'COL11A1', 'SULF1', 'SMOC1', 'AC018616.1', 'TCF4', 'CRYBG3', 'SAMD3', 'NIBAN1', 'STAC', 'CACNB4', 'AC079380.1', 'SAMD4A', 'WFDC1', 'AC013652.1', 'NDST4', 'AC092100.1', 'PTPRO', 'CDH9', 'SNHG31', 'PRELID2', 'TUBA1A', 'RORB', 'AC092650.1', 'AC090403.1', 'KCNK13', 'BMPR1B', 'GRB10', 'ALG1L9P', 'WWOX', 'GNG12-AS1', 'COBLL1', 'PTGFR', 'LINC01508', 'ANOS1', 'NR3C2', 'PDZRN3', 'RAD51B', 'SIPA1L1', 'LINC01828', 'NRL', 'FAM135B', 'KHDRBS2', 'LMCD1-AS1', 'AC007529.2', 'CD53', 'LINC01091', 'CALCRL', 'ROR2', 'AC119674.1', 'PCDH17', 'CDC25C', 'MIS18BP1', 'LINC02224', 'AP000820.2', 'AC068305.2', 'AC068633.1', 'DOCK4', 'AL512452.1', 'MARCH11', 'AC011997.1', 'PPP2R2B', 'SLC9A9', 'ADAMTS20', 'AC073050.1', 'PTH2R', 'AL049828.1', 'TMTC2', 'AC078881.1', 'MECOM', 'LINC00598', 'ADAMTS9', 'ADRA1A', 'CALB1', 'CADPS2', 'NUSAP1', 'MIR100HG', 'AC008014.1', 'AC011029.1', 'NAALADL2', 'GHR', 'GRIK3', 'GAP43', 'BIN2', 'LINC02301', 'CHST11', 'AC023905.1', 'AC007091.1', 'SAT1', 'AC019330.1', 'KIF11', 'NPSR1-AS1', 'IGFBP7', 'ADGRB3', 'APOC2', 'CCDC26', 'KCNMA1', 'SAMD12', 'AC073365.1', 'SKAP2', 'DLGAP5', 'LINC01500', 'SST', 'NECTIN3', 'FLT1', 'LINC01776', 'HTR7', 'FGF10', 'BBOX1-AS1', 'L3MBTL4', 'LINC01163', 'LMO3', 'GABRG3-AS1', 'LINC00461', 'RIMS1', 'AC008056.1', 'DIRC3', 'SLCO5A1', 'ESRRB', 'GLRA2', 'COL24A1', 'MMD2', 'P2RY12', 'GABRR3', 'CSF3R', 'MAMDC2', 'GAS2L3', 'RNLS', 'MEG3', 'SLIT3', 'PCED1B', 'GALNT18', 'STMN2', 'EML4', 'GPR158', 'AC068308.1', 'PCAT14', 'TMEM156', 'AC246817.1', 'MELK', 'AC006974.2', 'DNAH11', 'LINC02642', 'MROH9', 'CCNB1', 'NCKAP5', 'LINC00298', 'PTPRZ1', 'COL23A1', 'BUB1', 'IL6R', 'MIR217HG', 'AF279873.3', 'POLQ', 'AC002454.1', 'KDR', 'MYOCD', 'GABRR2', 'SUGCT', 'AC002070.1', 'DIO2', 'ABCA13', 'NLGN4X', 'LINC01697', 'CHL1', 'ACKR3', 'EPHA4', 'CGNL1', 'MAP3K5', 'IGFBP3', 'RBFOX3', 'SLC17A6', 'AQP4-AS1', 'RAPGEF5', 'LINC00504', 'AC139720.1', 'NDC80', 'CELF4', 'AP001977.1', 'SERPINE1', 'EPSTI1', 'LINC02197', 'PHLDB2', 'RBMS1', 'SYN2', 'C3orf70', 'LYPD6B', 'RANBP3L', 'CIT', 'TYRP1', 'PWRN1', 'AC007614.1', 'IGF1', 'ARHGAP20', 'PAPPA', 'KLHL13', 'FIRRE', 'AF121898.1', 'RREB1', 'PTPRB', 'BCAT1', 'NHS', 'SLC40A1', 'AC087854.1', 'AC007405.1', 'KLHL32', 'AC025810.1', 'PROX1-AS1', 'ILDR2', 'MYOM3', 'BHLHE41', 'LINC02745', 'LINC02112', 'SLC5A7', 'CRABP1', 'AC007221.1', 'GUCY1A2', 'AC007846.1', 'CNGA1', 'RBM20', 'FMN2', 'ROM1', 'HPGDS', 'BEST3', 'AC061708.1', 'WNT5B', 'SEMA3C', 'MITF', 'MYO3A', 'MEF2C-AS1', 'AC109927.1', 'SH3GL2', 'ABCA1', 'PALMD', 'PLD1', 'RHBDL3', 'LINC01151', 'PAX8', 'IL20RA', 'ELMO1', 'LINC01340', 'AL353138.1', 'PIK3R1', 'COBL', 'CD44', 'HMCN1', 'SLC26A7', 'SEMA6A', 'AC090125.1', 'DTL', 'SH3RF3', 'ANKS1B', 'SNCG', 'AC015631.1', 'PRSS35', 'KIF15', 'SV2C', 'CDK6', 'DACH1', 'SCN2A', 'AL136119.1', 'EPHA5', 'SERPINI1', 'HS3ST2', 'CDH4', 'ARPP21', 'TPO', 'PTGER3', 'SPC25', 'LINC00609', 'PLCH1', 'LINC00607', 'IMMP2L', 'FOXN4', 'ZNF423', 'U91319.1', 'PMEL', 'PREX2', 'GREM2', 'SLC22A3', 'BLNK', 'AC077690.1', 'ANKRD28', 'LINC01934', 'L1TD1', 'PRSS23', 'DCLK1', 'THSD7A', 'SLC14A2', 'LHX1-DT', 'FOXO1', 'CXCL12', 'DKK3', 'CACNA1A', 'LINC01088', 'CABP5', 'ATP10A', 'SMC4', 'AF165147.1', 'LINC02220', 'PPARG', 'PAM', 'VIM', 'AC009522.1', 'AC098588.3', 'AL445433.2', 'PGM5', 'CCDC141', 'MOXD1', 'SLC6A17', 'GRM6', 'PKP2', 'AC005999.2', 'STPG2', 'FRZB', 'KYNU', 'SLC44A5', 'ANLN', 'AC016044.1', 'AC009271.1', 'TAC1', 'SGCG', 'AL157911.1', 'AC068286.2', 'ARSJ', 'LINC02694', 'AL109829.1', 'EEF1A1', 'AP001605.1', 'LIX1-AS1', 'AC046195.1', 'NCKAP1L', 'ZEB1-AS1', 'AC019068.1', 'AC126121.3', 'LINC02391', 'VCAN', 'TSPAN8', 'F5', 'MCTP2', 'C21orf58', 'ANO4', 'AC012178.1', 'CSRP2', 'AC007001.1', 'AC044810.2', 'CALB2', 'C1orf61', 'MIR181A1HG', 'LINC00970', 'PCP4', 'LINC02223', 'NOL4', 'CASC2', 'SLC1A7', 'TMEM144', 'DLGAP2', 'KCNJ6', 'LINC02408', 'AC098829.1', 'MME', 'AC104248.1', 'MID1', 'FEZF1-AS1', 'SAG', 'RBP3', 'AL356124.1', 'PCSK5', 'ADGRL3', 'TRIM67', 'AC107223.1', 'FUT9', 'AL390957.1', 'GRM7-AS3', 'EMB', 'CENPK', 'DGKG', 'PAPPA2', 'PARPBP', 'AL590807.1', 'LINC02234', 'KIF23', 'AC055733.2', 'PDGFC', 'KIF4A', 'MEOX2', 'CPAMD8', 'XIST', 'LINC02698', 'NEIL3', 'LINC00842', 'GUCY1A1', 'LINC01621', 'AC020687.1', 'CARMIL1', 'HEG1', 'HUNK', 'AC104938.1', 'LDB3', 'AC131944.1', 'AL356108.1', 'AC007432.1', 'AL392086.3', 'LINC02328', 'GNA14', 'AC012405.1', 'DMGDH', 'FREM2', 'AL592156.2', 'LINC00923', 'TMOD1', 'BUB1B', 'FST', 'AC108169.1', 'VSX2', 'TPRG1', 'TCF7L2', 'HCK', 'ABCD2', 'EYA1', 'AC092640.1', 'MAP7', 'NUF2', 'FGF13', 'AL137100.3', 'MAPK4', 'GFRA1', 'SNTB1', 'MAST4', 'RNF17', 'RASSF8', 'NIPAL1', 'GSG1', 'AC106798.1', 'AL357172.1', 'RASGRP1', 'AL136114.1', 'SLCO1C1', 'AOAH', 'AC108690.1', 'AC132153.1', 'LINC02355', 'GPR176', 'AC026341.1', 'ZPLD1', 'SLC4A10', 'LINC02715', 'RPGRIP1', 'TCF7L1', 'CFTR', 'ITGA6', 'ARHGAP25', 'AC063980.1', 'MDGA1', 'TRPC6', 'AC078845.1', 'COL4A6', 'SRRM4', 'HMOX1', 'LINC01994', 'SUCLG2-AS1', 'TENM4', 'NYAP2', 'COL21A1', 'PAK3', 'GADD45A', 'AP000446.1', 'AP001341.1', 'DTNA', 'ATP8A2', 'SYT10', 'ARHGEF26-AS1', 'LINC01619', 'ZBTB7C', 'ANTXR1', 'AC022523.1', 'AUTS2', 'STAT4', 'C8orf87', 'MRPS30-DT', 'LEKR1', 'AC233296.1', 'CNGB1', 'LINC01606', 'TMEM117', 'NETO2', 'TOX3', 'SMOC2', 'ETV1', 'FAT4', 'SLC27A6', 'PLPPR1', 'ABCB11', 'CEP128', 'CD9', 'SORL1', 'TBXAS1', 'SPRY4-AS1', 'SIPA1L2', 'CAMK4', 'AC005487.1', 'LINC01501', 'ST8SIA6', 'STARD13', 'AC011474.1', 'TSHZ1', 'RHEX', 'AC097528.1', 'TF', 'IGSF11', 'PHACTR1', 'ALDH1A1', 'TBC1D1', 'AC117481.1', 'MYRIP', 'TFAP2C', 'HECW1', 'COL8A1', 'PITPNC1', 'C7', 'VXN', 'DPH6-DT', 'ITGB8', 'MDFIC', 'PPEF2', 'FBXL7', 'KCNH1', 'AC091078.1', 'AC068875.1', 'PRKCE', 'AC012409.2', 'DOK5', 'AL117329.1', 'IQCM', 'MPPED2', 'GLRA1', 'CPS1', 'IQGAP2', 'KIFC3', 'GRIA2', 'SYTL4', 'Z94721.1', 'ZRANB2-AS2', 'RFC3', 'AC108721.2', 'ZNF208', 'GLDN', 'IFI16', 'AC125613.1', 'VAT1L', 'SLC2A14', 'FAT1', 'FAM163A', 'ARHGEF28', 'MIR548A1HG', 'AC005537.1', 'UFL1-AS1', 'CMTM8', 'COL19A1', 'GINS3', 'TLE4', 'AL512328.1', 'BRINP2', 'ARHGAP18', 'PRPH2', 'AC009654.1', 'C12orf42', 'AC025159.1', 'STXBP5L', 'AC079052.1', 'FAT3', 'MLLT3', 'ARHGAP44', 'LYPLAL1-DT', 'AC096711.2', 'TBX20', 'FAR2', 'AL137139.2', 'PRDM8', 'RXRG', 'GALNT14', 'HS3ST3B1', 'LMO4', 'GYPC', 'AL109930.1', 'HES5', 'DLC1', 'LIPC', 'AC092652.2', 'CASC15', 'NPHS1', 'LINC01239', 'EPB41L3', 'LRP2', 'PLA2G4A', 'FRMD7', 'GABBR2', 'FAM135A', 'HMGB2', 'ADGRG6', 'LINC00882', 'FYB2', 'DPF3', 'MCTP1', 'GREB1L', 'MXRA5', 'COL4A5', 'LAMB1', 'AC115282.1', 'ISL1', 'P2RY13', 'FNDC1', 'LINC02641', 'LINC00271', 'LINC01980', 'LPAR1', 'NFATC2', 'SLC38A4', 'LINC00159', 'NR3C1', 'LINC02789', 'DGKI', 'SESN3', 'AC005355.1', 'AFF2', 'SERPINE2', 'RCAN2', 'SRGAP1', 'MEI4', 'LINC01416', 'PCDH9-AS2', 'AC113383.1', 'TRPM6', 'LCP2', 'BCL2', 'LRRC1', 'OTOGL', 'SLC39A12', 'LDLRAD4', 'SDC2', 'TRH', 'NCALD', 'MKX', 'GPR39', 'GALNT15', 'ARHGAP42', 'TSHZ3', 'AC022034.3', 'GPR1', 'LEF1', 'CRYAB', 'TMEM215', 'MET', 'EML5', 'ITGA11', 'TPK1', 'DNAH14', 'TNFAIP8', 'AC024901.1', 'TCERG1L', 'LINC01122', 'CXXC4-AS1', 'CBFA2T2', 'EGR1', 'CACNA2D1', 'LINC01090', 'TPM3', 'AC138627.1', 'AC005064.1', 'MAGI1', 'LRRK1', 'KCNT2', 'CADM1', 'MED12L', 'DYNC1I1', 'FAM189A1', 'LINC00499', 'LINC01695', 'ZNF367', 'AK5', 'DPH6', 'PIF1', 'TRIM5', 'SGO2', 'AC097460.1', 'ST5', 'DEPDC1B', 'AL136962.1', 'ERVMER61-1', 'SUSD4', 'LINC02770', 'BICC1', 'MIR34AHG', 'RTN1', 'PTPRE', 'IGSF21', 'ALOX5AP', 'NEDD4', 'APCDD1L', 'TMPRSS15', 'MMP16', 'CRTAC1', 'CLYBL', 'ARHGEF4', 'SKAP1', 'CDH11', 'RFTN2', 'LRIG3', 'WIPF3', 'VIT', 'ID3', 'LIN7A', 'SV2B', 'AC114763.1', 'GJA1', 'RAB27B', 'LANCL3', 'CDCA2', 'AC127526.2', 'PRPH', 'IGSF1', 'AC063979.2', 'TRIM9', 'LINC00381', 'PHACTR2', 'AC022784.1', 'MEIKIN', 'SPTLC3', 'INSYN2B', 'STON2', 'RPL17', 'ANKRD44', 'MIR31HG', 'SLC24A4', 'MBNL3', 'ADAM29', 'NFIX', 'FAM184B', 'PAG1', 'SPON2', 'RAP2C-AS1', 'UNC79', 'ELAVL4', 'OR9Q1', 'PARM1', 'SLC1A1', 'AC097515.1', 'ZFP36L2', 'PLA2R1', 'TSBP1-AS1', 'SFMBT2', 'FNDC3B', 'AC009879.4', 'RBP4', 'AC006525.1', 'LMO2', 'GRAMD2B', 'LYN', 'AC005165.1', 'HES1', 'CABCOCO1', 'AL078590.2', 'SATB1-AS1', 'PRAME', 'AC091646.1', 'GTSE1', 'LINC02058', 'SASH1', 'AC060809.1', 'RNF217-AS1', 'SLC35F2', 'PPP1R16B', 'BBS9', 'LY96', 'NECTIN3-AS1', 'SGK1', 'YAP1', 'BMPER', 'SYT6', 'AL136366.1', 'MYO1E', 'CDH18-AS1', 'ANTXR2', 'TNIK', 'ELL2', 'GMDS-DT', 'AC016074.2', 'STYK1', 'SLCO3A1', 'AC068587.4', 'TYR', 'ANO3', 'SLC2A13', 'LINC00578', 'AC087280.2', 'ELN', 'AC004784.1', 'ZNF536', 'TRPS1', 'SULF2', 'FRMPD2', 'HLF', 'SSTR2', 'KCND3', 'RPL32', 'AC104596.1', 'SCN9A', 'LINC02331', 'LINC00299', 'LINC02398', 'KCNK2', 'DCDC2', 'CDK14', 'LRTM1', 'LGALS1', 'SYT1', 'PXT1', 'AL356277.3', 'AC068722.1', 'STAB1', 'CPVL', 'PCDH10', 'FTH1', 'EGF', 'ARHGAP26', 'COL5A2', 'MYO5B', 'FOXP1', 'PRMT3', 'TTC6', 'LINC02335', 'CCDC18', 'NTN1', 'SLC38A5', 'RASEF', 'RRAD', 'KCNV2', 'CIB4', 'LARGE1', 'CCND1', 'NMBR', 'AC002377.1', 'SOSTDC1', 'AL078604.4', 'LINC02672', 'AC246817.2', 'HDAC2-AS2', 'AC067956.1', 'PLSCR2', 'SERTM1', 'AC012349.1', 'AL024495.1', 'ARHGEF3', 'AC091912.3', 'SLC9C1', 'PRKCH', 'DIAPH2', 'ARMC3', 'LMNTD1', 'AL713851.1', 'ABHD3', 'PCDH19', 'STXBP5-AS1', 'RUBCNL', 'NMNAT2', 'ZNF676', 'AL138826.1', 'LINC01376', 'ZEB2', 'PLPP3', 'LINC02740', 'KLF12', 'EXPH5', 'MMS22L', 'SHROOM4', 'DOCK1', 'AP000829.1', 'C3AR1', 'E2F7', 'KLHL14', 'PRRX1', 'SAMD12-AS1', 'CACNB2', 'LINC00534', 'EMCN', 'ALPK1', 'ABCC3', 'KCTD1', 'RPL18A', 'RPS23', 'KLF7', 'AL159156.1', 'GRIA1', 'TOX', 'AC080132.1', 'LINC02479', 'UBE2C', 'IQSEC1', 'NEK7', 'LINC01470', 'TENM3-AS1', 'HTR4', 'RHOH', 'CFAP54', 'NRK', 'AC011346.1', 'AGAP1', 'DLL4', 'HPGD', 'AC096669.1', 'MPP6', 'CACNA1B', 'PRKCA', 'KCNS3', 'LINC01104', 'GNB3', 'ETV5', 'PDZD2', 'AL355916.1', 'CYP26A1', 'SCG2', 'SSX2IP', 'AL451062.1', 'ZNF521', 'RPS3A', 'GAB3', 'PDIA5', 'PBX1', 'RBFOX2', 'RORA', 'TMEM51', 'AC087482.1', 'AC245187.2', 'NDNF', 'GCH1', 'CAMKMT', 'ANK1', 'PCYT1B', 'ATP1A2', 'LRRN3', 'LINC00536', 'RLBP1', 'ENTPD1', 'PCOLCE2', 'MEF2C-AS2', 'AC244502.1', 'AL050309.1', 'SLC6A1', 'DYNC2H1', 'CLDN16', 'PPP1R1C', 'AC037433.1', 'LRRC52-AS1', 'AC023282.1', 'EML6', 'ITGB2', 'SLC6A13', 'PDE3B', 'VEGFC', 'SALL3', 'CKAP2', 'MYB', 'LINC02380', 'PROM1', 'KIF5A', 'GABRA5', 'AL139246.5', 'SIPA1L3', 'DNAH7', 'AF127936.2', 'BCHE', 'AC098617.1', 'ADAM23', 'CA3', 'GLCE', 'AC026765.3', 'LEPR', 'TMEM233', 'IKZF3', 'GPM6B', 'WDR49', 'RPS12', 'PLS3-AS1', 'AC002057.2', 'AC105460.2', 'ALOX5', 'LOXL1', 'QKI', 'MAN2A1', 'KIF18B', 'PMFBP1', 'AC021055.1', 'ABCC4', 'MRLN', 'AC093765.4', 'RPS18', 'WAKMAR2', 'TBX21', 'LINC01182', 'RAP1GAP2', 'TFPI', 'JAZF1', 'SLC22A15', 'FAM107A', 'AC004083.1', 'LRRIQ1', 'PPFIBP1', 'AC079465.1', 'ARMC4', 'B4GALNT3', 'MYOF', 'ADD3-AS1', 'AL359644.1', 'PCA3', 'CA8', 'PCLO', 'DLEU2', 'AC018730.1', 'HIF1A', 'NCAPG', 'BASP1-AS1', 'LINC02798', 'P2RY6', 'AC231759.2', 'CLCA4-AS1', 'TPD52', 'PWRN4', 'AC024257.1', 'RPS24', 'KCNK1', 'COL14A1', 'HMGCS1', 'ALPK2', 'SCHLAP1', 'EDNRA', 'RPS15', 'AL160408.1', 'TESK2', 'CYP1B1', 'RPS11', 'MAK', 'LINC02821', 'ITGA4', 'HAS2', 'AC004862.1', 'HDAC9', 'HMMR', 'AC245123.1', 'DPYD-AS1', 'CHRNA1', 'UBA6-AS1', 'LINC02397', 'AC111006.1', 'VSNL1', 'RPL13', 'RPL13A', 'MCF2L2', 'HRH1', 'RPS14', 'SLC17A8', 'CLIC4', 'RASGRF1', 'LINC00934', 'JARID2', 'PLEKHA7', 'RPLP1', 'ZDHHC14', 'PLA2G4C', 'CYYR1', 'TJP2', 'PLCE1', 'ST6GAL1', 'NHSL1', 'FANCI', 'HRK', 'LINC02275', 'AC105450.1', 'WLS', 'CUX2', 'CASC6', 'RPS15A', 'AL157944.1', 'AC076968.2', 'SEL1L3', 'ARID5B', 'ARHGAP10', 'DAPL1', 'MGAM', 'AC011306.1', 'C11orf87', 'UPP2', 'EEPD1', 'AC091946.1', 'MUC19', 'RPS19', 'AL591506.1', 'TEKT1', 'LINC00290', 'UPB1', 'FOLH1', 'APCDD1L-DT', 'MAML3', 'EOMES', 'GABRA1', 'NR2F1-AS1', 'AC007991.3', 'MYO10', 'MALT1', 'SDK2', 'LPAR5', 'LINC01924', 'KITLG', 'AL139090.1', 'PLPPR4', 'AL391152.1', 'PKHD1L1', 'COL2A1', 'SNHG14', 'SNED1', 'CSMD2', 'AP002961.1', 'CKAP2L', 'MSH4', 'AL445123.2', 'SYCP1', 'APLF', 'SLC14A2-AS1', 'AC010476.2', 'LINC01995', 'CDK1', 'AL160272.1', 'AL133259.1', 'FAM78B', 'GPM6A', 'NSG2', 'RAX', 'RPH3A', 'AC004835.1', 'CYSLTR1', 'RIN3', 'CDC20', 'CACNA2D4', 'MYO9A', 'IL15', 'LRGUK', 'S100A11', 'AL357522.1', 'NPAS2', 'TNS3', 'LURAP1L', 'CHRNB3', 'CPEB1', 'IL1RAP', 'FRMPD1', 'AC021231.1', 'TMEM178B', 'ZFP36L1', 'LINC01473', 'AC015983.2', 'UCHL1', 'TPTE2', 'ENPP2', 'AC079921.1', 'AIM2', 'AC093298.2', 'SLIT1', 'MBNL1', 'A2M', 'SLC16A12', 'CLIC6', 'CLNK', 'TTK', 'POT1-AS1', 'PMEPA1', 'TNFRSF19', 'PLXDC1', 'AC007389.1', 'FRK', 'ITGA2', 'GRK7', 'CPQ', 'DPYS', 'CALHM4', 'SPAG17', 'CRABP2', 'LINC01197', 'LINC01568', 'AL122014.1', 'SLC1A2', 'MEG8', 'PLPP4', 'UBE2D2', 'SCN3A', 'AR', 'ANKRD30BL', 'NRP2', 'MCUB', 'AC117386.2', 'LIMCH1', 'RAB13', 'RGS20', 'LINC01951', 'AL356737.2', 'AL390860.1', 'MAF', 'ARHGEF26', 'ELF1', 'AC012459.1', 'AC079385.1', 'AC122697.1', 'KLHDC8A', 'AL445213.2', 'ANXA4', 'STK3', 'PRMT8', 'TRMT9B', 'MYPN', 'AC007656.2', 'UTS2B', 'EGFR', 'AL445623.2', 'LRRC8C', 'CRIM1', 'WNT16', 'PPP1R3A', 'CASZ1', 'ARMC9', 'PRR11', 'ARL6', 'CCDC168', 'CYP7B1', 'DPP10-AS1', 'CDHR1', 'PKIB', 'RPS27', 'PKP4', 'AC087457.1', 'VGLL3', 'RPS8', 'ADCY9', 'AC000099.1', 'ME1', 'AC093765.2', 'LINC01258', 'AL592043.1', 'AC016885.2', 'SYT4', 'IRS1', 'ADAMTSL3', 'PDE6A', 'RND3', 'SH3TC2', 'MND1', 'TUBB3', 'KIAA0825', 'GATM', 'ELMOD1', 'BANK1', 'ZNF365', 'RAPGEF4', 'TDRD7', 'RPS27A', 'SOBP', 'EFCAB11', 'FAM83D', 'AMER2', 'TPH2', 'CXCL13', 'SH3GL3', 'LYPD6', 'GAB2', 'PAK5', 'GPC4', 'AL353784.1', 'RAB3C', 'GMDS', 'PDLIM5', 'AP003100.2', 'RGS22', 'IGFBP2', 'PLEKHG1', 'KANK4', 'LINC02614', 'OSBPL10', 'LINC00599', 'PALM2-AKAP2', 'AL589935.1', 'AC104389.5', 'RPL37A', 'SLC16A10', 'RALGPS2', 'CALCB', 'FBXW7', 'SHANK2', 'AP000459.1', 'AL109653.3', 'ADAM12', 'MARCH3', 'SP140L', 'ARHGDIB', 'PLPPR5', 'PELI2', 'C7orf33', 'VAV1', 'LINC01102', 'LINC01931', 'SH3D19', 'LINC02649', 'LINC00877', 'DDAH1', 'CASC8', 'PDE8B', 'TACR1', 'PTCH1', 'DNM3', 'CCDC170', 'AC007611.1', 'LINC01081', 'RNF180', 'AC091885.2', 'UNC5B', 'CBLN2', 'CCDC102B', 'RPL26', 'NRN1', 'C5orf64', 'AC092924.2', 'HMGA1P4', 'CTNND2', 'AC006041.2', 'AC119868.2', 'PTAFR', 'BTC', 'ZIC1', 'ESCO2', 'YPEL2', 'TMEM182', 'NOTCH2', 'TGFA', 'RPL28', 'C16orf95', 'SYT16', 'NCMAP', 'BRCA2', 'BCL11A', 'CRPPA', 'RPL10', 'CDH23', 'AL109840.2', 'ID2', 'DKK1', 'TEX15', 'NPNT', 'GRPR', 'GATB', 'AC124947.1', 'MAOA', 'ZNF438', 'ASXL3', 'PTTG1', 'HORMAD2', 'TPT1', 'AC010601.1', 'BRCA1', 'AC004594.1', 'AC084364.3', 'RHOBTB1', 'RPS13', 'AC076966.2', 'ASCL1', 'TTYH1', 'LINC02516', 'NPL', 'RPL34-AS1', 'RPS6', 'UBE2E2', 'LAMA1', 'CP', 'TMEM232', 'DEPDC1', 'NKAIN1', 'GNA14-AS1', 'AC097459.1', 'PPP1R42', 'GRAMD1B', 'PTPN14', 'FANK1', 'NCEH1', 'ADAMTS9-AS1', 'RPL9', 'CACNG2', 'NMU', 'RGS3', 'SLC22A23', 'ISOC1', 'USP2-AS1', 'LRMP', 'RPLP2', 'FGD6', 'EPB41L4A', 'ACVR1C', 'LINC02227', 'GALNT10', 'PTCHD1', 'TPD52L1', 'RPL19', 'AC093535.1', 'SPATA13', 'KCNN3', 'PYGL', 'AL009177.1', 'RPL39', 'ARHGAP28', 'PRAG1', 'GAB1', 'TMCC3', 'RNF144B', 'GNG12', 'GPR156', 'RUNDC3B', 'RTN4RL1', 'NHLH2', 'AC105941.1', 'LRIG1', 'FRMD4A', 'RPL7', 'RPLP0', 'LINC02497', 'AL138799.4', 'KIF6', 'TRDN', 'TBC1D4', 'ITGA9', 'LINC01896', 'RPL30', 'CD247', 'LIMD1', 'TSPAN18', 'MIAT', 'SH3KBP1', 'KIRREL2', 'PADI2', 'EFEMP1', 'VLDLR-AS1', 'LINC01579', 'SH3TC2-DT', 'PLBD1-AS1', 'GPA33', 'CPEB2', 'AL360178.1', 'AC040174.1', 'ADAMTS16', 'RAB20', 'DLEU7', 'CEP112', 'AL591368.1', 'OSBPL3', 'AC078820.2', 'MICAL2', 'AC012063.1', 'FAM161A', 'FAM107B', 'AL592429.2', 'FAM110B', 'RPL27A', 'AP001021.3', 'PARVA', 'MYO1D', 'PBK', 'NRG2', 'EVA1A', 'NEAT1', 'AC006994.2', 'FSHR', 'SLC12A2', 'COL4A2', 'OAF', 'CEP55', 'FIBCD1', 'BARD1', 'AC107032.2', 'SP140', 'KNTC1', 'UHRF1', 'AC027097.2', 'CASC1', 'ADRA1B', 'COLGALT2', 'PLSCR4', 'MAN1C1', 'ZCWPW2', 'LINC01586', 'ARHGAP31', 'AC072062.1', 'AC078785.1', 'LINC00571', 'RAMP1', 'NTN4', 'TUBB2A', 'BLM', 'LINC02615', 'CCNB2', 'SMIM2-AS1', 'LINC01798', 'LINC00472', 'CPXM2', 'ADAMTS12', 'BCL11B', 'CNKSR2', 'PER3', 'AL139383.1', 'RGS10', 'CRX', 'AL158828.1', 'AC018731.1', 'C8orf37-AS1', 'NT5DC1', 'DMC1', 'B2M', 'AL353576.1', 'CNKSR3', 'TLL2', 'PXDNL', 'OSTN', 'CDKN2B-AS1', 'AC110995.1', 'FKBP5', 'MGAM2', 'AJ006995.1', 'FRMD4B', 'CRADD', 'THRB-AS1', 'PALLD', 'PRKG1-AS1', 'STK32A', 'CMTM7', 'PLCB4', 'IFFO2', 'AC034111.2', 'TMEM26', 'LRRIQ3', 'GAS7', 'DRAIC', 'AC011447.3', 'AL512380.2', 'ENOX2', 'AC012291.3', 'AC117944.1', 'GAREM1', 'AC074286.1', 'CATSPERE', 'COL9A1', 'CABP1', 'AL596214.1', 'MSRB3', 'AC064807.2', 'AC018754.1', 'ANKRD7', 'MARCH4', 'C10orf67', 'TRHDE-AS1', 'ART3', 'LINC01031', 'NEDD4L', 'POU2AF1', 'SLC17A5', 'RPS4X', 'AC244131.2', 'RHOJ', 'CARD11', 'AC007262.2', 'AKAP13', 'AC000085.1', 'CTTNBP2', 'AHI1', 'HS3ST1', 'AC092625.1', 'FGF7', 'RAB39A', 'KIF20B', 'AC073569.2', 'AC010884.1', 'AC104232.3', 'DAPK2', 'PSD3', 'GDNF-AS1', 'BEND6', 'CEP152', 'CCDC148', 'DNA2', 'AC016745.1', 'PDE10A', 'HECW2', 'AC105285.1', 'DLEU1', 'CD109', 'GLI2', 'LRFN2', 'LAMC3', 'MPPED2-AS1', 'PTPRN2', 'SPATA17', 'AC083870.1', 'DGKH', 'KIF13A', 'TMEM236', 'TRABD2B', 'ST8SIA4', 'KPNA2', 'HSD17B2', 'MSRA', 'PARP8', 'CENPI', 'FSIP2', 'GASK1B', 'GNAL', 'LINC02053', 'GRB14', 'NIM1K', 'AL137856.1', 'LINC01429', 'CCND3', 'SH3RF2', 'AC008040.1', 'TERT', 'CDH22', 'AL355512.1', 'SLA', 'SCN1A', 'AC097450.1', 'PIK3AP1', 'EFHC2', 'AC021086.1', 'KCNMB4', 'SLC8A3', 'HCLS1', 'AL451127.2', 'AC003991.1', 'AC025508.1', 'SPAG16', 'RGS16', 'AC007448.5', 'ATP2B1', 'LINC00200', 'ZBBX', 'RIPOR2', 'AC009562.1', 'LINC02763', 'SH3RF1', 'CLRN1-AS1', 'LINC01357', 'SRPX2', 'CDC14B', 'RASSF5', 'WDR64', 'UACA', 'AJAP1', 'LINC02540', 'UBASH3B', 'FAXDC2', 'GXYLT2', 'CPLX4', 'ZC3H12C', 'AC040168.1', 'AC090825.1', 'EPAS1', 'RGS7BP', 'AC020907.1', 'SPINK5', 'AC008629.1', 'TG', 'LRRC3B', 'PKD1L1', 'CHEK1', 'EGLN3', 'KLRD1', 'SKA3', 'TBX3', 'MAP3K20', 'DENND2C', 'PRKG2', 'SYT14', 'RD3', 'LMOD1', 'B3GAT2', 'STIL', 'HNF4G', 'FILIP1L', 'CFAP61', 'LIN28B', 'Z93930.2', 'DIPK1A', 'CCDC136', 'RFX4', 'FAM126A', 'MB21D2', 'STK33', 'ITGB5', 'PYY', 'DCHS2', 'AC092844.1', 'KBTBD12', 'GNG2', 'GLP2R', 'CCNT2-AS1', 'CNR1', 'SLC4A5', 'GPRIN3', 'MTERF1', 'HIVEP3', 'BHMT', 'WIPF1', 'HTRA1', 'ARHGAP29', 'AL356094.2', 'PEAK1', 'LINC02246', 'DOCK5', 'PALD1', 'ADORA2A-AS1', 'LINC02389', 'CLRN1', 'SCN7A', 'FRMD6', 'WDHD1', 'RYR1', 'ENPP3', 'PACSIN1', 'RASSF3', 'LPCAT2', 'P2RX7', 'PVT1', 'RPL29', 'EPM2A', 'AC090204.1', 'ZNF385D-AS2', 'NR2E1', 'PRSS12', 'AC011416.4', 'EOGT', 'DRGX', 'TMEM255A', 'TULP1', 'TDRD9', 'AL359546.1', 'AC012499.1', 'ANKRD30B', 'AC008269.1', 'ADAMTS14', 'LGR6', 'LINC02774', 'AVEN', 'ABCA12', 'LINC01640', 'AC036214.1', 'CNTLN', 'AC079848.2', 'CFAP58', 'LMO1', 'DDX60L', 'WWC2', 'SLC5A12', 'AC092944.1', 'SMAD3', 'HESX1', 'VRK1', 'RS1', 'AL161757.5', 'HNMT', 'LRRC69', 'ARRDC3-AS1', 'KIF24', 'AC079950.1', 'GNG7', 'AL132633.1', 'SOX9-AS1', 'TMEM131L', 'NIPAL2', 'PCSK1N', 'HIVEP2', 'PLS3', 'NECAB1', 'ABLIM1', 'NEK5', 'C9orf153', 'C12orf56', 'ITPR1', 'COL1A2', 'SLC44A3', 'EXO1', 'PPEF1', 'AC022816.1', 'AL135936.1', 'CYP1B1-AS1', 'AL034348.1', 'IL16', 'AL162411.1', 'AC092675.1', 'MTHFD1L', 'BMP3', 'AC091138.1', 'KCNH8', 'GABRB3', 'PRKCQ', 'C11orf88', 'AC006299.1', 'AC006230.1', 'SLC39A11', 'RGS9', 'TUBA1C', 'TMEM178A', 'NOX4', 'SLC6A15', 'ST8SIA5', 'AP000787.1', 'VRK2', 'IQCA1', 'DIPK2A', 'AF117829.1', 'DTWD2', 'NXN', 'EVA1C', 'LINC01793', 'SEL1L2', 'ASB18', 'AC068631.1', 'AC137770.1', 'TSHR', 'DUSP16', 'LINC02018', 'KCNB1', 'LINC01992', 'ASPH', 'ZC3HAV1', 'SERPINF1', 'SEMA5B', 'TNNI3K', 'ZNF98', 'RASGEF1C', 'NHSL2', 'CACNG5', 'ADCY1', 'AL096794.1', 'MDK', 'DDR2', 'ZBTB44-DT', 'SAXO1', 'LINC00649', 'AC087639.2', 'LHX4', 'BDNF-AS', 'CLSPN', 'RPS2', 'DEPTOR', 'PTER', 'LY75', 'LINC02133', 'TMSB10', 'RNF43', 'LINC00992', 'RAB38', 'FGD4', 'PTPN22', 'MGAT5', 'JAM2', 'SOX9', 'AC105180.2', 'PDE8A', 'LINC01476', 'ANO1', 'DIAPH2-AS1', 'PSTPIP2', 'LINC00862', 'AC025263.1', 'GJA10', 'XRCC4', 'SLC2A9', 'SLC16A1', 'HLCS', 'BBOX1', 'XRCC2', 'CSTF3-DT', 'SUCLG2', 'POU2F2', 'PCDH20', 'C6', 'DEUP1', 'AF274853.1', 'NEXMIF', 'AC113386.1', 'KIAA1755', 'AC008679.1', 'LHCGR', 'INHBB', 'TRAK2', 'ADARB2-AS1', 'LINC01252', 'GFRA2', 'FSIP2-AS1', 'ERC2', 'CHRNA7', 'LINC02125', 'BOLL', 'CCDC150', 'IKZF2', 'AL590006.1', 'SNCAIP', 'CUBN', 'CAPS2', 'PHLPP1', 'TLE1', 'C16orf74', 'HPN', 'TTC8', 'NUP210L', 'AC233976.1', 'AC104803.1', 'KDM4C', 'PTCH2', 'AXDND1', 'IQCH', 'NALCN', 'RPL23', 'RPS6KA2', 'HMGA2-AS1', 'MYOM1', 'AC009899.1', 'REPS2', 'AL034417.2', 'C6orf99', 'KIFC1', 'AC025164.1', 'PRDM5', 'LINC00886', 'TAF4B', 'CCDC169', 'HMGCLL1', 'VSTM2B', 'LHFPL2', 'AL133304.3', 'MMRN1', 'AC016821.1', 'ANKRD6', 'MIPOL1', 'IL12RB2', 'AC024610.2', 'CDKN3', 'CDR2', 'CA1', 'SGMS2', 'STPG2-AS1', 'WWTR1', 'CHRDL1', 'LINC02664', 'AC090159.1', 'FLACC1', 'STK17B', 'FGFR2', 'AC099344.3', 'ARL5C', 'ZBTB16', 'C6orf58', 'OSBPL6', 'STX17-AS1', 'AP002026.1', 'LOXL1-AS1', 'LINC01301', 'PIK3R3', 'FLG-AS1', 'ETV6', 'LINC01285', 'NEK10', 'ATF7IP2', 'CORIN', 'AP001636.3', 'C9orf135', 'AC034114.2', 'AC137579.1', 'E2F3', 'FREM3', 'DNER', 'SOHLH2', 'PLXNC1', 'SCN11A', 'ENTPD3-AS1', 'ZC3H12B', 'AC009312.1', 'RPL12', 'TGFBR3', 'DNAH3', 'TEC', 'LRP4', 'FIGN', 'HIF1A-AS1', 'METTL24', 'LINC01902', 'TFAP2A-AS1', 'DAND5', 'AC011921.1', 'PLEKHH2', 'CACNA1F', 'FSIP1', 'AKR1D1', 'GPC5-AS2', 'FAM111B', 'MPPED1', 'AURKB', 'LINC00648', 'PPARA', 'FAM227B', 'ANO5', 'FRG1-DT', 'CREM', 'FTL', 'CRY1', 'DNAJC1', 'FUT10', 'RAB31', 'IRAK3', 'SLC8A1-AS1', 'LAMB4', 'CASC19', 'DNAH12', 'LNX2', 'SERTAD2', 'AC066614.1', 'CFI', 'AC006581.2', 'AC023480.1', 'DHRS7B', 'EIF1B-AS1', 'EEF2K', 'AC007681.1', 'AC017050.1', 'HDX', 'CXCR4', 'CMYA5', 'CYBRD1', 'ITGA1', 'RACGAP1', 'AL078600.1', 'LINC00640', 'AL137804.1', 'AC129803.1', 'AC011509.2', 'USP45', 'LGALSL-DT', 'ZEB1', 'SFMBT1', 'SPATA9', 'AL136171.2', 'PUDP', 'BSPH1', 'LINC00334', 'SLC39A8', 'PAPSS2', 'PAWR', 'SYT9', 'C12orf60', 'ARHGEF6', 'CRTC3-AS1', 'CYP39A1', 'SHLD1', 'AFAP1L1', 'ACER2', 'TAFA5', 'TRAF3', 'LINC01562', 'GNAI1', 'RTL9', 'AC092674.1', 'TEK', 'ARAP2', 'AK7', 'ERI1', 'MCU', 'CPPED1', 'LLGL2', 'ATG10', 'TMEM164', 'SYCP2L', 'P2RY14', 'C2CD6', 'CHRNA3', 'AC096576.2', 'IGF2BP3', 'PLOD2', 'VAMP8', 'LEF1-AS1', 'CACHD1', 'KIAA1549L', 'PLEKHD1', 'SYT17', 'SLC44A1', 'PRR5L', 'WARS2', 'PROS1', 'SLC16A2', 'CACNG7', 'AC114757.1', 'DIPK1C', 'SLC9B1', 'C3orf67', 'TSBP1', 'ATP8B1', 'LINC02284', 'COL28A1', 'MCM10', 'CDHR3', 'MAMLD1', 'AL160314.2', 'FBXO32', 'SGPP1', 'AL035458.2', 'ADAM32', 'LINC01829', 'AL359636.2', 'AL591043.2', 'ATXN1', 'DRAM1', 'CCDC171', 'ACSS3', 'SLC16A1-AS1', 'LINC02609', 'AL110114.1', 'KLRG1', 'AK8', 'LINC01221', 'EFCAB5', 'POLE2', 'ARHGAP19', 'SLC16A9', 'CR1L', 'SPECC1', 'DPP4', 'PLCXD2', 'PHLDA1', 'SRD5A2', 'RPL41', 'TNFRSF11A', 'PRDM16', 'GPR155', 'SELENOP', 'MEST', 'TNFRSF1B', 'SLC27A2', 'TMIGD3', 'SCML4', 'ASB15', 'S1PR3', 'FAM241A', 'AC124852.1', 'RPS17', 'MIR7-3HG', 'CMSS1', 'RPS16', 'TLN2', 'LIX1', 'CD163L1', 'MAPT', 'EML1', 'M1AP', 'TXK', 'AL118523.1', 'MAP1B', 'RPL37', 'AC010974.2', 'ACOT12', 'CCNG2', 'CPM', 'RTN4', 'RPL21', 'CCDC192', 'SPX', 'SRL', 'ID4', 'RGS8', 'HIF1A-AS3', 'RPS20', 'CABLES1', 'CIP2A', 'LRRC2', 'ARL4D', 'ARLNC1', 'HELLS', 'FRMPD3', 'COL6A6', 'AL451127.1', 'KCNJ16', 'DHRS3', 'TLR4', 'ABCC9', 'AC073346.1', 'LINC02360', 'FZD4-DT', 'SPINK6', 'U95743.1', 'AP003025.2', 'CENPU', 'PLEKHA1', 'CNTNAP3B', 'PCGF5', 'TMX1', 'LINC00519', 'CELF2-DT', 'MFSD4A', 'FAAH2', 'MIR222HG', 'PROSER2', 'SAMD11', 'FERMT1', 'CDON', 'CERS3', 'SLC6A3', 'FOS', 'C4orf19', 'AL137781.1', 'RRAS2', 'TRG-AS1', 'AL096803.2', 'GALNT7', 'IL1R1', 'LINC01722', 'NES', 'PRC1', 'AC002383.1', 'NOTCH1', 'GEN1', 'FGD5', 'FPR1', 'NELL2', 'CORO2A', 'CD72', 'LINC01135', 'PPP2R5A', 'AC022126.1', 'WDR31', 'ADAP2', 'KL', 'CACNA1G', 'PKNOX2', 'AL158077.2', 'ABCA10', 'GALP', 'AC091151.5', 'MRAP2', 'CLMN', 'SLC18A2', 'GAS2', 'KCNJ5', 'TNFRSF10D', 'GNG4', 'AC090115.1', 'AC104365.1', 'CNNM2', 'B3GALT5', 'AURKA', 'AC079447.1', 'TEX14', 'AC091212.1', 'TTC39B', 'LINC02235', 'LUCAT1', 'HMGN5', 'ENPP1', 'AC008459.1', 'BCL2L1', 'EPCAM-DT', 'AC008149.2', 'SLC7A2', 'ZNF83', 'LINC01563', 'AP001528.1', 'PRKAG2', 'AC010168.1', 'PRSS3', 'GFOD1', 'EZH2', 'GEM', 'BACE2', 'MRVI1-AS1', 'RBBP8', 'PPIL6', 'FAM174B', 'MESP2', 'KHDRBS2-OT', 'ADAMTS19-AS1', 'SHC3', 'TIAM1', 'AC105916.1', 'RGS5', 'FBXO16', 'HERC6', 'ANKRD31', 'C21orf62-AS1'], from ['EYS', 'RALYL', 'NRXN3', 'GRIK1', 'ZNF804B', 'NKAIN2', 'DSCAM', 'GALNTL6', 'IL1RAPL2', 'ERBB4', 'GPC5', 'RBFOX1', 'DCC', 'IQCJ-SCHIP1', 'CSMD1', 'LRRTM4', 'CDH18', 'SGCZ', 'OBI1-AS1', 'LRP1B', 'ADARB2', 'KCNIP4', 'HS6ST3', 'PTPRT', 'EPHA6', 'PCDH9', 'KCNQ5', 'BNC2', 'RBPMS', 'SNTG1', 'LUZP2', 'ZPBP', 'CSMD3', 'ZNF804A', 'NETO1', 'NTNG1', 'RELN', 'AC011287.1', 'TAFA1', 'FSTL5', 'DPP6', 'DLGAP1', 'CNTNAP5', 'EBF1', 'GRM8', 'ROBO1', 'DPP10', 'SEMA6D', 'KIRREL3', 'POU6F2', 'MCHR2-AS1', 'CNTNAP2', 'SLIT2', 'CA10', 'KLHL1', 'AC109466.1', 'BRINP3', 'SOX2-OT', 'UNC5D', 'LINC02315', 'RNF220', 'NCAM2', 'AC069277.1', 'MEGF11', 'PCDH11Y', 'LINC01440', 'OLFM3', 'PAX5', 'NRG1', 'GRID2', 'AL589740.1', 'PCDH11X', 'TENM2', 'AC011586.2', 'OPCML', 'TNR', 'MDGA2', 'MIR924HG', 'ZNF385B', 'LINC00871', 'NPY', 'NXPH1', 'AC112206.2', 'CDH8', 'PRDM1', 'CPNE4', 'INPP4B', 'OTX2-AS1', 'SLC35F3', 'XACT', 'CXCL14', 'CNTN4', 'ZFPM2', 'NELL1', 'PKHD1', 'SGCD', 'NRG3', 'KCNMB2', 'GPC6', 'FGF14', 'NAV3', 'MEIS2', 'APBB1IP', 'ST18', 'KCNC2', 'NFIA', 'MEGF10', 'SOX6', 'ASIC2', 'ASPM', 'RGS6', 'IL1RAPL1', 'RYR3', 'GRIA3', 'TMEM108', 'EGFLAM', 'NFIB', 'CENPF', 'CLSTN2', 'MIR548XHG', 'NDST3', 'AC008415.1', 'LRFN5', 'ONECUT1', 'PDE11A', 'LRRC4C', 'EPHA7', 'TACR3', 'CNTN2', 'MGAT4C', 'THSD7B', 'APOLD1', 'SAMSN1', 'LRMDA', 'TRPM1', 'AC007319.1', 'FYB1', 'SHISA6', 'NRXN1', 'TRHDE', 'TMEFF2', 'GRM7', 'AL162493.1', 'PDE3A', 'MTUS2', 'PAUPAR', 'HHIP', 'TRPC7', 'PDE1A', 'CNTNAP4', 'KCNJ3', 'PDZRN4', 'PTCHD1-AS', 'SPOCK3', 'OPN1SW', 'RP1', 'MSR1', 'KCND2', 'LRRTM3', 'FRMPD4', 'SAMD5', 'PRKG1', 'NEGR1', 'DOCK8', 'TNC', 'CCSER1', 'ROBO2', 'TOP2A', 'FMN1', 'AL033504.1', 'PAX2', 'CDH13', 'DCT', 'LHFPL6', 'SERPINI2', 'CACNG3', 'PANTR1', 'GRIP1', 'PTCHD4', 'USH2A', 'SOX5', 'BX284613.2', 'MARCH1', 'CACNA2D3', 'AC106729.1', 'CTNNA2', 'KCNH5', 'MIR4300HG', 'AC096570.1', 'PCDH7', 'ADAMTSL1', 'LINC00276', 'PTPRM', 'PLXNA4', 'AC073114.1', 'AL354809.1', 'PDE7B', 'NRP1', 'GABRG3', 'PTPRD', 'RIT2', 'SORCS1', 'CDH12', 'PDE1C', 'TMEM132D', 'CDH20', 'GRIK2', 'NWD2', 'FAM155A', 'AC099520.1', 'DIAPH3', 'CNTN5', 'LHFPL3', 'PTPRR', 'LINC02208', 'PTPRK', 'PLXNA2', 'NEFM', 'KCNH7', 'TENM3', 'C3', 'C5orf17', 'GRM5', 'NEBL', 'LINC01811', 'COL25A1', 'NALCN-AS1', 'DACH2', 'CFAP299', 'EBF3', 'CNTN6', 'NTRK2', 'FRMD5', 'SORCS3', 'ZFHX4', 'AC092422.1', 'TLL1', 'RBMS3', 'VSX1', 'FOXP2', 'SPOCK1', 'LINC00470', 'PTPRG', 'RARB', 'CCDC85A', 'EDIL3', 'MYBL1', 'NR2E3', 'ANO2', 'PRR16', 'LINC00535', 'CHST9', 'KCTD16', 'TMEM132C', 'ABI3BP', 'PCAT4', 'RYR2', 'AC114316.1', 'LAMA3', 'NKAIN3', 'CHRM2', 'LINC01505', 'SGO1-AS1', 'IKZF1', 'ADAM28', 'AC021504.1', 'RMST', 'DMD', 'SEMA5A', 'PEX5L', 'ZMAT4', 'SPATS2L', 'FSTL4', 'LINC01876', 'CCBE1', 'AC092957.1', 'SLC35F4', 'AC008591.1', 'EFNA5', 'AC093912.1', 'ANKRD33B', 'THRB', 'CNGB3', 'SHISA9', 'PDGFRA', 'AC099489.1', 'TSHZ2', 'SYN3', 'CENPE', 'OXR1', 'LINC02055', 'TAFA2', 'NTM', 'LINC02645', 'GRIA4', 'LINGO2', 'GRIN2A', 'ARHGAP24', 'ST6GALNAC5', 'WIF1', 'AC062004.1', 'GRIN3A', 'PDE4D', 'WDR72', 'C8orf34', 'CHRM3', 'AC116903.2', 'AL136456.1', 'IMPG1', 'INPP5D', 'UNC5C', 'SYNE1', 'AL589693.1', 'HS3ST4', 'TRPM3', 'PARD3B', 'SYNPR', 'AC104041.1', 'CALN1', 'MCC', 'VIPR2', 'HS3ST5', 'MPP4', 'ARHGAP15', 'MAGI2', 'AC114689.3', 'CNTN3', 'PLCB1', 'AL139815.1', 'HLA-DRA', 'MYT1L', 'BRIP1', 'GPR149', 'PTPN13', 'DGKB', 'LINC02267', 'AC016766.1', 'AC093898.1', 'AC008571.2', 'PCSK6', 'DAB1', 'CX3CR1', 'DISC1FP1', 'UNC13C', 'AC079760.2', 'ADGRL2', 'AC004852.2', 'CD74', 'CCDC60', 'LRRC7', 'TAFA4', 'AC113137.1', 'LINC00922', 'RBM47', 'RRM2', 'OCA2', 'PLXDC2', 'CPNE8', 'GABRG1', 'SLCO2B1', 'AC099792.1', 'TFAP2B', 'LINC00907', 'ALK', 'SLC24A3', 'PDE4B', 'CCK', 'COL15A1', 'ANGPT1', 'CREB5', 'IGFBP5', 'ITPR2', 'ALCAM', 'PRKD1', 'MACROD2', 'SYNPO2', 'OTX2', 'LINC01748', 'LINC01915', 'DISC1', 'AC013287.1', 'MIR3681HG', 'CDH10', 'CTNNA3', 'AC106793.1', 'AC022433.1', 'LINC02775', 'LSAMP', 'NEFL', 'LNCAROD', 'AL096854.1', 'PDGFD', 'RUNX1T1', 'KCNIP1', 'FRAS1', 'LINC02712', 'SLC1A3', 'EYA2', 'AC120193.1', 'CLVS1', 'MKI67', 'GABRA2', 'LINC01483', 'MIR99AHG', 'ENOX1', 'ZFHX3', 'ATP8B4', 'THSD4', 'LGR4', 'ANK2', 'AC002460.2', 'LINC01515', 'AC116362.1', 'CHSY3', 'ZNF385D', 'HTR2C', 'IMPG2', 'AP005262.2', 'PLCL1', 'PLCXD3', 'SATB2', 'EPS8', 'LINC01099', 'LINC01374', 'SFRP2', 'C1QB', 'MCHR2', 'ESRRG', 'RCVRN', 'EBF2', 'AC011246.1', 'SDK1', 'XKR4', 'ADAMTS17', 'WWC1', 'AL137017.1', 'AC105411.1', 'FLI1', 'KIF14', 'ADGRV1', 'IPCEF1', 'AL591501.1', 'LINC01965', 'EPHA3', 'CADPS', 'DEC1', 'MIR4500HG', 'AL163541.1', 'PCDH15', 'MOB3B', 'TENM1', 'NLK', 'ANK3', 'AC132803.1', 'PROX1', 'HCRTR2', 'AC020637.1', 'ADAMTS9-AS2', 'PPP1R14C', 'LINC01170', 'ADCY8', 'TMEM244', 'GRM1', 'CPED1', 'BTBD11', 'AC009315.1', 'TANC1', 'LINC01414', 'LINC01208', 'FAM160A1', 'LAMA2', 'RASGEF1B', 'PCAT1', 'GLRA3', 'AC114971.1', 'LINC00457', 'RUNX1', 'AC008691.1', 'F11-AS1', 'TMTC1', 'HMGA2', 'FGF12', 'TRPC4', 'SNTG2', 'LINC01572', 'ADAMTS18', 'GAL', 'AC005699.1', 'LGR5', 'NTRK3', 'PENK', 'MYO3B', 'RSPO2', 'NLGN1', 'PTPRC', 'MIR137HG', 'AC138305.1', 'LINC02196', 'PRUNE2', 'LINC01933', 'HCN1', 'AC092691.1', 'CNTN1', 'AC117461.1', 'GLI3', 'GALNT17', 'AL606923.2', 'LINC01098', 'LINC02842', 'LINC00378', 'PLD5', 'AC091576.1', 'DLG2', 'CYBB', 'NPR3', 'AC108749.1', 'PRICKLE2', 'ZHX2', 'GPC3', 'AL138828.1', 'DOK6', 'SMIM36', 'MSC-AS1', 'SRGN', 'LINC01320', 'AC060765.2', 'AC002072.1', 'TTN', 'KIAA1217', 'AC093817.2', 'ONECUT2', 'PRLR', 'LY86', 'SLC4A4', 'AC078923.1', 'AGBL4', 'FLRT2', 'AL591519.1', 'RGS7', 'ADCY2', 'CARD18', 'SEMA3E', 'HKDC1', 'AC010343.3', 'NXPH2', 'IL12A-AS1', 'AC068051.1', 'AC007402.1', 'PRKCB', 'ADGRL4', 'AFF3', 'SPANXA2-OT1', 'TRPC5', 'CHRM5', 'ASTN2', 'AC117453.1', 'ATP6V0D2', 'LAMP5', 'DOCK10', 'SLC30A8', 'GAD2', 'CFAP47', 'FHIT', 'AC006148.1', 'HS3ST3A1', 'OPRM1', 'KCNN2', 'NFIA-AS2', 'ADAMTS6', 'LINC00511', 'KCNMB2-AS1', 'GRAMD1C', 'AC007368.1', 'NAV2', 'PTGDS', 'VWC2', 'CHODL', 'CDH6', 'LINC02147', 'TFEC', 'DLL3', 'AC018680.1', 'CERKL', 'LINC00348', 'AC083837.1', 'LINC02343', 'STXBP6', 'AP000676.5', 'FREM1', 'SPHKAP', 'AC093515.1', 'PPP4R4', 'ONECUT3', 'AL365295.1', 'SEMA3A', 'ITIH5', 'CNBD1', 'AGMO', 'TMEM196', 'PIK3R5', 'WDFY4', 'NR2F2-AS1', 'GRIK4', 'AP003049.2', 'AC002069.2', 'KCTD8', 'PCSK2', 'AKAP12', 'AC073475.1', 'AC022031.2', 'MERTK', 'AC021851.2', 'AC020584.1', 'CSF2RA', 'ECT2', 'VWC2L', 'Z96074.1', 'CD36', 'AC124854.1', 'ARHGAP11B', 'APOC1', 'AL359232.1', 'KCNB2', 'SEMA3D', 'KNL1', 'HPSE2', 'AC113414.1', 'AC018697.1', 'TPX2', 'RIMS2', 'CDH7', 'CLU', 'DCDC1', 'AKAP6', 'DRD2', 'LTBP1', 'ALDH1A2', 'TFAP2D', 'KIF18A', 'LINC01950', 'AC090578.1', 'CSGALNACT1', 'PACRG', 'LINC00861', 'LINC01192', 'EPB41L2', 'LHX9', 'EDA', 'ZFHX4-AS1', 'BMP6', 'HS6ST2', 'SP100', 'TGFB2', 'GRM3', 'TYROBP', 'AC009975.1', 'AC079298.3', 'CRB1', 'LHX1', 'SLC25A21', 'UTRN', 'DSCAML1', 'AL590550.1', 'SYK', 'ZFPM2-AS1', 'EYA4', 'MAN1A1', 'CHAT', 'AL008633.1', 'DPYD', 'CTXND1', 'AL110292.1', 'HLA-DPA1', 'LINC01725', 'TMEM163', 'AL353660.1', 'CLMP', 'PDC', 'CCDC178', 'LINC01266', 'AC115622.1', 'KANK1', 'NOS1', 'KAZN', 'AC004158.1', 'LDB2', 'SETBP1', 'CENPP', 'PRKN', 'CADM2', 'PBX3', 'PRICKLE1', 'AC087564.1', 'LAMA4', 'CACNA1D', 'MAML2', 'STEAP2-AS1', 'KCNQ3', 'AC007563.2', 'AL133346.1', 'CACNA1C', 'MEF2C', 'LINC02511', 'AC007364.1', 'PID1', 'COL12A1', 'AL807742.1', 'AC073529.1', 'AL355612.1', 'LINC01322', 'SPARCL1', 'GABRB1', 'TENT5A', 'GLIS3', 'SLC24A2', 'LINC00616', 'ADAMTS3', 'STK39', 'AL358944.1', 'AL161757.4', 'MIR2052HG', 'TFAP2A', 'ITGA8', 'PIP5K1B', 'GABRB2', 'AL442163.1', 'HTR1E', 'ROR1', 'AIPL1', 'ARHGAP6', 'GALNT13', 'KIT', 'SEZ6L', 'LINC01456', 'LINC02755', 'FBLN2', 'ABCA4', 'MIR646HG', 'MYO16', 'AP003464.1', 'CASC17', 'TGFBR2', 'GPR160', 'CHRNB4', 'AC092040.1', 'NPAS3', 'DOCK2', 'SHROOM3', 'ABTB2', 'PTN', 'AC093765.3', 'FBN2', 'GULP1', 'SLC8A1', 'CPA6', 'PTPRQ', 'ANKFN1', 'AC084740.1', 'EPHB1', 'XYLT1', 'TTC29', 'SPP1', 'FRMD3', 'KHDRBS3', 'GRIN2B', 'CCDC39', 'AL022068.1', 'P3H2', 'FAP', 'OPN4', 'AC015522.1', 'FABP7', 'FOXN2', 'STK32B', 'GAD1', 'RASGRF2', 'SLC35F1', 'BRINP1', 'RCSD1', 'AL513166.1', 'ST6GALNAC3', 'AC034195.1', 'AC090579.1', 'LINC01378', 'AC087857.1', 'KCNG3', 'KIF26B', 'AC104574.2', 'ATAD2', 'CHRNA5', 'PKN2-AS1', 'KLHL4', 'LINC02653', 'SPON1', 'TMEM132B', 'ADGB', 'AC092813.1', 'CACNA1E', 'STS', 'DKK2', 'NEUROD1', 'ELAVL2', 'ATRNL1', 'TP63', 'PRDM6', 'MALRD1', 'PPFIA2', 'TFAP2E', 'GRID1', 'AL354771.1', 'COLEC12', 'PRDM13', 'AL050403.2', 'AC093866.1', 'SNCA', 'AC079142.1', 'SLC7A11', 'AC073332.1', 'AL596087.2', 'LEMD1', 'NEUROD4', 'ADAMTS19', 'AGBL1', 'KLHL29', 'HES6', 'CSF1R', 'LAPTM5', 'RTKN2', 'AC012494.1', 'KLHL5', 'VAV3', 'SYNDIG1', 'GNGT1', 'GSG1L', 'PIEZO2', 'HULC', 'UST', 'COL11A1', 'SULF1', 'SMOC1', 'AC018616.1', 'TCF4', 'CRYBG3', 'SAMD3', 'NIBAN1', 'STAC', 'CACNB4', 'AC079380.1', 'SAMD4A', 'WFDC1', 'AC013652.1', 'NDST4', 'AC092100.1', 'PTPRO', 'CDH9', 'SNHG31', 'PRELID2', 'TUBA1A', 'RORB', 'AC092650.1', 'AC090403.1', 'KCNK13', 'BMPR1B', 'GRB10', 'ALG1L9P', 'WWOX', 'GNG12-AS1', 'COBLL1', 'PTGFR', 'LINC01508', 'ANOS1', 'NR3C2', 'PDZRN3', 'RAD51B', 'SIPA1L1', 'LINC01828', 'NRL', 'FAM135B', 'KHDRBS2', 'LMCD1-AS1', 'AC007529.2', 'CD53', 'LINC01091', 'CALCRL', 'ROR2', 'AC119674.1', 'PCDH17', 'CDC25C', 'MIS18BP1', 'LINC02224', 'AP000820.2', 'AC068305.2', 'AC068633.1', 'DOCK4', 'AL512452.1', 'MARCH11', 'AC011997.1', 'PPP2R2B', 'SLC9A9', 'ADAMTS20', 'AC073050.1', 'PTH2R', 'AL049828.1', 'TMTC2', 'AC078881.1', 'MECOM', 'LINC00598', 'ADAMTS9', 'ADRA1A', 'CALB1', 'CADPS2', 'NUSAP1', 'MIR100HG', 'AC008014.1', 'AC011029.1', 'NAALADL2', 'GHR', 'GRIK3', 'GAP43', 'BIN2', 'LINC02301', 'CHST11', 'AC023905.1', 'AC007091.1', 'SAT1', 'AC019330.1', 'KIF11', 'NPSR1-AS1', 'IGFBP7', 'ADGRB3', 'APOC2', 'CCDC26', 'KCNMA1', 'SAMD12', 'AC073365.1', 'SKAP2', 'DLGAP5', 'LINC01500', 'SST', 'NECTIN3', 'FLT1', 'LINC01776', 'HTR7', 'FGF10', 'BBOX1-AS1', 'L3MBTL4', 'LINC01163', 'LMO3', 'GABRG3-AS1', 'LINC00461', 'RIMS1', 'AC008056.1', 'DIRC3', 'SLCO5A1', 'ESRRB', 'GLRA2', 'COL24A1', 'MMD2', 'P2RY12', 'GABRR3', 'CSF3R', 'MAMDC2', 'GAS2L3', 'RNLS', 'MEG3', 'SLIT3', 'PCED1B', 'GALNT18', 'STMN2', 'EML4', 'GPR158', 'AC068308.1', 'PCAT14', 'TMEM156', 'AC246817.1', 'MELK', 'AC006974.2', 'DNAH11', 'LINC02642', 'MROH9', 'CCNB1', 'NCKAP5', 'LINC00298', 'PTPRZ1', 'COL23A1', 'BUB1', 'IL6R', 'MIR217HG', 'AF279873.3', 'POLQ', 'AC002454.1', 'KDR', 'MYOCD', 'GABRR2', 'SUGCT', 'AC002070.1', 'DIO2', 'ABCA13', 'NLGN4X', 'LINC01697', 'CHL1', 'ACKR3', 'EPHA4', 'CGNL1', 'MAP3K5', 'IGFBP3', 'RBFOX3', 'SLC17A6', 'AQP4-AS1', 'RAPGEF5', 'LINC00504', 'AC139720.1', 'NDC80', 'CELF4', 'AP001977.1', 'SERPINE1', 'EPSTI1', 'LINC02197', 'PHLDB2', 'RBMS1', 'SYN2', 'C3orf70', 'LYPD6B', 'RANBP3L', 'CIT', 'TYRP1', 'PWRN1', 'AC007614.1', 'IGF1', 'ARHGAP20', 'PAPPA', 'KLHL13', 'FIRRE', 'AF121898.1', 'RREB1', 'PTPRB', 'BCAT1', 'NHS', 'SLC40A1', 'AC087854.1', 'AC007405.1', 'KLHL32', 'AC025810.1', 'PROX1-AS1', 'ILDR2', 'MYOM3', 'BHLHE41', 'LINC02745', 'LINC02112', 'SLC5A7', 'CRABP1', 'AC007221.1', 'GUCY1A2', 'AC007846.1', 'CNGA1', 'RBM20', 'FMN2', 'ROM1', 'HPGDS', 'BEST3', 'AC061708.1', 'WNT5B', 'SEMA3C', 'MITF', 'MYO3A', 'MEF2C-AS1', 'AC109927.1', 'SH3GL2', 'ABCA1', 'PALMD', 'PLD1', 'RHBDL3', 'LINC01151', 'PAX8', 'IL20RA', 'ELMO1', 'LINC01340', 'AL353138.1', 'PIK3R1', 'COBL', 'CD44', 'HMCN1', 'SLC26A7', 'SEMA6A', 'AC090125.1', 'DTL', 'SH3RF3', 'ANKS1B', 'SNCG', 'AC015631.1', 'PRSS35', 'KIF15', 'SV2C', 'CDK6', 'DACH1', 'SCN2A', 'AL136119.1', 'EPHA5', 'SERPINI1', 'HS3ST2', 'CDH4', 'ARPP21', 'TPO', 'PTGER3', 'SPC25', 'LINC00609', 'PLCH1', 'LINC00607', 'IMMP2L', 'FOXN4', 'ZNF423', 'U91319.1', 'PMEL', 'PREX2', 'GREM2', 'SLC22A3', 'BLNK', 'AC077690.1', 'ANKRD28', 'LINC01934', 'L1TD1', 'PRSS23', 'DCLK1', 'THSD7A', 'SLC14A2', 'LHX1-DT', 'FOXO1', 'CXCL12', 'DKK3', 'CACNA1A', 'LINC01088', 'CABP5', 'ATP10A', 'SMC4', 'AF165147.1', 'LINC02220', 'PPARG', 'PAM', 'VIM', 'AC009522.1', 'AC098588.3', 'AL445433.2', 'PGM5', 'CCDC141', 'MOXD1', 'SLC6A17', 'GRM6', 'PKP2', 'AC005999.2', 'STPG2', 'FRZB', 'KYNU', 'SLC44A5', 'ANLN', 'AC016044.1', 'AC009271.1', 'TAC1', 'SGCG', 'AL157911.1', 'AC068286.2', 'ARSJ', 'LINC02694', 'AL109829.1', 'EEF1A1', 'AP001605.1', 'LIX1-AS1', 'AC046195.1', 'NCKAP1L', 'ZEB1-AS1', 'AC019068.1', 'AC126121.3', 'LINC02391', 'VCAN', 'TSPAN8', 'F5', 'MCTP2', 'C21orf58', 'ANO4', 'AC012178.1', 'CSRP2', 'AC007001.1', 'AC044810.2', 'CALB2', 'C1orf61', 'MIR181A1HG', 'LINC00970', 'PCP4', 'LINC02223', 'NOL4', 'CASC2', 'SLC1A7', 'TMEM144', 'DLGAP2', 'KCNJ6', 'LINC02408', 'AC098829.1', 'MME', 'AC104248.1', 'MID1', 'FEZF1-AS1', 'SAG', 'RBP3', 'AL356124.1', 'PCSK5', 'ADGRL3', 'TRIM67', 'AC107223.1', 'FUT9', 'AL390957.1', 'GRM7-AS3', 'EMB', 'CENPK', 'DGKG', 'PAPPA2', 'PARPBP', 'AL590807.1', 'LINC02234', 'KIF23', 'AC055733.2', 'PDGFC', 'KIF4A', 'MEOX2', 'CPAMD8', 'XIST', 'LINC02698', 'NEIL3', 'LINC00842', 'GUCY1A1', 'LINC01621', 'AC020687.1', 'CARMIL1', 'HEG1', 'HUNK', 'AC104938.1', 'LDB3', 'AC131944.1', 'AL356108.1', 'AC007432.1', 'AL392086.3', 'LINC02328', 'GNA14', 'AC012405.1', 'DMGDH', 'FREM2', 'AL592156.2', 'LINC00923', 'TMOD1', 'BUB1B', 'FST', 'AC108169.1', 'VSX2', 'TPRG1', 'TCF7L2', 'HCK', 'ABCD2', 'EYA1', 'AC092640.1', 'MAP7', 'NUF2', 'FGF13', 'AL137100.3', 'MAPK4', 'GFRA1', 'SNTB1', 'MAST4', 'RNF17', 'RASSF8', 'NIPAL1', 'GSG1', 'AC106798.1', 'AL357172.1', 'RASGRP1', 'AL136114.1', 'SLCO1C1', 'AOAH', 'AC108690.1', 'AC132153.1', 'LINC02355', 'GPR176', 'AC026341.1', 'ZPLD1', 'SLC4A10', 'LINC02715', 'RPGRIP1', 'TCF7L1', 'CFTR', 'ITGA6', 'ARHGAP25', 'AC063980.1', 'MDGA1', 'TRPC6', 'AC078845.1', 'COL4A6', 'SRRM4', 'HMOX1', 'LINC01994', 'SUCLG2-AS1', 'TENM4', 'NYAP2', 'COL21A1', 'PAK3', 'GADD45A', 'AP000446.1', 'AP001341.1', 'DTNA', 'ATP8A2', 'SYT10', 'ARHGEF26-AS1', 'LINC01619', 'ZBTB7C', 'ANTXR1', 'AC022523.1', 'AUTS2', 'STAT4', 'C8orf87', 'MRPS30-DT', 'LEKR1', 'AC233296.1', 'CNGB1', 'LINC01606', 'TMEM117', 'NETO2', 'TOX3', 'SMOC2', 'ETV1', 'FAT4', 'SLC27A6', 'PLPPR1', 'ABCB11', 'CEP128', 'CD9', 'SORL1', 'TBXAS1', 'SPRY4-AS1', 'SIPA1L2', 'CAMK4', 'AC005487.1', 'LINC01501', 'ST8SIA6', 'STARD13', 'AC011474.1', 'TSHZ1', 'RHEX', 'AC097528.1', 'TF', 'IGSF11', 'PHACTR1', 'ALDH1A1', 'TBC1D1', 'AC117481.1', 'MYRIP', 'TFAP2C', 'HECW1', 'COL8A1', 'PITPNC1', 'C7', 'VXN', 'DPH6-DT', 'ITGB8', 'MDFIC', 'PPEF2', 'FBXL7', 'KCNH1', 'AC091078.1', 'AC068875.1', 'PRKCE', 'AC012409.2', 'DOK5', 'AL117329.1', 'IQCM', 'MPPED2', 'GLRA1', 'CPS1', 'IQGAP2', 'KIFC3', 'GRIA2', 'SYTL4', 'Z94721.1', 'ZRANB2-AS2', 'RFC3', 'AC108721.2', 'ZNF208', 'GLDN', 'IFI16', 'AC125613.1', 'VAT1L', 'SLC2A14', 'FAT1', 'FAM163A', 'ARHGEF28', 'MIR548A1HG', 'AC005537.1', 'UFL1-AS1', 'CMTM8', 'COL19A1', 'GINS3', 'TLE4', 'AL512328.1', 'BRINP2', 'ARHGAP18', 'PRPH2', 'AC009654.1', 'C12orf42', 'AC025159.1', 'STXBP5L', 'AC079052.1', 'FAT3', 'MLLT3', 'ARHGAP44', 'LYPLAL1-DT', 'AC096711.2', 'TBX20', 'FAR2', 'AL137139.2', 'PRDM8', 'RXRG', 'GALNT14', 'HS3ST3B1', 'LMO4', 'GYPC', 'AL109930.1', 'HES5', 'DLC1', 'LIPC', 'AC092652.2', 'CASC15', 'NPHS1', 'LINC01239', 'EPB41L3', 'LRP2', 'PLA2G4A', 'FRMD7', 'GABBR2', 'FAM135A', 'HMGB2', 'ADGRG6', 'LINC00882', 'FYB2', 'DPF3', 'MCTP1', 'GREB1L', 'MXRA5', 'COL4A5', 'LAMB1', 'AC115282.1', 'ISL1', 'P2RY13', 'FNDC1', 'LINC02641', 'LINC00271', 'LINC01980', 'LPAR1', 'NFATC2', 'SLC38A4', 'LINC00159', 'NR3C1', 'LINC02789', 'DGKI', 'SESN3', 'AC005355.1', 'AFF2', 'SERPINE2', 'RCAN2', 'SRGAP1', 'MEI4', 'LINC01416', 'PCDH9-AS2', 'AC113383.1', 'TRPM6', 'LCP2', 'BCL2', 'LRRC1', 'OTOGL', 'SLC39A12', 'LDLRAD4', 'SDC2', 'TRH', 'NCALD', 'MKX', 'GPR39', 'GALNT15', 'ARHGAP42', 'TSHZ3', 'AC022034.3', 'GPR1', 'LEF1', 'CRYAB', 'TMEM215', 'MET', 'EML5', 'ITGA11', 'TPK1', 'DNAH14', 'TNFAIP8', 'AC024901.1', 'TCERG1L', 'LINC01122', 'CXXC4-AS1', 'CBFA2T2', 'EGR1', 'CACNA2D1', 'LINC01090', 'TPM3', 'AC138627.1', 'AC005064.1', 'MAGI1', 'LRRK1', 'KCNT2', 'CADM1', 'MED12L', 'DYNC1I1', 'FAM189A1', 'LINC00499', 'LINC01695', 'ZNF367', 'AK5', 'DPH6', 'PIF1', 'TRIM5', 'SGO2', 'AC097460.1', 'ST5', 'DEPDC1B', 'AL136962.1', 'ERVMER61-1', 'SUSD4', 'LINC02770', 'BICC1', 'MIR34AHG', 'RTN1', 'PTPRE', 'IGSF21', 'ALOX5AP', 'NEDD4', 'APCDD1L', 'TMPRSS15', 'MMP16', 'CRTAC1', 'CLYBL', 'ARHGEF4', 'SKAP1', 'CDH11', 'RFTN2', 'LRIG3', 'WIPF3', 'VIT', 'ID3', 'LIN7A', 'SV2B', 'AC114763.1', 'GJA1', 'RAB27B', 'LANCL3', 'CDCA2', 'AC127526.2', 'PRPH', 'IGSF1', 'AC063979.2', 'TRIM9', 'LINC00381', 'PHACTR2', 'AC022784.1', 'MEIKIN', 'SPTLC3', 'INSYN2B', 'STON2', 'RPL17', 'ANKRD44', 'MIR31HG', 'SLC24A4', 'MBNL3', 'ADAM29', 'NFIX', 'FAM184B', 'PAG1', 'SPON2', 'RAP2C-AS1', 'UNC79', 'ELAVL4', 'OR9Q1', 'PARM1', 'SLC1A1', 'AC097515.1', 'ZFP36L2', 'PLA2R1', 'TSBP1-AS1', 'SFMBT2', 'FNDC3B', 'AC009879.4', 'RBP4', 'AC006525.1', 'LMO2', 'GRAMD2B', 'LYN', 'AC005165.1', 'HES1', 'CABCOCO1', 'AL078590.2', 'SATB1-AS1', 'PRAME', 'AC091646.1', 'GTSE1', 'LINC02058', 'SASH1', 'AC060809.1', 'RNF217-AS1', 'SLC35F2', 'PPP1R16B', 'BBS9', 'LY96', 'NECTIN3-AS1', 'SGK1', 'YAP1', 'BMPER', 'SYT6', 'AL136366.1', 'MYO1E', 'CDH18-AS1', 'ANTXR2', 'TNIK', 'ELL2', 'GMDS-DT', 'AC016074.2', 'STYK1', 'SLCO3A1', 'AC068587.4', 'TYR', 'ANO3', 'SLC2A13', 'LINC00578', 'AC087280.2', 'ELN', 'AC004784.1', 'ZNF536', 'TRPS1', 'SULF2', 'FRMPD2', 'HLF', 'SSTR2', 'KCND3', 'RPL32', 'AC104596.1', 'SCN9A', 'LINC02331', 'LINC00299', 'LINC02398', 'KCNK2', 'DCDC2', 'CDK14', 'LRTM1', 'LGALS1', 'SYT1', 'PXT1', 'AL356277.3', 'AC068722.1', 'STAB1', 'CPVL', 'PCDH10', 'FTH1', 'EGF', 'ARHGAP26', 'COL5A2', 'MYO5B', 'FOXP1', 'PRMT3', 'TTC6', 'LINC02335', 'CCDC18', 'NTN1', 'SLC38A5', 'RASEF', 'RRAD', 'KCNV2', 'CIB4', 'LARGE1', 'CCND1', 'NMBR', 'AC002377.1', 'SOSTDC1', 'AL078604.4', 'LINC02672', 'AC246817.2', 'HDAC2-AS2', 'AC067956.1', 'PLSCR2', 'SERTM1', 'AC012349.1', 'AL024495.1', 'ARHGEF3', 'AC091912.3', 'SLC9C1', 'PRKCH', 'DIAPH2', 'ARMC3', 'LMNTD1', 'AL713851.1', 'ABHD3', 'PCDH19', 'STXBP5-AS1', 'RUBCNL', 'NMNAT2', 'ZNF676', 'AL138826.1', 'LINC01376', 'ZEB2', 'PLPP3', 'LINC02740', 'KLF12', 'EXPH5', 'MMS22L', 'SHROOM4', 'DOCK1', 'AP000829.1', 'C3AR1', 'E2F7', 'KLHL14', 'PRRX1', 'SAMD12-AS1', 'CACNB2', 'LINC00534', 'EMCN', 'ALPK1', 'ABCC3', 'KCTD1', 'RPL18A', 'RPS23', 'KLF7', 'AL159156.1', 'GRIA1', 'TOX', 'AC080132.1', 'LINC02479', 'UBE2C', 'IQSEC1', 'NEK7', 'LINC01470', 'TENM3-AS1', 'HTR4', 'RHOH', 'CFAP54', 'NRK', 'AC011346.1', 'AGAP1', 'DLL4', 'HPGD', 'AC096669.1', 'MPP6', 'CACNA1B', 'PRKCA', 'KCNS3', 'LINC01104', 'GNB3', 'ETV5', 'PDZD2', 'AL355916.1', 'CYP26A1', 'SCG2', 'SSX2IP', 'AL451062.1', 'ZNF521', 'RPS3A', 'GAB3', 'PDIA5', 'PBX1', 'RBFOX2', 'RORA', 'TMEM51', 'AC087482.1', 'AC245187.2', 'NDNF', 'GCH1', 'CAMKMT', 'ANK1', 'PCYT1B', 'ATP1A2', 'LRRN3', 'LINC00536', 'RLBP1', 'ENTPD1', 'PCOLCE2', 'MEF2C-AS2', 'AC244502.1', 'AL050309.1', 'SLC6A1', 'DYNC2H1', 'CLDN16', 'PPP1R1C', 'AC037433.1', 'LRRC52-AS1', 'AC023282.1', 'EML6', 'ITGB2', 'SLC6A13', 'PDE3B', 'VEGFC', 'SALL3', 'CKAP2', 'MYB', 'LINC02380', 'PROM1', 'KIF5A', 'GABRA5', 'AL139246.5', 'SIPA1L3', 'DNAH7', 'AF127936.2', 'BCHE', 'AC098617.1', 'ADAM23', 'CA3', 'GLCE', 'AC026765.3', 'LEPR', 'TMEM233', 'IKZF3', 'GPM6B', 'WDR49', 'RPS12', 'PLS3-AS1', 'AC002057.2', 'AC105460.2', 'ALOX5', 'LOXL1', 'QKI', 'MAN2A1', 'KIF18B', 'PMFBP1', 'AC021055.1', 'ABCC4', 'MRLN', 'AC093765.4', 'RPS18', 'WAKMAR2', 'TBX21', 'LINC01182', 'RAP1GAP2', 'TFPI', 'JAZF1', 'SLC22A15', 'FAM107A', 'AC004083.1', 'LRRIQ1', 'PPFIBP1', 'AC079465.1', 'ARMC4', 'B4GALNT3', 'MYOF', 'ADD3-AS1', 'AL359644.1', 'PCA3', 'CA8', 'PCLO', 'DLEU2', 'AC018730.1', 'HIF1A', 'NCAPG', 'BASP1-AS1', 'LINC02798', 'P2RY6', 'AC231759.2', 'CLCA4-AS1', 'TPD52', 'PWRN4', 'AC024257.1', 'RPS24', 'KCNK1', 'COL14A1', 'HMGCS1', 'ALPK2', 'SCHLAP1', 'EDNRA', 'RPS15', 'AL160408.1', 'TESK2', 'CYP1B1', 'RPS11', 'MAK', 'LINC02821', 'ITGA4', 'HAS2', 'AC004862.1', 'HDAC9', 'HMMR', 'AC245123.1', 'DPYD-AS1', 'CHRNA1', 'UBA6-AS1', 'LINC02397', 'AC111006.1', 'VSNL1', 'RPL13', 'RPL13A', 'MCF2L2', 'HRH1', 'RPS14', 'SLC17A8', 'CLIC4', 'RASGRF1', 'LINC00934', 'JARID2', 'PLEKHA7', 'RPLP1', 'ZDHHC14', 'PLA2G4C', 'CYYR1', 'TJP2', 'PLCE1', 'ST6GAL1', 'NHSL1', 'FANCI', 'HRK', 'LINC02275', 'AC105450.1', 'WLS', 'CUX2', 'CASC6', 'RPS15A', 'AL157944.1', 'AC076968.2', 'SEL1L3', 'ARID5B', 'ARHGAP10', 'DAPL1', 'MGAM', 'AC011306.1', 'C11orf87', 'UPP2', 'EEPD1', 'AC091946.1', 'MUC19', 'RPS19', 'AL591506.1', 'TEKT1', 'LINC00290', 'UPB1', 'FOLH1', 'APCDD1L-DT', 'MAML3', 'EOMES', 'GABRA1', 'NR2F1-AS1', 'AC007991.3', 'MYO10', 'MALT1', 'SDK2', 'LPAR5', 'LINC01924', 'KITLG', 'AL139090.1', 'PLPPR4', 'AL391152.1', 'PKHD1L1', 'COL2A1', 'SNHG14', 'SNED1', 'CSMD2', 'AP002961.1', 'CKAP2L', 'MSH4', 'AL445123.2', 'SYCP1', 'APLF', 'SLC14A2-AS1', 'AC010476.2', 'LINC01995', 'CDK1', 'AL160272.1', 'AL133259.1', 'FAM78B', 'GPM6A', 'NSG2', 'RAX', 'RPH3A', 'AC004835.1', 'CYSLTR1', 'RIN3', 'CDC20', 'CACNA2D4', 'MYO9A', 'IL15', 'LRGUK', 'S100A11', 'AL357522.1', 'NPAS2', 'TNS3', 'LURAP1L', 'CHRNB3', 'CPEB1', 'IL1RAP', 'FRMPD1', 'AC021231.1', 'TMEM178B', 'ZFP36L1', 'LINC01473', 'AC015983.2', 'UCHL1', 'TPTE2', 'ENPP2', 'AC079921.1', 'AIM2', 'AC093298.2', 'SLIT1', 'MBNL1', 'A2M', 'SLC16A12', 'CLIC6', 'CLNK', 'TTK', 'POT1-AS1', 'PMEPA1', 'TNFRSF19', 'PLXDC1', 'AC007389.1', 'FRK', 'ITGA2', 'GRK7', 'CPQ', 'DPYS', 'CALHM4', 'SPAG17', 'CRABP2', 'LINC01197', 'LINC01568', 'AL122014.1', 'SLC1A2', 'MEG8', 'PLPP4', 'UBE2D2', 'SCN3A', 'AR', 'ANKRD30BL', 'NRP2', 'MCUB', 'AC117386.2', 'LIMCH1', 'RAB13', 'RGS20', 'LINC01951', 'AL356737.2', 'AL390860.1', 'MAF', 'ARHGEF26', 'ELF1', 'AC012459.1', 'AC079385.1', 'AC122697.1', 'KLHDC8A', 'AL445213.2', 'ANXA4', 'STK3', 'PRMT8', 'TRMT9B', 'MYPN', 'AC007656.2', 'UTS2B', 'EGFR', 'AL445623.2', 'LRRC8C', 'CRIM1', 'WNT16', 'PPP1R3A', 'CASZ1', 'ARMC9', 'PRR11', 'ARL6', 'CCDC168', 'CYP7B1', 'DPP10-AS1', 'CDHR1', 'PKIB', 'RPS27', 'PKP4', 'AC087457.1', 'VGLL3', 'RPS8', 'ADCY9', 'AC000099.1', 'ME1', 'AC093765.2', 'LINC01258', 'AL592043.1', 'AC016885.2', 'SYT4', 'IRS1', 'ADAMTSL3', 'PDE6A', 'RND3', 'SH3TC2', 'MND1', 'TUBB3', 'KIAA0825', 'GATM', 'ELMOD1', 'BANK1', 'ZNF365', 'RAPGEF4', 'TDRD7', 'RPS27A', 'SOBP', 'EFCAB11', 'FAM83D', 'AMER2', 'TPH2', 'CXCL13', 'SH3GL3', 'LYPD6', 'GAB2', 'PAK5', 'GPC4', 'AL353784.1', 'RAB3C', 'GMDS', 'PDLIM5', 'AP003100.2', 'RGS22', 'IGFBP2', 'PLEKHG1', 'KANK4', 'LINC02614', 'OSBPL10', 'LINC00599', 'PALM2-AKAP2', 'AL589935.1', 'AC104389.5', 'RPL37A', 'SLC16A10', 'RALGPS2', 'CALCB', 'FBXW7', 'SHANK2', 'AP000459.1', 'AL109653.3', 'ADAM12', 'MARCH3', 'SP140L', 'ARHGDIB', 'PLPPR5', 'PELI2', 'C7orf33', 'VAV1', 'LINC01102', 'LINC01931', 'SH3D19', 'LINC02649', 'LINC00877', 'DDAH1', 'CASC8', 'PDE8B', 'TACR1', 'PTCH1', 'DNM3', 'CCDC170', 'AC007611.1', 'LINC01081', 'RNF180', 'AC091885.2', 'UNC5B', 'CBLN2', 'CCDC102B', 'RPL26', 'NRN1', 'C5orf64', 'AC092924.2', 'HMGA1P4', 'CTNND2', 'AC006041.2', 'AC119868.2', 'PTAFR', 'BTC', 'ZIC1', 'ESCO2', 'YPEL2', 'TMEM182', 'NOTCH2', 'TGFA', 'RPL28', 'C16orf95', 'SYT16', 'NCMAP', 'BRCA2', 'BCL11A', 'CRPPA', 'RPL10', 'CDH23', 'AL109840.2', 'ID2', 'DKK1', 'TEX15', 'NPNT', 'GRPR', 'GATB', 'AC124947.1', 'MAOA', 'ZNF438', 'ASXL3', 'PTTG1', 'HORMAD2', 'TPT1', 'AC010601.1', 'BRCA1', 'AC004594.1', 'AC084364.3', 'RHOBTB1', 'RPS13', 'AC076966.2', 'ASCL1', 'TTYH1', 'LINC02516', 'NPL', 'RPL34-AS1', 'RPS6', 'UBE2E2', 'LAMA1', 'CP', 'TMEM232', 'DEPDC1', 'NKAIN1', 'GNA14-AS1', 'AC097459.1', 'PPP1R42', 'GRAMD1B', 'PTPN14', 'FANK1', 'NCEH1', 'ADAMTS9-AS1', 'RPL9', 'CACNG2', 'NMU', 'RGS3', 'SLC22A23', 'ISOC1', 'USP2-AS1', 'LRMP', 'RPLP2', 'FGD6', 'EPB41L4A', 'ACVR1C', 'LINC02227', 'GALNT10', 'PTCHD1', 'TPD52L1', 'RPL19', 'AC093535.1', 'SPATA13', 'KCNN3', 'PYGL', 'AL009177.1', 'RPL39', 'ARHGAP28', 'PRAG1', 'GAB1', 'TMCC3', 'RNF144B', 'GNG12', 'GPR156', 'RUNDC3B', 'RTN4RL1', 'NHLH2', 'AC105941.1', 'LRIG1', 'FRMD4A', 'RPL7', 'RPLP0', 'LINC02497', 'AL138799.4', 'KIF6', 'TRDN', 'TBC1D4', 'ITGA9', 'LINC01896', 'RPL30', 'CD247', 'LIMD1', 'TSPAN18', 'MIAT', 'SH3KBP1', 'KIRREL2', 'PADI2', 'EFEMP1', 'VLDLR-AS1', 'LINC01579', 'SH3TC2-DT', 'PLBD1-AS1', 'GPA33', 'CPEB2', 'AL360178.1', 'AC040174.1', 'ADAMTS16', 'RAB20', 'DLEU7', 'CEP112', 'AL591368.1', 'OSBPL3', 'AC078820.2', 'MICAL2', 'AC012063.1', 'FAM161A', 'FAM107B', 'AL592429.2', 'FAM110B', 'RPL27A', 'AP001021.3', 'PARVA', 'MYO1D', 'PBK', 'NRG2', 'EVA1A', 'NEAT1', 'AC006994.2', 'FSHR', 'SLC12A2', 'COL4A2', 'OAF', 'CEP55', 'FIBCD1', 'BARD1', 'AC107032.2', 'SP140', 'KNTC1', 'UHRF1', 'AC027097.2', 'CASC1', 'ADRA1B', 'COLGALT2', 'PLSCR4', 'MAN1C1', 'ZCWPW2', 'LINC01586', 'ARHGAP31', 'AC072062.1', 'AC078785.1', 'LINC00571', 'RAMP1', 'NTN4', 'TUBB2A', 'BLM', 'LINC02615', 'CCNB2', 'SMIM2-AS1', 'LINC01798', 'LINC00472', 'CPXM2', 'ADAMTS12', 'BCL11B', 'CNKSR2', 'PER3', 'AL139383.1', 'RGS10', 'CRX', 'AL158828.1', 'AC018731.1', 'C8orf37-AS1', 'NT5DC1', 'DMC1', 'B2M', 'AL353576.1', 'CNKSR3', 'TLL2', 'PXDNL', 'OSTN', 'CDKN2B-AS1', 'AC110995.1', 'FKBP5', 'MGAM2', 'AJ006995.1', 'FRMD4B', 'CRADD', 'THRB-AS1', 'PALLD', 'PRKG1-AS1', 'STK32A', 'CMTM7', 'PLCB4', 'IFFO2', 'AC034111.2', 'TMEM26', 'LRRIQ3', 'GAS7', 'DRAIC', 'AC011447.3', 'AL512380.2', 'ENOX2', 'AC012291.3', 'AC117944.1', 'GAREM1', 'AC074286.1', 'CATSPERE', 'COL9A1', 'CABP1', 'AL596214.1', 'MSRB3', 'AC064807.2', 'AC018754.1', 'ANKRD7', 'MARCH4', 'C10orf67', 'TRHDE-AS1', 'ART3', 'LINC01031', 'NEDD4L', 'POU2AF1', 'SLC17A5', 'RPS4X', 'AC244131.2', 'RHOJ', 'CARD11', 'AC007262.2', 'AKAP13', 'AC000085.1', 'CTTNBP2', 'AHI1', 'HS3ST1', 'AC092625.1', 'FGF7', 'RAB39A', 'KIF20B', 'AC073569.2', 'AC010884.1', 'AC104232.3', 'DAPK2', 'PSD3', 'GDNF-AS1', 'BEND6', 'CEP152', 'CCDC148', 'DNA2', 'AC016745.1', 'PDE10A', 'HECW2', 'AC105285.1', 'DLEU1', 'CD109', 'GLI2', 'LRFN2', 'LAMC3', 'MPPED2-AS1', 'PTPRN2', 'SPATA17', 'AC083870.1', 'DGKH', 'KIF13A', 'TMEM236', 'TRABD2B', 'ST8SIA4', 'KPNA2', 'HSD17B2', 'MSRA', 'PARP8', 'CENPI', 'FSIP2', 'GASK1B', 'GNAL', 'LINC02053', 'GRB14', 'NIM1K', 'AL137856.1', 'LINC01429', 'CCND3', 'SH3RF2', 'AC008040.1', 'TERT', 'CDH22', 'AL355512.1', 'SLA', 'SCN1A', 'AC097450.1', 'PIK3AP1', 'EFHC2', 'AC021086.1', 'KCNMB4', 'SLC8A3', 'HCLS1', 'AL451127.2', 'AC003991.1', 'AC025508.1', 'SPAG16', 'RGS16', 'AC007448.5', 'ATP2B1', 'LINC00200', 'ZBBX', 'RIPOR2', 'AC009562.1', 'LINC02763', 'SH3RF1', 'CLRN1-AS1', 'LINC01357', 'SRPX2', 'CDC14B', 'RASSF5', 'WDR64', 'UACA', 'AJAP1', 'LINC02540', 'UBASH3B', 'FAXDC2', 'GXYLT2', 'CPLX4', 'ZC3H12C', 'AC040168.1', 'AC090825.1', 'EPAS1', 'RGS7BP', 'AC020907.1', 'SPINK5', 'AC008629.1', 'TG', 'LRRC3B', 'PKD1L1', 'CHEK1', 'EGLN3', 'KLRD1', 'SKA3', 'TBX3', 'MAP3K20', 'DENND2C', 'PRKG2', 'SYT14', 'RD3', 'LMOD1', 'B3GAT2', 'STIL', 'HNF4G', 'FILIP1L', 'CFAP61', 'LIN28B', 'Z93930.2', 'DIPK1A', 'CCDC136', 'RFX4', 'FAM126A', 'MB21D2', 'STK33', 'ITGB5', 'PYY', 'DCHS2', 'AC092844.1', 'KBTBD12', 'GNG2', 'GLP2R', 'CCNT2-AS1', 'CNR1', 'SLC4A5', 'GPRIN3', 'MTERF1', 'HIVEP3', 'BHMT', 'WIPF1', 'HTRA1', 'ARHGAP29', 'AL356094.2', 'PEAK1', 'LINC02246', 'DOCK5', 'PALD1', 'ADORA2A-AS1', 'LINC02389', 'CLRN1', 'SCN7A', 'FRMD6', 'WDHD1', 'RYR1', 'ENPP3', 'PACSIN1', 'RASSF3', 'LPCAT2', 'P2RX7', 'PVT1', 'RPL29', 'EPM2A', 'AC090204.1', 'ZNF385D-AS2', 'NR2E1', 'PRSS12', 'AC011416.4', 'EOGT', 'DRGX', 'TMEM255A', 'TULP1', 'TDRD9', 'AL359546.1', 'AC012499.1', 'ANKRD30B', 'AC008269.1', 'ADAMTS14', 'LGR6', 'LINC02774', 'AVEN', 'ABCA12', 'LINC01640', 'AC036214.1', 'CNTLN', 'AC079848.2', 'CFAP58', 'LMO1', 'DDX60L', 'WWC2', 'SLC5A12', 'AC092944.1', 'SMAD3', 'HESX1', 'VRK1', 'RS1', 'AL161757.5', 'HNMT', 'LRRC69', 'ARRDC3-AS1', 'KIF24', 'AC079950.1', 'GNG7', 'AL132633.1', 'SOX9-AS1', 'TMEM131L', 'NIPAL2', 'PCSK1N', 'HIVEP2', 'PLS3', 'NECAB1', 'ABLIM1', 'NEK5', 'C9orf153', 'C12orf56', 'ITPR1', 'COL1A2', 'SLC44A3', 'EXO1', 'PPEF1', 'AC022816.1', 'AL135936.1', 'CYP1B1-AS1', 'AL034348.1', 'IL16', 'AL162411.1', 'AC092675.1', 'MTHFD1L', 'BMP3', 'AC091138.1', 'KCNH8', 'GABRB3', 'PRKCQ', 'C11orf88', 'AC006299.1', 'AC006230.1', 'SLC39A11', 'RGS9', 'TUBA1C', 'TMEM178A', 'NOX4', 'SLC6A15', 'ST8SIA5', 'AP000787.1', 'VRK2', 'IQCA1', 'DIPK2A', 'AF117829.1', 'DTWD2', 'NXN', 'EVA1C', 'LINC01793', 'SEL1L2', 'ASB18', 'AC068631.1', 'AC137770.1', 'TSHR', 'DUSP16', 'LINC02018', 'KCNB1', 'LINC01992', 'ASPH', 'ZC3HAV1', 'SERPINF1', 'SEMA5B', 'TNNI3K', 'ZNF98', 'RASGEF1C', 'NHSL2', 'CACNG5', 'ADCY1', 'AL096794.1', 'MDK', 'DDR2', 'ZBTB44-DT', 'SAXO1', 'LINC00649', 'AC087639.2', 'LHX4', 'BDNF-AS', 'CLSPN', 'RPS2', 'DEPTOR', 'PTER', 'LY75', 'LINC02133', 'TMSB10', 'RNF43', 'LINC00992', 'RAB38', 'FGD4', 'PTPN22', 'MGAT5', 'JAM2', 'SOX9', 'AC105180.2', 'PDE8A', 'LINC01476', 'ANO1', 'DIAPH2-AS1', 'PSTPIP2', 'LINC00862', 'AC025263.1', 'GJA10', 'XRCC4', 'SLC2A9', 'SLC16A1', 'HLCS', 'BBOX1', 'XRCC2', 'CSTF3-DT', 'SUCLG2', 'POU2F2', 'PCDH20', 'C6', 'DEUP1', 'AF274853.1', 'NEXMIF', 'AC113386.1', 'KIAA1755', 'AC008679.1', 'LHCGR', 'INHBB', 'TRAK2', 'ADARB2-AS1', 'LINC01252', 'GFRA2', 'FSIP2-AS1', 'ERC2', 'CHRNA7', 'LINC02125', 'BOLL', 'CCDC150', 'IKZF2', 'AL590006.1', 'SNCAIP', 'CUBN', 'CAPS2', 'PHLPP1', 'TLE1', 'C16orf74', 'HPN', 'TTC8', 'NUP210L', 'AC233976.1', 'AC104803.1', 'KDM4C', 'PTCH2', 'AXDND1', 'IQCH', 'NALCN', 'RPL23', 'RPS6KA2', 'HMGA2-AS1', 'MYOM1', 'AC009899.1', 'REPS2', 'AL034417.2', 'C6orf99', 'KIFC1', 'AC025164.1', 'PRDM5', 'LINC00886', 'TAF4B', 'CCDC169', 'HMGCLL1', 'VSTM2B', 'LHFPL2', 'AL133304.3', 'MMRN1', 'AC016821.1', 'ANKRD6', 'MIPOL1', 'IL12RB2', 'AC024610.2', 'CDKN3', 'CDR2', 'CA1', 'SGMS2', 'STPG2-AS1', 'WWTR1', 'CHRDL1', 'LINC02664', 'AC090159.1', 'FLACC1', 'STK17B', 'FGFR2', 'AC099344.3', 'ARL5C', 'ZBTB16', 'C6orf58', 'OSBPL6', 'STX17-AS1', 'AP002026.1', 'LOXL1-AS1', 'LINC01301', 'PIK3R3', 'FLG-AS1', 'ETV6', 'LINC01285', 'NEK10', 'ATF7IP2', 'CORIN', 'AP001636.3', 'C9orf135', 'AC034114.2', 'AC137579.1', 'E2F3', 'FREM3', 'DNER', 'SOHLH2', 'PLXNC1', 'SCN11A', 'ENTPD3-AS1', 'ZC3H12B', 'AC009312.1', 'RPL12', 'TGFBR3', 'DNAH3', 'TEC', 'LRP4', 'FIGN', 'HIF1A-AS1', 'METTL24', 'LINC01902', 'TFAP2A-AS1', 'DAND5', 'AC011921.1', 'PLEKHH2', 'CACNA1F', 'FSIP1', 'AKR1D1', 'GPC5-AS2', 'FAM111B', 'MPPED1', 'AURKB', 'LINC00648', 'PPARA', 'FAM227B', 'ANO5', 'FRG1-DT', 'CREM', 'FTL', 'CRY1', 'DNAJC1', 'FUT10', 'RAB31', 'IRAK3', 'SLC8A1-AS1', 'LAMB4', 'CASC19', 'DNAH12', 'LNX2', 'SERTAD2', 'AC066614.1', 'CFI', 'AC006581.2', 'AC023480.1', 'DHRS7B', 'EIF1B-AS1', 'EEF2K', 'AC007681.1', 'AC017050.1', 'HDX', 'CXCR4', 'CMYA5', 'CYBRD1', 'ITGA1', 'RACGAP1', 'AL078600.1', 'LINC00640', 'AL137804.1', 'AC129803.1', 'AC011509.2', 'USP45', 'LGALSL-DT', 'ZEB1', 'SFMBT1', 'SPATA9', 'AL136171.2', 'PUDP', 'BSPH1', 'LINC00334', 'SLC39A8', 'PAPSS2', 'PAWR', 'SYT9', 'C12orf60', 'ARHGEF6', 'CRTC3-AS1', 'CYP39A1', 'SHLD1', 'AFAP1L1', 'ACER2', 'TAFA5', 'TRAF3', 'LINC01562', 'GNAI1', 'RTL9', 'AC092674.1', 'TEK', 'ARAP2', 'AK7', 'ERI1', 'MCU', 'CPPED1', 'LLGL2', 'ATG10', 'TMEM164', 'SYCP2L', 'P2RY14', 'C2CD6', 'CHRNA3', 'AC096576.2', 'IGF2BP3', 'PLOD2', 'VAMP8', 'LEF1-AS1', 'CACHD1', 'KIAA1549L', 'PLEKHD1', 'SYT17', 'SLC44A1', 'PRR5L', 'WARS2', 'PROS1', 'SLC16A2', 'CACNG7', 'AC114757.1', 'DIPK1C', 'SLC9B1', 'C3orf67', 'TSBP1', 'ATP8B1', 'LINC02284', 'COL28A1', 'MCM10', 'CDHR3', 'MAMLD1', 'AL160314.2', 'FBXO32', 'SGPP1', 'AL035458.2', 'ADAM32', 'LINC01829', 'AL359636.2', 'AL591043.2', 'ATXN1', 'DRAM1', 'CCDC171', 'ACSS3', 'SLC16A1-AS1', 'LINC02609', 'AL110114.1', 'KLRG1', 'AK8', 'LINC01221', 'EFCAB5', 'POLE2', 'ARHGAP19', 'SLC16A9', 'CR1L', 'SPECC1', 'DPP4', 'PLCXD2', 'PHLDA1', 'SRD5A2', 'RPL41', 'TNFRSF11A', 'PRDM16', 'GPR155', 'SELENOP', 'MEST', 'TNFRSF1B', 'SLC27A2', 'TMIGD3', 'SCML4', 'ASB15', 'S1PR3', 'FAM241A', 'AC124852.1', 'RPS17', 'MIR7-3HG', 'CMSS1', 'RPS16', 'TLN2', 'LIX1', 'CD163L1', 'MAPT', 'EML1', 'M1AP', 'TXK', 'AL118523.1', 'MAP1B', 'RPL37', 'AC010974.2', 'ACOT12', 'CCNG2', 'CPM', 'RTN4', 'RPL21', 'CCDC192', 'SPX', 'SRL', 'ID4', 'RGS8', 'HIF1A-AS3', 'RPS20', 'CABLES1', 'CIP2A', 'LRRC2', 'ARL4D', 'ARLNC1', 'HELLS', 'FRMPD3', 'COL6A6', 'AL451127.1', 'KCNJ16', 'DHRS3', 'TLR4', 'ABCC9', 'AC073346.1', 'LINC02360', 'FZD4-DT', 'SPINK6', 'U95743.1', 'AP003025.2', 'CENPU', 'PLEKHA1', 'CNTNAP3B', 'PCGF5', 'TMX1', 'LINC00519', 'CELF2-DT', 'MFSD4A', 'FAAH2', 'MIR222HG', 'PROSER2', 'SAMD11', 'FERMT1', 'CDON', 'CERS3', 'SLC6A3', 'FOS', 'C4orf19', 'AL137781.1', 'RRAS2', 'TRG-AS1', 'AL096803.2', 'GALNT7', 'IL1R1', 'LINC01722', 'NES', 'PRC1', 'AC002383.1', 'NOTCH1', 'GEN1', 'FGD5', 'FPR1', 'NELL2', 'CORO2A', 'CD72', 'LINC01135', 'PPP2R5A', 'AC022126.1', 'WDR31', 'ADAP2', 'KL', 'CACNA1G', 'PKNOX2', 'AL158077.2', 'ABCA10', 'GALP', 'AC091151.5', 'MRAP2', 'CLMN', 'SLC18A2', 'GAS2', 'KCNJ5', 'TNFRSF10D', 'GNG4', 'AC090115.1', 'AC104365.1', 'CNNM2', 'B3GALT5', 'AURKA', 'AC079447.1', 'TEX14', 'AC091212.1', 'TTC39B', 'LINC02235', 'LUCAT1', 'HMGN5', 'ENPP1', 'AC008459.1', 'BCL2L1', 'EPCAM-DT', 'AC008149.2', 'SLC7A2', 'ZNF83', 'LINC01563', 'AP001528.1', 'PRKAG2', 'AC010168.1', 'PRSS3', 'GFOD1', 'EZH2', 'GEM', 'BACE2', 'MRVI1-AS1', 'RBBP8', 'PPIL6', 'FAM174B', 'MESP2', 'KHDRBS2-OT', 'ADAMTS19-AS1', 'SHC3', 'TIAM1', 'AC105916.1', 'RGS5', 'FBXO16', 'HERC6', 'ANKRD31', 'C21orf62-AS1'], are not valid obs/ var names or indices."
Thank you.
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