KeyError in score_genes_cell_cycle

Pawan291 commented 3 years ago

[ ] I have checked that this issue has not already been reported.
[ ] I have confirmed this bug exists on the latest version of scanpy.
[ ] (optional) I have confirmed this bug exists on the master branch of scanpy.

Note: Please read this guide detailing how to provide the necessary information for us to reproduce your bug.

Hello everyone, I am trying to calculate cell cycle score for my mouse data and encountering this error. I have already converted the gene name to upper case letters to read from the cell cycle genes. please help me to resolve this issue. Thank you very much.

Minimal code sample (that we can copy&paste without having any data)

## Mouse
folder = "D:/Pawandeep/Alldatasets/Macosko_cell_cycle_genes.txt"
cc_genes = pd.read_table(folder, delimiter='\t')
#cc_genes = pd.read_table(Macosko_cell_cycle_genes, delimiter='\t')
s_genes = cc_genes['S'].dropna()
g2m_genes = cc_genes['G2.M'].dropna()

s_genes_mm = [gene.lower().upper() for gene in s_genes]
g2m_genes_mm = [gene.lower().upper() for gene in g2m_genes]

s_genes_mm_ens = adata.var.index[np.in1d(adata.var.index, s_genes_mm)]
g2m_genes_mm_ens = adata.var.index[np.in1d(adata.var.index, g2m_genes_mm)]
sc.tl.score_genes_cell_cycle(adata, s_genes=s_genes_mm_ens, g2m_genes=s_genes_mm_ens)

KeyError                                  Traceback (most recent call last)
<ipython-input-63-57c51b3902c0> in <module>
     11 s_genes_mm_ens = adata.var.index[np.in1d(adata.var.index, s_genes_mm)]
     12 g2m_genes_mm_ens = adata.var.index[np.in1d(adata.var.index, g2m_genes_mm)]
---> 13 sc.tl.score_genes_cell_cycle(adata, s_genes=s_genes_mm_ens, g2m_genes=s_genes_mm_ens)

~\anaconda3\lib\site-packages\scanpy\tools\_score_genes.py in score_genes_cell_cycle(adata, s_genes, g2m_genes, copy, **kwargs)
    247     ctrl_size = min(len(s_genes), len(g2m_genes))
    248     # add s-score
--> 249     score_genes(adata, gene_list=s_genes, score_name='S_score', ctrl_size=ctrl_size, **kwargs)
    250     # add g2m-score
    251     score_genes(adata, gene_list=g2m_genes, score_name='G2M_score', ctrl_size=ctrl_size, **kwargs)

~\anaconda3\lib\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)
    153     gene_list = list(gene_list)
    154 
--> 155     X_list = _adata[:, gene_list].X
    156     if issparse(X_list):
    157         X_list = np.array(_sparse_nanmean(X_list, axis=1)).flatten()

~\anaconda3\lib\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

~\anaconda3\lib\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 

~\anaconda3\lib\site-packages\anndata\_core\index.py in _normalize_index(indexer, index)
     98             if np.any(positions < 0):
     99                 not_found = indexer[positions < 0]
--> 100                 raise KeyError(
    101                     f"Values {list(not_found)}, from {list(indexer)}, "
    102                     "are not valid obs/ var names or indices."

KeyError: "Values ['USP1', 'NSUN3', 'PHTF2', 'CCDC84', 'NUP160', 'RRM1', 'CENPM', 'SLC38A2', 'ABCC5', 'REEP1', 'DYNC1LI2', 'BMI1', 'RBBP8', 'MYCBP2', 'NFE2L2', 'GCLM', 'DNA2', 'OSGIN2', 'MAP3K2', 'BLM', 'PRIM1', 'RSRC2', 'CREBZF', 'E2F8', 'CDKN2AIP', 'ASF1B', 'CCDC150', 'BRIP1', 'MAN1A2', 'ZWINT', 'PKMYT1', 'ZBED5', 'PHTF1', 'ATAD2', 'CASP2', 'BRCA1', 'HELLS', 'CALD1', 'ORC3', 'SVIP', 'ABHD10', 'SAP30BP', 'RAD51', 'TTLL7', 'UBL3', 'DNAJB4', 'NEAT1', 'KAT2A', 'OGT', 'CENPQ', 'RAD51AP1', 'TOP2A', 'CDC7', 'CRLS1', 'DEPDC7', 'EZH2', 'CDCA5', 'TYMS', 'FANCA', 'PTAR1', 'RMI1', 'CDC45', 'UBE2T', 'POLA1', 'FANCI', 'KAT2B', 'MCM8', 'SRSF5', 'COQ9', 'NT5DC1', 'BIVM', 'RHOBTB3', 'CHML', 'CALM2', 'NAB1', 'LMO4', 'SP1', 'INTS7', 'RFC2', 'ESCO2', 'MASTL', 'DHFR', 'FEN1', 'DSCC1', 'CCDC14', 'MBD4', 'LYRM7', 'NRD1', 'RAD18', 'EXO1', 'PHIP', 'RPA2', 'BBS2', 'CERS6', 'CPNE8', 'RRM2', 'DONSON', 'H1F0', 'EIF4EBP2'], from ['USP1', 'NSUN3', 'PHTF2', 'CCDC84', 'NUP160', 'RRM1', 'CENPM', 'SLC38A2', 'ABCC5', 'REEP1', 'DYNC1LI2', 'BMI1', 'RBBP8', 'MYCBP2', 'NFE2L2', 'GCLM', 'DNA2', 'OSGIN2', 'MAP3K2', 'BLM', 'PRIM1', 'RSRC2', 'CREBZF', 'E2F8', 'CDKN2AIP', 'ASF1B', 'CCDC150', 'BRIP1', 'MAN1A2', 'ZWINT', 'PKMYT1', 'ZBED5', 'PHTF1', 'ATAD2', 'CASP2', 'BRCA1', 'HELLS', 'CALD1', 'ORC3', 'SVIP', 'ABHD10', 'SAP30BP', 'RAD51', 'TTLL7', 'UBL3', 'DNAJB4', 'NEAT1', 'KAT2A', 'OGT', 'CENPQ', 'RAD51AP1', 'TOP2A', 'CDC7', 'CRLS1', 'DEPDC7', 'EZH2', 'CDCA5', 'TYMS', 'FANCA', 'PTAR1', 'RMI1', 'CDC45', 'UBE2T', 'POLA1', 'FANCI', 'KAT2B', 'MCM8', 'SRSF5', 'COQ9', 'NT5DC1', 'BIVM', 'RHOBTB3', 'CHML', 'CALM2', 'NAB1', 'LMO4', 'SP1', 'INTS7', 'RFC2', 'ESCO2', 'MASTL', 'DHFR', 'FEN1', 'DSCC1', 'CCDC14', 'MBD4', 'LYRM7', 'NRD1', 'RAD18', 'EXO1', 'PHIP', 'RPA2', 'BBS2', 'CERS6', 'CPNE8', 'RRM2', 'DONSON', 'H1F0', 'EIF4EBP2'], are not valid obs/ var names or indices."

Versions

[Paste the output of scanpy.logging.print_versions() leaving a blank line after the details tag]

LuckyMD commented 3 years ago

Hi @Pawan291, It looks like your adata.var_names do not contain the cell cycle genes you are testing for. Is your dataset human or mouse?

Could you just print adata.var_names[:10]?

Pawan291 commented 3 years ago

Hi@Lucky MD, the data sets are from mouse. Here is the output of the command adata.var_names[:10] Index(['XKR4', 'GM37180', 'GM37363', 'GM37686', 'GM37329', 'GM38148', 'GM19938', 'SOX17', 'GM37587', 'GM22307'], dtype='object')

LuckyMD commented 3 years ago

So the format seems to be correct. Do you have the genes that are apparently missing in your object? You can check this for all the values that are mentioned in the KeyError output at the bottom of your error report.

For example, is this statement True? 'USP1' in [str(i) for i in adata.var_names]

If not, your adata object might just be missing the cell cycle genes you are looking for. How many genes are in your object?

Pawan291 commented 3 years ago

I checked the most of the genes and it seems like datasets has these genes. In total the object has around 27000 genes.

LuckyMD commented 3 years ago

Could it be that you have something stored in adata.raw where these genes are not present? Maybe try setting use_raw=False.

Pawan291 commented 3 years ago

Thank you very much it works. now I am able to calculate cell cycle score and regress out these genes from my datasets :)

anbjork commented 3 years ago

Had same problem. It seems it tries to look for all gene names present in the anndata object, rather than the cell cycle genes that are requested?

I have previously checked that the s_genes and g2m_genes in call sc.tl.score_genes_cell_cycle(gdata, s_genes=s_found, g2m_genes=g2m_found) are in the data.

use_raw=False makes it run without error.

Error message below. Note that printout of gene names in data at the beginning matches the list of keyErrors it spits out.

Gene_names_in_data:
Index(['HES4', 'C1orf159', 'TNFRSF18', 'TNFRSF4', 'ATAD3C', 'PRKCZ',
       'AL365255.1', 'GPR153', 'TNFRSF25', 'DNAJC11',
       ...
       'MCF2', 'SPANXA2-OT1', 'AFF2', 'LINC00894', 'MAMLD1', 'PDZD4', 'F8',
       'TMLHE-AS1', 'PRKY', 'UTY'],
      dtype='object', length=3658)

calculating cell cycle phase
computing score 'S_score'
---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
<ipython-input-82-30815e6b6381> in <module>
     20 print(gdata.var.index)
     21 
---> 22 sc.tl.score_genes_cell_cycle(gdata, s_genes=s_found, g2m_genes=g2m_found)
     23 
     24 gdata.obs["cellcycle"] = gdata.obs["phase"]

~/.pyenv/versions/6_tes/lib/python3.8/site-packages/scanpy/tools/_score_genes.py in score_genes_cell_cycle(adata, s_genes, g2m_genes, copy, **kwargs)
    247     ctrl_size = min(len(s_genes), len(g2m_genes))
    248     # add s-score
--> 249     score_genes(adata, gene_list=s_genes, score_name='S_score', ctrl_size=ctrl_size, **kwargs)
    250     # add g2m-score
    251     score_genes(adata, gene_list=g2m_genes, score_name='G2M_score', ctrl_size=ctrl_size, **kwargs)

~/.pyenv/versions/6_tes/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)
    128     _adata = adata.raw if use_raw else adata
    129 
--> 130     _adata_subset = _adata[:, gene_pool] if len(gene_pool) < len(_adata.var_names) else _adata
    131     if issparse(_adata_subset.X):
    132         obs_avg = pd.Series(

~/.pyenv/versions/6_tes/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

~/.pyenv/versions/6_tes/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 

~/.pyenv/versions/6_tes/lib/python3.8/site-packages/anndata/_core/index.py in _normalize_index(indexer, index)
     98             if np.any(positions < 0):
     99                 not_found = indexer[positions < 0]
--> 100                 raise KeyError(
    101                     f"Values {list(not_found)}, from {list(indexer)}, "
    102                     "are not valid obs/ var names or indices."

KeyError: "Values ['HES4', 'C1orf159', 'TNFRSF18', 'TNFRSF4', 'ATAD3C', 'PRKCZ', 'AL365255.1', 'GPR153', 'TNFRSF25', 'DNAJC11', 'PER3', 'ERRFI1', 'CA6', 'SLC2A5', 'GPR157', 'PIK3CD-AS2', 'CTNNBIP1', 'KIF1B', 'PEX14', 'AL109811.1', 'FBXO2', 'TNFRSF1B', 'DHRS3', 'KAZN', 'FHAD1', 'PADI4', 'EIF4G3', 'NBPF3', 'CDC42-AS1', 'C1QA', 'C1QB', 'AL031428.1', 'ZNF436', 'TCEA3', 'ID3', 'MDS2', 'ELOA-AS1', 'CNR2', 'IFNLR1', 'STPG1', 'NIPAL3', 'RCAN3AS', 'RCAN3', 'NCMAP-DT', 'CLIC4', 'RHD', 'MAN1C1', 'AL031280.1', 'STMN1', 'PAFAH2', 'CRYBG2', 'ZNF683', 'AHDC1', 'SMPDL3B', 'PTAFR', 'LINC01715', 'MECR', 'LINC01226', 'YARS', 'AZIN2', 'TRIM62', 'CSF3R', 'LINC01137', 'INPP5B', 'AL139260.1', 'RHBDL2', 'HPCAL4', 'LINC02811', 'AL603839.3', 'SLFNL1-AS1', 'SCMH1', 'HIVEP3', 'CCDC30', 'TMEM269', 'AL139289.2', 'KDM4A-AS1', 'ST3GAL3', 'AL451062.1', 'KIF2C', 'EIF2B3', 'ZSWIM5', 'TESK2', 'MAST2', 'PIK3R3', 'STIL', 'LINC01389', 'AGBL4', 'AC104170.1', 'ZFYVE9', 'SHISAL2A', 'COA7', 'AL606760.2', 'LINC01771', 'NDC1', 'LEXM', 'MIR4422HG', 'DAB1', 'AL136985.3', 'JUN', 'LINC01135', 'FGGY', 'HOOK1', 'NFIA', 'PATJ', 'DOCK7', 'ITGB3BP', 'BX004807.1', 'EFCAB7', 'PGM1', 'ROR1', 'CACHD1', 'DNAJC6', 'LEPR', 'PDE4B', 'WDR78', 'SLC35D1', 'IL12RB2', 'LRRC7', 'ZRANB2-AS2', 'NEGR1', 'AL513166.1', 'LRRIQ3', 'SLC44A5', 'MSH4', 'ST6GALNAC3', 'AK5', 'AC103591.3', 'IFI44L', 'LINC01781', 'LINC01362', 'LINC01725', 'PRKACB', 'MCOLN2', 'WDR63', 'SYDE2', 'AL078459.1', 'DDAH1', 'COL24A1', 'LINC02795', 'ODF2L', 'HS2ST1', 'LMO4', 'GBP1', 'GBP5', 'AC099063.1', 'TGFBR3', 'BTBD8', 'EVI5', 'DIPK1A', 'CCDC18', 'FNBP1L', 'BCAR3', 'GCLM', 'ALG14', 'DPYD', 'AGL', 'SASS6', 'DBT', 'AL445928.2', 'CDC14A', 'AL589990.1', 'AC093157.1', 'NTNG1', 'VAV3', 'VAV3-AS1', 'LINC02785', 'GPSM2', 'KIAA1324', 'KCNC4', 'SLC16A4', 'CHI3L2', 'RHOC', 'SLC16A1', 'SLC16A1-AS1', 'LRIG2-DT', 'MAGI3', 'AL137856.1', 'PTPN22', 'BCL2L15', 'HIPK1-AS1', 'BCAS2', 'DENND2C', 'SLC22A15', 'LINC01762', 'CD2', 'TENT5C', 'WARS2', 'WARS2-AS1', 'AC253572.2', 'LINC02798', 'NBPF15', 'PDZK1', 'CD160', 'LIX1L', 'AC239799.2', 'AC242426.2', 'FMO5', 'LINC00624', 'BCL9', 'OTUD7B', 'AC244033.2', 'VPS45', 'C1orf54', 'ADAMTSL4-AS1', 'GOLPH3L', 'C2CD4D-AS1', 'THEM4', 'AL450992.2', 'AL450992.3', 'FLG-AS1', 'S100A9', 'S100A12', 'S100A8', 'AL358472.4', 'NUP210L', 'ATP8B2', 'LMNA', 'ARHGEF11', 'FCRL5', 'FCRL3', 'AL356276.1', 'FCRL2', 'FCRL1', 'CD1C', 'MNDA', 'PYHIN1', 'AIM2', 'FCER1A', 'FCRL6', 'SLAMF1', 'SLAMF7', 'LY9', 'CD244', 'FCER1G', 'AL592295.3', 'FCGR3A', 'FCRLA', 'SH2D1B', 'DDR2', 'RGS5', 'NUF2', 'PBX1', 'CD247', 'XCL2', 'XCL1', 'NME7', 'F5', 'SELP', 'C1orf112', 'BX284613.2', 'DNM3', 'FASLG', 'AL645568.1', 'DARS2', 'AL591043.2', 'RASAL2', 'RALGPS2', 'ANGPTL1', 'ABL2', 'AXDND1', 'GLUL', 'NPL', 'LAMC1', 'RGL1', 'COLGALT2', 'TSEN15', 'C1orf21', 'NIBAN1', 'SWT1', 'LINC01350', 'PTGS2', 'PLA2G4A', 'ERVMER61-1', 'RGS1', 'RGS2', 'AL136456.1', 'CFH', 'CRB1', 'AL450352.1', 'MIR181A1HG', 'LINC00862', 'AC104461.1', 'CAMSAP2', 'AC096677.1', 'LGR6', 'ATP2B4', 'LAX1', 'SOX13', 'PIK3C2B', 'MFSD4A', 'SLC41A1', 'RHEX', 'MAPKAPK2', 'IL19', 'AL596218.1', 'CR2', 'CR1', 'G0S2', 'HSD11B1', 'HHAT', 'LINC00467', 'AL360091.3', 'ATF3', 'FLVCR1-DT', 'SMYD2', 'PTPN14', 'CENPF', 'LYPLAL1-DT', 'FAM177B', 'AL392172.2', 'DISP1', 'SUSD4', 'FBXO28', 'NVL', 'CNIH3', 'ENAH', 'EPHX1', 'LIN9', 'ITPKB-AS1', 'OBSCN', 'AL353593.1', 'PCNX2', 'MAP3K21', 'SLC35F3', 'AL355472.2', 'AL391832.4', 'B3GALNT2', 'LYST', 'EDARADD', 'CHRM3', 'CHRM3-AS2', 'GREM2', 'RGS7', 'KMO', 'WDR64', 'PLD5', 'AKT3', 'AL645465.1', 'CATSPERE', 'EFCAB2', 'KIF26B', 'SMYD3', 'ZNF670', 'NLRP3', 'SNTG2', 'LINC01250', 'RSAD2', 'RNF144A', 'AC068481.1', 'LINC01871', 'LINC00298', 'LINC00299', 'ID2', 'MBOAT2', 'RRM2', 'ODC1', 'MIR3681HG', 'TRIB2', 'AC068286.2', 'FAM49A', 'SMC6', 'GEN1', 'NT5C1B', 'LINC01376', 'LINC00954', 'WDR35', 'GDF7', 'LDAH', 'AC018742.1', 'KLHL29', 'UBXN2A', 'DNAJC27', 'DNAJC27-AS1', 'EFR3B', 'DTNB', 'AC010896.1', 'AGBL5', 'SPDYA', 'TRMT61B', 'TOGARAM2', 'LCLAT1', 'RASGRP3', 'AC017050.1', 'LINC01320', 'CRIM1', 'AC006369.1', 'RMDN2', 'RMDN2-AS1', 'CYP1B1-AS1', 'HNRNPLL', 'GALM', 'DHX57', 'MAP4K3-DT', 'THUMPD2', 'SLC8A1-AS1', 'SLC8A1', 'AC083949.1', 'MTA3', 'LINC02580', 'PLEKHH2', 'SLC3A1', 'PREPL', 'CAMKMT', 'PRKCE', 'LINC01118', 'KCNK12', 'AC092650.1', 'ACYP2', 'AC093110.1', 'EML6', 'CLHC1', 'CCDC88A', 'AC132153.1', 'AC007381.1', 'BCL11A', 'PAPOLG', 'COMMD1', 'AC018462.1', 'EHBP1', 'AC007098.1', 'AC009501.3', 'WDPCP', 'VPS54', 'PELI1', 'LINC02245', 'LINC02576', 'SPRED2', 'MEIS1', 'LINC01829', 'WDR92', 'APLF', 'NFU1', 'MXD1', 'TGFA', 'ADD2', 'PAIP2B', 'DYSF', 'EXOC6B', 'SFXN5', 'ALMS1', 'SLC4A5', 'C2orf81', 'HK2', 'TACR1', 'AC007681.1', 'GCFC2', 'DNAH6', 'TRABD2A', 'AC022210.2', 'GNLY', 'CD8A', 'CD8B', 'CYTOR', 'AC133644.2', 'EIF2AK3', 'IGKC', 'MAL', 'DUSP2', 'CNNM4', 'ANKRD23', 'FAM178B', 'C2orf92', 'ZAP70', 'LINC02611', 'TSGA10', 'AC079447.1', 'LYG2', 'LYG1', 'AFF3', 'NPAS2', 'TBC1D8', 'IL1R1', 'IL18R1', 'IL18RAP', 'TMEM182', 'AC010978.1', 'AC009505.1', 'GCC2-AS1', 'CCDC138', 'EDAR', 'SH3RF3', 'NPHP1', 'MIR4435-2HG', 'AC017002.5', 'MERTK', 'ZC3H6', 'AC012442.2', 'IL1B', 'LINC01191', 'C2orf76', 'EPB41L5', 'AC012447.1', 'NIFK-AS1', 'AC011246.1', 'ERCC3', 'HS6ST1', 'MGAT5', 'TMEM163', 'CCNT2-AS1', 'ZRANB3', 'CXCR4', 'HNMT', 'AC114763.1', 'KYNU', 'AC092652.2', 'AC016910.1', 'GTDC1', 'ZEB2', 'TEX41', 'ACVR2A', 'AC105402.3', 'KIF5C', 'LYPD6B', 'TNFAIP6', 'NEB', 'CACNB4', 'FMNL2', 'LINC01876', 'NR4A2', 'GPD2', 'ACVR1C', 'UPP2', 'PKP4', 'TANC1', 'BAZ2B', 'AC009961.1', 'AC009313.1', 'SLC4A10', 'DPP4', 'COBLL1', 'AC019197.1', 'SLC38A11', 'SCN3A', 'AC009495.1', 'SCN1A-AS1', 'SCN9A', 'BBS5', 'KLHL23', 'MYO3B', 'METTL8', 'DCAF17', 'METAP1D', 'ITGA6', 'AC078883.1', 'PDK1', 'RAPGEF4', 'CHN1', 'LNPK', 'MTX2', 'TTN', 'AC092640.1', 'CCDC141', 'SESTD1', 'LINC01934', 'PDE1A', 'NCKAP1', 'AC021851.1', 'AC021851.2', 'ZNF804A', 'AC009315.1', 'FSIP2-AS1', 'FSIP2', 'LINC01473', 'ITGAV', 'AC017101.1', 'CALCRL', 'COL5A2', 'SLC40A1', 'ANKAR', 'C2orf88', 'HIBCH', 'MFSD6', 'AC006460.2', 'AC067945.3', 'STAT4', 'AC067945.4', 'MYO1B', 'AC104823.1', 'AC064834.1', 'DNAH7', 'HECW2', 'PGAP1', 'AC013264.1', 'RFTN2', 'AC011997.1', 'PLCL1', 'TYW5', 'SPATS2L', 'SGO2', 'PPIL3', 'ORC2', 'AC005037.1', 'FLACC1', 'TRAK2', 'STRADB', 'C2CD6', 'BMPR2', 'FAM117B', 'ICA1L', 'CARF', 'NBEAL1', 'ABI2', 'CD28', 'CTLA4', 'ICOS', 'PARD3B', 'ZDBF2', 'ADAM23', 'AC008269.1', 'AC009226.1', 'PTH2R', 'MAP2', 'AC007038.1', 'LANCL1-AS1', 'LANCL1', 'AC093865.1', 'IKZF2', 'AC068051.1', 'VWC2L', 'BARD1', 'FN1', 'AC012668.3', 'LINC00607', 'SMARCAL1', 'DIRC3', 'TNS1', 'RUFY4', 'SLC11A1', 'CYP27A1', 'ABCB6', 'EPHA4', 'SGPP2', 'AP1S3', 'SERPINE2', 'COL4A4', 'COL4A3', 'AC097662.1', 'PID1', 'FBXO36', 'SP140', 'ITM2C', 'HTR2B', 'AC017104.1', 'NMUR1', 'PDE6D', 'AC019130.1', 'EFHD1', 'USP40', 'AC097713.1', 'LINC01891', 'ARL4C', 'AC010148.1', 'AGAP1', 'IQCA1', 'AC012063.1', 'SCLY', 'ANKMY1', 'SNED1', 'AC005237.1', 'PASK', 'BOK', 'LINC01237', 'CHL1', 'LINC01266', 'AC034195.1', 'SUMF1', 'AC023480.1', 'ITPR1', 'AC018816.1', 'AC026202.2', 'AC069277.1', 'AC077690.1', 'LMCD1-AS1', 'CAV3', 'RAD18', 'SRGAP3', 'FANCD2OS', 'IRAK2', 'ATG7', 'PPARG', 'TSEN2', 'MKRN2OS', 'CAND2', 'FBLN2', 'WNT7A', 'METTL6', 'COLQ', 'BTD', 'AC090945.1', 'OXNAD1', 'AC090948.1', 'AC090644.1', 'SATB1-AS1', 'KCNH8', 'AC061958.1', 'KAT2B', 'SGO1-AS1', 'ZNF385D', 'UBE2E2', 'THRB', 'NEK10', 'LINC02084', 'EOMES', 'LINC01980', 'CMC1', 'RBMS3', 'OSBPL10', 'ZNF860', 'CMTM8', 'LINC01811', 'STAC', 'CTDSPL', 'ACVR2B', 'SCN11A', 'CX3CR1', 'EIF1B-AS1', 'ENTPD3-AS1', 'ENTPD3', 'AC099560.1', 'ULK4', 'ANO10', 'ABHD5', 'TCAIM', 'ZKSCAN7-AS1', 'LARS2-AS1', 'LZTFL1', 'CCR9', 'CXCR6', 'KIF9-AS1', 'CACNA2D2', 'CISH', 'DOCK3', 'SFMBT1', 'CACNA2D3', 'HESX1', 'ASB14', 'DNAH12', 'DENND6A-AS1', 'FLNB', 'DNASE1L3', 'FHIT', 'PTPRG', 'LRIG1', 'SUCLG2-AS1', 'TAFA1', 'FRMD4B', 'MITF', 'AC097634.3', 'PROK2', 'LINC00877', 'SHQ1', 'PDZRN3', 'LINC02018', 'ROBO1', 'GBE1', 'CADM2', 'ARL13B', 'ARL6', 'DCBLD2', 'CMSS1', 'FILIP1L', 'AC129803.1', 'CEP97', 'AC020651.2', 'ALCAM', 'CBLB', 'IFT57', 'DZIP3', 'TRAT1', 'NECTIN3', 'CD96', 'PLCXD2', 'PHLDB2', 'SLC9C1', 'CD200', 'BTLA', 'CD200R1', 'AC078785.1', 'CFAP44', 'CFAP44-AS1', 'SPICE1', 'SIDT1', 'GRAMD1C', 'CCDC191', 'AC128687.3', 'AC093010.2', 'TIGIT', 'ZBTB20-AS1', 'ZBTB20-AS5', 'AC026341.1', 'AC068633.1', 'IGSF11', 'B4GALT4-AS1', 'ARHGAP31', 'CD80', 'AC092910.3', 'RABL3', 'POLQ', 'IQCB1', 'EAF2', 'CD86', 'PARP15', 'SLC49A4', 'SEC22A', 'MYLK-AS1', 'KALRN', 'AC092902.4', 'LINC02614', 'CFAP100', 'AC024558.2', 'CHCHD6', 'MGLL', 'EEFSEC', 'KIAA1257', 'IFT122', 'ACAD11', 'TMEM108', 'BFSP2', 'EPHB1', 'AC092969.1', 'PPP2R3A', 'NME9', 'CEP70', 'AC046134.2', 'RBP2', 'NMNAT3', 'PXYLP1', 'AC022215.2', 'AC117383.1', 'GRK7', 'TFDP2', 'GK5', 'PLS1', 'TRPC1', 'PLSCR2', 'WWTR1', 'ERICH6', 'ERICH6-AS1', 'MED12L', 'GPR171', 'P2RY14', 'P2RY12', 'AC108718.1', 'AC026347.1', 'LINC02006', 'MME', 'LINC00886', 'LEKR1', 'AC092944.1', 'VEPH1', 'PTX3', 'MLF1', 'RARRES1', 'IFT80', 'PPM1L', 'SERPINI2', 'WDR49', 'MECOM', 'GPR160', 'PRKCI', 'TNIK', 'PLD1', 'TNFSF10', 'NCEH1', 'NAALADL2', 'KCNMB2-AS1', 'USP13', 'SOX2-OT', 'MCF2L2', 'ABCC5', 'MAP3K13', 'IGF2BP2', 'DGKG', 'AC068631.1', 'BCL6', 'TPRG1', 'TP63', 'P3H2', 'IL1RAP', 'CCDC50', 'MB21D2', 'ATP13A4', 'HES1', 'TMEM44', 'ZDHHC19', 'TCTEX1D2', 'TM4SF19', 'WDR53', 'BDH1', 'LMLN', 'RNF212', 'AC092535.4', 'SPON2', 'NSD2', 'ZFYVE28', 'GRK4', 'RGS12', 'STX18-AS1', 'STK32B', 'AFAP1', 'ABLIM2', 'AC108519.1', 'SLC2A9', 'CLNK', 'AC006230.1', 'AC005699.1', 'RAB28', 'AC092546.1', 'CPEB2-DT', 'AC098829.1', 'C1QTNF7', 'CC2D2A', 'CD38', 'FGFBP2', 'TAPT1-AS1', 'LDB2', 'KCNIP4', 'CCDC149', 'SEL1L3', 'TBC1D19', 'LINC02506', 'DTHD1', 'AC104078.2', 'KLF3-AS1', 'TLR10', 'TMEM156', 'WDR19', 'RHOH', 'RBM47', 'APBB2', 'AC111006.1', 'AC107068.2', 'NIPAL1', 'TXK', 'DCUN1D4', 'SGCB', 'USP46', 'LINC01618', 'SRD5A3-AS1', 'PPAT', 'HOPX', 'SPINK2', 'IGFBP7', 'AC104806.2', 'STAP1', 'UBA6-AS1', 'SULT1B1', 'JCHAIN', 'SLC4A4', 'AC053527.2', 'RASSF6', 'CXCL8', 'MTHFD2L', 'EREG', 'AREG', 'PARM1', 'CXCL10', 'SEPTIN11', 'MRPL1', 'BMP2K', 'LINC01088', 'CFAP299', 'PRKG2', 'TMEM150C', 'SCD5', 'AC073840.1', 'GPAT3', 'WDFY3', 'ARHGAP24', 'MAPK10', 'PTPN13', 'PKD2', 'PPM1K-DT', 'HERC6', 'HERC5', 'FAM13A', 'GPRIN3', 'SNCA', 'CCSER1', 'STPG2', 'TSPAN5', 'AP002026.1', 'AC097460.1', 'BANK1', 'AP002075.1', 'SLC39A8', 'UBE2D3-AS1', 'SLC9B1', 'SLC9B2', 'CENPE', 'TET2', 'INTS12', 'GSTCD', 'SGMS2', 'LEF1', 'LEF1-AS1', 'RPL34-AS1', 'SEC24B-AS1', 'PLA2G12A', 'ELOVL6', 'ANK2', 'UGT8', 'USP53', 'PDE5A', 'AC073475.1', 'PRDM5', 'TNIP3', 'NUDT6', 'SPRY1', 'FAT4', 'LARP1B', 'LINC02615', 'SCLT1', 'AC096711.2', 'AC093916.1', 'SLC7A11', 'AC109927.1', 'AC097376.3', 'MAML3', 'SCOC-AS1', 'TBC1D9', 'LINC02432', 'IL15', 'INPP4B', 'AC139720.1', 'AC104596.1', 'GAB1', 'AC107223.1', 'GYPE', 'ZNF827', 'ARHGAP10', 'NR3C2', 'AC069272.1', 'AC002460.2', 'DCLK2', 'SH3D19', 'FAM160A1', 'LINC02273', 'TRIM2', 'MND1', 'TLR2', 'RNF175', 'MAP9', 'PDGFC', 'FAM198B-AS1', 'TMEM144', 'ETFDH', 'RAPGEF2', 'MARCH1', 'TRIM61', 'TMEM192', 'SPOCK3', 'DDX60L', 'SH3RF1', 'GALNTL6', 'AC097534.2', 'HPGD', 'GPM6A', 'WDR17', 'AC078881.1', 'WWC2', 'AC099343.4', 'ACSL1', 'AC084871.1', 'CFAP97', 'SNX25', 'C4orf47', 'SORBS2', 'KLKB1', 'FRG1-DT', 'AC091978.1', 'LINC02102', 'SEMA5A', 'ANKRD33B', 'TRIO', 'ANKH', 'RETREG1', 'AC024588.1', 'BASP1', 'LINC02100', 'C5orf17', 'AC114930.1', 'LINC02211', 'PDZD2', 'AC010343.3', 'TTC23L', 'PRLR', 'SPEF2', 'AC137810.1', 'IL7R', 'CPLANE1', 'CCDC152', 'SELENOP', 'AC008945.2', 'NIM1K', 'CCL28', 'C5orf34', 'NNT-AS1', 'ITGA1', 'ITGA2', 'FST', 'LINC01033', 'GZMK', 'GZMA', 'AC026704.1', 'PLPP1', 'SLC38A9', 'IL31RA', 'AC008892.1', 'ANKRD55', 'PDE4D', 'ERCC8', 'NDUFAF2', 'ZSWIM6', 'IPO11', 'ADAMTS6', 'CENPK', 'TRAPPC13', 'NLN', 'MAST4', 'AC112206.2', 'CCDC125', 'ARHGEF28', 'FAM169A', 'AC116337.3', 'GCNT4', 'ANKRD31', 'ANKDD1B', 'AC025188.1', 'F2R', 'S100Z', 'ZBED3-AS1', 'LHFPL2', 'ARSB', 'DMGDH', 'HOMER1', 'THBS4', 'AC012636.1', 'AC010260.1', 'FAM151B', 'RASGRF2', 'CKMT2-AS1', 'SSBP2', 'ATG10', 'XRCC4', 'VCAN', 'VCAN-AS1', 'AC109492.1', 'AC018754.1', 'TMEM161B-AS1', 'MEF2C', 'MEF2C-AS1', 'LINC02161', 'POLR3G', 'ADGRV1', 'LUCAT1', 'ARRDC3-AS1', 'AC106818.2', 'KIAA0825', 'SLF1', 'MCTP1', 'ARSK', 'RHOBTB3', 'AC104123.1', 'LIX1-AS1', 'LIX1', 'AC008883.1', 'LINC01340', 'AC113385.1', 'AC021086.1', 'SLCO4C1', 'PAM', 'EFNA5', 'AC008871.1', 'AC116428.1', 'TMEM232', 'CAMK4', 'AC010275.1', 'EPB41L4A', 'MCC', 'CCDC112', 'SEMA6A', 'SEMA6A-AS1', 'DTWD2', 'AC008629.1', 'PRR16', 'SNX24', 'ZNF608', 'GRAMD2B', 'AC093535.1', 'LMNB1-DT', 'MARCH3', 'C5orf63', 'AC011416.3', 'CCDC192', 'LINC01184', 'SLC12A2', 'FBN2', 'SLC27A6', 'CHSY3', 'MEIKIN', 'ACSL6', 'MIR3936HG', 'AC004039.1', 'FSTL4', 'AC008608.2', 'TCF7', 'CDKL3', 'SPOCK1', 'KLHL3', 'AC106791.1', 'MYOT', 'PKD2L2', 'EGR1', 'SIL1', 'MZB1', 'CXXC5', 'AC008438.1', 'CD14', 'NDFIP1', 'ARHGAP26', 'AC008696.2', 'PRELID2', 'AC091887.1', 'PPP2R2B', 'JAKMIP2-AS1', 'JAKMIP2', 'AC011346.1', 'CSF1R', 'PDGFRB', 'CD74', 'IRGM', 'GLRA1', 'LINC01933', 'SGCD', 'TIMD4', 'HAVCR1', 'ITK', 'AC010609.1', 'AC009185.1', 'AC008676.1', 'ADAM19', 'EBF1', 'AC008691.1', 'PTTG1', 'AC113414.1', 'SPDL1', 'RANBP17', 'UBTD2', 'SFXN1', 'CPLX2', 'FAM153B', 'SIMC1', 'AC138956.2', 'DBN1', 'FAM153A', 'AC106795.3', 'FAM153CP', 'ZNF354C', 'RNF130', 'AC008610.1', 'SCGB3A1', 'BTNL9', 'LINC01962', 'AC008443.5', 'IRF4', 'GMDS-DT', 'SLC22A23', 'AL033523.1', 'C6orf201', 'AL022097.1', 'F13A1', 'LY86-AS1', 'AL162719.1', 'LY86', 'TXNDC5', 'BLOC1S5', 'HULC', 'GCNT2', 'TMEM14B', 'MAK', 'SYCP2L', 'TMEM170B', 'ADTRP', 'PHACTR1', 'GFOD1', 'SIRT5', 'CD83', 'AL133259.1', 'AL009177.1', 'AL138720.1', 'JARID2', 'ATXN1', 'KIF13A', 'RNF144B', 'AL158198.1', 'AL513188.1', 'SOX4', 'CASC15', 'ALDH5A1', 'CARMIL1', 'HIST1H2AC', 'AL009179.1', 'ZSCAN16-AS1', 'AL121944.1', 'PGBD1', 'ZSCAN23', 'HCG17', 'LINC00243', 'TNF', 'LTB', 'LST1', 'NCR3', 'AIF1', 'EHMT2-AS1', 'C2', 'TSBP1-AS1', 'TSBP1', 'HLA-DRA', 'HLA-DRB5', 'HLA-DRB1', 'HLA-DQA1', 'HLA-DQB1', 'HLA-DOB', 'HLA-DPA1', 'HLA-DPB1', 'SYNGAP1', 'ITPR3', 'PACSIN1', 'MAPK13', 'Z84485.1', 'CPNE5', 'PI16', 'MDGA1', 'LRFN2', 'NFYA', 'TREM1', 'USP49', 'PTCRA', 'ZNF318', 'POLR1C', 'POLH-AS1', 'AL133334.1', 'SUPT3H', 'RUNX2', 'CLIC5', 'AL035701.1', 'TNFRSF21', 'EFHC1', 'LRRC1', 'DST', 'BAG2', 'PRIM2', 'KHDRBS2', 'AL355347.1', 'EYS', 'ADGRB3', 'COL19A1', 'FAM135A', 'KCNQ5', 'KHDC1', 'AC019205.1', 'AL121972.1', 'SLC17A5', 'CD109', 'MYO6', 'IRAK1BP1', 'BCKDHB', 'TENT5A', 'UBE3D', 'ME1', 'CEP162', 'NT5E', 'SMIM8', 'SRSF12', 'AL353135.2', 'ANKRD6', 'BACH2', 'AL158136.1', 'AL132996.1', 'UFL1-AS1', 'KLHL32', 'MMS22L', 'COQ3', 'USP45', 'TSTD3', 'AL096794.1', 'PRDM1', 'RTN4IP1', 'QRSL1', 'SOBP', 'SCML4', 'AFG1L', 'FOXO3', 'ARMC2', 'SESN1', 'AK9', 'METTL24', 'SLC16A10', 'AL360227.1', 'TRAF3IP2-AS1', 'FAM229B', 'MARCKS', 'NT5DC1', 'COL10A1', 'CALHM6', 'AL137009.1', 'FAM184A', 'MAN1A1', 'TBC1D32', 'PKIB', 'NKAIN2', 'RNF217-AS1', 'TRMT11', 'SOGA3', 'THEMIS', 'PTPRK', 'AL590006.1', 'AL356124.1', 'AL355581.1', 'SAMD3', 'TMEM200A', 'EPB41L2', 'AKAP7', 'ARG1', 'LINC01013', 'MOXD1', 'STX7', 'VNN1', 'VNN3', 'SGK1', 'ALDH8A1', 'MYB', 'AHI1', 'PDE7B', 'AL360178.1', 'AL138828.1', 'MAP7', 'PEX7', 'WAKMAR2', 'TNFAIP3', 'NHSL1', 'TXLNB', 'AL592429.2', 'AL035446.2', 'LINC01277', 'AIG1', 'PHACTR2', 'PLAGL1', 'STX11', 'UTRN', 'EPM2A', 'AL356599.1', 'STXBP5-AS1', 'SASH1', 'UST', 'ZC3H12D', 'PLEKHG1', 'MTHFD1L', 'AL138733.1', 'RMND1', 'CCDC170', 'ESR1', 'SYNE1', 'RGS17', 'OPRM1', 'AL589693.1', 'AL512658.2', 'ZDHHC14', 'SYNJ2', 'AL139330.1', 'SYTL3', 'RSPH3', 'AL078604.4', 'SOD2', 'AGPAT4', 'PRKN', 'PACRG', 'AL078602.1', 'RPS6KA2', 'Z94721.1', 'FGFR1OP', 'CCR6', 'AFDN', 'WDR27', 'PRKAR1B', 'CARD11', 'AC024028.1', 'SDK1', 'CYTH3', 'AC006042.2', 'GLCCI1', 'ICA1', 'SCIN', 'AC011287.1', 'CRPPA', 'AC073333.1', 'TSPAN13', 'AHR', 'AC073332.1', 'HDAC9', 'MACC1', 'DNAH11', 'CDCA7L', 'RAPGEF5', 'STEAP1B', 'AC002480.2', 'IL6', 'KLHL7', 'CCDC126', 'MPP6', 'OSBPL3', 'C7orf31', 'AC005165.1', 'SKAP2', 'HIBADH', 'JAZF1', 'CREB5', 'CPVL', 'PLEKHA8', 'MINDY4', 'RP9', 'BBS9', 'EEPD1', 'AOAH', 'ELMO1-AS1', 'EPDR1', 'TRGC2', 'TRGC1', 'TRGV9', 'TRG-AS1', 'AMPH', 'POU6F2', 'YAE1', 'SUGCT', 'URGCP', 'IGFBP3', 'AC073115.1', 'TNS3', 'PKD1L1', 'ZPBP', 'GRB10', 'LANCL2', 'ZNF713', 'PSPH', 'LINC02848', 'ZNF138', 'AC073349.4', 'VKORC1L1', 'AC068533.3', 'TPST1', 'LINC00174', 'AC006001.2', 'RABGEF1', 'AUTS2', 'TYW1B', 'CLIP2', 'NCF1', 'CASTOR2', 'SPDYE5', 'HIP1', 'SSC4D', 'FGL2', 'PTPN12', 'MAGI2', 'GNAI1', 'CD36', 'SEMA3C', 'SEMA3A', 'KIAA1324L', 'CROT', 'ABCB4', 'ABCB1', 'ADAM22', 'CLDN12', 'CDK14', 'MTERF1', 'CDK6', 'AC000065.1', 'AC006378.1', 'SGCE', 'PPP1R9A', 'AC002429.2', 'LMTK2', 'CYP3A5', 'GAL3ST4', 'GPC2', 'STAG3', 'CASTOR3', 'SPDYE3', 'AC069281.1', 'SERPINE1', 'COL26A1', 'FAM185A', 'FBXL13', 'NAPEPLD', 'AC007384.1', 'PUS7', 'EFCAB10', 'CDHR3', 'NAMPT', 'LAMB1', 'NRCAM', 'IMMP2L', 'LRRN3', 'DOCK4', 'AC002463.1', 'BMT2', 'MDFIC', 'LINC01393', 'TFEC', 'ST7-AS2', 'CPED1', 'FAM3C', 'AASS', 'POT1', 'POT1-AS1', 'KLHDC10', 'AC087071.2', 'CPA5', 'COPG2', 'AUXG01000058.1', 'LINC00513', 'AC058791.1', 'PLXNA4', 'LRGUK', 'CALD1', 'AC083870.1', 'AGBL3', 'SLC13A4', 'AC078845.1', 'TTC26', 'TBXAS1', 'SLC37A3', 'WEE2-AS1', 'MGAM', 'TRBC1', 'TRBC2', 'EPHB6', 'EPHA1-AS1', 'ZNF786', 'ZNF425', 'ACTR3C', 'LINC00996', 'ATG9B', 'ACTR3B', 'WDR60', 'ARHGEF10', 'MYOM2', 'AC246817.2', 'AC246817.1', 'MCPH1', 'ANGPT2', 'MCPH1-AS1', 'AGPAT5', 'PRAG1', 'MFHAS1', 'ERI1', 'MSRA', 'AC023385.1', 'XKR6', 'BLK', 'FAM66D', 'AC068587.4', 'DLC1', 'MSR1', 'MICU3', 'MTUS1', 'PSD3', 'SH2D4A', 'CSGALNACT1', 'AC105206.2', 'PIWIL2', 'AC087854.1', 'PEBP4', 'AC107959.1', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'LOXL2', 'ADAM28', 'AC120193.1', 'DOCK5', 'EPHX2', 'NUGGC', 'AC021678.2', 'FZD3', 'INTS9', 'DUSP4', 'WRN', 'NRG1', 'AC090204.1', 'FUT10', 'TTI2', 'RAB11FIP1', 'AC084024.3', 'PLPP5', 'FGFR1', 'IDO2', 'ZMAT4', 'GINS4', 'ANK1', 'AP3M2', 'PLAT', 'CEBPD', 'PXDNL', 'AC064807.1', 'ST18', 'LYN', 'PLAG1', 'FAM110B', 'TOX', 'CA8', 'CHD7', 'AC113143.3', 'AC022182.1', 'CLVS1', 'AC009879.4', 'MYBL1', 'MCMDC2', 'CPA6', 'SLCO5A1', 'XKR9', 'MSC-AS1', 'AC022893.1', 'AC027018.1', 'LY96', 'GDAP1', 'PKIA-AS1', 'PKIA', 'IL7', 'AC083837.1', 'TPD52', 'ZBTB10', 'E2F5', 'CA1', 'CA3', 'RIPK2', 'AC004083.1', 'LINC00534', 'LRRC69', 'LINC00535', 'TMEM67', 'RAD54B', 'NDUFAF6', 'C8orf37-AS1', 'CPQ', 'NIPAL2', 'STK3', 'ANKRD46', 'NCALD', 'AZIN1-AS1', 'FZD6', 'LRP12', 'AC090579.1', 'ANGPT1', 'NUDCD1', 'SYBU', 'TRPS1', 'SLC30A8', 'EXT1', 'SAMD12', 'AC023590.1', 'ENPP2', 'MTBP', 'ZHX2', 'TBC1D31', 'ATAD2', 'FBXO32', 'AC090921.1', 'MTSS1', 'NSMCE2', 'AC016074.2', 'LINC00861', 'PCAT1', 'AC024382.1', 'CASC19', 'CASC8', 'AC104370.1', 'PVT1', 'LINC00824', 'CCDC26', 'ASAP1', 'KCNQ3', 'LRRC6', 'AF228727.1', 'AC105180.2', 'ZFAT', 'LINC02055', 'PTK2', 'LYPD2', 'LY6E-DT', 'SPATC1', 'ZNF251', 'ZNF16', 'DOCK8', 'KANK1', 'KCNV2', 'RFX3-AS1', 'GLIS3', 'SLC1A1', 'SPATA6L', 'AK3', 'RCL1', 'JAK2', 'PLGRKT', 'AL162253.2', 'PDCD1LG2', 'MLANA', 'AL133480.1', 'AL354707.1', 'TTC39B', 'CCDC171', 'BNC2', 'SAXO1', 'ACER2', 'MLLT3', 'FOCAD', 'MIR31HG', 'MTAP', 'IFT74', 'MOB3B', 'C9orf72', 'LINGO2', 'ACO1', 'AQP3', 'RUSC2', 'CD72', 'TPM2', 'RECK', 'PAX5', 'AL161781.2', 'ZCCHC7', 'DCAF10', 'GLIDR', 'BX664615.2', 'ANKRD20A4', 'PIP5K1B', 'FXN', 'APBA1', 'C9orf135', 'MAMDC2', 'SMC5-AS1', 'ANXA1', 'CARNMT1-AS1', 'CARNMT1', 'PCSK5', 'GCNT1', 'CEP78', 'TLE1', 'AL591368.1', 'FRMD3', 'IDNK', 'GKAP1', 'C9orf153', 'DAPK1', 'SPIN1', 'S1PR3', 'SYK', 'AL158071.4', 'AL158071.3', 'AL158071.1', 'ROR2', 'CENPP', 'OMD', 'ASPN', 'ECM2', 'PTPDC1', 'ZNF169', 'FANCC', 'PTCH1', 'LINC00476', 'ZNF367', 'HABP4', 'CDC14B', 'AL589843.1', 'NUTM2G', 'AL590705.1', 'CCDC180', 'TMOD1', 'CORO2A', 'ANKS6', 'GALNT12', 'NR4A3', 'INVS', 'ABCA1', 'FKTN', 'TMEM38B', 'LINC01505', 'KLF4', 'CTNNAL1', 'PALM2-AKAP2', 'LPAR1', 'AL162414.1', 'ZNF483', 'SHOC1', 'UGCG', 'HSDL2', 'C9orf147', 'KIAA1958', 'SLC31A2', 'RGS3', 'DEC1', 'PAPPA', 'ASTN2', 'ASTN2-AS1', 'AL160272.1', 'MEGF9', 'PSMD5', 'AL359644.1', 'TTLL11', 'AL359636.2', 'STRBP', 'DENND1A', 'NEK6', 'NR6A1', 'MIR181A2HG', 'SCAI', 'RABEPK', 'PBX3', 'MVB12B', 'RALGPS1', 'GARNL3', 'LRSAM1', 'STXBP1', 'TTC16', 'SLC25A25', 'SWI5', 'ODF2', 'HMGA1P4', 'ZER1', 'KYAT1', 'PHYHD1', 'AL158151.1', 'ABL1', 'LAMC3', 'AL157938.2', 'CFAP77', 'AK8', 'SARDH', 'FCN1', 'PTGDS', 'LCNL1', 'CLIC3', 'LRRC26', 'PNPLA7', 'ZMYND11', 'DIP2C', 'ADARB2', 'AKR1C3', 'AL355303.1', 'NET1', 'IL2RA', 'PRKCQ', 'PRKCQ-AS1', 'LINC02648', 'AL392086.3', 'GATA3', 'AC044784.1', 'USP6NL', 'CCDC3', 'OPTN', 'FRMD4A', 'RPP38', 'NMT2', 'PTER', 'CUBN', 'ST8SIA6', 'ST8SIA6-AS1', 'HACD1', 'STAM', 'MRC1', 'CACNB2', 'AL450384.2', 'PLXDC2', 'AL512603.2', 'PRTFDC1', 'ANKRD26', 'MAP3K8', 'AL590068.4', 'ZNF438', 'ZEB1-AS1', 'ZEB1', 'AL391839.1', 'CCDC7', 'ITGB1', 'IATPR', 'NRP1', 'PARD3', 'ZNF248', 'ZNF33B', 'ALOX5', 'ZFAND4', 'MAPK8', 'ARHGAP22', 'WDFY4', 'ANK3', 'AL592430.1', 'ARID5B', 'RTKN2', 'ZNF365', 'CTNNA3', 'TET1', 'SRGN', 'HKDC1', 'H2AFY2', 'LRRC20', 'PRF1', 'PSAP', 'ASCC1', 'DDIT4', 'MICU1', 'MCU', 'CFAP70', 'USP54', 'ADK', 'AC022540.1', 'LRMDA', 'KCNMA1', 'DLG5', 'ZMIZ1-AS1', 'TMEM254-AS1', 'BMPR1A', 'SHLD2', 'PAPSS2', 'RNLS', 'ANKRD22', 'ACTA2', 'IFIT2', 'IFIT3', 'AL157400.3', 'KIF20B', 'LINC01374', 'AL139340.1', 'HECTD2', 'CPEB3', 'MYOF', 'SLC35G1', 'HELLS', 'SORBS1', 'ALDH18A1', 'ENTPD1', 'CC2D2B', 'BLNK', 'RRP12', 'UBTD1', 'GOT1', 'ABCC2', 'DNMBP-AS1', 'OLMALINC', 'SEMA4G', 'BTRC', 'SFXN2', 'CNNM2', 'SH3PXD2A', 'SORCS3', 'ADD3-AS1', 'MXI1', 'AL158212.1', 'TCF7L2', 'ABLIM1', 'AL137025.1', 'SHTN1', 'AC022395.1', 'AL583824.1', 'INPP5F', 'WDR11-AS1', 'FGFR2', 'FAM24B', 'C10orf88', 'ACADSB', 'LINC02641', 'CHST15', 'LHPP', 'FAM53B-AS1', 'CTBP2', 'DHX32', 'FANK1', 'ADAM12', 'PTPRE', 'MKI67', 'LINC01163', 'LINC02666', 'LINC02646', 'SCART1', 'IFITM2', 'IFITM3', 'IRF7', 'SCT', 'CD81-AS1', 'KCNQ1OT1', 'CDKN1C', 'OSBPL5', 'AC127526.2', 'RRM1', 'AC104389.5', 'APBB1', 'SYT9', 'AC107884.1', 'OLFML1', 'RIC3', 'STK33', 'SWAP70', 'SBF2', 'AC011092.2', 'MRVI1-AS1', 'MICAL2', 'SPON1', 'RRAS2', 'PSMA1', 'PDE3B', 'CALCB', 'NUCB2', 'KCNC1', 'LDHAL6A', 'UEVLD', 'IGSF22', 'NAV2', 'PRMT3', 'ANO5', 'GAS2', 'SVIP', 'AC006299.1', 'CCDC34', 'LGR4', 'BDNF-AS', 'MPPED2', 'DCDC1', 'DNAJC24', 'IMMP1L', 'ELP4', 'AC131571.1', 'CCDC73', 'CSTF3-DT', 'ABTB2', 'PDHX', 'LDLRAD3', 'PRR5L', 'LRRC4C', 'TSPAN18', 'LARGE2', 'C11orf49', 'AC090589.2', 'PTPRJ', 'GLYATL1', 'AP001636.3', 'MS4A6A', 'MS4A4E', 'MS4A7', 'MS4A1', 'CD6', 'CD5', 'CYB561A3', 'FADS3', 'TTC9C', 'MACROD1', 'AP000944.1', 'NEAT1', 'LTBP3', 'SNX32', 'CTSW', 'FOSL1', 'AP001107.9', 'BBS1', 'C11orf80', 'RAD9A', 'LINC02754', 'AP002336.2', 'ALG1L9P', 'AP002495.1', 'AP002381.2', 'FCHSD2', 'PLEKHB1', 'PAAF1', 'AP003717.4', 'C2CD3', 'PPME1', 'P4HA3', 'PGM2L1', 'EMSY', 'ACER3', 'AQP11', 'AAMDC', 'AP002812.2', 'GAB2', 'AP003086.1', 'NARS2', 'AP003110.1', 'RAB30', 'RAB30-DT', 'AP000873.2', 'AP000446.1', 'DLG2', 'AP001825.1', 'SYTL2', 'AP001831.1', 'ME3', 'PRSS23', 'TMEM135', 'DISC1FP1', 'PIWIL4', 'AP002383.2', 'AP000787.1', 'SESN3', 'AP000820.2', 'MTMR2', 'MAML2', 'AP000779.1', 'ARHGAP42', 'CEP126', 'BIRC3', 'DYNC2H1', 'AP002989.1', 'PDGFD', 'ALKBH8', 'SLC35F2', 'RAB39A', 'EXPH5', 'LINC02550', 'POU2AF1', 'SIK2', 'DIXDC1', 'LINC02763', 'NCAM1', 'TTC12', 'USP28', 'ZBTB16', 'AP002518.2', 'CADM1', 'DSCAML1', 'FXYD2', 'MPZL3', 'CD3D', 'CD3G', 'AP001267.3', 'CXCR5', 'ARHGEF12', 'AP001977.1', 'UBASH3B', 'AP002762.2', 'CRTAM', 'JHY', 'CLMP', 'GRAMD1B', 'SPA17', 'AP000866.1', 'CDON', 'LINC02725', 'ARHGAP32', 'TMEM45B', 'NTM', 'OPCML', 'JAM3', 'NCAPD3', 'B3GAT1', 'IQSEC3', 'CCDC77', 'B4GALNT3', 'DCP1B', 'TULP3', 'TSPAN9', 'VWF', 'LPAR5', 'LAG3', 'LRRC23', 'CLEC4C', 'SLC2A3', 'LINC00937', 'CLEC4E', 'KLRG1', 'LINC00612', 'A2M-AS1', 'A2M', 'PZP', 'KLRB1', 'CLECL1', 'CD69', 'KLRF1', 'CLEC12A', 'CLEC7A', 'OLR1', 'KLRD1', 'AC022075.1', 'KLRK1', 'KLRC3', 'KLRC2', 'KLRC1', 'LINC02446', 'STYK1', 'YBX3', 'PRH1', 'AC244131.2', 'LINC01252', 'BCL2L14', 'LRP6', 'DUSP16', 'GPR19', 'APOLD1', 'GPRC5D-AS1', 'EMP1', 'PLBD1', 'AC010168.1', 'C12orf60', 'ERP27', 'EPS8', 'MGST1', 'PLEKHA5', 'AC024901.1', 'ST8SIA1', 'SOX5', 'RASSF8', 'SSPN', 'AC023051.1', 'PPFIBP1', 'FAR2', 'OVCH1-AS1', 'OVCH1', 'TMTC1', 'DENND5B', 'AMN1', 'BICD1', 'FGD4', 'KIF21A', 'ABCD2', 'C12orf40', 'SLC2A13', 'LRRK2', 'PRICKLE1', 'TMEM117', 'NELL2', 'AC008014.1', 'PCED1B', 'AC008083.2', 'AC008083.3', 'LINC02416', 'SENP1', 'AC090115.1', 'AC011603.2', 'TUBA1A', 'SPATS2', 'PRPF40B', 'LIMA1', 'FAM186A', 'ATF1', 'POU6F1', 'CELA1', 'SLC4A8', 'SCN8A', 'KRT72', 'KRT73-AS1', 'KRT73', 'KRT1', 'AC068888.1', 'AC023509.6', 'TESPA1', 'MARCH9', 'GIHCG', 'TAFA2', 'PPM1H', 'SRGAP1', 'IRAK3', 'GRIP1', 'IFNG-AS1', 'IFNG', 'IL26', 'LINC02384', 'AC090061.1', 'NUP107', 'SLC35E3', 'CPM', 'LYZ', 'RAB3IP', 'AC025159.1', 'KCNMB4', 'AC025569.1', 'CAPS2', 'SYT1', 'PAWR', 'LIN7A', 'METTL25', 'TMTC2', 'CEP290', 'TMTC3', 'DUSP6', 'ATP2B1-AS1', 'AC009522.1', 'AC123512.1', 'AC025164.1', 'LINC02391', 'LINC02397', 'C12orf74', 'SOCS2-AS1', 'SOCS2', 'CRADD', 'AC012085.2', 'TMCC3', 'FGD6', 'USP44', 'NTN4', 'AMDHD1', 'HAL', 'IKBIP', 'ACTR6', 'DEPDC4', 'UTP20', 'CHPT1', 'PARPBP', 'HELLPAR', 'C12orf42', 'HSP90B1', 'HCFC2', 'SLC41A2', 'ALDH1L2', 'C12orf75', 'POLR3B', 'AC079385.1', 'RFX4', 'RIC8B', 'AC007541.1', 'CRY1', 'BTBD11', 'ACACB', 'FAM216A', 'TCTN1', 'HVCN1', 'CUX2', 'ALDH2', 'TMEM116', 'DTX1', 'RNFT2', 'FBXW8', 'KSR2', 'VSIG10', 'CIT', 'BICDL1', 'NRAV', 'OASL', 'KDM2B', 'KDM2B-DT', 'MORN3', 'AC084018.2', 'BCL7A', 'KNTC1', 'AC026333.3', 'HIP1R', 'ABCB9', 'PITPNM2', 'RILPL2', 'RILPL1', 'ATP6V0A2', 'AC117503.5', 'CCDC92', 'RFLNA', 'AC007368.1', 'LINC00944', 'SLC15A4', 'GLT1D1', 'LINC02361', 'POLE', 'ZNF26', 'ZNF10', 'TPTE2', 'IFT88', 'EEF1AKMT1', 'LINC00539', 'FGF9', 'AL136962.1', 'MIPEP', 'ATP8A2', 'CDK8', 'LINC02340', 'FLT3', 'FLT1', 'MTUS2', 'KATNAL1', 'LINC00426', 'ALOX5AP', 'B3GLCT', 'FRY', 'BRCA2', 'STARD13', 'AL139383.1', 'RFC3', 'NBEA', 'LINC00571', 'COG6', 'LINC00598', 'AL354696.2', 'KBTBD7', 'RGCC', 'DGKH', 'EPSTI1', 'NUFIP1', 'AL359706.1', 'LRRC63', 'RUBCNL', 'CAB39L', 'DLEU1', 'DLEU7', 'RNASEH2B-AS1', 'SERPINE3', 'TMEM272', 'NEK5', 'DIAPH3', 'PCDH9', 'DACH1', 'KLF5', 'LINC00402', 'AL353660.1', 'TBC1D4', 'LMO7', 'AL136441.1', 'SLAIN1', 'AL590807.1', 'AL162493.1', 'GPC5', 'GPC6', 'ABCC4', 'UGGT2', 'DOCK9', 'GPR18', 'GPR183', 'CLYBL', 'AL137139.2', 'PCCA-DT', 'TNFSF13B', 'MYO16', 'AL163541.1', 'IRS2', 'RAB20', 'TEX29', 'MCF2L', 'GRTP1', 'CFAP97D2', 'AL355075.4', 'ARHGEF40', 'TRAV4', 'TRAV6', 'TRAV13-2', 'AC244502.1', 'TRDC', 'TRAC', 'AL160314.2', 'AL132780.1', 'SLC7A8', 'RNF212B', 'GZMH', 'GZMB', 'NOVA1', 'PRKD1', 'G2E3-AS1', 'COCH', 'AL049830.3', 'AL139353.2', 'NUBPL', 'AL163973.2', 'AKAP6', 'NPAS3', 'EGLN3', 'PRORP', 'AL049828.1', 'LINC02315', 'TOGARAM1', 'FANCM', 'POLE2', 'KLHDC1', 'LINC01588', 'L2HGDH', 'CDKL1', 'ATL1', 'PYGL', 'TRIM9', 'PTGDR', 'GPR137C', 'AL139317.5', 'AL365295.1', 'SAMD4A', 'GCH1', 'WDHD1', 'AL158801.2', 'PELI2', 'LINC02284', 'AL139021.2', 'AL139021.1', 'KIAA0586', 'DACT1', 'LINC01500', 'DAAM1', 'RTN1', 'AL157911.1', 'PCNX4', 'MNAT1', 'AL359220.1', 'AL355916.2', 'LINC01303', 'AL355916.1', 'HIF1A', 'WDR89', 'AL136038.5', 'SGPP1', 'SYNE2', 'ESR2', 'AL122035.1', 'FNTB', 'AL355076.2', 'FUT8', 'AL359232.1', 'CCDC196', 'GPHN', 'MPP5', 'ARG2', 'AL049779.4', 'RAD51B', 'AL133370.1', 'ACTN1-AS1', 'AL359317.2', 'PLEKHD1', 'SLC10A1', 'AL356804.1', 'AL357153.2', 'AL357153.1', 'TTC9', 'MAP3K9', 'AC004817.5', 'SIPA1L1', 'RGS6', 'DPF3', 'NUMB', 'HEATR4', 'AC005520.2', 'AC005480.1', 'BBOF1', 'LIN52', 'AL691403.1', 'FOS', 'JDP2', 'BATF', 'FLVCR2', 'TTLL5', 'IFT43', 'ESRRB', 'TMED8', 'NOXRED1', 'ALKBH1', 'CEP128', 'TSHR', 'AC007262.2', 'STON2', 'LINC02328', 'LINC02316', 'LINC01146', 'SPATA7', 'EML5', 'TTC8', 'EFCAB11', 'KCNK13', 'CATSPERB', 'TC2N', 'ATXN3', 'SLC24A4', 'LGMN', 'IFI27', 'SERPINA1', 'CLMN', 'TCL6', 'TCL1A', 'AL139020.1', 'LINC02325', 'LINC01550', 'AL163932.1', 'BCL11B', 'AL109767.1', 'AL160313.1', 'CYP46A1', 'AL157871.4', 'WARS', 'WDR25', 'LINC02320', 'TECPR2', 'TNFAIP2', 'PPP1R13B', 'TDRD9', 'PLD4', 'CLBA1', 'CRIP1', 'IGHA2', 'IGHG4', 'IGHG2', 'IGHGP', 'IGHA1', 'IGHG1', 'IGHG3', 'IGHD', 'IGHM', 'FAM30A', 'NIPA1', 'MKRN3', 'ATP10A', 'AC023449.2', 'APBA2', 'AC127522.1', 'ARHGAP11B', 'FAN1', 'OTUD7A', 'FMN1', 'RYR3', 'AVEN', 'CHRM5', 'AC021231.1', 'DPH6', 'DPH6-DT', 'C15orf41', 'AC013640.1', 'LINC02345', 'SPRED1', 'RASGRP1', 'LINC02694', 'AC013652.1', 'THBS1', 'FSIP1', 'AC091045.1', 'KNL1', 'AC020661.3', 'OIP5', 'MAPKBP1', 'AC018362.1', 'STARD9', 'ADAL', 'PPIP5K1', 'CATSPER2', 'WDR76', 'FRMD5', 'CASC4', 'PATL2', 'DUOX1', 'AC051619.5', 'SLC30A4', 'MYEF2', 'FAM227B', 'ATP8B4', 'GABPB1-AS1', 'AC021752.1', 'AC066613.2', 'DMXL2', 'GNB5', 'CERNA1', 'NEDD4', 'TEX9', 'AC090518.1', 'AC090517.5', 'LINC00926', 'ALDH1A2', 'AQP9', 'LIPC', 'MYO1E', 'RORA-AS1', 'RORA', 'TLN2', 'DAPK2', 'SNX22', 'ZNF609', 'MTFMT', 'PARP16', 'HACD3', 'SLC24A1', 'DIS3L', 'TIPIN', 'IQCH', 'IQCH-AS1', 'CORO2B', 'SPESP1', 'GLCE', 'MYO9A', 'AC022872.1', 'AC009690.2', 'BBS4', 'NEO1', 'UBL7-AS1', 'SCAMP5', 'NEIL1', 'FBXO22', 'AC027243.3', 'PEAK1', 'ABHD17C', 'CEMIP', 'CFAP161', 'TMC3-AS1', 'AC104041.1', 'EFL1', 'CPEB1', 'AC105339.3', 'FSD2', 'HOMER2', 'AC012291.3', 'KLHL25', 'ANPEP', 'AP3S2', 'CRTC3-AS1', 'BLM', 'AC104035.1', 'SLCO3A1', 'AC091078.1', 'MCTP2', 'AC009432.2', 'ARRDC4', 'IGF1R', 'LRRC28', 'AC090825.1', 'ADAMTS17', 'CERS3', 'LRRK1', 'TARSL2', 'HBA1', 'RAB11FIP3', 'AL023882.1', 'AC009041.2', 'IFT140', 'AL133297.2', 'JPT2', 'ABCA3', 'AC004034.1', 'MMP25-AS1', 'IL32', 'AC025283.2', 'CLUAP1', 'ADCY9', 'DNAJA3', 'C16orf71', 'PPL', 'ABAT', 'ATF7IP2', 'AC133065.1', 'CIITA', 'AC007220.1', 'AC099489.1', 'AC007216.4', 'TNFRSF17', 'CPPED1', 'MRTFB', 'AC130650.1', 'BMERB1', 'MYH11', 'XYLT1', 'SYT17', 'IQCK', 'ACSM3', 'DNAH3', 'AC008551.1', 'MOSMO', 'EEF2K', 'AC092338.3', 'CDR2', 'USP31', 'COG7', 'PALB2', 'AC008731.1', 'SLC5A11', 'LCMT1-AS1', 'NSMCE1-DT', 'IL4R', 'IL21R', 'AC016597.1', 'SBK1', 'SGF29', 'ATP2A1', 'RABEP2', 'CD19', 'AC009093.2', 'PRRT2', 'AC093249.2', 'MIR762HG', 'ITGAM', 'ITGAX', 'NETO2', 'AC026470.2', 'AC007611.1', 'NKD1', 'RPGRIP1L', 'LPCAT2', 'GNAO1', 'MT3', 'MT1E', 'ADGRG5', 'ADGRG1', 'KIFC3', 'AC009107.2', 'SLC9A5', 'LRRC36', 'AC009061.2', 'GFOD2', 'RANBP10', 'SMPD3', 'ZFP90', 'SNTB2', 'PHLPP2', 'ZNF821', 'PKD1L3', 'PMFBP1', 'LINC01572', 'AC004158.1', 'AC004943.2', 'ZFHX3', 'AC138627.1', 'FA2H', 'ZNRF1', 'AC106729.1', 'NUDT7', 'WWOX', 'AC027279.1', 'MAF', 'GAN', 'HSD17B2', 'AC092142.1', 'ATP2C2', 'MEAK7', 'COTL1', 'CRISPLD2', 'GINS2', 'C16orf74', 'AC018695.9', 'IRF8', 'ZCCHC14', 'SLC7A5', 'AC092120.3', 'DBNDD1', 'AC141424.1', 'AC015853.3', 'PITPNA-AS1', 'PITPNA', 'SLC43A2', 'SERPINF1', 'AC090617.4', 'SRR', 'RAP1GAP2', 'OR3A2', 'SHPK', 'P2RX5', 'P2RX1', 'AC091153.2', 'PFN1', 'SLC52A1', 'FBXO39', 'ALOX12-AS1', 'CLEC10A', 'NLGN2', 'TP53', 'MYH10', 'NTN1', 'STX8', 'AC005695.2', 'GAS7', 'MYH3', 'TMEM220', 'TMEM220-AS1', 'ARHGAP44', 'COX10-AS1', 'COX10', 'HS3ST3B1', 'AC005224.2', 'CDRT4', 'PIGL', 'CENPV', 'TNFRSF13B', 'NT5M', 'SMCR5', 'TOM1L2', 'DRC3', 'AC007952.2', 'EPN2', 'SPECC1', 'LGALS9B', 'CCDC144NL-AS1', 'DHRS7B', 'LINC02693', 'SARM1', 'FAM222B', 'AC068025.2', 'ABHD15-AS1', 'EFCAB5', 'ATAD5', 'AC130324.2', 'AC005899.8', 'MYO1D', 'AC022916.1', 'SLFN13', 'SLFN12L', 'MMP28', 'AC015849.1', 'CCL5', 'AC243829.4', 'CCL3', 'CCL4', 'AC243829.2', 'AC243829.1', 'CCL3L1', 'CCL4L2', 'ACACA', 'LINC00672', 'PLXDC1', 'ERBB2', 'IKZF3', 'GSDMB', 'AC090844.2', 'TOP2A', 'AC004585.1', 'CCR7', 'KLHL11', 'AC067852.5', 'CCR10', 'AC100793.2', 'BRCA1', 'CCDC200', 'ARL4D', 'ETV4', 'MEOX1', 'AC007993.3', 'DBF4B', 'AC008105.3', 'SPATA32', 'MAPT', 'KANSL1-AS1', 'ARL17B', 'EFCAB13', 'TBX21', 'SKAP1', 'SKAP1-AS1', 'THRA1/BTR', 'TAC4', 'ABCC3', 'AC005920.2', 'TOM1L1', 'STXBP4', 'HLF', 'NOG', 'C17orf67', 'DGKE', 'CUEDC1', 'RNF43', 'TEX14', 'SKA2', 'GDPD1', 'VMP1', 'TUBD1', 'RNFT1-DT', 'APPBP2', 'AC011921.1', 'AC005746.2', 'BRIP1', 'INTS2', 'METTL2A', 'MRC2', 'TANC2', 'AC015923.1', 'CD79B', 'ERN1', 'RGS9', 'AXIN2', 'CEP112', 'PRKCA-AS1', 'ABCA6', 'ABCA10', 'MAP2K6', 'LINC01483', 'LINC00511', 'SDK2', 'DNAI2', 'TSEN54', 'LLGL2', 'FBF1', 'RNF157', 'UBE2O', 'AC016168.2', 'TNRC6C', 'TK1', 'RBFOX3', 'CARD14', 'ACTG1', 'CCDC57', 'CD7', 'RAB40B', 'FN3K', 'COLEC12', 'ENOSF1', 'YES1', 'AP000829.1', 'LINC00470', 'METTL4', 'EMILIN2', 'AP000919.2', 'MYOM1', 'AP005329.2', 'DLGAP1', 'EPB41L3', 'AP001021.3', 'L3MBTL4', 'PTPRM', 'NDUFV2-AS1', 'TWSG1', 'RAB31', 'GNAL', 'TUBB6', 'LDLRAD4', 'ZNF519', 'TMEM241', 'TTC39C', 'AC090772.2', 'AC090772.1', 'OSBPL1A', 'ZNF521', 'PSMA8', 'TAF4B', 'KCTD1', 'DSC1', 'RNF125', 'GAREM1', 'AC025887.2', 'KLHL14', 'DTNA', 'KIAA1328', 'AC016493.1', 'LINC00907', 'LINC01478', 'SETBP1', 'AC023421.2', 'SLC14A1', 'PSTPIP2', 'HAUS1', 'RNF165', 'AC012254.1', 'SMAD7', 'SNHG22', 'CFAP53', 'RAB27B', 'TCF4', 'TCF4-AS1', 'AC027097.2', 'ATP8B1', 'NEDD4L', 'ZNF532', 'SEC11C', 'PHLPP1', 'BCL2', 'SERPINB2', 'CCDC102B', 'DOK6', 'CD226', 'RTTN', 'GTSCR1', 'NETO1', 'AC090125.1', 'AC018445.5', 'PARD6G-AS1', 'MADCAM1', 'GZMM', 'PRSS57', 'CFD', 'ABHD17A', 'GNG7', 'TLE2', 'TJP3', 'MATK', 'TMIGD2', 'STAP2', 'AC011498.1', 'ARRDC5', 'PTPRS', 'RFX2', 'ACER1', 'AC011491.3', 'SLC25A23', 'CD70', 'SH2D3A', 'INSR', 'AC119396.1', 'PEX11G', 'FCER2', 'CERS4', 'AC022146.2', 'KANK3', 'PRAM1', 'ADAMTS10', 'AC130469.1', 'ZNF559', 'ZNF177', 'ICAM1', 'S1PR5', 'ZNF439', 'ZNF69', 'ZNF763', 'ZNF563', 'ZNF443', 'ZNF709', 'SYCE2', 'AC020916.1', 'ADGRL1', 'AC011509.2', 'ADGRE5', 'CLEC17A', 'ADGRE2', 'TMEM38A', 'NIBAN3', 'IFI30', 'CRTC1', 'SLC25A42', 'MEF2B', 'PBX4', 'LINC00663', 'AC011477.9', 'ZNF253', 'ZNF682', 'AC011447.3', 'AC008554.1', 'ZNF737', 'ZNF626', 'ZNF714', 'ZNF43', 'ZNF208', 'AC139769.2', 'LINC00662', 'AC006504.5', 'AC005580.1', 'PLEKHF1', 'C19orf12', 'TSHZ3', 'ZNF507', 'RHPN2', 'WDR88', 'SCGB2B2', 'ZNF181', 'ZNF599', 'LINC01801', 'AC008555.2', 'AC008555.4', 'ZNF30', 'ZNF792', 'FXYD1', 'CD22', 'TYROBP', 'ZNF565', 'AC092296.2', 'LINC00665', 'ZFP14', 'ZFP82', 'ZNF566', 'ZNF529-AS1', 'ZNF850', 'ZNF345', 'ZNF829', 'ZNF568', 'ZNF420', 'ZNF585B', 'ZNF569', 'ZNF793', 'ZNF540', 'ZFP30', 'SIPA1L3', 'PPP1R14A', 'PLEKHG2', 'FCGBP', 'ZNF546', 'SPTBN4', 'CEACAM21', 'CD79A', 'POU2F2', 'LIPE-AS1', 'CEACAM1', 'PHLDB3', 'PLAUR', 'AC006213.3', 'ZNF284', 'ZNF235', 'NECTIN2', 'RELB', 'MARK4', 'FOSB', 'OPA3', 'EML2', 'DMPK', 'PPP5D1', 'PRKD2', 'NPAS1', 'C5AR1', 'LIG1', 'AC011466.3', 'TMEM143', 'LMTK3', 'AC008403.3', 'SULT2B1', 'NUCB1-AS1', 'SLC6A16', 'PTOV1-AS1', 'IL4I1', 'SPIB', 'MYBPC2', 'SHANK1', 'NKG7', 'SIGLEC6', 'ZNF350-AS1', 'AC010320.2', 'AC010320.3', 'AC010320.4', 'ZNF610', 'ZNF528-AS1', 'ZNF578', 'ZNF611', 'ZNF600', 'ZNF765', 'AC022137.4', 'ZNF813', 'ZNF331', 'NLRP12', 'OSCAR', 'LILRA4', 'LAIR2', 'KIR2DL3', 'KIR2DL1', 'KIR3DL1', 'KIR3DL2', 'FCAR', 'NCR1', 'NLRP7', 'AC011476.3', 'GP6', 'ZSCAN5A', 'EDDM13', 'AC006115.2', 'ZNF549', 'ZNF551', 'C19orf18', 'ZNF135', 'ZSCAN18', 'ZNF329', 'ZNF544', 'ZNF497', 'NRSN2-AS1', 'AL110114.1', 'SIRPD', 'SIRPG', 'EBF4', 'UBOX5-AS1', 'ATRN', 'SIGLEC1', 'RNF24', 'PCNA', 'SHLD1', 'MCM8', 'TMX4', 'PLCB1', 'LAMP5', 'ANKEF1', 'SNAP25-AS1', 'AL050403.2', 'SPTLC3', 'ISM1', 'TASP1', 'MACROD2', 'AL079338.1', 'ZNF133', 'AL049646.1', 'DZANK1', 'DTD1', 'AL121900.1', 'SLC24A3', 'RIN2', 'LINC01727', 'CST3', 'CST7', 'NINL', 'ZNF337-AS1', 'FAM182A', 'MIR663AHG', 'AL117381.1', 'HCK', 'NOL4L', 'AL034550.2', 'EFCAB8', 'SNTA1', 'AL035458.2', 'PIGU', 'AL109824.1', 'GGT7', 'PROCR', 'MMP24', 'FO393401.1', 'DLGAP4-AS1', 'SLA2', 'NDRG3', 'RBL1', 'MROH8', 'PPP1R16B', 'MAFB', 'PLCG1', 'ZHX3', 'IFT52', 'MYBL2', 'TOX2', 'GDAP1L1', 'PKIG', 'TP53TG5', 'ZSWIM3', 'CD40', 'SULF2', 'LINC00494', 'B4GALT5', 'SMIM25', 'PARD6B', 'BCAS4', 'KCNG1', 'NFATC2', 'ATP9A', 'ZFP64', 'LINC01524', 'TSHZ2', 'AL391097.3', 'AL391097.1', 'AL109930.1', 'CASS4', 'PMEPA1', 'SYCP2', 'CDH26', 'MIR646HG', 'CDH4', 'AL162457.1', 'TCFL5', 'AL121845.1', 'C20orf204', 'AP001347.1', 'RBM11', 'SAMSN1', 'LINC02246', 'MIR99AHG', 'CXADR', 'CHODL', 'AF130417.1', 'NCAM2', 'LINC01684', 'MIR155HG', 'APP', 'ADAMTS1', 'ADAMTS5', 'AF165147.1', 'BACH1', 'TIAM1', 'LINC00159', 'EVA1C', 'C21orf62-AS1', 'AP000282.1', 'LINC00649', 'AP000317.1', 'KCNE1', 'HLCS', 'KCNJ15', 'ERG', 'LCA5L', 'BACE2', 'MX2', 'MX1', 'ABCG1', 'PDE9A', 'AP001059.3', 'AP001059.2', 'TRPM2', 'ADARB1', 'LINC00334', 'PCBP3', 'AJ011931.2', 'COL6A2', 'MCM3AP-AS1', 'S100B', 'HDHD5-AS1', 'MICAL3', 'TUBA8', 'AC008079.1', 'CLTCL1', 'YPEL1', 'IGLV10-54', 'AC245060.5', 'IGLC1', 'IGLC2', 'IGLC3', 'RSPH14', 'VPREB3', 'DERL3', 'DDTL', 'UPB1', 'SGSM1', 'KIAA1671', 'GRK3', 'SEZ6L', 'MIAT', 'LINC01422', 'TTC28-AS1', 'TTC28', 'CHEK2', 'HSCB', 'Z93930.2', 'ZNRF3', 'NIPSNAP1', 'RNF215', 'SEC14L2', 'OSBP2', 'SELENOM', 'LIMK2', 'PIK3IP1', 'PIK3IP1-AS1', 'EIF4ENIF1', 'SLC5A4-AS1', 'SYN3', 'LARGE1', 'LARGE-AS1', 'HMOX1', 'IL2RB', 'LGALS1', 'KDELR3', 'CBY1', 'AL021707.2', 'NPTXR', 'APOBEC3A', 'APOBEC3G', 'PDGFB', 'AL031590.1', 'MGAT3', 'CACNA1I', 'GRAP2', 'AL022238.2', 'SLC25A17', 'XPNPEP3', 'CCDC134', 'TNFRSF13C', 'WBP2NL', 'NDUFA6-DT', 'TTLL1', 'EFCAB6', 'PRR5', 'SMC1B', 'PPARA', 'TTC38', 'CELSR1', 'LINC01644', 'TYMP', 'CHKB-DT', 'LINC00685', 'CSF2RA', 'AL683807.1', 'DHRSX', 'PUDP', 'STS', 'AC079142.1', 'CLCN4', 'MID1', 'AC073529.1', 'ARHGAP6', 'GPM6B', 'NHS', 'MAP7D2', 'CNKSR2', 'MBTPS2', 'PHEX', 'PTCHD1-AS', 'SAT1', 'APOO', 'CXorf58', 'POLA1', 'GK', 'GK-AS1', 'CYBB', 'AC108879.1', 'CASK', 'PPP1R2C', 'MIR222HG', 'LINC02595', 'SLC9A7', 'JADE3', 'ZNF81', 'AC231533.1', 'SYP', 'FOXP3', 'LINC01284', 'AC233976.1', 'AL158055.1', 'MAGED1', 'GPR173', 'TSPYL2', 'KANTR', 'AL050309.1', 'NBDY', 'FAAH2', 'LINC01278', 'MTMR8', 'ZC4H2', 'ZC3H12B', 'AL034397.3', 'OPHN1', 'EDA', 'GCNA', 'CXCR3', 'ERCC6L', 'HDAC8', 'NAP1L2', 'CHIC1', 'NEXMIF', 'ZDHHC15', 'MAGEE1', 'CYSLTR1', 'P2RY10', 'GPR174', 'ITM2A', 'HMGN5', 'HDX', 'APOOL', 'DIAPH2-AS1', 'ARMCX4', 'BEX5', 'ARMCX5-GPRASP2', 'AL035427.1', 'LINC00630', 'BEX2', 'BEX3', 'TMSB15B-AS1', 'RADX', 'MORC4', 'NUP62CL', 'FRMPD3', 'AL109946.1', 'VSIG1', 'TMEM164', 'AMMECR1', 'PAK3', 'TRPC5', 'XACT', 'DANT2', 'KLHL13', 'LONRF3', 'SLC25A43', 'TENM1', 'AL008633.1', 'SMARCA1', 'AL034405.1', 'ENOX2', 'FIRRE', 'RAP2C-AS1', 'MBNL3', 'GPC3', 'ZNF75D', 'FHL1', 'CD40LG', 'AL683813.1', 'FGF13', 'MCF2', 'SPANXA2-OT1', 'AFF2', 'LINC00894', 'MAMLD1', 'PDZD4', 'F8', 'TMLHE-AS1', 'PRKY', 'UTY'], from ['HES4', 'C1orf159', 'TNFRSF18', 'TNFRSF4', 'ATAD3C', 'PRKCZ', 'AL365255.1', 'GPR153', 'TNFRSF25', 'DNAJC11', 'PER3', 'ERRFI1', 'CA6', 'SLC2A5', 'GPR157', 'PIK3CD-AS2', 'CTNNBIP1', 'KIF1B', 'PEX14', 'AL109811.1', 'FBXO2', 'TNFRSF1B', 'DHRS3', 'KAZN', 'FHAD1', 'PADI4', 'EIF4G3', 'NBPF3', 'CDC42-AS1', 'C1QA', 'C1QB', 'AL031428.1', 'ZNF436', 'TCEA3', 'ID3', 'MDS2', 'ELOA-AS1', 'CNR2', 'IFNLR1', 'STPG1', 'NIPAL3', 'RCAN3AS', 'RCAN3', 'NCMAP-DT', 'CLIC4', 'RHD', 'MAN1C1', 'AL031280.1', 'STMN1', 'PAFAH2', 'CRYBG2', 'ZNF683', 'AHDC1', 'SMPDL3B', 'PTAFR', 'LINC01715', 'MECR', 'LINC01226', 'YARS', 'AZIN2', 'TRIM62', 'CSF3R', 'LINC01137', 'INPP5B', 'AL139260.1', 'RHBDL2', 'HPCAL4', 'LINC02811', 'AL603839.3', 'SLFNL1-AS1', 'SCMH1', 'HIVEP3', 'CCDC30', 'TMEM269', 'AL139289.2', 'KDM4A-AS1', 'ST3GAL3', 'AL451062.1', 'KIF2C', 'EIF2B3', 'ZSWIM5', 'TESK2', 'MAST2', 'PIK3R3', 'STIL', 'LINC01389', 'AGBL4', 'AC104170.1', 'ZFYVE9', 'SHISAL2A', 'COA7', 'AL606760.2', 'LINC01771', 'NDC1', 'LEXM', 'MIR4422HG', 'DAB1', 'AL136985.3', 'JUN', 'LINC01135', 'FGGY', 'HOOK1', 'NFIA', 'PATJ', 'DOCK7', 'ITGB3BP', 'BX004807.1', 'EFCAB7', 'PGM1', 'ROR1', 'CACHD1', 'DNAJC6', 'LEPR', 'PDE4B', 'WDR78', 'SLC35D1', 'IL12RB2', 'LRRC7', 'ZRANB2-AS2', 'NEGR1', 'AL513166.1', 'LRRIQ3', 'SLC44A5', 'MSH4', 'ST6GALNAC3', 'AK5', 'AC103591.3', 'IFI44L', 'LINC01781', 'LINC01362', 'LINC01725', 'PRKACB', 'MCOLN2', 'WDR63', 'SYDE2', 'AL078459.1', 'DDAH1', 'COL24A1', 'LINC02795', 'ODF2L', 'HS2ST1', 'LMO4', 'GBP1', 'GBP5', 'AC099063.1', 'TGFBR3', 'BTBD8', 'EVI5', 'DIPK1A', 'CCDC18', 'FNBP1L', 'BCAR3', 'GCLM', 'ALG14', 'DPYD', 'AGL', 'SASS6', 'DBT', 'AL445928.2', 'CDC14A', 'AL589990.1', 'AC093157.1', 'NTNG1', 'VAV3', 'VAV3-AS1', 'LINC02785', 'GPSM2', 'KIAA1324', 'KCNC4', 'SLC16A4', 'CHI3L2', 'RHOC', 'SLC16A1', 'SLC16A1-AS1', 'LRIG2-DT', 'MAGI3', 'AL137856.1', 'PTPN22', 'BCL2L15', 'HIPK1-AS1', 'BCAS2', 'DENND2C', 'SLC22A15', 'LINC01762', 'CD2', 'TENT5C', 'WARS2', 'WARS2-AS1', 'AC253572.2', 'LINC02798', 'NBPF15', 'PDZK1', 'CD160', 'LIX1L', 'AC239799.2', 'AC242426.2', 'FMO5', 'LINC00624', 'BCL9', 'OTUD7B', 'AC244033.2', 'VPS45', 'C1orf54', 'ADAMTSL4-AS1', 'GOLPH3L', 'C2CD4D-AS1', 'THEM4', 'AL450992.2', 'AL450992.3', 'FLG-AS1', 'S100A9', 'S100A12', 'S100A8', 'AL358472.4', 'NUP210L', 'ATP8B2', 'LMNA', 'ARHGEF11', 'FCRL5', 'FCRL3', 'AL356276.1', 'FCRL2', 'FCRL1', 'CD1C', 'MNDA', 'PYHIN1', 'AIM2', 'FCER1A', 'FCRL6', 'SLAMF1', 'SLAMF7', 'LY9', 'CD244', 'FCER1G', 'AL592295.3', 'FCGR3A', 'FCRLA', 'SH2D1B', 'DDR2', 'RGS5', 'NUF2', 'PBX1', 'CD247', 'XCL2', 'XCL1', 'NME7', 'F5', 'SELP', 'C1orf112', 'BX284613.2', 'DNM3', 'FASLG', 'AL645568.1', 'DARS2', 'AL591043.2', 'RASAL2', 'RALGPS2', 'ANGPTL1', 'ABL2', 'AXDND1', 'GLUL', 'NPL', 'LAMC1', 'RGL1', 'COLGALT2', 'TSEN15', 'C1orf21', 'NIBAN1', 'SWT1', 'LINC01350', 'PTGS2', 'PLA2G4A', 'ERVMER61-1', 'RGS1', 'RGS2', 'AL136456.1', 'CFH', 'CRB1', 'AL450352.1', 'MIR181A1HG', 'LINC00862', 'AC104461.1', 'CAMSAP2', 'AC096677.1', 'LGR6', 'ATP2B4', 'LAX1', 'SOX13', 'PIK3C2B', 'MFSD4A', 'SLC41A1', 'RHEX', 'MAPKAPK2', 'IL19', 'AL596218.1', 'CR2', 'CR1', 'G0S2', 'HSD11B1', 'HHAT', 'LINC00467', 'AL360091.3', 'ATF3', 'FLVCR1-DT', 'SMYD2', 'PTPN14', 'CENPF', 'LYPLAL1-DT', 'FAM177B', 'AL392172.2', 'DISP1', 'SUSD4', 'FBXO28', 'NVL', 'CNIH3', 'ENAH', 'EPHX1', 'LIN9', 'ITPKB-AS1', 'OBSCN', 'AL353593.1', 'PCNX2', 'MAP3K21', 'SLC35F3', 'AL355472.2', 'AL391832.4', 'B3GALNT2', 'LYST', 'EDARADD', 'CHRM3', 'CHRM3-AS2', 'GREM2', 'RGS7', 'KMO', 'WDR64', 'PLD5', 'AKT3', 'AL645465.1', 'CATSPERE', 'EFCAB2', 'KIF26B', 'SMYD3', 'ZNF670', 'NLRP3', 'SNTG2', 'LINC01250', 'RSAD2', 'RNF144A', 'AC068481.1', 'LINC01871', 'LINC00298', 'LINC00299', 'ID2', 'MBOAT2', 'RRM2', 'ODC1', 'MIR3681HG', 'TRIB2', 'AC068286.2', 'FAM49A', 'SMC6', 'GEN1', 'NT5C1B', 'LINC01376', 'LINC00954', 'WDR35', 'GDF7', 'LDAH', 'AC018742.1', 'KLHL29', 'UBXN2A', 'DNAJC27', 'DNAJC27-AS1', 'EFR3B', 'DTNB', 'AC010896.1', 'AGBL5', 'SPDYA', 'TRMT61B', 'TOGARAM2', 'LCLAT1', 'RASGRP3', 'AC017050.1', 'LINC01320', 'CRIM1', 'AC006369.1', 'RMDN2', 'RMDN2-AS1', 'CYP1B1-AS1', 'HNRNPLL', 'GALM', 'DHX57', 'MAP4K3-DT', 'THUMPD2', 'SLC8A1-AS1', 'SLC8A1', 'AC083949.1', 'MTA3', 'LINC02580', 'PLEKHH2', 'SLC3A1', 'PREPL', 'CAMKMT', 'PRKCE', 'LINC01118', 'KCNK12', 'AC092650.1', 'ACYP2', 'AC093110.1', 'EML6', 'CLHC1', 'CCDC88A', 'AC132153.1', 'AC007381.1', 'BCL11A', 'PAPOLG', 'COMMD1', 'AC018462.1', 'EHBP1', 'AC007098.1', 'AC009501.3', 'WDPCP', 'VPS54', 'PELI1', 'LINC02245', 'LINC02576', 'SPRED2', 'MEIS1', 'LINC01829', 'WDR92', 'APLF', 'NFU1', 'MXD1', 'TGFA', 'ADD2', 'PAIP2B', 'DYSF', 'EXOC6B', 'SFXN5', 'ALMS1', 'SLC4A5', 'C2orf81', 'HK2', 'TACR1', 'AC007681.1', 'GCFC2', 'DNAH6', 'TRABD2A', 'AC022210.2', 'GNLY', 'CD8A', 'CD8B', 'CYTOR', 'AC133644.2', 'EIF2AK3', 'IGKC', 'MAL', 'DUSP2', 'CNNM4', 'ANKRD23', 'FAM178B', 'C2orf92', 'ZAP70', 'LINC02611', 'TSGA10', 'AC079447.1', 'LYG2', 'LYG1', 'AFF3', 'NPAS2', 'TBC1D8', 'IL1R1', 'IL18R1', 'IL18RAP', 'TMEM182', 'AC010978.1', 'AC009505.1', 'GCC2-AS1', 'CCDC138', 'EDAR', 'SH3RF3', 'NPHP1', 'MIR4435-2HG', 'AC017002.5', 'MERTK', 'ZC3H6', 'AC012442.2', 'IL1B', 'LINC01191', 'C2orf76', 'EPB41L5', 'AC012447.1', 'NIFK-AS1', 'AC011246.1', 'ERCC3', 'HS6ST1', 'MGAT5', 'TMEM163', 'CCNT2-AS1', 'ZRANB3', 'CXCR4', 'HNMT', 'AC114763.1', 'KYNU', 'AC092652.2', 'AC016910.1', 'GTDC1', 'ZEB2', 'TEX41', 'ACVR2A', 'AC105402.3', 'KIF5C', 'LYPD6B', 'TNFAIP6', 'NEB', 'CACNB4', 'FMNL2', 'LINC01876', 'NR4A2', 'GPD2', 'ACVR1C', 'UPP2', 'PKP4', 'TANC1', 'BAZ2B', 'AC009961.1', 'AC009313.1', 'SLC4A10', 'DPP4', 'COBLL1', 'AC019197.1', 'SLC38A11', 'SCN3A', 'AC009495.1', 'SCN1A-AS1', 'SCN9A', 'BBS5', 'KLHL23', 'MYO3B', 'METTL8', 'DCAF17', 'METAP1D', 'ITGA6', 'AC078883.1', 'PDK1', 'RAPGEF4', 'CHN1', 'LNPK', 'MTX2', 'TTN', 'AC092640.1', 'CCDC141', 'SESTD1', 'LINC01934', 'PDE1A', 'NCKAP1', 'AC021851.1', 'AC021851.2', 'ZNF804A', 'AC009315.1', 'FSIP2-AS1', 'FSIP2', 'LINC01473', 'ITGAV', 'AC017101.1', 'CALCRL', 'COL5A2', 'SLC40A1', 'ANKAR', 'C2orf88', 'HIBCH', 'MFSD6', 'AC006460.2', 'AC067945.3', 'STAT4', 'AC067945.4', 'MYO1B', 'AC104823.1', 'AC064834.1', 'DNAH7', 'HECW2', 'PGAP1', 'AC013264.1', 'RFTN2', 'AC011997.1', 'PLCL1', 'TYW5', 'SPATS2L', 'SGO2', 'PPIL3', 'ORC2', 'AC005037.1', 'FLACC1', 'TRAK2', 'STRADB', 'C2CD6', 'BMPR2', 'FAM117B', 'ICA1L', 'CARF', 'NBEAL1', 'ABI2', 'CD28', 'CTLA4', 'ICOS', 'PARD3B', 'ZDBF2', 'ADAM23', 'AC008269.1', 'AC009226.1', 'PTH2R', 'MAP2', 'AC007038.1', 'LANCL1-AS1', 'LANCL1', 'AC093865.1', 'IKZF2', 'AC068051.1', 'VWC2L', 'BARD1', 'FN1', 'AC012668.3', 'LINC00607', 'SMARCAL1', 'DIRC3', 'TNS1', 'RUFY4', 'SLC11A1', 'CYP27A1', 'ABCB6', 'EPHA4', 'SGPP2', 'AP1S3', 'SERPINE2', 'COL4A4', 'COL4A3', 'AC097662.1', 'PID1', 'FBXO36', 'SP140', 'ITM2C', 'HTR2B', 'AC017104.1', 'NMUR1', 'PDE6D', 'AC019130.1', 'EFHD1', 'USP40', 'AC097713.1', 'LINC01891', 'ARL4C', 'AC010148.1', 'AGAP1', 'IQCA1', 'AC012063.1', 'SCLY', 'ANKMY1', 'SNED1', 'AC005237.1', 'PASK', 'BOK', 'LINC01237', 'CHL1', 'LINC01266', 'AC034195.1', 'SUMF1', 'AC023480.1', 'ITPR1', 'AC018816.1', 'AC026202.2', 'AC069277.1', 'AC077690.1', 'LMCD1-AS1', 'CAV3', 'RAD18', 'SRGAP3', 'FANCD2OS', 'IRAK2', 'ATG7', 'PPARG', 'TSEN2', 'MKRN2OS', 'CAND2', 'FBLN2', 'WNT7A', 'METTL6', 'COLQ', 'BTD', 'AC090945.1', 'OXNAD1', 'AC090948.1', 'AC090644.1', 'SATB1-AS1', 'KCNH8', 'AC061958.1', 'KAT2B', 'SGO1-AS1', 'ZNF385D', 'UBE2E2', 'THRB', 'NEK10', 'LINC02084', 'EOMES', 'LINC01980', 'CMC1', 'RBMS3', 'OSBPL10', 'ZNF860', 'CMTM8', 'LINC01811', 'STAC', 'CTDSPL', 'ACVR2B', 'SCN11A', 'CX3CR1', 'EIF1B-AS1', 'ENTPD3-AS1', 'ENTPD3', 'AC099560.1', 'ULK4', 'ANO10', 'ABHD5', 'TCAIM', 'ZKSCAN7-AS1', 'LARS2-AS1', 'LZTFL1', 'CCR9', 'CXCR6', 'KIF9-AS1', 'CACNA2D2', 'CISH', 'DOCK3', 'SFMBT1', 'CACNA2D3', 'HESX1', 'ASB14', 'DNAH12', 'DENND6A-AS1', 'FLNB', 'DNASE1L3', 'FHIT', 'PTPRG', 'LRIG1', 'SUCLG2-AS1', 'TAFA1', 'FRMD4B', 'MITF', 'AC097634.3', 'PROK2', 'LINC00877', 'SHQ1', 'PDZRN3', 'LINC02018', 'ROBO1', 'GBE1', 'CADM2', 'ARL13B', 'ARL6', 'DCBLD2', 'CMSS1', 'FILIP1L', 'AC129803.1', 'CEP97', 'AC020651.2', 'ALCAM', 'CBLB', 'IFT57', 'DZIP3', 'TRAT1', 'NECTIN3', 'CD96', 'PLCXD2', 'PHLDB2', 'SLC9C1', 'CD200', 'BTLA', 'CD200R1', 'AC078785.1', 'CFAP44', 'CFAP44-AS1', 'SPICE1', 'SIDT1', 'GRAMD1C', 'CCDC191', 'AC128687.3', 'AC093010.2', 'TIGIT', 'ZBTB20-AS1', 'ZBTB20-AS5', 'AC026341.1', 'AC068633.1', 'IGSF11', 'B4GALT4-AS1', 'ARHGAP31', 'CD80', 'AC092910.3', 'RABL3', 'POLQ', 'IQCB1', 'EAF2', 'CD86', 'PARP15', 'SLC49A4', 'SEC22A', 'MYLK-AS1', 'KALRN', 'AC092902.4', 'LINC02614', 'CFAP100', 'AC024558.2', 'CHCHD6', 'MGLL', 'EEFSEC', 'KIAA1257', 'IFT122', 'ACAD11', 'TMEM108', 'BFSP2', 'EPHB1', 'AC092969.1', 'PPP2R3A', 'NME9', 'CEP70', 'AC046134.2', 'RBP2', 'NMNAT3', 'PXYLP1', 'AC022215.2', 'AC117383.1', 'GRK7', 'TFDP2', 'GK5', 'PLS1', 'TRPC1', 'PLSCR2', 'WWTR1', 'ERICH6', 'ERICH6-AS1', 'MED12L', 'GPR171', 'P2RY14', 'P2RY12', 'AC108718.1', 'AC026347.1', 'LINC02006', 'MME', 'LINC00886', 'LEKR1', 'AC092944.1', 'VEPH1', 'PTX3', 'MLF1', 'RARRES1', 'IFT80', 'PPM1L', 'SERPINI2', 'WDR49', 'MECOM', 'GPR160', 'PRKCI', 'TNIK', 'PLD1', 'TNFSF10', 'NCEH1', 'NAALADL2', 'KCNMB2-AS1', 'USP13', 'SOX2-OT', 'MCF2L2', 'ABCC5', 'MAP3K13', 'IGF2BP2', 'DGKG', 'AC068631.1', 'BCL6', 'TPRG1', 'TP63', 'P3H2', 'IL1RAP', 'CCDC50', 'MB21D2', 'ATP13A4', 'HES1', 'TMEM44', 'ZDHHC19', 'TCTEX1D2', 'TM4SF19', 'WDR53', 'BDH1', 'LMLN', 'RNF212', 'AC092535.4', 'SPON2', 'NSD2', 'ZFYVE28', 'GRK4', 'RGS12', 'STX18-AS1', 'STK32B', 'AFAP1', 'ABLIM2', 'AC108519.1', 'SLC2A9', 'CLNK', 'AC006230.1', 'AC005699.1', 'RAB28', 'AC092546.1', 'CPEB2-DT', 'AC098829.1', 'C1QTNF7', 'CC2D2A', 'CD38', 'FGFBP2', 'TAPT1-AS1', 'LDB2', 'KCNIP4', 'CCDC149', 'SEL1L3', 'TBC1D19', 'LINC02506', 'DTHD1', 'AC104078.2', 'KLF3-AS1', 'TLR10', 'TMEM156', 'WDR19', 'RHOH', 'RBM47', 'APBB2', 'AC111006.1', 'AC107068.2', 'NIPAL1', 'TXK', 'DCUN1D4', 'SGCB', 'USP46', 'LINC01618', 'SRD5A3-AS1', 'PPAT', 'HOPX', 'SPINK2', 'IGFBP7', 'AC104806.2', 'STAP1', 'UBA6-AS1', 'SULT1B1', 'JCHAIN', 'SLC4A4', 'AC053527.2', 'RASSF6', 'CXCL8', 'MTHFD2L', 'EREG', 'AREG', 'PARM1', 'CXCL10', 'SEPTIN11', 'MRPL1', 'BMP2K', 'LINC01088', 'CFAP299', 'PRKG2', 'TMEM150C', 'SCD5', 'AC073840.1', 'GPAT3', 'WDFY3', 'ARHGAP24', 'MAPK10', 'PTPN13', 'PKD2', 'PPM1K-DT', 'HERC6', 'HERC5', 'FAM13A', 'GPRIN3', 'SNCA', 'CCSER1', 'STPG2', 'TSPAN5', 'AP002026.1', 'AC097460.1', 'BANK1', 'AP002075.1', 'SLC39A8', 'UBE2D3-AS1', 'SLC9B1', 'SLC9B2', 'CENPE', 'TET2', 'INTS12', 'GSTCD', 'SGMS2', 'LEF1', 'LEF1-AS1', 'RPL34-AS1', 'SEC24B-AS1', 'PLA2G12A', 'ELOVL6', 'ANK2', 'UGT8', 'USP53', 'PDE5A', 'AC073475.1', 'PRDM5', 'TNIP3', 'NUDT6', 'SPRY1', 'FAT4', 'LARP1B', 'LINC02615', 'SCLT1', 'AC096711.2', 'AC093916.1', 'SLC7A11', 'AC109927.1', 'AC097376.3', 'MAML3', 'SCOC-AS1', 'TBC1D9', 'LINC02432', 'IL15', 'INPP4B', 'AC139720.1', 'AC104596.1', 'GAB1', 'AC107223.1', 'GYPE', 'ZNF827', 'ARHGAP10', 'NR3C2', 'AC069272.1', 'AC002460.2', 'DCLK2', 'SH3D19', 'FAM160A1', 'LINC02273', 'TRIM2', 'MND1', 'TLR2', 'RNF175', 'MAP9', 'PDGFC', 'FAM198B-AS1', 'TMEM144', 'ETFDH', 'RAPGEF2', 'MARCH1', 'TRIM61', 'TMEM192', 'SPOCK3', 'DDX60L', 'SH3RF1', 'GALNTL6', 'AC097534.2', 'HPGD', 'GPM6A', 'WDR17', 'AC078881.1', 'WWC2', 'AC099343.4', 'ACSL1', 'AC084871.1', 'CFAP97', 'SNX25', 'C4orf47', 'SORBS2', 'KLKB1', 'FRG1-DT', 'AC091978.1', 'LINC02102', 'SEMA5A', 'ANKRD33B', 'TRIO', 'ANKH', 'RETREG1', 'AC024588.1', 'BASP1', 'LINC02100', 'C5orf17', 'AC114930.1', 'LINC02211', 'PDZD2', 'AC010343.3', 'TTC23L', 'PRLR', 'SPEF2', 'AC137810.1', 'IL7R', 'CPLANE1', 'CCDC152', 'SELENOP', 'AC008945.2', 'NIM1K', 'CCL28', 'C5orf34', 'NNT-AS1', 'ITGA1', 'ITGA2', 'FST', 'LINC01033', 'GZMK', 'GZMA', 'AC026704.1', 'PLPP1', 'SLC38A9', 'IL31RA', 'AC008892.1', 'ANKRD55', 'PDE4D', 'ERCC8', 'NDUFAF2', 'ZSWIM6', 'IPO11', 'ADAMTS6', 'CENPK', 'TRAPPC13', 'NLN', 'MAST4', 'AC112206.2', 'CCDC125', 'ARHGEF28', 'FAM169A', 'AC116337.3', 'GCNT4', 'ANKRD31', 'ANKDD1B', 'AC025188.1', 'F2R', 'S100Z', 'ZBED3-AS1', 'LHFPL2', 'ARSB', 'DMGDH', 'HOMER1', 'THBS4', 'AC012636.1', 'AC010260.1', 'FAM151B', 'RASGRF2', 'CKMT2-AS1', 'SSBP2', 'ATG10', 'XRCC4', 'VCAN', 'VCAN-AS1', 'AC109492.1', 'AC018754.1', 'TMEM161B-AS1', 'MEF2C', 'MEF2C-AS1', 'LINC02161', 'POLR3G', 'ADGRV1', 'LUCAT1', 'ARRDC3-AS1', 'AC106818.2', 'KIAA0825', 'SLF1', 'MCTP1', 'ARSK', 'RHOBTB3', 'AC104123.1', 'LIX1-AS1', 'LIX1', 'AC008883.1', 'LINC01340', 'AC113385.1', 'AC021086.1', 'SLCO4C1', 'PAM', 'EFNA5', 'AC008871.1', 'AC116428.1', 'TMEM232', 'CAMK4', 'AC010275.1', 'EPB41L4A', 'MCC', 'CCDC112', 'SEMA6A', 'SEMA6A-AS1', 'DTWD2', 'AC008629.1', 'PRR16', 'SNX24', 'ZNF608', 'GRAMD2B', 'AC093535.1', 'LMNB1-DT', 'MARCH3', 'C5orf63', 'AC011416.3', 'CCDC192', 'LINC01184', 'SLC12A2', 'FBN2', 'SLC27A6', 'CHSY3', 'MEIKIN', 'ACSL6', 'MIR3936HG', 'AC004039.1', 'FSTL4', 'AC008608.2', 'TCF7', 'CDKL3', 'SPOCK1', 'KLHL3', 'AC106791.1', 'MYOT', 'PKD2L2', 'EGR1', 'SIL1', 'MZB1', 'CXXC5', 'AC008438.1', 'CD14', 'NDFIP1', 'ARHGAP26', 'AC008696.2', 'PRELID2', 'AC091887.1', 'PPP2R2B', 'JAKMIP2-AS1', 'JAKMIP2', 'AC011346.1', 'CSF1R', 'PDGFRB', 'CD74', 'IRGM', 'GLRA1', 'LINC01933', 'SGCD', 'TIMD4', 'HAVCR1', 'ITK', 'AC010609.1', 'AC009185.1', 'AC008676.1', 'ADAM19', 'EBF1', 'AC008691.1', 'PTTG1', 'AC113414.1', 'SPDL1', 'RANBP17', 'UBTD2', 'SFXN1', 'CPLX2', 'FAM153B', 'SIMC1', 'AC138956.2', 'DBN1', 'FAM153A', 'AC106795.3', 'FAM153CP', 'ZNF354C', 'RNF130', 'AC008610.1', 'SCGB3A1', 'BTNL9', 'LINC01962', 'AC008443.5', 'IRF4', 'GMDS-DT', 'SLC22A23', 'AL033523.1', 'C6orf201', 'AL022097.1', 'F13A1', 'LY86-AS1', 'AL162719.1', 'LY86', 'TXNDC5', 'BLOC1S5', 'HULC', 'GCNT2', 'TMEM14B', 'MAK', 'SYCP2L', 'TMEM170B', 'ADTRP', 'PHACTR1', 'GFOD1', 'SIRT5', 'CD83', 'AL133259.1', 'AL009177.1', 'AL138720.1', 'JARID2', 'ATXN1', 'KIF13A', 'RNF144B', 'AL158198.1', 'AL513188.1', 'SOX4', 'CASC15', 'ALDH5A1', 'CARMIL1', 'HIST1H2AC', 'AL009179.1', 'ZSCAN16-AS1', 'AL121944.1', 'PGBD1', 'ZSCAN23', 'HCG17', 'LINC00243', 'TNF', 'LTB', 'LST1', 'NCR3', 'AIF1', 'EHMT2-AS1', 'C2', 'TSBP1-AS1', 'TSBP1', 'HLA-DRA', 'HLA-DRB5', 'HLA-DRB1', 'HLA-DQA1', 'HLA-DQB1', 'HLA-DOB', 'HLA-DPA1', 'HLA-DPB1', 'SYNGAP1', 'ITPR3', 'PACSIN1', 'MAPK13', 'Z84485.1', 'CPNE5', 'PI16', 'MDGA1', 'LRFN2', 'NFYA', 'TREM1', 'USP49', 'PTCRA', 'ZNF318', 'POLR1C', 'POLH-AS1', 'AL133334.1', 'SUPT3H', 'RUNX2', 'CLIC5', 'AL035701.1', 'TNFRSF21', 'EFHC1', 'LRRC1', 'DST', 'BAG2', 'PRIM2', 'KHDRBS2', 'AL355347.1', 'EYS', 'ADGRB3', 'COL19A1', 'FAM135A', 'KCNQ5', 'KHDC1', 'AC019205.1', 'AL121972.1', 'SLC17A5', 'CD109', 'MYO6', 'IRAK1BP1', 'BCKDHB', 'TENT5A', 'UBE3D', 'ME1', 'CEP162', 'NT5E', 'SMIM8', 'SRSF12', 'AL353135.2', 'ANKRD6', 'BACH2', 'AL158136.1', 'AL132996.1', 'UFL1-AS1', 'KLHL32', 'MMS22L', 'COQ3', 'USP45', 'TSTD3', 'AL096794.1', 'PRDM1', 'RTN4IP1', 'QRSL1', 'SOBP', 'SCML4', 'AFG1L', 'FOXO3', 'ARMC2', 'SESN1', 'AK9', 'METTL24', 'SLC16A10', 'AL360227.1', 'TRAF3IP2-AS1', 'FAM229B', 'MARCKS', 'NT5DC1', 'COL10A1', 'CALHM6', 'AL137009.1', 'FAM184A', 'MAN1A1', 'TBC1D32', 'PKIB', 'NKAIN2', 'RNF217-AS1', 'TRMT11', 'SOGA3', 'THEMIS', 'PTPRK', 'AL590006.1', 'AL356124.1', 'AL355581.1', 'SAMD3', 'TMEM200A', 'EPB41L2', 'AKAP7', 'ARG1', 'LINC01013', 'MOXD1', 'STX7', 'VNN1', 'VNN3', 'SGK1', 'ALDH8A1', 'MYB', 'AHI1', 'PDE7B', 'AL360178.1', 'AL138828.1', 'MAP7', 'PEX7', 'WAKMAR2', 'TNFAIP3', 'NHSL1', 'TXLNB', 'AL592429.2', 'AL035446.2', 'LINC01277', 'AIG1', 'PHACTR2', 'PLAGL1', 'STX11', 'UTRN', 'EPM2A', 'AL356599.1', 'STXBP5-AS1', 'SASH1', 'UST', 'ZC3H12D', 'PLEKHG1', 'MTHFD1L', 'AL138733.1', 'RMND1', 'CCDC170', 'ESR1', 'SYNE1', 'RGS17', 'OPRM1', 'AL589693.1', 'AL512658.2', 'ZDHHC14', 'SYNJ2', 'AL139330.1', 'SYTL3', 'RSPH3', 'AL078604.4', 'SOD2', 'AGPAT4', 'PRKN', 'PACRG', 'AL078602.1', 'RPS6KA2', 'Z94721.1', 'FGFR1OP', 'CCR6', 'AFDN', 'WDR27', 'PRKAR1B', 'CARD11', 'AC024028.1', 'SDK1', 'CYTH3', 'AC006042.2', 'GLCCI1', 'ICA1', 'SCIN', 'AC011287.1', 'CRPPA', 'AC073333.1', 'TSPAN13', 'AHR', 'AC073332.1', 'HDAC9', 'MACC1', 'DNAH11', 'CDCA7L', 'RAPGEF5', 'STEAP1B', 'AC002480.2', 'IL6', 'KLHL7', 'CCDC126', 'MPP6', 'OSBPL3', 'C7orf31', 'AC005165.1', 'SKAP2', 'HIBADH', 'JAZF1', 'CREB5', 'CPVL', 'PLEKHA8', 'MINDY4', 'RP9', 'BBS9', 'EEPD1', 'AOAH', 'ELMO1-AS1', 'EPDR1', 'TRGC2', 'TRGC1', 'TRGV9', 'TRG-AS1', 'AMPH', 'POU6F2', 'YAE1', 'SUGCT', 'URGCP', 'IGFBP3', 'AC073115.1', 'TNS3', 'PKD1L1', 'ZPBP', 'GRB10', 'LANCL2', 'ZNF713', 'PSPH', 'LINC02848', 'ZNF138', 'AC073349.4', 'VKORC1L1', 'AC068533.3', 'TPST1', 'LINC00174', 'AC006001.2', 'RABGEF1', 'AUTS2', 'TYW1B', 'CLIP2', 'NCF1', 'CASTOR2', 'SPDYE5', 'HIP1', 'SSC4D', 'FGL2', 'PTPN12', 'MAGI2', 'GNAI1', 'CD36', 'SEMA3C', 'SEMA3A', 'KIAA1324L', 'CROT', 'ABCB4', 'ABCB1', 'ADAM22', 'CLDN12', 'CDK14', 'MTERF1', 'CDK6', 'AC000065.1', 'AC006378.1', 'SGCE', 'PPP1R9A', 'AC002429.2', 'LMTK2', 'CYP3A5', 'GAL3ST4', 'GPC2', 'STAG3', 'CASTOR3', 'SPDYE3', 'AC069281.1', 'SERPINE1', 'COL26A1', 'FAM185A', 'FBXL13', 'NAPEPLD', 'AC007384.1', 'PUS7', 'EFCAB10', 'CDHR3', 'NAMPT', 'LAMB1', 'NRCAM', 'IMMP2L', 'LRRN3', 'DOCK4', 'AC002463.1', 'BMT2', 'MDFIC', 'LINC01393', 'TFEC', 'ST7-AS2', 'CPED1', 'FAM3C', 'AASS', 'POT1', 'POT1-AS1', 'KLHDC10', 'AC087071.2', 'CPA5', 'COPG2', 'AUXG01000058.1', 'LINC00513', 'AC058791.1', 'PLXNA4', 'LRGUK', 'CALD1', 'AC083870.1', 'AGBL3', 'SLC13A4', 'AC078845.1', 'TTC26', 'TBXAS1', 'SLC37A3', 'WEE2-AS1', 'MGAM', 'TRBC1', 'TRBC2', 'EPHB6', 'EPHA1-AS1', 'ZNF786', 'ZNF425', 'ACTR3C', 'LINC00996', 'ATG9B', 'ACTR3B', 'WDR60', 'ARHGEF10', 'MYOM2', 'AC246817.2', 'AC246817.1', 'MCPH1', 'ANGPT2', 'MCPH1-AS1', 'AGPAT5', 'PRAG1', 'MFHAS1', 'ERI1', 'MSRA', 'AC023385.1', 'XKR6', 'BLK', 'FAM66D', 'AC068587.4', 'DLC1', 'MSR1', 'MICU3', 'MTUS1', 'PSD3', 'SH2D4A', 'CSGALNACT1', 'AC105206.2', 'PIWIL2', 'AC087854.1', 'PEBP4', 'AC107959.1', 'TNFRSF10B', 'TNFRSF10C', 'TNFRSF10D', 'LOXL2', 'ADAM28', 'AC120193.1', 'DOCK5', 'EPHX2', 'NUGGC', 'AC021678.2', 'FZD3', 'INTS9', 'DUSP4', 'WRN', 'NRG1', 'AC090204.1', 'FUT10', 'TTI2', 'RAB11FIP1', 'AC084024.3', 'PLPP5', 'FGFR1', 'IDO2', 'ZMAT4', 'GINS4', 'ANK1', 'AP3M2', 'PLAT', 'CEBPD', 'PXDNL', 'AC064807.1', 'ST18', 'LYN', 'PLAG1', 'FAM110B', 'TOX', 'CA8', 'CHD7', 'AC113143.3', 'AC022182.1', 'CLVS1', 'AC009879.4', 'MYBL1', 'MCMDC2', 'CPA6', 'SLCO5A1', 'XKR9', 'MSC-AS1', 'AC022893.1', 'AC027018.1', 'LY96', 'GDAP1', 'PKIA-AS1', 'PKIA', 'IL7', 'AC083837.1', 'TPD52', 'ZBTB10', 'E2F5', 'CA1', 'CA3', 'RIPK2', 'AC004083.1', 'LINC00534', 'LRRC69', 'LINC00535', 'TMEM67', 'RAD54B', 'NDUFAF6', 'C8orf37-AS1', 'CPQ', 'NIPAL2', 'STK3', 'ANKRD46', 'NCALD', 'AZIN1-AS1', 'FZD6', 'LRP12', 'AC090579.1', 'ANGPT1', 'NUDCD1', 'SYBU', 'TRPS1', 'SLC30A8', 'EXT1', 'SAMD12', 'AC023590.1', 'ENPP2', 'MTBP', 'ZHX2', 'TBC1D31', 'ATAD2', 'FBXO32', 'AC090921.1', 'MTSS1', 'NSMCE2', 'AC016074.2', 'LINC00861', 'PCAT1', 'AC024382.1', 'CASC19', 'CASC8', 'AC104370.1', 'PVT1', 'LINC00824', 'CCDC26', 'ASAP1', 'KCNQ3', 'LRRC6', 'AF228727.1', 'AC105180.2', 'ZFAT', 'LINC02055', 'PTK2', 'LYPD2', 'LY6E-DT', 'SPATC1', 'ZNF251', 'ZNF16', 'DOCK8', 'KANK1', 'KCNV2', 'RFX3-AS1', 'GLIS3', 'SLC1A1', 'SPATA6L', 'AK3', 'RCL1', 'JAK2', 'PLGRKT', 'AL162253.2', 'PDCD1LG2', 'MLANA', 'AL133480.1', 'AL354707.1', 'TTC39B', 'CCDC171', 'BNC2', 'SAXO1', 'ACER2', 'MLLT3', 'FOCAD', 'MIR31HG', 'MTAP', 'IFT74', 'MOB3B', 'C9orf72', 'LINGO2', 'ACO1', 'AQP3', 'RUSC2', 'CD72', 'TPM2', 'RECK', 'PAX5', 'AL161781.2', 'ZCCHC7', 'DCAF10', 'GLIDR', 'BX664615.2', 'ANKRD20A4', 'PIP5K1B', 'FXN', 'APBA1', 'C9orf135', 'MAMDC2', 'SMC5-AS1', 'ANXA1', 'CARNMT1-AS1', 'CARNMT1', 'PCSK5', 'GCNT1', 'CEP78', 'TLE1', 'AL591368.1', 'FRMD3', 'IDNK', 'GKAP1', 'C9orf153', 'DAPK1', 'SPIN1', 'S1PR3', 'SYK', 'AL158071.4', 'AL158071.3', 'AL158071.1', 'ROR2', 'CENPP', 'OMD', 'ASPN', 'ECM2', 'PTPDC1', 'ZNF169', 'FANCC', 'PTCH1', 'LINC00476', 'ZNF367', 'HABP4', 'CDC14B', 'AL589843.1', 'NUTM2G', 'AL590705.1', 'CCDC180', 'TMOD1', 'CORO2A', 'ANKS6', 'GALNT12', 'NR4A3', 'INVS', 'ABCA1', 'FKTN', 'TMEM38B', 'LINC01505', 'KLF4', 'CTNNAL1', 'PALM2-AKAP2', 'LPAR1', 'AL162414.1', 'ZNF483', 'SHOC1', 'UGCG', 'HSDL2', 'C9orf147', 'KIAA1958', 'SLC31A2', 'RGS3', 'DEC1', 'PAPPA', 'ASTN2', 'ASTN2-AS1', 'AL160272.1', 'MEGF9', 'PSMD5', 'AL359644.1', 'TTLL11', 'AL359636.2', 'STRBP', 'DENND1A', 'NEK6', 'NR6A1', 'MIR181A2HG', 'SCAI', 'RABEPK', 'PBX3', 'MVB12B', 'RALGPS1', 'GARNL3', 'LRSAM1', 'STXBP1', 'TTC16', 'SLC25A25', 'SWI5', 'ODF2', 'HMGA1P4', 'ZER1', 'KYAT1', 'PHYHD1', 'AL158151.1', 'ABL1', 'LAMC3', 'AL157938.2', 'CFAP77', 'AK8', 'SARDH', 'FCN1', 'PTGDS', 'LCNL1', 'CLIC3', 'LRRC26', 'PNPLA7', 'ZMYND11', 'DIP2C', 'ADARB2', 'AKR1C3', 'AL355303.1', 'NET1', 'IL2RA', 'PRKCQ', 'PRKCQ-AS1', 'LINC02648', 'AL392086.3', 'GATA3', 'AC044784.1', 'USP6NL', 'CCDC3', 'OPTN', 'FRMD4A', 'RPP38', 'NMT2', 'PTER', 'CUBN', 'ST8SIA6', 'ST8SIA6-AS1', 'HACD1', 'STAM', 'MRC1', 'CACNB2', 'AL450384.2', 'PLXDC2', 'AL512603.2', 'PRTFDC1', 'ANKRD26', 'MAP3K8', 'AL590068.4', 'ZNF438', 'ZEB1-AS1', 'ZEB1', 'AL391839.1', 'CCDC7', 'ITGB1', 'IATPR', 'NRP1', 'PARD3', 'ZNF248', 'ZNF33B', 'ALOX5', 'ZFAND4', 'MAPK8', 'ARHGAP22', 'WDFY4', 'ANK3', 'AL592430.1', 'ARID5B', 'RTKN2', 'ZNF365', 'CTNNA3', 'TET1', 'SRGN', 'HKDC1', 'H2AFY2', 'LRRC20', 'PRF1', 'PSAP', 'ASCC1', 'DDIT4', 'MICU1', 'MCU', 'CFAP70', 'USP54', 'ADK', 'AC022540.1', 'LRMDA', 'KCNMA1', 'DLG5', 'ZMIZ1-AS1', 'TMEM254-AS1', 'BMPR1A', 'SHLD2', 'PAPSS2', 'RNLS', 'ANKRD22', 'ACTA2', 'IFIT2', 'IFIT3', 'AL157400.3', 'KIF20B', 'LINC01374', 'AL139340.1', 'HECTD2', 'CPEB3', 'MYOF', 'SLC35G1', 'HELLS', 'SORBS1', 'ALDH18A1', 'ENTPD1', 'CC2D2B', 'BLNK', 'RRP12', 'UBTD1', 'GOT1', 'ABCC2', 'DNMBP-AS1', 'OLMALINC', 'SEMA4G', 'BTRC', 'SFXN2', 'CNNM2', 'SH3PXD2A', 'SORCS3', 'ADD3-AS1', 'MXI1', 'AL158212.1', 'TCF7L2', 'ABLIM1', 'AL137025.1', 'SHTN1', 'AC022395.1', 'AL583824.1', 'INPP5F', 'WDR11-AS1', 'FGFR2', 'FAM24B', 'C10orf88', 'ACADSB', 'LINC02641', 'CHST15', 'LHPP', 'FAM53B-AS1', 'CTBP2', 'DHX32', 'FANK1', 'ADAM12', 'PTPRE', 'MKI67', 'LINC01163', 'LINC02666', 'LINC02646', 'SCART1', 'IFITM2', 'IFITM3', 'IRF7', 'SCT', 'CD81-AS1', 'KCNQ1OT1', 'CDKN1C', 'OSBPL5', 'AC127526.2', 'RRM1', 'AC104389.5', 'APBB1', 'SYT9', 'AC107884.1', 'OLFML1', 'RIC3', 'STK33', 'SWAP70', 'SBF2', 'AC011092.2', 'MRVI1-AS1', 'MICAL2', 'SPON1', 'RRAS2', 'PSMA1', 'PDE3B', 'CALCB', 'NUCB2', 'KCNC1', 'LDHAL6A', 'UEVLD', 'IGSF22', 'NAV2', 'PRMT3', 'ANO5', 'GAS2', 'SVIP', 'AC006299.1', 'CCDC34', 'LGR4', 'BDNF-AS', 'MPPED2', 'DCDC1', 'DNAJC24', 'IMMP1L', 'ELP4', 'AC131571.1', 'CCDC73', 'CSTF3-DT', 'ABTB2', 'PDHX', 'LDLRAD3', 'PRR5L', 'LRRC4C', 'TSPAN18', 'LARGE2', 'C11orf49', 'AC090589.2', 'PTPRJ', 'GLYATL1', 'AP001636.3', 'MS4A6A', 'MS4A4E', 'MS4A7', 'MS4A1', 'CD6', 'CD5', 'CYB561A3', 'FADS3', 'TTC9C', 'MACROD1', 'AP000944.1', 'NEAT1', 'LTBP3', 'SNX32', 'CTSW', 'FOSL1', 'AP001107.9', 'BBS1', 'C11orf80', 'RAD9A', 'LINC02754', 'AP002336.2', 'ALG1L9P', 'AP002495.1', 'AP002381.2', 'FCHSD2', 'PLEKHB1', 'PAAF1', 'AP003717.4', 'C2CD3', 'PPME1', 'P4HA3', 'PGM2L1', 'EMSY', 'ACER3', 'AQP11', 'AAMDC', 'AP002812.2', 'GAB2', 'AP003086.1', 'NARS2', 'AP003110.1', 'RAB30', 'RAB30-DT', 'AP000873.2', 'AP000446.1', 'DLG2', 'AP001825.1', 'SYTL2', 'AP001831.1', 'ME3', 'PRSS23', 'TMEM135', 'DISC1FP1', 'PIWIL4', 'AP002383.2', 'AP000787.1', 'SESN3', 'AP000820.2', 'MTMR2', 'MAML2', 'AP000779.1', 'ARHGAP42', 'CEP126', 'BIRC3', 'DYNC2H1', 'AP002989.1', 'PDGFD', 'ALKBH8', 'SLC35F2', 'RAB39A', 'EXPH5', 'LINC02550', 'POU2AF1', 'SIK2', 'DIXDC1', 'LINC02763', 'NCAM1', 'TTC12', 'USP28', 'ZBTB16', 'AP002518.2', 'CADM1', 'DSCAML1', 'FXYD2', 'MPZL3', 'CD3D', 'CD3G', 'AP001267.3', 'CXCR5', 'ARHGEF12', 'AP001977.1', 'UBASH3B', 'AP002762.2', 'CRTAM', 'JHY', 'CLMP', 'GRAMD1B', 'SPA17', 'AP000866.1', 'CDON', 'LINC02725', 'ARHGAP32', 'TMEM45B', 'NTM', 'OPCML', 'JAM3', 'NCAPD3', 'B3GAT1', 'IQSEC3', 'CCDC77', 'B4GALNT3', 'DCP1B', 'TULP3', 'TSPAN9', 'VWF', 'LPAR5', 'LAG3', 'LRRC23', 'CLEC4C', 'SLC2A3', 'LINC00937', 'CLEC4E', 'KLRG1', 'LINC00612', 'A2M-AS1', 'A2M', 'PZP', 'KLRB1', 'CLECL1', 'CD69', 'KLRF1', 'CLEC12A', 'CLEC7A', 'OLR1', 'KLRD1', 'AC022075.1', 'KLRK1', 'KLRC3', 'KLRC2', 'KLRC1', 'LINC02446', 'STYK1', 'YBX3', 'PRH1', 'AC244131.2', 'LINC01252', 'BCL2L14', 'LRP6', 'DUSP16', 'GPR19', 'APOLD1', 'GPRC5D-AS1', 'EMP1', 'PLBD1', 'AC010168.1', 'C12orf60', 'ERP27', 'EPS8', 'MGST1', 'PLEKHA5', 'AC024901.1', 'ST8SIA1', 'SOX5', 'RASSF8', 'SSPN', 'AC023051.1', 'PPFIBP1', 'FAR2', 'OVCH1-AS1', 'OVCH1', 'TMTC1', 'DENND5B', 'AMN1', 'BICD1', 'FGD4', 'KIF21A', 'ABCD2', 'C12orf40', 'SLC2A13', 'LRRK2', 'PRICKLE1', 'TMEM117', 'NELL2', 'AC008014.1', 'PCED1B', 'AC008083.2', 'AC008083.3', 'LINC02416', 'SENP1', 'AC090115.1', 'AC011603.2', 'TUBA1A', 'SPATS2', 'PRPF40B', 'LIMA1', 'FAM186A', 'ATF1', 'POU6F1', 'CELA1', 'SLC4A8', 'SCN8A', 'KRT72', 'KRT73-AS1', 'KRT73', 'KRT1', 'AC068888.1', 'AC023509.6', 'TESPA1', 'MARCH9', 'GIHCG', 'TAFA2', 'PPM1H', 'SRGAP1', 'IRAK3', 'GRIP1', 'IFNG-AS1', 'IFNG', 'IL26', 'LINC02384', 'AC090061.1', 'NUP107', 'SLC35E3', 'CPM', 'LYZ', 'RAB3IP', 'AC025159.1', 'KCNMB4', 'AC025569.1', 'CAPS2', 'SYT1', 'PAWR', 'LIN7A', 'METTL25', 'TMTC2', 'CEP290', 'TMTC3', 'DUSP6', 'ATP2B1-AS1', 'AC009522.1', 'AC123512.1', 'AC025164.1', 'LINC02391', 'LINC02397', 'C12orf74', 'SOCS2-AS1', 'SOCS2', 'CRADD', 'AC012085.2', 'TMCC3', 'FGD6', 'USP44', 'NTN4', 'AMDHD1', 'HAL', 'IKBIP', 'ACTR6', 'DEPDC4', 'UTP20', 'CHPT1', 'PARPBP', 'HELLPAR', 'C12orf42', 'HSP90B1', 'HCFC2', 'SLC41A2', 'ALDH1L2', 'C12orf75', 'POLR3B', 'AC079385.1', 'RFX4', 'RIC8B', 'AC007541.1', 'CRY1', 'BTBD11', 'ACACB', 'FAM216A', 'TCTN1', 'HVCN1', 'CUX2', 'ALDH2', 'TMEM116', 'DTX1', 'RNFT2', 'FBXW8', 'KSR2', 'VSIG10', 'CIT', 'BICDL1', 'NRAV', 'OASL', 'KDM2B', 'KDM2B-DT', 'MORN3', 'AC084018.2', 'BCL7A', 'KNTC1', 'AC026333.3', 'HIP1R', 'ABCB9', 'PITPNM2', 'RILPL2', 'RILPL1', 'ATP6V0A2', 'AC117503.5', 'CCDC92', 'RFLNA', 'AC007368.1', 'LINC00944', 'SLC15A4', 'GLT1D1', 'LINC02361', 'POLE', 'ZNF26', 'ZNF10', 'TPTE2', 'IFT88', 'EEF1AKMT1', 'LINC00539', 'FGF9', 'AL136962.1', 'MIPEP', 'ATP8A2', 'CDK8', 'LINC02340', 'FLT3', 'FLT1', 'MTUS2', 'KATNAL1', 'LINC00426', 'ALOX5AP', 'B3GLCT', 'FRY', 'BRCA2', 'STARD13', 'AL139383.1', 'RFC3', 'NBEA', 'LINC00571', 'COG6', 'LINC00598', 'AL354696.2', 'KBTBD7', 'RGCC', 'DGKH', 'EPSTI1', 'NUFIP1', 'AL359706.1', 'LRRC63', 'RUBCNL', 'CAB39L', 'DLEU1', 'DLEU7', 'RNASEH2B-AS1', 'SERPINE3', 'TMEM272', 'NEK5', 'DIAPH3', 'PCDH9', 'DACH1', 'KLF5', 'LINC00402', 'AL353660.1', 'TBC1D4', 'LMO7', 'AL136441.1', 'SLAIN1', 'AL590807.1', 'AL162493.1', 'GPC5', 'GPC6', 'ABCC4', 'UGGT2', 'DOCK9', 'GPR18', 'GPR183', 'CLYBL', 'AL137139.2', 'PCCA-DT', 'TNFSF13B', 'MYO16', 'AL163541.1', 'IRS2', 'RAB20', 'TEX29', 'MCF2L', 'GRTP1', 'CFAP97D2', 'AL355075.4', 'ARHGEF40', 'TRAV4', 'TRAV6', 'TRAV13-2', 'AC244502.1', 'TRDC', 'TRAC', 'AL160314.2', 'AL132780.1', 'SLC7A8', 'RNF212B', 'GZMH', 'GZMB', 'NOVA1', 'PRKD1', 'G2E3-AS1', 'COCH', 'AL049830.3', 'AL139353.2', 'NUBPL', 'AL163973.2', 'AKAP6', 'NPAS3', 'EGLN3', 'PRORP', 'AL049828.1', 'LINC02315', 'TOGARAM1', 'FANCM', 'POLE2', 'KLHDC1', 'LINC01588', 'L2HGDH', 'CDKL1', 'ATL1', 'PYGL', 'TRIM9', 'PTGDR', 'GPR137C', 'AL139317.5', 'AL365295.1', 'SAMD4A', 'GCH1', 'WDHD1', 'AL158801.2', 'PELI2', 'LINC02284', 'AL139021.2', 'AL139021.1', 'KIAA0586', 'DACT1', 'LINC01500', 'DAAM1', 'RTN1', 'AL157911.1', 'PCNX4', 'MNAT1', 'AL359220.1', 'AL355916.2', 'LINC01303', 'AL355916.1', 'HIF1A', 'WDR89', 'AL136038.5', 'SGPP1', 'SYNE2', 'ESR2', 'AL122035.1', 'FNTB', 'AL355076.2', 'FUT8', 'AL359232.1', 'CCDC196', 'GPHN', 'MPP5', 'ARG2', 'AL049779.4', 'RAD51B', 'AL133370.1', 'ACTN1-AS1', 'AL359317.2', 'PLEKHD1', 'SLC10A1', 'AL356804.1', 'AL357153.2', 'AL357153.1', 'TTC9', 'MAP3K9', 'AC004817.5', 'SIPA1L1', 'RGS6', 'DPF3', 'NUMB', 'HEATR4', 'AC005520.2', 'AC005480.1', 'BBOF1', 'LIN52', 'AL691403.1', 'FOS', 'JDP2', 'BATF', 'FLVCR2', 'TTLL5', 'IFT43', 'ESRRB', 'TMED8', 'NOXRED1', 'ALKBH1', 'CEP128', 'TSHR', 'AC007262.2', 'STON2', 'LINC02328', 'LINC02316', 'LINC01146', 'SPATA7', 'EML5', 'TTC8', 'EFCAB11', 'KCNK13', 'CATSPERB', 'TC2N', 'ATXN3', 'SLC24A4', 'LGMN', 'IFI27', 'SERPINA1', 'CLMN', 'TCL6', 'TCL1A', 'AL139020.1', 'LINC02325', 'LINC01550', 'AL163932.1', 'BCL11B', 'AL109767.1', 'AL160313.1', 'CYP46A1', 'AL157871.4', 'WARS', 'WDR25', 'LINC02320', 'TECPR2', 'TNFAIP2', 'PPP1R13B', 'TDRD9', 'PLD4', 'CLBA1', 'CRIP1', 'IGHA2', 'IGHG4', 'IGHG2', 'IGHGP', 'IGHA1', 'IGHG1', 'IGHG3', 'IGHD', 'IGHM', 'FAM30A', 'NIPA1', 'MKRN3', 'ATP10A', 'AC023449.2', 'APBA2', 'AC127522.1', 'ARHGAP11B', 'FAN1', 'OTUD7A', 'FMN1', 'RYR3', 'AVEN', 'CHRM5', 'AC021231.1', 'DPH6', 'DPH6-DT', 'C15orf41', 'AC013640.1', 'LINC02345', 'SPRED1', 'RASGRP1', 'LINC02694', 'AC013652.1', 'THBS1', 'FSIP1', 'AC091045.1', 'KNL1', 'AC020661.3', 'OIP5', 'MAPKBP1', 'AC018362.1', 'STARD9', 'ADAL', 'PPIP5K1', 'CATSPER2', 'WDR76', 'FRMD5', 'CASC4', 'PATL2', 'DUOX1', 'AC051619.5', 'SLC30A4', 'MYEF2', 'FAM227B', 'ATP8B4', 'GABPB1-AS1', 'AC021752.1', 'AC066613.2', 'DMXL2', 'GNB5', 'CERNA1', 'NEDD4', 'TEX9', 'AC090518.1', 'AC090517.5', 'LINC00926', 'ALDH1A2', 'AQP9', 'LIPC', 'MYO1E', 'RORA-AS1', 'RORA', 'TLN2', 'DAPK2', 'SNX22', 'ZNF609', 'MTFMT', 'PARP16', 'HACD3', 'SLC24A1', 'DIS3L', 'TIPIN', 'IQCH', 'IQCH-AS1', 'CORO2B', 'SPESP1', 'GLCE', 'MYO9A', 'AC022872.1', 'AC009690.2', 'BBS4', 'NEO1', 'UBL7-AS1', 'SCAMP5', 'NEIL1', 'FBXO22', 'AC027243.3', 'PEAK1', 'ABHD17C', 'CEMIP', 'CFAP161', 'TMC3-AS1', 'AC104041.1', 'EFL1', 'CPEB1', 'AC105339.3', 'FSD2', 'HOMER2', 'AC012291.3', 'KLHL25', 'ANPEP', 'AP3S2', 'CRTC3-AS1', 'BLM', 'AC104035.1', 'SLCO3A1', 'AC091078.1', 'MCTP2', 'AC009432.2', 'ARRDC4', 'IGF1R', 'LRRC28', 'AC090825.1', 'ADAMTS17', 'CERS3', 'LRRK1', 'TARSL2', 'HBA1', 'RAB11FIP3', 'AL023882.1', 'AC009041.2', 'IFT140', 'AL133297.2', 'JPT2', 'ABCA3', 'AC004034.1', 'MMP25-AS1', 'IL32', 'AC025283.2', 'CLUAP1', 'ADCY9', 'DNAJA3', 'C16orf71', 'PPL', 'ABAT', 'ATF7IP2', 'AC133065.1', 'CIITA', 'AC007220.1', 'AC099489.1', 'AC007216.4', 'TNFRSF17', 'CPPED1', 'MRTFB', 'AC130650.1', 'BMERB1', 'MYH11', 'XYLT1', 'SYT17', 'IQCK', 'ACSM3', 'DNAH3', 'AC008551.1', 'MOSMO', 'EEF2K', 'AC092338.3', 'CDR2', 'USP31', 'COG7', 'PALB2', 'AC008731.1', 'SLC5A11', 'LCMT1-AS1', 'NSMCE1-DT', 'IL4R', 'IL21R', 'AC016597.1', 'SBK1', 'SGF29', 'ATP2A1', 'RABEP2', 'CD19', 'AC009093.2', 'PRRT2', 'AC093249.2', 'MIR762HG', 'ITGAM', 'ITGAX', 'NETO2', 'AC026470.2', 'AC007611.1', 'NKD1', 'RPGRIP1L', 'LPCAT2', 'GNAO1', 'MT3', 'MT1E', 'ADGRG5', 'ADGRG1', 'KIFC3', 'AC009107.2', 'SLC9A5', 'LRRC36', 'AC009061.2', 'GFOD2', 'RANBP10', 'SMPD3', 'ZFP90', 'SNTB2', 'PHLPP2', 'ZNF821', 'PKD1L3', 'PMFBP1', 'LINC01572', 'AC004158.1', 'AC004943.2', 'ZFHX3', 'AC138627.1', 'FA2H', 'ZNRF1', 'AC106729.1', 'NUDT7', 'WWOX', 'AC027279.1', 'MAF', 'GAN', 'HSD17B2', 'AC092142.1', 'ATP2C2', 'MEAK7', 'COTL1', 'CRISPLD2', 'GINS2', 'C16orf74', 'AC018695.9', 'IRF8', 'ZCCHC14', 'SLC7A5', 'AC092120.3', 'DBNDD1', 'AC141424.1', 'AC015853.3', 'PITPNA-AS1', 'PITPNA', 'SLC43A2', 'SERPINF1', 'AC090617.4', 'SRR', 'RAP1GAP2', 'OR3A2', 'SHPK', 'P2RX5', 'P2RX1', 'AC091153.2', 'PFN1', 'SLC52A1', 'FBXO39', 'ALOX12-AS1', 'CLEC10A', 'NLGN2', 'TP53', 'MYH10', 'NTN1', 'STX8', 'AC005695.2', 'GAS7', 'MYH3', 'TMEM220', 'TMEM220-AS1', 'ARHGAP44', 'COX10-AS1', 'COX10', 'HS3ST3B1', 'AC005224.2', 'CDRT4', 'PIGL', 'CENPV', 'TNFRSF13B', 'NT5M', 'SMCR5', 'TOM1L2', 'DRC3', 'AC007952.2', 'EPN2', 'SPECC1', 'LGALS9B', 'CCDC144NL-AS1', 'DHRS7B', 'LINC02693', 'SARM1', 'FAM222B', 'AC068025.2', 'ABHD15-AS1', 'EFCAB5', 'ATAD5', 'AC130324.2', 'AC005899.8', 'MYO1D', 'AC022916.1', 'SLFN13', 'SLFN12L', 'MMP28', 'AC015849.1', 'CCL5', 'AC243829.4', 'CCL3', 'CCL4', 'AC243829.2', 'AC243829.1', 'CCL3L1', 'CCL4L2', 'ACACA', 'LINC00672', 'PLXDC1', 'ERBB2', 'IKZF3', 'GSDMB', 'AC090844.2', 'TOP2A', 'AC004585.1', 'CCR7', 'KLHL11', 'AC067852.5', 'CCR10', 'AC100793.2', 'BRCA1', 'CCDC200', 'ARL4D', 'ETV4', 'MEOX1', 'AC007993.3', 'DBF4B', 'AC008105.3', 'SPATA32', 'MAPT', 'KANSL1-AS1', 'ARL17B', 'EFCAB13', 'TBX21', 'SKAP1', 'SKAP1-AS1', 'THRA1/BTR', 'TAC4', 'ABCC3', 'AC005920.2', 'TOM1L1', 'STXBP4', 'HLF', 'NOG', 'C17orf67', 'DGKE', 'CUEDC1', 'RNF43', 'TEX14', 'SKA2', 'GDPD1', 'VMP1', 'TUBD1', 'RNFT1-DT', 'APPBP2', 'AC011921.1', 'AC005746.2', 'BRIP1', 'INTS2', 'METTL2A', 'MRC2', 'TANC2', 'AC015923.1', 'CD79B', 'ERN1', 'RGS9', 'AXIN2', 'CEP112', 'PRKCA-AS1', 'ABCA6', 'ABCA10', 'MAP2K6', 'LINC01483', 'LINC00511', 'SDK2', 'DNAI2', 'TSEN54', 'LLGL2', 'FBF1', 'RNF157', 'UBE2O', 'AC016168.2', 'TNRC6C', 'TK1', 'RBFOX3', 'CARD14', 'ACTG1', 'CCDC57', 'CD7', 'RAB40B', 'FN3K', 'COLEC12', 'ENOSF1', 'YES1', 'AP000829.1', 'LINC00470', 'METTL4', 'EMILIN2', 'AP000919.2', 'MYOM1', 'AP005329.2', 'DLGAP1', 'EPB41L3', 'AP001021.3', 'L3MBTL4', 'PTPRM', 'NDUFV2-AS1', 'TWSG1', 'RAB31', 'GNAL', 'TUBB6', 'LDLRAD4', 'ZNF519', 'TMEM241', 'TTC39C', 'AC090772.2', 'AC090772.1', 'OSBPL1A', 'ZNF521', 'PSMA8', 'TAF4B', 'KCTD1', 'DSC1', 'RNF125', 'GAREM1', 'AC025887.2', 'KLHL14', 'DTNA', 'KIAA1328', 'AC016493.1', 'LINC00907', 'LINC01478', 'SETBP1', 'AC023421.2', 'SLC14A1', 'PSTPIP2', 'HAUS1', 'RNF165', 'AC012254.1', 'SMAD7', 'SNHG22', 'CFAP53', 'RAB27B', 'TCF4', 'TCF4-AS1', 'AC027097.2', 'ATP8B1', 'NEDD4L', 'ZNF532', 'SEC11C', 'PHLPP1', 'BCL2', 'SERPINB2', 'CCDC102B', 'DOK6', 'CD226', 'RTTN', 'GTSCR1', 'NETO1', 'AC090125.1', 'AC018445.5', 'PARD6G-AS1', 'MADCAM1', 'GZMM', 'PRSS57', 'CFD', 'ABHD17A', 'GNG7', 'TLE2', 'TJP3', 'MATK', 'TMIGD2', 'STAP2', 'AC011498.1', 'ARRDC5', 'PTPRS', 'RFX2', 'ACER1', 'AC011491.3', 'SLC25A23', 'CD70', 'SH2D3A', 'INSR', 'AC119396.1', 'PEX11G', 'FCER2', 'CERS4', 'AC022146.2', 'KANK3', 'PRAM1', 'ADAMTS10', 'AC130469.1', 'ZNF559', 'ZNF177', 'ICAM1', 'S1PR5', 'ZNF439', 'ZNF69', 'ZNF763', 'ZNF563', 'ZNF443', 'ZNF709', 'SYCE2', 'AC020916.1', 'ADGRL1', 'AC011509.2', 'ADGRE5', 'CLEC17A', 'ADGRE2', 'TMEM38A', 'NIBAN3', 'IFI30', 'CRTC1', 'SLC25A42', 'MEF2B', 'PBX4', 'LINC00663', 'AC011477.9', 'ZNF253', 'ZNF682', 'AC011447.3', 'AC008554.1', 'ZNF737', 'ZNF626', 'ZNF714', 'ZNF43', 'ZNF208', 'AC139769.2', 'LINC00662', 'AC006504.5', 'AC005580.1', 'PLEKHF1', 'C19orf12', 'TSHZ3', 'ZNF507', 'RHPN2', 'WDR88', 'SCGB2B2', 'ZNF181', 'ZNF599', 'LINC01801', 'AC008555.2', 'AC008555.4', 'ZNF30', 'ZNF792', 'FXYD1', 'CD22', 'TYROBP', 'ZNF565', 'AC092296.2', 'LINC00665', 'ZFP14', 'ZFP82', 'ZNF566', 'ZNF529-AS1', 'ZNF850', 'ZNF345', 'ZNF829', 'ZNF568', 'ZNF420', 'ZNF585B', 'ZNF569', 'ZNF793', 'ZNF540', 'ZFP30', 'SIPA1L3', 'PPP1R14A', 'PLEKHG2', 'FCGBP', 'ZNF546', 'SPTBN4', 'CEACAM21', 'CD79A', 'POU2F2', 'LIPE-AS1', 'CEACAM1', 'PHLDB3', 'PLAUR', 'AC006213.3', 'ZNF284', 'ZNF235', 'NECTIN2', 'RELB', 'MARK4', 'FOSB', 'OPA3', 'EML2', 'DMPK', 'PPP5D1', 'PRKD2', 'NPAS1', 'C5AR1', 'LIG1', 'AC011466.3', 'TMEM143', 'LMTK3', 'AC008403.3', 'SULT2B1', 'NUCB1-AS1', 'SLC6A16', 'PTOV1-AS1', 'IL4I1', 'SPIB', 'MYBPC2', 'SHANK1', 'NKG7', 'SIGLEC6', 'ZNF350-AS1', 'AC010320.2', 'AC010320.3', 'AC010320.4', 'ZNF610', 'ZNF528-AS1', 'ZNF578', 'ZNF611', 'ZNF600', 'ZNF765', 'AC022137.4', 'ZNF813', 'ZNF331', 'NLRP12', 'OSCAR', 'LILRA4', 'LAIR2', 'KIR2DL3', 'KIR2DL1', 'KIR3DL1', 'KIR3DL2', 'FCAR', 'NCR1', 'NLRP7', 'AC011476.3', 'GP6', 'ZSCAN5A', 'EDDM13', 'AC006115.2', 'ZNF549', 'ZNF551', 'C19orf18', 'ZNF135', 'ZSCAN18', 'ZNF329', 'ZNF544', 'ZNF497', 'NRSN2-AS1', 'AL110114.1', 'SIRPD', 'SIRPG', 'EBF4', 'UBOX5-AS1', 'ATRN', 'SIGLEC1', 'RNF24', 'PCNA', 'SHLD1', 'MCM8', 'TMX4', 'PLCB1', 'LAMP5', 'ANKEF1', 'SNAP25-AS1', 'AL050403.2', 'SPTLC3', 'ISM1', 'TASP1', 'MACROD2', 'AL079338.1', 'ZNF133', 'AL049646.1', 'DZANK1', 'DTD1', 'AL121900.1', 'SLC24A3', 'RIN2', 'LINC01727', 'CST3', 'CST7', 'NINL', 'ZNF337-AS1', 'FAM182A', 'MIR663AHG', 'AL117381.1', 'HCK', 'NOL4L', 'AL034550.2', 'EFCAB8', 'SNTA1', 'AL035458.2', 'PIGU', 'AL109824.1', 'GGT7', 'PROCR', 'MMP24', 'FO393401.1', 'DLGAP4-AS1', 'SLA2', 'NDRG3', 'RBL1', 'MROH8', 'PPP1R16B', 'MAFB', 'PLCG1', 'ZHX3', 'IFT52', 'MYBL2', 'TOX2', 'GDAP1L1', 'PKIG', 'TP53TG5', 'ZSWIM3', 'CD40', 'SULF2', 'LINC00494', 'B4GALT5', 'SMIM25', 'PARD6B', 'BCAS4', 'KCNG1', 'NFATC2', 'ATP9A', 'ZFP64', 'LINC01524', 'TSHZ2', 'AL391097.3', 'AL391097.1', 'AL109930.1', 'CASS4', 'PMEPA1', 'SYCP2', 'CDH26', 'MIR646HG', 'CDH4', 'AL162457.1', 'TCFL5', 'AL121845.1', 'C20orf204', 'AP001347.1', 'RBM11', 'SAMSN1', 'LINC02246', 'MIR99AHG', 'CXADR', 'CHODL', 'AF130417.1', 'NCAM2', 'LINC01684', 'MIR155HG', 'APP', 'ADAMTS1', 'ADAMTS5', 'AF165147.1', 'BACH1', 'TIAM1', 'LINC00159', 'EVA1C', 'C21orf62-AS1', 'AP000282.1', 'LINC00649', 'AP000317.1', 'KCNE1', 'HLCS', 'KCNJ15', 'ERG', 'LCA5L', 'BACE2', 'MX2', 'MX1', 'ABCG1', 'PDE9A', 'AP001059.3', 'AP001059.2', 'TRPM2', 'ADARB1', 'LINC00334', 'PCBP3', 'AJ011931.2', 'COL6A2', 'MCM3AP-AS1', 'S100B', 'HDHD5-AS1', 'MICAL3', 'TUBA8', 'AC008079.1', 'CLTCL1', 'YPEL1', 'IGLV10-54', 'AC245060.5', 'IGLC1', 'IGLC2', 'IGLC3', 'RSPH14', 'VPREB3', 'DERL3', 'DDTL', 'UPB1', 'SGSM1', 'KIAA1671', 'GRK3', 'SEZ6L', 'MIAT', 'LINC01422', 'TTC28-AS1', 'TTC28', 'CHEK2', 'HSCB', 'Z93930.2', 'ZNRF3', 'NIPSNAP1', 'RNF215', 'SEC14L2', 'OSBP2', 'SELENOM', 'LIMK2', 'PIK3IP1', 'PIK3IP1-AS1', 'EIF4ENIF1', 'SLC5A4-AS1', 'SYN3', 'LARGE1', 'LARGE-AS1', 'HMOX1', 'IL2RB', 'LGALS1', 'KDELR3', 'CBY1', 'AL021707.2', 'NPTXR', 'APOBEC3A', 'APOBEC3G', 'PDGFB', 'AL031590.1', 'MGAT3', 'CACNA1I', 'GRAP2', 'AL022238.2', 'SLC25A17', 'XPNPEP3', 'CCDC134', 'TNFRSF13C', 'WBP2NL', 'NDUFA6-DT', 'TTLL1', 'EFCAB6', 'PRR5', 'SMC1B', 'PPARA', 'TTC38', 'CELSR1', 'LINC01644', 'TYMP', 'CHKB-DT', 'LINC00685', 'CSF2RA', 'AL683807.1', 'DHRSX', 'PUDP', 'STS', 'AC079142.1', 'CLCN4', 'MID1', 'AC073529.1', 'ARHGAP6', 'GPM6B', 'NHS', 'MAP7D2', 'CNKSR2', 'MBTPS2', 'PHEX', 'PTCHD1-AS', 'SAT1', 'APOO', 'CXorf58', 'POLA1', 'GK', 'GK-AS1', 'CYBB', 'AC108879.1', 'CASK', 'PPP1R2C', 'MIR222HG', 'LINC02595', 'SLC9A7', 'JADE3', 'ZNF81', 'AC231533.1', 'SYP', 'FOXP3', 'LINC01284', 'AC233976.1', 'AL158055.1', 'MAGED1', 'GPR173', 'TSPYL2', 'KANTR', 'AL050309.1', 'NBDY', 'FAAH2', 'LINC01278', 'MTMR8', 'ZC4H2', 'ZC3H12B', 'AL034397.3', 'OPHN1', 'EDA', 'GCNA', 'CXCR3', 'ERCC6L', 'HDAC8', 'NAP1L2', 'CHIC1', 'NEXMIF', 'ZDHHC15', 'MAGEE1', 'CYSLTR1', 'P2RY10', 'GPR174', 'ITM2A', 'HMGN5', 'HDX', 'APOOL', 'DIAPH2-AS1', 'ARMCX4', 'BEX5', 'ARMCX5-GPRASP2', 'AL035427.1', 'LINC00630', 'BEX2', 'BEX3', 'TMSB15B-AS1', 'RADX', 'MORC4', 'NUP62CL', 'FRMPD3', 'AL109946.1', 'VSIG1', 'TMEM164', 'AMMECR1', 'PAK3', 'TRPC5', 'XACT', 'DANT2', 'KLHL13', 'LONRF3', 'SLC25A43', 'TENM1', 'AL008633.1', 'SMARCA1', 'AL034405.1', 'ENOX2', 'FIRRE', 'RAP2C-AS1', 'MBNL3', 'GPC3', 'ZNF75D', 'FHL1', 'CD40LG', 'AL683813.1', 'FGF13', 'MCF2', 'SPANXA2-OT1', 'AFF2', 'LINC00894', 'MAMLD1', 'PDZD4', 'F8', 'TMLHE-AS1', 'PRKY', 'UTY'], are not valid obs/ var names or indices."

hl-xue commented 1 year ago

Hello, For information: if I understood correctly, there could be a risk on the current version of score_genes_cell_cycle method when the adata.raw is present:

score_genes_cell_cycle is based on score_genes method which seems to use adata.raw to estimate gene score when it is present by default. As far as I know, people often store log-transformed counts to adata.raw (an example could be found here).
However, according to here, "Log-transformation of data and scaling should always be performed before scoring."

In this situation, when people use adata.raw to store logged values, and apply score_genes_cell_cycle method to the object without explicitly setting use_raw = False, the results could be problematic, unless there is some specific processing overwritting score_genes' initial behaviour that I was not aware of.

liuzj039 commented 1 year ago

Hello, For information: if I understood correctly, there could be a risk on the current version of score_genes_cell_cycle method when the adata.raw is present:

score_genes_cell_cycle is based on score_genes method which seems to use adata.raw to estimate gene score when it is present by default. As far as I know, people often store log-transformed counts to adata.raw (an example could be found here).

However, according to here, "Log-transformation of data and scaling should always be performed before scoring."

In this situation, when people use adata.raw to store logged values, and apply score_genes_cell_cycle method to the object without explicitly setting use_raw = False, the results could be problematic, unless there is some specific processing overwritting score_genes' initial behaviour that I was not aware of.

Hi @LuckyMD , I also have a few uncertainties regarding the score_genes function in scanpy. Although the documentation states that it behaves similarly to seurat, I came across some references (here and here) that suggest seurat operates on the slot of data corresponding to the value after logNormalize. I would appreciate it if you could help me understand why scanpy suggests operating on the matrix after scale instead. Please forgive me if I missed something obvious.

liuzj039 commented 1 year ago

You have already replied here. Many apologies for missing this message.

scverse / scanpy

KeyError in score_genes_cell_cycle #1599

Minimal code sample (that we can copy&paste without having any data)

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