date generated: 2023-07-18

Background

Mitch performs unidimensional and multidimensional gene set enrichment analysis. The concept behind this dates to work by Cox and Mann (https://doi.org/10.1186/1471-2105-13-S16-S12). This implementation is suited to R based workflows of multi-omics datasets. This software was developed by Antony Kaspi and Mark Ziemann. Learn more about Mitch at the website: https://github.com/markziemann/Mitch

Input profiles

Here is the first few lines of the input profile.

##                 x
## A4GALT  0.5563104
## AAAS   -9.3505565
## AACS   17.4368054
## AAGAB   0.6211840
## AAK1   10.8699941
## AAMDC  -5.4631631
Here are some metrics about the input data profile:
Profile metrics
Profile metrics
num_genesets 1
num_genes_in_profile 12290
duplicated_genes_present 0
num_profile_genes_in_sets 3522
num_profile_genes_not_in_sets 8768

Here is a plot of the input profiles. Note the dynamic ranges.

Here is the contour plot of the profile including all detected genes.

Input genesets

Here are some metrics about the gene sets used: GMT file of genesets:
Gene sets metrics
Gene sets metrics
num_genesets 1
num_genesets_excluded 0
num_genesets_included 1

Differential pathway expression


Interactive enrichment scatterplot

Significance is calculated by -log10(p-value). All points shown are FDR<0.05.

Results table

Top N= 1 gene sets
set setSize pANOVA s.dist p.adjustANOVA
mir214 targ 3522 5.68e-34 0.14 5.68e-34


Results (complete table)


Click HERE to show results for all gene sets

Complete results
set setSize pANOVA s.dist p.adjustANOVA
mir214 targ 3522 5.68e-34 0.14 5.68e-34



Detailed Gene set reports



mir214_targ

mir214_targ
1
set mir214_targ
setSize 3522
pANOVA 5.68e-34
s.dist 0.14
p.adjustANOVA 5.68e-34



Top enriched genes

Top 20 genes
GeneID Gene Rank
FBN1 6271
SLC5A3 6269
HTRA1 6267
PTGS1 6260
SYNE1 6257
ZNF469 6254
LRRC32 6252
CRIM1 6251
CLIC4 6250
CLIC5 6249
FMN1 6245
ITGAV 6242
ANKH 6239
SYNPO 6234
DHCR24 6229
ACLY 6227
CDON 6226
DST 6225
STARD4 6220
HERC2 6219

Click HERE to show all gene set members

All member genes
GeneID Gene Rank
FBN1 6271.0
SLC5A3 6269.0
HTRA1 6267.0
PTGS1 6260.0
SYNE1 6257.0
ZNF469 6254.0
LRRC32 6252.0
CRIM1 6251.0
CLIC4 6250.0
CLIC5 6249.0
FMN1 6245.0
ITGAV 6242.0
ANKH 6239.0
SYNPO 6234.0
DHCR24 6229.0
ACLY 6227.0
CDON 6226.0
DST 6225.0
STARD4 6220.0
HERC2 6219.0
NBEAL1 6214.0
ITGB5 6213.0
MIB1 6207.0
ZNF697 6206.0
SULF1 6204.0
AFF4 6197.0
THBD 6194.0
CCND1 6191.0
ITGB1 6188.0
LNPEP 6185.0
DOCK5 6184.0
ATP2B4 6181.0
WWC2 6180.0
DDX6 6174.0
RAPGEF3 6173.0
IRS1 6171.0
NUFIP2 6169.0
LMX1B 6167.0
TAOK1 6166.0
SDC1 6165.0
HMGCS1 6164.0
LIFR 6158.0
MGAT5 6157.0
COL1A1 6156.0
LDLR 6154.0
TNKS 6152.0
KIF1B 6151.0
LRP1 6149.0
CACNA1C 6147.0
SRGAP3 6144.0
VLDLR 6143.0
AHR 6137.0
LUZP1 6135.0
SPECC1 6131.0
CRK 6130.0
P4HA1 6126.0
BTBD7 6125.0
COL12A1 6124.0
TNPO1 6123.0
CALU 6120.0
PCSK9 6119.0
ATP6V1A 6116.0
ALG10B 6114.5
NES 6111.0
NR2C2 6110.0
SH3PXD2A 6109.0
SEC24D 6108.0
SRP54 6104.0
BDP1 6101.0
SLC6A17 6098.0
ABL2 6097.0
RICTOR 6093.0
PPFIBP1 6092.0
FGFR1 6087.0
PTPN14 6086.0
STON1 6075.0
AACS 6074.0
UBR4 6068.0
SMG1 6064.0
LCOR 6063.0
USP9X 6060.0
SEC16B 6058.0
CENPF 6057.0
MYO5A 6056.0
IQGAP1 6055.0
HIPK1 6053.0
ANP32E 6052.0
CTNNB1 6050.0
FN1 6049.0
DDB1 6047.0
LOX 6044.0
GLCE 6042.0
UGGT1 6040.0
EDEM1 6038.0
TRIP11 6037.0
PTAR1 6036.0
DDX21 6032.0
KIF21B 6031.0
NOTCH2 6028.0
PDPK1 6027.0
BRWD1 6024.0
AMMECR1 6020.0
PLEC 6019.0
TGOLN2 6017.0
PDK1 6014.0
MLH3 6009.0
ICMT 6004.0
ZBTB37 5997.0
ROCK2 5996.0
KMT2D 5993.0
KLC1 5992.0
PSAT1 5991.0
KIF26B 5990.0
KALRN 5986.0
KLHL30 5985.0
ITGA11 5984.0
EML1 5983.0
CADM1 5981.0
SPAG9 5980.0
GNL3L 5978.0
FKBP9 5977.0
ALKBH5 5975.0
FADS1 5972.0
GNA13 5970.0
CYB5D1 5969.0
HSPA4L 5966.0
ERN1 5965.0
UACA 5964.0
MBNL1 5962.0
ITPR3 5960.0
ME1 5958.0
SPECC1L 5957.0
COL5A1 5956.0
ARHGEF12 5954.0
PLEKHA1 5951.0
PTPN11 5950.0
HK2 5947.0
RC3H1 5945.0
SETX 5942.0
RFTN2 5939.0
GATA2 5938.0
UBE2G2 5936.0
MYH9 5935.0
MDN1 5932.0
SLC4A4 5930.0
ZNF652 5928.0
UGCG 5926.0
AIF1L 5925.0
ASAP1 5924.0
ATP8B2 5923.0
OTUD4 5922.0
TCF20 5920.0
TEAD1 5916.0
LRP8 5911.0
WDFY3 5906.0
HDLBP 5905.0
ENTPD7 5903.0
NFAT5 5902.0
SLC7A5 5899.0
SMAD7 5897.0
HIF1AN 5896.0
DYNC1LI2 5894.0
BMPER 5891.0
MVD 5889.0
GALNT18 5888.0
ATF6 5886.0
SAR1A 5882.0
BICD2 5881.0
VAV2 5880.0
SLC7A1 5878.0
ZCCHC14 5870.0
SLC1A4 5869.0
C1QTNF1 5868.0
BMPR2 5867.0
VPS13B 5865.0
ANKIB1 5863.0
ATG2B 5858.0
EIF4G1 5853.0
APC 5852.0
ACACA 5851.0
PAG1 5849.0
ARHGAP5 5845.0
UHMK1 5844.0
ARHGEF5 5839.0
CDC42BPA 5838.0
JPH2 5837.0
LAMP1 5836.0
RASSF8 5835.0
TTC39B 5830.0
SAMD4A 5827.0
CPD 5825.0
TRAK2 5822.0
PAFAH1B1 5817.0
SETD7 5816.0
HIF1A 5812.0
ATRN 5810.0
VGLL3 5807.0
GTF2A1 5793.0
OTUD7B 5791.0
TNPO2 5789.0
GALNT10 5787.0
RAB21 5782.0
ANKRD50 5781.0
IFFO2 5780.0
FAM168B 5778.0
PLXNA1 5775.0
PDE3A 5770.0
ABCC5 5765.0
MOB1A 5764.0
FAXC 5763.0
TNRC6B 5761.0
FGD3 5760.0
MFSD1 5756.0
ABR 5754.0
S1PR3 5753.0
SMAD5 5752.0
EEA1 5751.0
INO80D 5750.0
MAP3K2 5740.0
LMAN1 5739.0
CDC27 5738.0
ESYT2 5737.0
PDIA6 5731.0
TXNRD1 5729.0
ADRA1D 5728.0
NRP1 5726.0
ANKRD52 5720.0
BAZ2A 5717.0
NUAK1 5715.0
FNIP2 5714.0
FSTL1 5713.0
LPP 5710.0
FOSL2 5706.0
GGCX 5705.0
VASN 5704.0
ACAP2 5703.0
CDK12 5700.0
PCDH19 5699.0
TMEM164 5695.0
GNAI3 5690.0
CAND1 5686.0
ZZEF1 5677.0
DPP8 5671.0
OXR1 5665.0
AFF1 5660.0
CLMP 5659.0
USP31 5658.0
ACTR2 5652.0
MICAL2 5650.0
IPO7 5647.0
ITGA7 5646.0
CSGALNACT2 5645.0
ELOVL6 5643.0
NT5DC3 5642.0
FLNB 5641.0
RAD54L2 5637.0
PXDC1 5636.0
ZBTB38 5634.0
SGMS2 5626.0
CPEB2 5625.0
MAP1B 5624.0
PEG3 5623.0
SLC6A6 5619.0
AHCTF1 5618.0
CSF1 5613.0
WDR7 5610.0
SLC16A3 5609.0
ERMP1 5607.0
UBR1 5603.0
L1CAM 5601.0
FYCO1 5600.0
DYNLL2 5597.0
FAM120C 5595.0
NSD1 5591.0
SLC39A6 5590.0
RAP1GAP2 5588.0
CBL 5583.0
RAB3GAP2 5580.0
BTAF1 5579.0
UBE3C 5575.0
MRPS6 5573.0
TET3 5572.0
HNRNPA0 5567.0
ASXL2 5564.0
PLS3 5558.0
TMED8 5557.0
FASN 5556.0
AMMECR1L 5554.0
SOX8 5553.0
PIK3CB 5551.0
ANKFY1 5550.0
DICER1 5548.0
NPR3 5546.0
PLD1 5542.0
CAMSAP2 5541.0
RAPGEF2 5540.0
FAM20B 5535.0
DIDO1 5534.0
EPB41L5 5531.0
LRP6 5530.0
FOXL1 5523.0
FBLN5 5520.0
SOAT1 5514.0
BCL2L2 5512.0
IPO5 5511.0
RBM20 5509.0
PEAK1 5507.0
PHC3 5504.0
QSOX1 5503.0
RHBDD1 5496.0
PLEKHB2 5495.0
NAA50 5492.0
CLOCK 5490.0
MTMR4 5488.0
ENSA 5485.0
DIO3 5484.0
TLN2 5483.0
AAK1 5478.0
TBC1D8B 5475.0
TAF15 5474.0
ACBD3 5473.0
FARP2 5470.0
MCM2 5468.0
VCPIP1 5466.0
LDHA 5465.0
RABEP1 5464.0
SPNS2 5463.0
OSBP 5461.0
CYP20A1 5460.0
AGO3 5458.0
GCC2 5455.0
EPN2 5454.0
SCAMP1 5453.0
PFKFB2 5450.0
BID 5448.0
CAPRIN1 5447.0
ARHGAP28 5446.0
MSRB3 5445.0
NHLRC3 5440.0
CDR2L 5438.0
ZNF451 5434.0
MRC2 5433.0
NKTR 5432.0
SLC38A2 5431.0
TPR 5427.0
NDST1 5426.0
NUP153 5425.0
SLC4A7 5424.0
PKD2 5420.0
PLXNA2 5419.0
MCF2L 5417.0
CMTM4 5414.0
HNRNPU 5413.0
NOD1 5409.0
ZMAT3 5405.0
POP1 5404.0
AGAP1 5402.0
PPFIBP2 5401.0
ASB1 5398.0
TRPS1 5394.0
SPTB 5391.0
CX3CL1 5389.0
ZBTB41 5388.0
UBR2 5387.0
PLEKHM3 5386.0
ZBTB33 5385.0
LIPG 5379.0
HNRNPUL2 5377.0
STEAP2 5376.0
GAS2L3 5375.0
INSR 5374.0
PTGFRN 5373.0
ADIPOR2 5370.0
OTUB2 5366.0
MYO1C 5363.0
C16orf72 5362.0
GBF1 5359.0
SFT2D2 5358.0
CCDC47 5357.0
B4GALT1 5356.0
DNAJC3 5352.0
GSK3B 5345.0
CPNE3 5344.0
ULK2 5340.0
CNTNAP1 5338.0
TMX4 5336.0
PDLIM5 5334.0
GPR68 5333.0
CACNA2D1 5331.0
TNFAIP3 5327.0
IGSF3 5321.0
MTUS1 5318.0
NUP205 5317.0
PRKAR2B 5316.0
RUNX3 5314.0
LDLRAP1 5310.0
GON4L 5304.5
CIT 5301.0
ATP2A2 5300.0
TATDN2 5299.0
ACSL3 5298.0
ACTR3 5297.0
PDGFRA 5295.0
SLC23A2 5294.0
POLR1A 5290.0
APBA1 5286.0
IPO9 5284.0
LRP5 5282.0
RMND5A 5280.0
NDNF 5271.0
PCDH1 5269.0
MAFF 5266.0
TMEM38B 5263.0
TMEM97 5248.0
SRCAP 5239.0
XYLT1 5237.0
DPYSL3 5236.0
LIG3 5235.0
FAM126A 5232.0
HELLS 5226.0
OSTF1 5225.0
JDP2 5223.0
POU2F1 5220.0
TSC22D3 5219.0
HOOK3 5217.0
SERINC5 5216.0
RPS6KA2 5201.0
HTT 5199.0
STARD13 5197.0
RBFOX2 5196.0
ITPRIP 5194.0
NRP2 5193.0
DSTYK 5189.0
MIEF1 5187.0
MAN1A2 5186.0
TSPO 5183.0
MED1 5181.0
GOT1 5180.0
TTF2 5178.0
SNX11 5177.0
SUZ12 5175.0
KDM3B 5173.0
FBXL20 5172.0
WFS1 5171.0
SORBS1 5170.0
CBX5 5169.0
ARHGEF2 5168.0
SOCS5 5163.0
PTGR2 5162.0
PPM1K 5161.0
MTMR9 5159.0
SH3TC2 5151.0
ZBTB40 5147.0
DIP2C 5146.0
SLC29A1 5144.0
TWF1 5142.0
ZNRF2 5141.0
CELF1 5139.0
PCYT1A 5137.0
RALGAPB 5135.0
SBNO1 5130.0
AKAP11 5128.0
ARF3 5127.0
AVL9 5125.0
AHCYL2 5123.0
TMEM30A 5122.0
WDR13 5119.0
SMURF2 5117.0
NUCKS1 5116.0
ANGPT4 5113.0
SEH1L 5112.0
SH3BGRL2 5111.0
VDR 5110.0
ZFYVE1 5108.0
MAN1C1 5106.0
CDH11 5105.0
FBXO30 5104.0
ZNF148 5102.0
MRGPRF 5100.0
WDR81 5099.0
TLR4 5098.0
CD109 5092.0
RFTN1 5091.0
COL11A2 5089.0
AKAP13 5086.0
KLHL42 5077.0
TBC1D1 5061.0
OTUD3 5060.0
SLC36A4 5056.0
DLST 5053.0
SAMD8 5049.0
ELK4 5044.0
SEC63 5043.0
FAM126B 5041.0
TMEM63A 5039.0
CLINT1 5037.0
SLC25A37 5035.0
KPNA4 5031.0
MTHFR 5029.0
LRRC58 5026.0
MFN2 5022.0
RNF24 5017.0
MAP3K3 5016.0
METRNL 5005.0
MARVELD1 5004.0
CPEB4 5003.0
MITF 5001.0
RRM1 5000.0
HIPK3 4997.0
CHMP1A 4996.0
DNAJC10 4995.0
ETV3 4993.0
RCC2 4992.0
SLC8B1 4989.0
JMY 4987.0
PBXIP1 4986.0
DLK1 4983.0
EMP1 4982.0
RGL1 4979.0
NEO1 4977.0
KIF13B 4976.0
ATE1 4973.0
PANK1 4968.0
RPRD2 4967.0
CLCN3 4964.0
MLLT6 4963.0
SDK1 4962.0
PPM1B 4960.0
DPY19L1 4952.0
NADK 4950.0
BNC2 4948.0
FRRS1 4945.0
AKAP10 4940.0
TMEM167A 4933.0
SESTD1 4932.0
PRKAR1A 4931.0
AP2B1 4930.0
SORL1 4929.0
SNX27 4924.0
SPTLC2 4923.0
SHANK2 4922.0
SLC45A4 4921.0
GAPVD1 4920.0
LMAN2L 4919.0
KSR1 4916.0
LRRC59 4912.0
CPOX 4899.0
SNX29 4898.0
APH1A 4896.0
NAV3 4895.0
TNS3 4889.0
NTN4 4886.0
NABP1 4883.0
CPSF2 4878.0
IL6ST 4875.0
RBM28 4874.0
CRLF1 4873.0
FOXK2 4868.0
ASAP2 4862.0
UBE4A 4861.0
GMFB 4859.0
HHIPL1 4858.0
SLC41A2 4857.0
POLA1 4854.0
RNF20 4853.0
KCTD3 4852.0
GID4 4851.0
NIPA1 4850.0
GPAM 4848.0
SEL1L 4847.0
GAB2 4838.0
SPIN1 4837.0
AMOTL2 4836.0
SDC2 4835.0
YTHDF3 4833.0
NNMT 4832.0
NHLRC2 4829.0
SUPT16H 4825.0
NOMO1 4823.0
NOMO2 4823.0
NOMO3 4823.0
FGF2 4814.0
MAFG 4812.0
PSAP 4808.0
ACSL5 4807.0
ELK1 4806.0
RANGAP1 4802.0
ST3GAL6 4798.0
UHRF2 4797.0
RCOR1 4795.0
PRC1 4793.0
PIEZO2 4792.0
TRAF3 4791.0
SETD5 4790.0
ETNK1 4787.0
LMTK2 4784.0
NTRK3 4782.0
ENO1 4781.0
CLCN6 4777.0
TERT 4774.0
PI4K2B 4772.0
CHUK 4771.0
CDC42BPB 4769.0
IL4R 4768.0
AP4E1 4765.0
LDLRAD4 4764.0
LYSMD3 4763.0
SLC7A2 4761.0
ANO6 4760.0
SESN3 4759.0
CDC73 4758.0
RAPH1 4757.0
KDSR 4755.0
MTFR1 4752.0
SEC16A 4751.0
ZYG11B 4749.0
LRRC14 4747.0
SH2D4A 4745.0
DDX39A 4744.0
FUCA2 4742.0
SLC30A7 4738.0
HOXC5 4736.0
SNX18 4735.0
PHF6 4734.0
UBFD1 4728.0
STRN 4727.0
HEATR1 4726.0
KBTBD2 4722.0
HHAT 4715.0
HNRNPA2B1 4710.0
CKAP5 4709.0
ERAP1 4708.0
GREB1L 4705.0
LMOD1 4702.0
ELAVL1 4701.0
HP1BP3 4694.0
PARVB 4693.0
HMGA1 4692.0
RAB3GAP1 4689.0
NEDD1 4686.0
XRN1 4685.0
ARHGEF10 4684.0
MTMR10 4681.0
ATXN7 4680.0
ALDOA 4679.0
ST8SIA2 4678.0
CCND2 4674.0
INPP4A 4671.0
TMEM109 4668.0
ZFAND5 4667.0
TBL1XR1 4666.0
ITGA2 4663.0
ZNF740 4657.0
CD99L2 4655.0
CDKL2 4653.0
MTMR3 4652.0
SLAIN2 4648.0
KANK1 4646.0
ETV5 4642.0
PELI2 4641.0
ZNF445 4635.0
GDNF 4631.0
NRIP1 4629.0
TRAK1 4626.0
CLMN 4624.0
LGALSL 4623.0
KCNK12 4622.0
ACOX1 4614.0
PAIP2B 4613.0
PDE10A 4609.0
PDP2 4606.0
CHD5 4605.0
SMAD4 4600.0
LEPROTL1 4599.0
TANC2 4596.0
PPIP5K2 4592.0
RORA 4587.0
SPRY1 4583.0
KLHDC10 4582.0
EPB41L1 4580.0
AKT3 4578.0
LMCD1 4575.0
PLAG1 4569.0
ASPH 4565.0
EPS8 4564.0
FOXK1 4562.0
PPP6R3 4561.0
PROS1 4550.0
CCNA2 4549.0
PPP2R5E 4545.0
FBXL18 4542.0
SF3B1 4541.0
RNF41 4537.0
SEC14L1 4536.0
SH3BP5L 4534.0
CEP104 4532.0
SP1 4531.0
GALNT13 4530.0
PIGA 4521.0
DGCR2 4517.0
ARCN1 4516.0
PIM1 4515.0
HOXC11 4512.0
BPNT1 4508.0
ATP6V0E2 4504.0
FAM53C 4503.0
CTTN 4499.0
TRIM16 4498.0
MOB1B 4485.0
GLO1 4484.0
ZCCHC24 4482.0
ORMDL3 4480.0
MYO6 4477.0
HECW2 4474.0
SGSM1 4473.0
TTC33 4470.0
ZDHHC3 4464.0
PHOSPHO1 4454.0
DNAJC16 4450.0
CAMK1D 4445.0
HGSNAT 4444.0
UBE2H 4441.0
ALDH3A2 4439.0
QSOX2 4438.0
GPR161 4429.0
ZNF407 4428.0
TMEM72 4425.0
TEX2 4424.0
CDS1 4422.0
CHFR 4421.0
VAMP1 4419.0
KANSL1 4413.0
ADCY6 4412.0
TMPPE 4409.0
CDYL2 4408.0
PLEKHA8 4406.0
CKAP2L 4401.0
CHSY1 4399.0
DCAF5 4398.0
ARNT 4397.0
FER 4394.0
TRPM7 4393.0
PAQR3 4390.0
EEF1G 4387.0
DNAJB2 4384.0
NCKAP1 4379.0
KLHL28 4377.0
CORO6 4376.0
NF2 4368.0
PDS5A 4367.0
SPRYD3 4364.0
YPEL2 4356.0
AFAP1 4348.0
ZNF609 4345.0
DDX19A 4340.5
DDX19B 4340.5
PGR 4334.0
TFDP1 4331.0
ZNF507 4329.0
SLC36A1 4328.0
CREBL2 4325.0
TTBK2 4323.0
CHD4 4321.0
NME1 4319.0
FGD6 4313.0
STARD5 4307.0
COA5 4304.0
PIGG 4303.0
ZNF516 4300.0
OXSR1 4299.0
GNB1 4295.0
AP3M2 4294.0
ZNF800 4291.0
NAA25 4288.0
SCUBE3 4287.0
ADAMTSL3 4286.0
TMEM132A 4284.0
MINPP1 4281.0
SLC6A12 4280.0
ADRA2A 4279.0
MLEC 4278.0
ST8SIA1 4277.0
CISD2 4276.0
ZNF526 4269.0
ATXN7L3 4267.0
JAG1 4262.0
SNX12 4260.0
SLC26A2 4251.0
SIPA1L1 4250.0
PRRC2B 4241.0
TRIM33 4239.0
ATXN1L 4236.0
UBE2Z 4230.0
CLASP1 4225.0
PRR14L 4217.0
CPEB3 4216.0
IL17RA 4213.0
SRSF10 4211.0
TMED7 4210.0
RASSF1 4208.0
DYRK2 4204.0
RAP1GDS1 4203.0
SKAP2 4200.0
ILDR2 4197.0
SLC2A1 4196.0
CEP170B 4191.0
DOCK9 4190.0
PRKAB2 4188.0
SNX30 4187.0
RNF13 4183.0
ZBTB43 4182.0
DOK1 4179.0
STK35 4177.0
DPY19L4 4176.0
B4GALT7 4174.0
DENND4C 4172.0
CEP85L 4169.0
PTDSS1 4167.0
SLC25A30 4166.0
KIAA1671 4165.0
CTTNBP2NL 4164.0
MFN1 4159.0
SF3B2 4158.0
TMPO 4156.0
DDHD2 4148.0
CHD2 4145.0
FOXO4 4143.0
IDH1 4141.0
PIM3 4139.0
MXRA8 4131.0
PGAP1 4128.0
NCEH1 4126.0
GTF2E1 4124.0
HNRNPUL1 4123.0
UBR7 4122.0
SSR3 4121.0
SDAD1 4118.0
PLCB3 4117.0
SGCD 4112.0
ETS1 4110.0
PAQR8 4109.0
SMC6 4107.0
USP24 4103.0
MTFR1L 4102.0
IGF1R 4101.0
PPM1A 4100.0
GALNT7 4099.0
EGLN3 4097.0
LRIG2 4096.0
PRICKLE2 4095.0
CAMSAP1 4092.0
DIAPH2 4086.0
METTL21A 4083.0
PTEN 4081.0
ARNT2 4080.0
ZNF597 4073.0
ITCH 4072.0
TMBIM6 4069.0
ITGA3 4068.0
CUEDC1 4066.0
KCNC2 4056.0
BNIP3 4055.0
VAPB 4053.0
SUN2 4048.0
ERCC6 4046.0
PYGB 4044.0
AFG3L2 4042.0
SLC19A1 4039.0
MGAT1 4037.0
MYO18A 4036.0
SUN1 4035.0
PDXK 4034.0
ROR2 4018.0
PSAPL1 4016.0
PRKG1 4013.0
TRAF3IP1 4011.0
SLC43A2 4010.0
SEMA4C 4009.0
KDM2A 4008.0
MEF2D 4007.0
PPIP5K1 4006.0
SLC25A29 4005.0
EXTL3 4004.0
FOXJ3 4001.0
NEURL4 3998.0
TMEM168 3996.0
ALS2 3995.0
B4GALNT3 3993.0
GALNT1 3991.0
PMEPA1 3989.0
RBM33 3988.0
ETV1 3981.0
MYLK 3979.0
NLGN1 3978.0
POLH 3976.0
QSER1 3974.0
MYADM 3964.0
STARD3NL 3961.0
FZD7 3958.0
ELK3 3951.0
PPTC7 3942.0
MTX3 3941.0
RHOBTB3 3940.0
USP40 3939.0
PCDHB16 3937.0
CENPA 3936.0
LTBP2 3935.0
RHOB 3934.0
RAB23 3931.0
FZD2 3927.0
PLEKHG3 3926.0
ATP11A 3925.0
HLTF 3924.0
ARFGEF1 3923.0
SLC22A23 3921.0
PPM1F 3920.0
DVL1 3917.0
FKBP5 3911.0
ENC1 3910.0
XPNPEP3 3909.0
ACSL1 3907.0
NLK 3905.0
ARC 3900.0
SLC22A4 3896.0
GMPPB 3895.0
NDFIP2 3889.0
STXBP1 3888.0
SMARCC1 3887.0
KIAA1614 3885.0
PAK2 3878.0
REEP3 3871.0
MAN2A2 3868.0
NUF2 3867.0
CHP1 3865.0
UNKL 3863.0
RAB5B 3861.0
MMGT1 3860.0
PREPL 3859.0
DGKH 3856.0
KPNA6 3855.0
SPRED1 3848.0
CNST 3847.0
SEPSECS 3846.0
AGPS 3843.0
ODF2L 3842.0
TACC1 3840.0
LEMD3 3833.0
NELL2 3832.0
FGF1 3831.0
USP6NL 3829.0
PPP1R12B 3828.0
TTK 3818.0
ELMOD2 3816.0
CAD 3815.0
KIAA0930 3811.0
HDAC4 3806.0
AMFR 3804.0
MED20 3802.0
DAGLA 3796.0
SYNJ1 3794.0
GRAMD4 3792.0
TSPYL4 3786.0
DNAJA4 3780.0
MGLL 3777.0
LRCH3 3772.0
CERS6 3762.0
ZBTB10 3755.0
LRIG1 3751.0
ATG16L1 3750.0
ARHGAP31 3748.0
CEP63 3742.0
GPR63 3739.0
TLN1 3738.0
RND3 3734.0
SH3GL3 3732.0
MMADHC 3721.0
SLC25A24 3720.0
CDKN2AIP 3719.0
UTP15 3717.0
SSPN 3715.0
AFF2 3713.0
RASA3 3712.0
TMEM151A 3707.0
SENP2 3700.0
PGRMC2 3699.0
SP8 3698.0
SEMA5A 3694.0
KCNAB2 3693.0
RRBP1 3688.0
SETD3 3685.0
SMAD2 3684.0
VTI1B 3683.0
TTLL4 3680.0
TSFM 3679.0
RPS6KC1 3672.0
ABHD2 3671.0
CORO1C 3667.0
KIF2C 3666.0
ESRRA 3664.0
KRAS 3661.0
ZFYVE26 3660.0
ATP10D 3657.0
CDKN2C 3648.0
FHDC1 3646.0
CCDC6 3645.0
NPHP3 3640.0
STK10 3636.0
CRKL 3619.0
PPARG 3616.0
TACO1 3615.0
BNIP2 3604.0
ELMO1 3599.0
DNAJA3 3597.0
RASSF5 3596.0
CA5B 3594.0
CCNG2 3592.0
LMAN2 3589.0
ADO 3584.0
PTTG1IP 3581.0
VAT1 3578.0
TMEM18 3576.0
RAB31 3575.0
TUBGCP6 3573.0
BACE1 3570.0
CACNB2 3567.0
PI4K2A 3566.0
WRAP73 3562.0
CASD1 3561.0
ERLIN2 3560.0
VCL 3559.0
SRSF1 3558.0
GAN 3557.0
IKZF2 3556.0
SLC25A15 3555.0
CDCA2 3553.0
CCNJ 3552.0
SPRY4 3550.0
EDA2R 3549.0
STAG2 3546.0
TM7SF3 3542.0
SRF 3540.0
CLN8 3539.0
CSNK1D 3537.0
TOB2 3536.0
C18orf54 3530.0
XYLT2 3529.0
LAMC2 3528.0
AURKB 3524.0
TMEM74 3496.0
CDC42SE2 3488.0
DGKD 3486.0
TGFBR2 3485.0
COL4A3 3484.0
MTR 3483.0
FUT10 3478.0
IPO11 3475.0
DPY19L3 3472.0
STX7 3468.0
CISD1 3461.0
DOCK8 3460.0
CTPS1 3456.0
PSMD10 3455.0
SUFU 3453.0
KPNA3 3445.0
SMURF1 3440.0
FEM1B 3437.0
SPN 3433.0
DEPTOR 3432.0
BTG1 3425.0
TLE3 3421.0
SRPRB 3420.0
COX15 3418.0
ZMYM2 3417.0
STX11 3416.0
CCSER2 3415.0
CEACAM1 3406.0
MTHFD1 3390.0
GOLGA2 3380.0
RAD18 3365.0
TNFSF15 3362.0
GREM2 3356.0
CUL5 3350.0
HOXD4 3349.0
CNNM2 3348.0
POMT2 3340.0
VTI1A 3337.0
TBCEL 3336.0
SPTBN2 3327.0
GPX4 3325.0
RBPJ 3320.0
RAB8B 3319.0
IRS2 3318.0
ZBTB4 3315.0
ABCC4 3314.0
ORAI2 3312.0
HSD17B12 3308.0
CCDC141 3302.0
SLC16A1 3301.0
PRDM2 3300.0
RRAS2 3295.0
DLG2 3292.0
PRDM15 3291.0
PFKM 3288.0
TRAF2 3281.0
RAB43 3277.0
PHLPP2 3269.0
PROB1 3265.0
GMCL1 3258.5
CREBBP 3254.0
GPD2 3253.0
PDIA4 3248.0
CGGBP1 3244.0
ITGB8 3237.0
MTM1 3236.0
UGGT2 3227.0
KCNJ2 3226.0
SLC30A9 3221.0
ZBTB44 3209.0
ZNF35 3207.0
CDA 3203.0
NAA30 3201.0
DEPDC5 3199.0
RNF146 3195.0
AGFG2 3194.0
HTRA2 3191.0
KANSL3 3190.0
SYNPO2 3175.0
ZNF518B 3171.0
KIF5C 3170.0
TOM1L2 3169.0
MTG1 3168.0
CLUH 3167.0
PHLPP1 3166.0
BMS1 3164.0
ATAD1 3161.0
CAMK2N1 3160.0
IPPK 3154.0
IARS2 3152.0
PELI3 3150.0
PLA2G15 3148.0
ZFYVE27 3147.0
CHRDL1 3146.0
MAGI1 3143.0
HECA 3135.0
MSANTD4 3132.0
HR 3131.0
HBS1L 3130.0
FRYL 3127.0
NAV2 3124.0
HS3ST3A1 3122.0
RORB 3119.0
CD44 3116.0
DMXL2 3107.0
FRMD8 3100.0
TROAP 3095.0
HEXA 3093.0
TRIM2 3089.0
SEC24C 3087.0
USP37 3085.0
CD200 3082.0
MYO1D 3080.0
KLF6 3076.0
RIT1 3075.0
LTBP3 3070.0
ARHGEF7 3067.0
SYNRG 3063.0
TIMM17A 3060.0
TMC5 3059.0
ARHGEF10L 3058.0
INO80 3054.0
NCOR2 3050.0
GPR85 3045.0
STRAP 3044.0
FAM53B 3037.0
ING5 3036.0
MCM10 3028.0
ANKRD9 3027.0
ARL10 3025.0
PIP4K2C 3018.0
USP15 3017.0
PPM1H 3016.0
KCTD11 3011.0
PLK2 3008.0
USP46 3004.0
NCOR1 3002.0
GPR107 2993.0
AGTRAP 2990.0
RAPGEF1 2987.0
EIF4B 2984.0
BAMBI 2981.0
CCPG1 2978.0
KIAA1522 2975.0
GBA 2970.0
SLC35B4 2969.0
NSL1 2968.0
NCAPD2 2967.0
C1GALT1 2966.0
EZH1 2961.0
FOCAD 2952.0
SLC25A51 2944.5
PAPSS2 2941.0
LIN7C 2939.0
MTMR2 2938.0
MAP3K4 2937.0
NFATC3 2933.0
NPHP1 2928.0
STAM2 2925.0
MFSD9 2924.0
KCNIP4 2923.0
ZWILCH 2921.0
FAM118A 2915.0
PNO1 2908.0
NBR1 2907.0
ZGPAT 2902.0
C1RL 2901.0
LARP1B 2893.0
SHOC2 2890.0
ARIH2 2887.0
HFE 2880.0
DNAJC11 2879.0
WNT9A 2875.0
KIAA2013 2874.0
CHPF 2865.0
CNTROB 2862.0
CDK6 2860.0
ZNF436 2859.0
LANCL3 2858.0
PRKAR2A 2848.0
ENAH 2845.0
ZMIZ1 2844.0
TAOK2 2842.0
NT5DC1 2836.0
AGTPBP1 2835.0
DHDDS 2834.0
YKT6 2828.0
CCT7 2827.0
SND1 2826.0
NUBPL 2825.0
C15orf62 2824.0
FBXW4 2818.0
TTC3 2811.0
RYK 2808.0
UBTD1 2807.0
SLC10A7 2805.0
MIOS 2800.0
TSSK6 2799.0
BBS1 2788.0
KANK2 2787.0
FGF10 2785.0
KLHDC8A 2781.0
MBD5 2778.0
SMIM14 2776.0
GPR180 2775.0
CCNF 2772.0
BTRC 2768.0
E2F2 2762.0
PHF19 2760.0
PPME1 2753.0
PODNL1 2751.0
UNC13A 2750.0
TTC14 2745.0
ARFGAP1 2743.0
MIER3 2741.0
RELT 2736.0
CREBRF 2734.0
NUMA1 2732.0
PER1 2730.0
MTMR11 2728.0
ZC3H7B 2721.0
PITPNB 2718.0
MECOM 2717.0
AIFM2 2715.0
CD300LB 2714.0
PTGIS 2713.0
PCSK7 2709.0
UEVLD 2708.0
TMEM183A 2706.0
ADRB3 2704.0
FBXO32 2692.0
RNF150 2691.0
REL 2686.0
NUDT4 2680.5
TMEM220 2679.0
HPS5 2678.0
IMPDH1 2673.0
URGCP 2669.0
YWHAZ 2668.0
TUFT1 2666.0
KCTD10 2664.0
SBF2 2659.0
DPH1 2658.0
CTBS 2657.0
PER2 2654.0
TTC5 2651.0
SLC35B1 2649.0
EIF2B5 2648.0
IFNAR1 2645.0
RBL1 2643.0
DPP6 2641.0
NOL10 2637.0
PITHD1 2630.0
KHNYN 2624.0
MTMR12 2622.0
WDR77 2621.0
ALG1 2619.5
SMARCAD1 2618.0
KLF12 2615.0
SIX4 2607.0
DBNDD1 2605.0
TRIM46 2600.0
CEP164 2599.0
FBXL19 2598.0
PRPF4B 2597.0
FEN1 2596.0
TBL2 2594.0
RAD21 2592.0
AMPD2 2590.0
EIF4E3 2573.0
PSMB5 2572.0
ADAT2 2570.0
HAVCR1 2567.0
PRPF8 2566.0
SLC25A47 2556.0
CYTH3 2555.0
MASTL 2548.0
KDM3A 2546.0
JOSD1 2540.0
ANKRD1 2535.0
MFSD6 2533.0
COL8A2 2527.0
IKBKB 2525.0
LMLN 2524.0
TMCC2 2518.0
CACUL1 2517.0
SLC25A35 2515.0
CABLES1 2514.0
ZBTB49 2511.0
RNF19B 2510.0
FOXJ2 2506.0
RNF44 2503.0
VASH1 2500.0
TMEM184B 2498.0
ROBO2 2494.0
MAPK11 2491.0
NFYB 2490.0
MDGA1 2486.0
RAB3B 2485.0
RHOBTB2 2484.0
COX14 2479.0
FBXL2 2472.0
FAM168A 2470.0
GCNT1 2468.0
POGK 2467.0
GPSM3 2466.0
UNG 2465.0
TTC26 2460.0
PLEKHA5 2454.0
IVNS1ABP 2450.0
C21orf91 2448.0
PROX2 2436.0
TGFBR3 2434.0
DDX11 2433.0
TBC1D22A 2427.0
CREBZF 2425.0
MCAT 2424.0
SOS2 2421.0
INPP5A 2411.0
GREM1 2409.0
GPR39 2399.0
TNRC6C 2390.0
PAPPA 2389.0
ARHGAP32 2388.0
SOX6 2387.0
EVI5L 2383.0
NR1D2 2381.0
GRHL2 2378.0
ATP6V1E1 2376.0
ITGB1BP1 2374.0
SPRTN 2369.0
KCTD15 2366.0
TMED10 2356.0
GOSR1 2355.0
RAB11FIP1 2354.0
PTPRJ 2350.0
SPATA13 2345.0
WDR82 2343.0
FARSB 2340.0
PIK3R5 2334.0
TXNRD3 2332.0
USP7 2327.0
ST6GALNAC6 2326.0
PLEKHA2 2323.0
LRRC20 2320.0
MIEF2 2318.0
RBM27 2315.0
C2orf68 2314.0
STK24 2313.0
ZBTB39 2308.0
UBL3 2306.0
TRIM45 2302.0
DCTD 2301.0
SNRK 2297.0
DLAT 2295.0
TTLL11 2294.0
HERPUD1 2293.0
PTGS2 2292.0
ABCF3 2291.0
AP3D1 2285.0
ZCCHC2 2281.0
RNF144A 2279.0
PGP 2278.0
CD2BP2 2277.0
ZNF664 2266.0
NKIRAS2 2262.0
FAM102B 2258.0
CD47 2257.0
PCGF3 2254.0
PCF11 2251.0
SFMBT1 2249.0
SFMBT2 2248.0
CHID1 2244.0
KLC2 2242.0
ANKRD10 2241.0
TOR1B 2231.0
SLC25A25 2230.0
ATG2A 2227.0
GATAD2B 2226.0
NUP188 2223.0
PPP1R3E 2221.0
GUSB 2216.0
TBC1D4 2215.0
AGFG1 2213.0
STXBP4 2212.0
THSD4 2199.0
PAFAH1B2 2191.0
PLA2G12A 2190.0
RALGAPA2 2188.0
GAS7 2187.0
TTBK1 2185.0
YDJC 2178.0
FAF2 2168.0
CHMP5 2166.0
PFKFB4 2164.0
MFSD8 2159.0
XPC 2157.0
ANXA5 2155.0
TMEM170B 2151.0
SLC9A9 2150.0
PARP11 2149.0
PLXDC2 2146.0
VGLL4 2135.0
SLC9A8 2133.0
STAT1 2132.0
RPS6KL1 2129.0
MYEF2 2122.0
WRN 2119.0
NFRKB 2117.0
RDX 2116.0
ADPRM 2114.0
KLHL7 2112.0
ETFA 2110.0
ST6GAL1 2101.0
PER3 2099.0
KLHDC1 2097.0
LCLAT1 2096.0
JAGN1 2091.0
CELSR2 2085.0
KIF7 2083.0
NTN1 2082.0
KIF1A 2081.0
RNF207 2080.0
AR 2078.0
RHOT1 2077.0
CD80 2075.0
PSEN1 2068.0
RBMS2 2067.0
S100PBP 2064.0
HAPLN4 2062.0
ZFHX3 2060.0
HES6 2059.0
HOMER1 2043.0
RBL2 2036.0
CREB1 2034.0
PPP2R5C 2032.0
POU6F1 2030.0
ZMPSTE24 2026.0
TEF 2023.0
FANCA 2022.0
DCK 2021.0
FMNL3 2020.0
ARSG 2014.0
ASAH2 2004.0
C12orf4 2003.0
EFR3A 2001.0
HSD3B7 2000.0
TGFBRAP1 1999.0
ANKS1A 1997.0
RPIA 1994.0
PLCG2 1993.0
MCM6 1990.0
EXOC6B 1987.0
GOLT1B 1984.0
ZNF217 1982.0
CDK7 1971.0
ELF2 1968.0
MICU1 1965.0
MKKS 1964.0
SLC12A1 1961.0
RAB3IL1 1959.0
POLR3A 1957.0
TMEM161B 1954.0
EHHADH 1952.0
ARFGAP2 1950.0
RER1 1943.0
NEU3 1942.0
TTPAL 1940.0
PKN3 1933.0
TAPT1 1932.0
BAG2 1922.0
HNRNPF 1915.0
PON2 1911.0
RCL1 1909.0
CDC40 1905.0
HS2ST1 1901.0
MID1IP1 1900.0
EHD1 1897.0
ACOT9 1896.0
SETDB2 1893.0
NGLY1 1879.0
CS 1878.0
ALG9 1874.0
FAM161A 1873.0
PTPN9 1869.0
FBXL14 1868.0
TIFA 1865.0
USP20 1858.0
AMIGO3 1857.0
FOXRED2 1852.0
PTPRA 1850.0
MEGF11 1847.0
FICD 1846.0
RNF5 1842.0
RTKN2 1840.0
POM121C 1836.5
KBTBD11 1834.0
STK32A 1832.0
RBM19 1831.0
SLC16A6 1830.0
SPSB3 1828.0
STAU2 1827.0
SAMHD1 1817.0
SLC35E2B 1816.0
SIL1 1814.0
CBWD3 1812.0
CBWD5 1812.0
CBWD6 1812.0
FOXM1 1810.0
SLC41A3 1808.0
CHD6 1803.0
SRPK3 1797.0
LYRM9 1795.0
FAM228B 1780.0
MSI2 1779.0
DCDC2 1775.0
JAKMIP2 1771.0
M6PR 1770.0
YIPF6 1765.0
TMEM64 1763.0
PRDM4 1751.0
FOXO3 1748.0
ESRP2 1747.0
KDM4A 1743.0
KCNQ3 1741.0
SERTAD2 1740.0
KBTBD6 1728.5
KBTBD7 1728.5
SLC25A46 1720.0
CHIC2 1719.0
FLVCR2 1714.0
DUSP2 1707.0
QKI 1704.0
PALD1 1699.0
ZFP3 1698.0
INTS6 1691.0
CCNYL1 1687.0
QDPR 1684.0
NAGLU 1682.0
C1orf21 1668.0
UBN2 1666.0
NPTN 1662.0
NDOR1 1661.0
BCL7A 1660.0
FBLN7 1656.0
RAB22A 1655.0
STXBP3 1654.0
THRAP3 1651.0
ALPK2 1638.0
NKRF 1633.0
GINS3 1631.0
ICOSLG 1628.0
CYP27B1 1626.0
FBXO28 1623.0
ZKSCAN2 1622.0
PROX1 1613.0
USP36 1612.0
EPHB2 1603.0
TSPAN17 1597.0
RNF182 1593.0
WDR33 1592.0
FZD8 1590.0
CENPO 1584.0
SMIM5 1582.0
MAPRE1 1580.0
ARPC5L 1578.0
SZT2 1577.0
SPATA2 1576.0
PPP1R14C 1569.0
RPUSD2 1563.0
SRRM3 1561.0
TOMM40L 1552.0
CLCC1 1551.0
FBXO42 1548.0
SRL 1546.0
CAMK2G 1545.0
TOR1AIP2 1542.0
DCUN1D3 1540.0
EXTL2 1538.0
ABCA9 1532.0
PDLIM1 1531.0
CCDC171 1529.0
SIAH2 1528.0
APLP2 1521.0
GGA3 1517.0
C19orf12 1514.0
ZNF605 1513.0
PLXND1 1511.0
ODC1 1508.0
LGALS3BP 1502.0
ITSN1 1497.0
INPP5K 1496.0
CERS5 1492.0
CHST14 1482.0
DMTF1 1480.0
ACOX3 1478.0
ERI2 1476.0
NFKB1 1474.0
CDYL 1473.0
DRAXIN 1468.0
VWA1 1467.0
PRMT6 1462.0
ZNF593 1459.0
CRY2 1457.0
MED22 1452.0
RAB34 1451.0
TAB3 1445.0
SLC30A1 1443.0
FBXL4 1440.0
CLASP2 1439.0
EXOC5 1437.0
B4GALT6 1420.0
ANGPTL3 1419.0
ARMC8 1417.0
PRR15L 1412.0
PTPN3 1411.0
NAALAD2 1410.0
TBPL1 1409.0
ASPHD2 1406.0
TRUB1 1405.0
TELO2 1403.0
MYCL 1399.0
NAP1L4 1390.0
B3GAT2 1388.0
REPIN1 1385.0
ATP11C 1383.0
SYT2 1379.0
C10orf62 1374.0
KLHL18 1371.0
RRAGC 1365.0
NUP50 1362.0
GLB1L2 1359.0
SKI 1344.0
SSH1 1343.0
RNF149 1341.0
IDH3A 1339.0
RCAN1 1338.0
GCFC2 1336.0
APMAP 1330.0
SRRM2 1328.0
RAB40B 1322.0
MLXIP 1320.0
ZNF446 1315.0
NRAS 1310.0
EVI5 1309.0
SP4 1307.0
ZNF233 1296.0
INVS 1291.0
CTIF 1290.0
UBAP2L 1289.0
ME2 1285.0
SKA3 1283.0
SLC25A11 1281.0
ARHGAP22 1279.0
ARF4 1276.0
LAYN 1274.0
DNAAF3 1262.0
MYRF 1258.0
TMEM50B 1256.0
PEX14 1255.0
ERCC4 1253.0
MFGE8 1252.0
KPNA1 1250.0
PARP8 1244.0
DDX42 1238.0
TIPARP 1232.0
STAT5B 1228.0
C2orf69 1219.0
CAB39L 1216.0
CAPN7 1211.0
EGLN1 1208.0
DPP9 1204.0
ECE1 1203.0
CPNE4 1198.0
CSE1L 1195.0
TTC39C 1193.0
NADK2 1192.0
SLC6A20 1187.0
NUDT3 1184.0
TIMM8A 1183.0
FAM135B 1178.0
ITFG2 1175.0
MCM8 1173.0
PRKCQ 1171.0
ZNF512B 1170.0
DCUN1D5 1168.0
SNX24 1163.0
CDCA7L 1162.0
ERI1 1160.0
REXO1 1145.0
NAT14 1140.0
GSTM3 1138.0
DLEC1 1137.0
THSD7A 1136.0
TNNI1 1135.0
ITM2C 1124.0
MTCH2 1123.0
HDAC5 1115.0
CYP2U1 1112.0
USP13 1111.0
PTCD2 1110.0
RADIL 1109.0
WDFY1 1106.0
ZFP36L2 1103.0
YAP1 1100.0
C2CD3 1098.0
STOML1 1097.0
FEM1A 1095.0
WDFY2 1093.0
PCBP1 1089.0
TLE4 1087.0
BTBD9 1082.0
DNAJC18 1081.0
ABCD4 1079.0
PEX26 1076.0
MAVS 1071.0
ENY2 1067.0
APCDD1 1059.0
PHLDB1 1056.0
CTSB 1053.0
L3MBTL3 1049.0
SLC44A5 1047.0
FADS3 1045.0
GPHN 1041.0
ST3GAL1 1038.0
KHSRP 1031.0
KCTD7 1029.0
FRAT2 1027.0
ZNF704 1026.0
IRGQ 1022.0
TMPRSS6 1017.0
LDLRAD2 1012.0
VBP1 1009.0
CEP41 1004.0
ADAMTS2 1002.0
TPCN1 1001.0
FAM76A 998.0
DTD1 995.0
PCCA 994.0
MEX3C 990.0
GADD45G 987.0
PICK1 984.0
ARHGAP42 983.0
LARP1 981.0
WFIKKN1 976.0
PPCS 968.0
LHX6 965.0
NOS1AP 963.0
KCTD5 957.0
TMEM86A 956.0
HEBP1 952.0
MZT1 951.0
STOM 947.0
PDRG1 943.0
STEAP3 942.0
CASP2 939.0
LPAR1 937.0
POLG 936.0
CETN2 934.0
ACTR1A 926.0
MMS19 921.0
FBXL12 920.0
PPM1E 914.0
TXLNG 910.0
GLYCTK 904.0
SCO1 903.0
CHMP7 902.0
RDH10 899.0
MSL1 898.0
INTS7 887.0
MOCS1 884.0
MYO1H 882.0
EXOG 881.0
TBC1D24 879.0
ZBTB20 878.0
RANBP9 866.0
SLC35B3 865.0
ZEB1 847.0
SMYD2 846.0
DIAPH1 835.0
EHD2 834.0
NLE1 833.0
ZBTB24 822.0
NUP214 821.0
SHPK 818.0
DHX38 812.0
DUSP7 806.0
DCAF7 803.0
DYRK1A 798.0
LETMD1 794.0
TMEM104 793.0
PTPN7 791.0
PIK3CD 790.0
ACVR2B 785.0
HMCN1 784.0
SRSF6 781.0
ZNF335 779.0
SH3BP2 774.0
AKAP5 767.0
JPH1 765.0
IL13RA1 761.0
DCUN1D1 748.0
PLD5 739.0
TRAF1 731.0
BCL2 728.0
RMI2 726.0
NUP37 714.0
SCARB2 705.0
MTA3 704.0
ARHGAP26 699.0
NAB2 695.0
STX6 689.0
RUNDC1 688.0
ITPK1 682.0
MAP9 675.0
SRM 672.0
ADAM22 668.0
PSD4 667.0
G3BP1 664.0
FAHD2A 661.0
TIGD5 648.0
TAB2 647.0
RIPK2 645.0
DAPP1 641.0
CDK11A 639.5
CDK11B 639.5
GFM1 635.0
CNOT6L 634.0
SIGMAR1 627.0
PPP1R10 625.0
GMPS 623.0
FOXN3 621.0
FBXL7 619.0
MAPT 618.0
PARVA 616.0
SUSD1 615.0
FAM219B 612.0
MUS81 603.0
ATP6V0A1 600.0
SPTSSA 595.0
CD247 593.0
CIITA 590.0
ASB6 589.0
MB21D2 588.0
EIF5A2 583.0
ATG5 582.0
CHIC1 579.0
QRICH1 576.0
PRKAG1 572.0
TCTA 566.0
AAGAB 563.0
ZNF207 562.0
SMG7 560.0
TMEM33 558.0
ABI2 557.0
CORO2B 555.0
MYO9A 553.0
RPS6KA5 550.0
SIRT3 549.0
DHX37 538.0
RNF169 533.0
SIRT5 530.0
ZNF212 528.0
A4GALT 517.0
NDC1 503.0
PPP1R3F 492.0
IPMK 491.0
PWWP2A 489.0
FIGN 487.0
OXTR 482.0
TBL3 474.0
PROSER2 473.0
NCSTN 472.0
REXO4 469.0
MRPL19 468.0
CENPP 465.0
TMEM154 462.0
AP1G1 452.0
TBL1X 449.5
IER3 445.0
COPS8 442.0
TMEM203 432.0
CMPK2 429.0
SLC13A1 428.0
CENPM 426.0
RAD50 423.0
KIF5A 415.0
FBXO45 414.0
APLN 412.0
PPP1R12A 411.0
PDE7A 409.0
SLC35C2 406.0
RUNDC3A 404.0
IL17RD 397.0
EIF4EBP2 396.0
NEK7 393.0
ZBTB7A 390.0
DSTN 387.0
CDK2 381.0
ARF5 380.0
LAIR1 378.0
LZTS3 377.0
MAPK4 374.0
KCNH3 373.0
TOMM22 370.0
ESCO1 368.0
RAB30 354.0
ABCG4 352.0
CARNS1 349.0
DDRGK1 348.0
ST3GAL2 345.0
CCDC88A 344.0
SORT1 342.0
MGAT4A 340.0
PM20D1 339.0
DGAT1 337.0
BZW1 336.0
SCLT1 332.0
MEF2A 331.0
NEK8 329.0
CDC14A 326.0
NUDCD3 321.0
GNA11 317.0
VPS36 316.0
SSX2IP 314.0
BRSK2 304.0
PLEK 302.0
EHMT1 301.0
GPSM1 296.0
PARD3B 294.0
RSBN1 293.0
SUDS3 291.0
NCAPH2 287.0
TAB1 279.0
CATSPER2 273.0
MEDAG 272.0
KLHL36 264.0
MANEA 254.0
BLCAP 244.0
THEM4 232.0
SOX5 227.0
VPS18 226.0
RGP1 221.0
C12orf60 220.0
LSG1 214.0
ZNF687 208.0
MAPK1 206.0
TMEM209 205.0
BAP1 199.0
TIGD2 198.0
BRAP 197.0
AAR2 193.0
ADAMTS14 183.0
PANK4 175.0
PHF13 169.0
MAP2K4 167.0
FAM189A1 165.0
ZNF112 164.0
CDK5R1 162.0
NPEPPS 161.0
METRN 159.0
GLB1 153.0
FAM136A 149.0
PSMD11 144.0
GLS2 143.0
TCIRG1 138.0
ARFIP2 136.0
HDHD2 133.0
TMCC3 132.0
ENOX2 129.0
ERF 122.0
MTG2 120.0
TCP11L2 115.0
AGO1 113.0
RRP8 111.0
EXOSC2 110.0
MPP2 105.0
MAPKAP1 103.0
NCS1 99.0
GRTP1 97.0
SPIRE1 93.0
GABRA2 80.0
SNAP29 74.0
FAM89A 69.0
APOL3 65.5
APOL4 65.5
LSM11 57.0
PHLDA3 56.0
ARHGEF39 55.0
SLC2A9 53.0
THAP3 52.0
RFX7 41.0
TPRA1 40.0
PPP1R37 39.0
DTNA 35.0
RNF214 31.0
SLC37A2 29.0
AHRR 27.0
OGDH 22.0
SERPINB9 13.0
ZNF324 8.5
NANOS1 7.0
TFDP2 1.0
DBNL -1.0
EDNRA -2.0
CACNA1E -5.0
BOC -8.0
NFYA -10.0
BAHD1 -12.0
SALL1 -13.0
IMMP2L -26.0
NAIF1 -29.0
PLCL1 -32.0
KL -35.0
CINP -38.0
RNF43 -50.0
PEX10 -52.0
ALDH4A1 -64.0
ERP29 -68.0
OSBPL3 -72.0
DMRTA2 -74.0
RPUSD4 -78.0
DIS3L2 -79.0
ANGEL2 -80.0
PRPS2 -87.0
PARL -89.0
RNF115 -90.0
VPS53 -92.0
MRPL3 -97.0
EEF2K -105.0
CA12 -115.0
PIK3R3 -118.0
SNX10 -119.0
UQCC1 -125.0
ZNF646 -126.0
SDR42E1 -127.0
FKTN -134.0
PRKRIP1 -137.0
IRF1 -140.0
SGPP2 -141.0
LASP1 -143.0
TMEM192 -150.0
SCRN1 -153.0
KLF10 -157.0
ACAP3 -160.0
MLLT10 -161.0
PPP1R2 -165.5
GOSR2 -167.0
SRGAP2 -170.0
HAUS6 -174.0
ZBED4 -183.0
ZBTB47 -184.0
ARL6 -186.0
ENDOD1 -189.0
MRPS23 -190.0
SGCB -191.0
THY1 -196.0
FAM221B -200.0
FGFR1OP2 -208.0
LIMD1 -215.0
GRHPR -220.0
MORN4 -227.0
WASF2 -228.0
CDIPT -229.0
WDR83 -231.0
MNT -232.0
RBM38 -236.0
SETD1B -246.0
ZNF496 -253.0
LY6H -262.0
CIB2 -278.0
TPD52 -279.0
IGF1 -284.0
PHF20 -287.0
PELO -288.0
POLA2 -289.0
C3orf70 -299.0
SLC16A7 -303.0
SEMA4D -310.0
ABCA3 -314.0
TMEM127 -316.0
ID4 -317.0
MFF -319.0
ZNF318 -321.0
GNE -326.0
TMEM218 -332.0
LYPD1 -333.0
MEF2C -334.0
NECAB3 -335.0
SRP19 -336.0
NUB1 -341.0
PKNOX1 -345.0
EBP -347.0
KCTD2 -352.0
DOT1L -354.0
EIF4EBP1 -355.0
TSPAN33 -360.0
ADAMTS9 -361.0
HYAL3 -367.0
ZNF282 -368.0
TAOK3 -369.0
RPL7L1 -371.0
DNM1L -373.0
DISC1 -377.0
SLC45A3 -388.0
KLF8 -389.0
NR3C1 -390.0
RALGPS2 -395.0
CTNS -397.0
TRERF1 -398.0
UBE2W -401.0
GID8 -405.0
CYP26B1 -408.0
ALDH1L1 -409.0
CAMK2A -411.0
PARP1 -418.0
CHMP4B -422.0
GPCPD1 -427.0
WNT2B -428.0
FBF1 -431.0
CAMKK2 -436.0
NOP16 -442.0
TPRG1L -443.0
PRKACB -446.0
ZDHHC8 -450.0
UBE2Q1 -451.0
ICAM1 -453.0
RGS12 -456.0
GIMAP6 -462.0
CCNI -467.0
TMEM101 -468.0
IL1R1 -470.0
CD63 -471.0
ANGPT2 -474.0
VASP -476.0
MAML3 -478.0
PAK1 -482.0
RRP15 -492.0
GRIN1 -494.0
SLC12A6 -497.0
BPTF -498.0
LIMK2 -504.0
EEF1D -506.0
ATF2 -511.0
GOLGA1 -516.0
KIAA0513 -522.0
MAPK9 -528.0
CACNB1 -529.0
SOCS6 -539.0
C1orf115 -541.0
PDHX -546.0
LHFPL4 -547.0
SFXN2 -549.0
RAPGEFL1 -551.0
VPS45 -554.0
CBX4 -557.0
NGB -560.0
NDUFA2 -569.0
CARD10 -570.0
TRA2B -575.0
EIF4H -577.0
SNX33 -586.0
FAF1 -594.0
SRRM4 -596.0
CYB5R4 -602.0
MCCC2 -606.0
VPS37C -607.0
RRP7A -610.0
MET -615.0
BEND4 -616.0
PABPC1L -621.0
PEG10 -623.0
CYB561D1 -628.0
ARMC5 -638.0
GRPEL1 -643.0
TRAF6 -648.0
PTPRE -653.0
PHKA2 -654.0
ERC2 -655.0
MAP2K7 -656.0
SUCLA2 -665.0
KLF7 -666.0
TXN2 -672.0
LRRC39 -674.0
PIANP -677.0
PRELP -678.0
KRI1 -681.0
TRIM44 -684.0
CA7 -685.0
DENND2C -688.0
NRM -703.0
PGAP2 -707.0
RASA1 -716.0
TMEM50A -721.0
RTTN -723.0
CCDC18 -728.0
CTNNA1 -729.0
GIGYF1 -730.0
CCDC22 -731.0
POLL -744.0
CHODL -745.0
ACER2 -746.0
ATRIP -750.0
SOD2 -757.0
PMPCB -759.0
MPZL1 -770.0
SNTA1 -777.0
AMBRA1 -779.0
HDAC11 -783.0
UPP2 -788.0
TJAP1 -798.0
NUDT16 -800.0
TP53RK -803.0
GPD1 -805.0
USP43 -807.0
OARD1 -813.0
PTPDC1 -817.0
C6orf118 -819.0
IMMT -824.0
URI1 -827.0
MXD1 -832.0
CIB1 -834.0
OR4X2 -835.0
TBC1D13 -836.0
MRPL51 -837.0
GRIK4 -842.0
RAB33B -843.0
ZNF655 -846.0
TMEM39A -849.0
ADD1 -851.0
PTPRR -852.0
MKS1 -857.0
ZADH2 -868.0
DBN1 -870.0
NAA15 -871.0
ZBTB14 -872.0
JAZF1 -874.0
TMEM201 -880.0
ARHGAP17 -885.0
NDUFAF6 -888.0
HEXIM2 -890.0
RNF8 -893.0
IRX5 -896.0
COG5 -897.0
SLCO5A1 -898.0
WASL -902.0
DCBLD1 -907.0
LRP4 -908.0
STK4 -912.0
RFX5 -913.0
ARL6IP1 -928.0
LITAF -935.0
RNFT2 -944.0
ACBD4 -946.0
POLR1C -951.0
GMEB2 -957.0
PTPN4 -960.0
TCEANC2 -961.0
TRABD2B -963.0
GABARAPL1 -964.0
SESN1 -970.0
KLF13 -975.0
IP6K1 -978.0
TF -979.0
CD38 -980.0
CLPB -990.0
CDC42EP3 -991.0
ATG13 -997.0
PEMT -1003.0
CC2D1B -1004.0
VIPAS39 -1007.0
ZCCHC9 -1008.0
ZDHHC9 -1009.0
TMEM120B -1011.0
TRDMT1 -1017.0
PIAS4 -1018.0
PPARGC1B -1021.0
TPM2 -1032.0
ERCC2 -1037.0
MINK1 -1038.0
TMEM198 -1040.0
MSH6 -1041.0
KIFC3 -1053.0
ROCK1 -1060.0
PDZD2 -1061.0
GUCY1A2 -1063.0
GPN1 -1066.0
ASXL1 -1080.0
BCL2L13 -1085.0
LAMTOR3 -1097.0
EPS15 -1099.0
ZSWIM7 -1100.0
ACACB -1102.0
AP5M1 -1107.0
BICD1 -1110.0
STX16 -1113.0
ZBTB9 -1115.0
MAPK8 -1116.0
SBDS -1118.0
COQ5 -1119.0
GALM -1139.0
TMEM123 -1141.0
CECR2 -1146.0
CC2D2A -1147.0
PPP1R3D -1148.0
DCAF10 -1150.0
RTN4RL1 -1151.0
NKAP -1152.0
FKBP15 -1166.0
PRKAA2 -1171.0
HAUS3 -1177.0
SPHK1 -1179.0
RASGRP3 -1180.0
PLXNB1 -1199.0
TRAPPC2 -1201.5
ATP10B -1206.0
CPN1 -1209.0
GDPD5 -1216.0
LEF1 -1218.0
CYB5R3 -1226.0
KCNK10 -1228.0
FAR2 -1231.0
PLCG1 -1236.0
TXLNA -1239.0
PCID2 -1246.0
HVCN1 -1250.0
HSDL1 -1266.0
SCARB1 -1267.0
FCHSD1 -1268.0
AHDC1 -1273.0
UFL1 -1275.0
MBTD1 -1277.0
UBE3D -1288.0
ATG10 -1291.0
STX17 -1293.0
ZDHHC18 -1298.0
GNAL -1299.0
CDC23 -1307.0
ATPAF1 -1315.0
PGAM5 -1326.0
MKNK2 -1335.0
STRIP2 -1345.0
USP35 -1348.0
PLA2G4E -1353.0
VAMP4 -1358.0
TNRC6A -1359.0
SLC19A2 -1369.0
PRPF40A -1372.0
SIK3 -1374.0
ZCWPW1 -1375.0
PIGV -1384.0
RHBDL3 -1385.0
CHURC1 -1389.0
CNP -1391.0
EPN3 -1394.0
PDP1 -1409.0
PGGT1B -1414.0
PMM1 -1415.0
OPN1SW -1416.0
PPIL4 -1417.0
ALDH9A1 -1418.0
GRWD1 -1419.0
ALG14 -1422.0
TTYH3 -1427.0
RABL3 -1429.0
CYBRD1 -1431.0
RAB2B -1436.0
SDHAF2 -1438.0
MGRN1 -1445.0
MMRN2 -1465.0
LRRC46 -1466.0
TYRO3 -1468.0
BCL2L1 -1474.0
CYB5RL -1476.0
GFRA1 -1478.0
DCLK2 -1481.0
HIC1 -1483.0
HIC2 -1487.0
C16orf91 -1490.0
DCUN1D4 -1493.0
DCTN1 -1496.0
YTHDF2 -1497.0
ASH2L -1499.0
APLF -1501.0
BANP -1503.0
RASL12 -1505.0
GGA1 -1508.0
DNLZ -1515.0
NOP9 -1517.0
BRPF1 -1524.0
KLHL3 -1525.0
PATL1 -1528.0
SNX1 -1530.0
SLC2A10 -1531.0
AHI1 -1533.0
OXNAD1 -1534.0
ZFAND3 -1538.0
INO80B -1553.0
HSF1 -1557.0
SARM1 -1560.0
SLC7A14 -1571.0
HAGH -1575.0
TGM2 -1578.0
STON2 -1583.0
CALM1 -1598.0
ELOVL4 -1604.0
KLF16 -1608.0
PPP5C -1613.0
PLAGL2 -1619.0
SLC12A4 -1621.0
TXNRD2 -1625.0
MON1B -1633.0
YWHAB -1634.0
SORD -1635.0
PMM2 -1650.0
HBP1 -1660.0
DLL1 -1662.0
HLX -1663.0
LPAR4 -1671.0
JMJD8 -1674.0
STT3B -1679.0
IRF2BP2 -1680.0
EPHA4 -1687.0
EIF1AD -1689.0
BCL2L11 -1693.0
C1orf50 -1694.0
TBC1D2 -1697.0
SDSL -1698.0
UBASH3B -1701.0
NDUFAF3 -1702.0
DCTN2 -1703.0
SEMA6D -1705.0
CNOT10 -1710.0
RAVER2 -1717.0
TMEM38A -1720.0
FAHD1 -1727.0
TWIST1 -1732.0
PPIL1 -1733.0
LGALS8 -1734.0
RPS2 -1741.0
LHPP -1743.0
RAB3C -1748.0
RHOF -1749.0
STRIP1 -1753.0
KCND1 -1757.0
EBPL -1762.0
STX3 -1765.0
NHEJ1 -1766.0
ZNF276 -1769.0
DCAF12 -1771.0
CDKL1 -1785.0
SNTB2 -1786.0
POLD4 -1788.0
GRPEL2 -1791.0
LIMK1 -1792.0
ELFN1 -1797.0
YIPF3 -1798.0
ALG8 -1801.0
PIN1 -1803.0
CWF19L1 -1805.0
NUCB2 -1811.0
FAM13C -1818.0
GCNT2 -1819.0
AGPAT4 -1821.0
ABCC9 -1822.0
RNF217 -1826.0
RHOT2 -1831.0
DCLRE1A -1832.0
CERKL -1836.0
IFNGR2 -1841.0
GFOD2 -1842.0
SRPK2 -1844.0
XPO6 -1845.0
RAP2A -1846.0
EDA -1857.0
TAF9B -1858.0
FRRS1L -1864.0
ATP6V1D -1887.0
SHISA4 -1894.0
LRP2 -1900.0
C17orf58 -1902.0
RNF2 -1904.0
MAP1A -1907.0
TOR1A -1908.0
AGPAT3 -1910.0
AQP7 -1914.5
ACP6 -1923.0
PRKCE -1925.0
ARL8B -1928.0
ANKRD54 -1931.0
PARP16 -1934.0
IL15 -1939.0
WNT7B -1940.0
HSD3B2 -1960.5
GCLM -1970.0
TMEM106C -1973.0
IQSEC2 -1974.0
HSPB1 -1975.0
IL1RAP -1977.0
SMNDC1 -1979.0
NBL1 -1984.0
SAYSD1 -1987.0
HMGB3 -1990.0
ZDHHC7 -1999.0
TOR2A -2004.0
FAM222B -2010.0
TSHZ2 -2014.0
SDHC -2018.0
ARID1A -2021.0
RUNX1T1 -2023.0
CIAPIN1 -2030.0
RNGTT -2033.0
LONP2 -2037.0
PROSER1 -2042.0
CHN1 -2043.0
BCR -2044.0
CAMK2B -2046.0
NPTXR -2050.0
SMIM7 -2062.0
HAUS5 -2071.0
SOBP -2073.0
CACNB4 -2079.0
THTPA -2087.0
TST -2088.0
WHAMM -2091.0
RAB40C -2098.0
TMEM151B -2102.0
WIPF2 -2104.0
TMEM44 -2113.0
TCF7 -2116.0
LSM12 -2120.0
SLC38A7 -2130.0
PPP2CB -2132.0
THOC3 -2134.0
TTL -2136.0
MRPL17 -2140.0
VPS37B -2145.0
SP2 -2150.0
ZNF513 -2162.0
RUSC1 -2177.0
LEPROT -2178.0
PRPF4 -2182.0
UBE2F -2183.0
TTC30B -2191.5
PISD -2193.0
PCYT1B -2202.0
FAM219A -2209.0
TMEM91 -2211.0
PDGFC -2213.0
GPKOW -2216.0
MIPOL1 -2219.0
ANKRD33B -2225.0
EFTUD2 -2238.0
NCAN -2240.0
STARD3 -2241.0
NACC2 -2242.0
PTPN1 -2246.0
RND2 -2247.0
CCNK -2250.0
HDAC9 -2256.0
EPB41 -2260.0
ZSCAN29 -2262.0
SIRT1 -2266.0
TOX4 -2267.0
NFIC -2269.0
TMEM115 -2271.0
RWDD3 -2273.0
RNF38 -2277.0
RB1 -2283.0
TMEM9 -2287.0
ENTPD4 -2288.0
DOLPP1 -2290.0
HAGHL -2293.0
CAPG -2297.0
PHF21A -2301.0
PRSS23 -2304.0
YAF2 -2312.0
SMARCC2 -2315.0
EIF3B -2321.0
TBC1D5 -2322.0
DENND3 -2323.0
PSME3 -2326.0
NMNAT3 -2329.0
RILPL1 -2331.0
SCN2B -2332.0
HDHD3 -2333.0
PELP1 -2335.0
DGCR6L -2341.5
FNDC5 -2350.0
TPK1 -2363.0
ZNF592 -2372.0
GINS4 -2374.0
OXLD1 -2377.0
RYBP -2381.0
TMEM229B -2383.0
ZBTB7C -2390.0
SEMA4B -2398.0
TIMM44 -2399.0
PXK -2402.0
EIF2AK1 -2403.0
SLC25A42 -2404.0
HMCES -2410.0
SQSTM1 -2416.0
TUBGCP3 -2417.0
WDR31 -2419.0
RARA -2421.0
RAB35 -2423.0
ASB8 -2429.0
HEMK1 -2434.0
LUC7L -2435.0
PLEKHO1 -2436.0
ARHGAP1 -2449.0
GLIS2 -2456.0
CCSAP -2464.0
MED8 -2467.0
ZNF226 -2469.0
CD84 -2482.0
COA4 -2483.0
SYN3 -2487.0
SH2B3 -2489.0
DGAT2 -2492.0
CORO7 -2495.0
DYRK3 -2497.0
ZNF213 -2501.0
SSU72 -2507.0
RAB4B -2511.0
LYPLA2 -2514.0
NCKAP5L -2520.0
ZAN -2522.0
ZNF827 -2525.0
UCK2 -2528.0
MKLN1 -2531.0
PEX11G -2537.0
C11orf58 -2538.0
PITPNC1 -2544.0
RWDD2A -2549.0
LRRC57 -2558.0
CRISPLD2 -2561.0
MRPS10 -2562.0
CENPW -2567.0
PSEN2 -2571.0
LURAP1 -2572.0
PITPNA -2576.0
TUBGCP4 -2577.0
HOXA4 -2579.0
FPGS -2587.0
ABCF1 -2590.0
COQ7 -2591.0
SERBP1 -2592.0
RABEPK -2594.0
POMGNT1 -2599.0
XKR6 -2600.0
BLOC1S5 -2601.0
TECPR1 -2605.0
IFITM10 -2607.0
SV2A -2610.0
REXO2 -2611.0
COG1 -2614.0
TBC1D10B -2615.0
ATG9B -2621.0
GTF2H5 -2623.0
ATP1B3 -2627.0
EYA3 -2633.0
PARD6B -2641.0
NAA10 -2645.0
ATG7 -2647.0
C9orf72 -2654.0
DDX31 -2664.0
C1orf35 -2666.0
ACVR1B -2677.0
MAPKAPK5 -2685.0
ARL5B -2686.0
ETS2 -2696.0
KCNMB4 -2701.0
SLC25A27 -2706.0
ZBTB5 -2717.0
SVIP -2720.0
TTC1 -2727.0
MPI -2731.0
ZNF8 -2736.0
CALCOCO1 -2737.0
NR6A1 -2743.0
HSPB6 -2745.0
CABLES2 -2748.0
WBP1L -2752.0
PPL -2753.0
SSBP4 -2758.0
PHF14 -2759.0
SLC22A15 -2764.0
USP27X -2767.0
SPG21 -2776.0
GRB2 -2780.0
SEMA3G -2781.0
CCDC85C -2786.0
RAB5C -2787.0
CNPPD1 -2790.0
PIGP -2802.0
PUM1 -2808.0
MPZL3 -2813.0
POLR2F -2817.0
HOXC8 -2827.0
CCZ1 -2843.5
CCZ1B -2843.5
TANGO2 -2850.0
UBE2J1 -2851.0
TGIF2 -2852.0
SMIM12 -2859.0
AGBL5 -2870.0
FAM102A -2871.0
NANP -2872.0
TNIK -2874.0
PKIG -2878.0
HOXC4 -2879.0
HOOK2 -2881.0
RAP2B -2882.0
EXOC6 -2892.0
THG1L -2902.0
IRAK1 -2906.0
CPSF4 -2909.0
CRTC1 -2911.0
RAB11FIP4 -2913.0
PPP6C -2915.0
ZFAND6 -2918.0
ZCCHC4 -2920.0
PLEKHA7 -2921.0
SLC35D1 -2924.0
CD320 -2927.0
SNRNP48 -2929.0
ROR1 -2935.0
CIAO1 -2937.0
PPM1L -2940.0
NDUFA7 -2945.0
VPS52 -2952.0
TTC38 -2953.0
CNNM3 -2957.0
SVOP -2960.0
BCL9L -2966.0
VANGL2 -2968.0
PNP -2986.0
VPS11 -2987.0
ARHGEF9 -2997.0
DHX35 -3000.0
DHTKD1 -3003.0
CAPN5 -3016.0
ZHX3 -3018.0
RING1 -3019.0
YPEL4 -3021.0
HMG20B -3024.0
CYTIP -3025.0
RAE1 -3028.0
MAPKAPK2 -3033.0
STRADA -3034.0
TIMP2 -3036.0
HMG20A -3038.0
URM1 -3039.0
FBRS -3042.0
AFMID -3045.0
ZBTB8B -3046.0
ZNF784 -3050.0
HAP1 -3058.0
RFC5 -3068.0
MAP2K6 -3070.0
CBLN3 -3072.0
ARID3B -3073.0
SHMT1 -3081.0
TXNL4B -3082.0
PRIM2 -3083.0
MRPL46 -3084.0
RUFY3 -3087.0
CDC42SE1 -3112.0
CMC1 -3114.0
OSER1 -3115.0
TSPAN4 -3119.0
SUPT4H1 -3123.0
PARS2 -3129.0
RHOC -3134.0
PLCB4 -3142.0
PRLR -3147.0
ADI1 -3152.0
SUPT7L -3157.0
GET4 -3158.0
PPP1R16B -3161.0
AMT -3164.0
YPEL1 -3167.0
CRLS1 -3172.0
BBS4 -3177.0
SLC24A4 -3178.0
LRRC28 -3179.0
TPMT -3187.0
NRG2 -3191.0
C22orf39 -3194.0
BTBD1 -3202.0
NRBP1 -3203.0
ELP4 -3205.0
UBXN4 -3206.0
ZNF672 -3207.0
ELP5 -3208.0
PLGRKT -3209.0
CCDC71 -3211.0
UNC5C -3212.0
RNF185 -3220.0
ZNF641 -3222.0
GABBR1 -3226.0
ADD2 -3229.0
HERPUD2 -3235.0
POLR2M -3237.0
IRF2 -3239.0
STX12 -3240.0
THRA -3242.0
TBC1D22B -3246.0
PSD -3247.0
BCORL1 -3252.0
OLA1 -3253.0
MRPS30 -3259.0
DLGAP1 -3260.0
AP3S2 -3261.0
THAP4 -3262.0
CREB5 -3264.0
SNN -3266.0
PAX2 -3269.0
PRKAG2 -3270.0
SYS1 -3279.0
FAM13A -3281.0
RORC -3282.0
OPHN1 -3289.0
USP38 -3293.0
GPX1 -3300.0
PTPN23 -3310.0
EPS8L2 -3316.0
STIM2 -3322.0
GNL1 -3324.0
SMYD5 -3329.0
CTBP2 -3330.0
NUP93 -3336.0
SLC35C1 -3338.0
DND1 -3340.0
C19orf47 -3344.0
STAMBP -3347.0
PITPNM2 -3354.0
RNF114 -3355.0
SEMA3F -3356.0
GPD1L -3357.0
UQCRC1 -3364.0
N4BP1 -3368.0
ZFP14 -3369.0
GNPDA2 -3374.0
MARK2 -3375.0
GPATCH1 -3377.0
SLC9A1 -3379.0
TCEA2 -3381.0
RNF215 -3383.0
ARGLU1 -3390.0
GPRC5A -3393.0
HMGN3 -3397.0
ZBTB8OS -3405.0
ACTR8 -3413.0
ZSWIM4 -3416.0
TSPAN9 -3417.0
TMEM248 -3418.0
OVCA2 -3419.0
ADAMTS16 -3423.0
LCMT1 -3434.0
RHOU -3441.0
CBX6 -3448.0
SENP6 -3457.0
PPIF -3459.0
THAP7 -3460.0
SLC25A22 -3465.0
USP49 -3469.0
PEX11A -3476.0
USP2 -3477.0
C15orf61 -3478.0
DOK4 -3480.0
G6PC3 -3487.0
SERP2 -3488.0
HDGF -3489.0
GABRB1 -3494.0
PHIP -3496.0
CTDSPL -3500.0
TCN2 -3502.0
TEC -3504.0
SPRYD7 -3508.0
CCDC97 -3514.0
SMARCE1 -3517.0
UBE2I -3525.0
C19orf54 -3532.0
ZNF768 -3536.0
TERF2IP -3541.0
TRIT1 -3558.0
SPCS2 -3577.0
ACCS -3581.0
MAPK14 -3588.0
TMIE -3590.0
FOXP1 -3593.0
ARL2 -3600.0
LRP10 -3601.0
PRKCA -3602.0
OAF -3603.0
RBMS3 -3604.0
EPC2 -3606.0
GMDS -3607.0
AK2 -3610.0
ARVCF -3620.0
BUB3 -3622.0
SGSM2 -3624.0
CCDC120 -3629.0
HEBP2 -3632.0
FUOM -3643.0
USP42 -3644.0
USP30 -3648.0
MKNK1 -3649.0
TK2 -3660.0
NUDCD2 -3663.0
ZFP91 -3664.0
EFNA1 -3667.0
GPR153 -3677.0
RNF7 -3684.0
C6orf120 -3689.0
CREM -3690.0
RFFL -3692.0
PIGQ -3693.0
KLF5 -3697.0
C22orf23 -3701.0
N4BP3 -3702.0
MRPL28 -3705.0
RAD52 -3709.0
BRD7 -3713.0
ZNF653 -3714.0
EIF3G -3720.0
STOML2 -3722.0
KATNBL1 -3724.0
ZBTB42 -3728.0
ZNF319 -3734.0
XRCC5 -3738.0
TSKU -3740.0
ACER3 -3741.0
MYLK4 -3753.0
FAM32A -3757.0
SCN2A -3766.0
COX10 -3767.0
MAP2K5 -3768.0
RAB36 -3772.0
RNPEPL1 -3774.0
EPDR1 -3776.0
XYLB -3778.0
NAT8L -3798.0
RPP25 -3804.0
AP5S1 -3805.0
BTD -3820.0
TMEM214 -3821.0
ZNF691 -3822.0
SHOX2 -3824.0
NSUN5 -3825.0
MAD2L1BP -3830.0
PURA -3831.0
IST1 -3834.0
RSPH10B -3837.5
ANKRD40 -3841.0
CISD3 -3843.0
OGFOD3 -3845.0
MOB2 -3851.0
C1orf159 -3853.0
CCDC59 -3854.0
COPZ1 -3861.0
CPPED1 -3866.0
PAOX -3878.0
NCKIPSD -3884.0
CDIP1 -3885.0
AKT2 -3888.0
DNASE1L2 -3889.0
PHF12 -3892.0
CUL3 -3895.0
DNAJC15 -3913.0
SFXN4 -3921.0
AFAP1L1 -3922.0
MSANTD3 -3923.0
PLEKHA6 -3924.0
NIPAL4 -3938.0
LMF2 -3946.0
CELF2 -3947.0
COX4I1 -3949.0
MFAP3 -3953.0
EML5 -3958.0
RAB6A -3960.0
CNOT2 -3961.0
MRPS35 -3962.0
DBNDD2 -3966.0
MAPKAPK3 -3969.0
LMO4 -3971.0
TM2D2 -3975.0
NUFIP1 -3978.0
SLTM -3986.0
MRPL30 -3989.0
CAAP1 -3990.0
MOB3B -3994.0
ENKD1 -4000.0
G6PC2 -4002.0
DSEL -4005.0
PCDHA13 -4006.0
TXNDC9 -4008.0
SMTNL2 -4012.0
TNIP1 -4016.0
COMMD9 -4025.0
SMAD3 -4030.0
TRPV4 -4034.0
RSRC2 -4036.0
EHD4 -4038.0
TRIM26 -4042.0
TNFAIP8 -4044.0
TAF8 -4048.0
ING1 -4049.0
MBOAT1 -4050.0
ATP8A1 -4057.0
EPC1 -4058.0
MAMDC4 -4061.0
MIF4GD -4064.0
HIP1R -4073.0
BHLHE41 -4074.0
MMAA -4078.0
PDGFD -4080.0
BAK1 -4083.0
SEC22A -4088.0
KCNJ16 -4089.0
ABLIM1 -4093.0
NUDT9 -4094.0
PAGR1 -4100.0
DESI1 -4104.0
SCOC -4105.0
NMT1 -4111.0
TDRP -4113.0
PSMF1 -4119.0
KATNB1 -4120.0
SLC43A1 -4126.0
EMC10 -4133.0
SLC31A1 -4135.0
ERRFI1 -4145.0
PCBP3 -4146.0
FAM217B -4149.0
BCKDK -4160.0
SLC26A11 -4162.0
ING4 -4166.0
SLC25A39 -4182.0
PRPSAP1 -4183.0
RANBP10 -4184.0
CASP7 -4187.0
DDX55 -4188.0
SCMH1 -4189.0
CRTC3 -4193.0
MARK4 -4194.0
SGIP1 -4199.0
THNSL2 -4203.0
CCDC149 -4206.0
CDC42EP4 -4213.0
VANGL1 -4215.0
PURB -4220.0
GPANK1 -4226.0
HBEGF -4229.0
TBX20 -4233.0
CITED2 -4237.0
PXMP4 -4240.0
COX7C -4241.0
FAM124A -4244.0
POU2F2 -4245.0
MMP15 -4246.0
PPARGC1A -4248.0
PSMG4 -4250.0
SBK1 -4252.0
GTDC1 -4253.0
VRK2 -4257.0
TMEM11 -4273.0
TAF1D -4278.0
MAP2 -4279.0
PKP4 -4280.0
KLHL26 -4281.0
KCNK5 -4285.0
CRAT -4286.0
SPA17 -4292.0
LYN -4293.0
TENM4 -4299.0
MAK16 -4303.0
MAX -4306.0
PAQR4 -4309.0
CD300A -4310.5
CD59 -4312.0
IK -4320.0
RARG -4323.0
PKDCC -4324.0
PARD6G -4328.0
CBX2 -4330.0
SAMD12 -4331.0
CD81 -4332.0
PLD3 -4337.0
KIF3A -4342.0
ALKBH6 -4344.0
ZCCHC18 -4353.5
POLR2D -4355.0
ZNF219 -4356.0
TRADD -4357.0
FZR1 -4359.0
RELA -4360.0
TSPAN14 -4363.0
CELSR1 -4367.0
OSR1 -4368.0
BSDC1 -4372.0
ARL8A -4378.0
ZCCHC17 -4382.0
CCDC174 -4383.0
ALDH1A2 -4387.0
ANKRD13D -4389.0
PRAF2 -4390.0
ANO1 -4392.0
LRCH4 -4393.0
DGKZ -4394.0
RGMA -4396.0
ALKBH7 -4397.0
C17orf49 -4400.0
AIG1 -4401.0
ANKS6 -4403.0
NFKBIE -4408.0
FOXO1 -4413.0
PRKCD -4414.0
ERGIC2 -4417.0
PRMT7 -4419.0
IQCG -4422.0
SESN2 -4425.0
SLC35F2 -4428.0
CASKIN2 -4435.0
CMTM8 -4440.0
ANKRD49 -4444.0
GLRX3 -4445.0
CD151 -4447.0
RABEP2 -4448.0
FBXW9 -4449.0
PSMG2 -4453.0
CSK -4454.0
NSMF -4456.0
USP3 -4459.0
CD72 -4461.0
R3HCC1 -4475.0
CUEDC2 -4485.0
AKTIP -4487.0
ZNF286A -4490.0
NDUFA4 -4493.0
TRIM13 -4500.0
ONECUT2 -4503.0
SLC38A1 -4504.0
TSLP -4505.0
MME -4506.0
PANX1 -4514.0
CYB5A -4515.0
WWC1 -4516.0
RAB11A -4522.0
HSD17B8 -4525.0
PDK3 -4531.0
WDR55 -4535.0
TRMT1 -4544.0
TBC1D16 -4550.0
SURF2 -4551.0
ZCCHC3 -4554.0
TRIP10 -4559.0
ARL2BP -4565.0
C6orf89 -4569.0
PATZ1 -4576.0
ERBB2 -4577.0
ZMYM4 -4578.0
LRRFIP2 -4580.0
PKHD1 -4588.0
DPP4 -4590.0
SLC39A13 -4594.0
TSR3 -4598.0
NEURL1B -4608.0
CHD9 -4625.0
PTER -4633.0
P2RX6 -4634.0
GCLC -4635.0
PCDHA4 -4636.0
CGN -4638.0
MAPK10 -4642.0
INTS9 -4645.0
SH3BP1 -4647.0
LRRN1 -4649.0
LSM10 -4656.0
EHD3 -4657.0
UPF2 -4673.0
ESPN -4680.0
ASCC1 -4683.0
NSFL1C -4684.0
LNX2 -4685.0
NINJ1 -4686.0
PIK3IP1 -4691.0
STUB1 -4694.0
DENND6B -4715.0
KIAA0895L -4724.0
FTO -4735.0
DCC -4739.0
CCDC74A -4742.5
RALBP1 -4745.0
IFT46 -4755.0
ZDHHC15 -4764.0
CPEB1 -4772.0
ERLEC1 -4773.0
TRAPPC3 -4785.0
TPP1 -4788.0
MYCBP -4789.0
UBE2E1 -4792.0
SMARCD1 -4804.0
GIT1 -4814.0
CHCHD5 -4823.0
SUGP1 -4826.0
TNS1 -4829.0
PCBP4 -4831.0
IRF2BP1 -4832.0
DDHD1 -4854.0
NDUFA10 -4856.0
BRIX1 -4861.0
RGS4 -4867.0
AGPAT2 -4877.0
ENTPD5 -4879.0
CEP85 -4880.0
TPPP3 -4881.0
PPP2R2D -4882.0
MOB3C -4884.0
RTN2 -4894.0
MRPS25 -4909.0
B4GALT4 -4918.0
LRRC1 -4919.0
NXF1 -4921.0
NDUFB9 -4924.0
N4BP2L1 -4932.0
SAMD10 -4934.0
POLR2L -4936.0
BNIP3L -4937.0
FBXO17 -4940.0
PPT1 -4944.0
HOXB5 -4955.0
TMOD1 -4963.0
PHB2 -4964.0
INIP -4973.0
CCNDBP1 -4984.0
FAM83H -4986.0
TEX9 -4991.0
FOXP2 -5014.0
ISCA2 -5016.0
RPS6KA1 -5027.0
HADHA -5032.0
DNAJC4 -5036.0
FAAH -5037.0
DCPS -5049.0
WDR45 -5052.0
MTHFS -5063.0
ELP2 -5067.0
OSMR -5071.0
DEK -5075.0
PAK3 -5091.0
MXD4 -5093.0
RAB14 -5094.0
RAB8A -5102.0
ZNF821 -5107.0
SPATA6 -5110.0
TMEM258 -5112.0
NABP2 -5114.0
AP2S1 -5125.0
SHANK1 -5128.0
WIZ -5136.0
SUGT1 -5139.0
LAD1 -5147.0
KCNQ5 -5150.0
ATP6V0B -5152.0
LSM2 -5155.0
C11orf1 -5156.0
SLC44A1 -5158.0
DUSP22 -5160.0
LHX9 -5161.0
SIPA1 -5162.0
RNPS1 -5170.0
PPP2R5D -5174.0
WDTC1 -5176.0
OLFML2A -5179.0
TPM3 -5182.0
SRRD -5191.0
TBC1D19 -5192.0
PCBP2 -5197.0
LLPH -5199.0
HOXA9 -5202.0
MED19 -5206.0
GNPTG -5218.0
DCTN5 -5223.0
SNRPB2 -5225.0
YWHAE -5227.0
MRRF -5250.0
SNED1 -5251.0
ATMIN -5259.0
MYO5B -5260.0
NDUFB5 -5265.0
HOXA10 -5266.0
BIN3 -5270.0
RBM25 -5272.0
ARHGAP24 -5273.0
SCARA3 -5274.0
MOV10 -5279.0
TXNIP -5282.0
GNAI2 -5289.0
RSPH9 -5296.0
MEAF6 -5301.0
BTF3L4 -5303.0
HS3ST5 -5317.0
UBE2V1 -5320.0
NDRG1 -5321.0
ERP44 -5325.0
CNIH4 -5326.0
DEAF1 -5329.0
GAS2 -5335.0
TSPAN13 -5356.0
ELL -5369.0
TNNT3 -5370.0
SOX4 -5374.0
SREK1IP1 -5380.0
STXBP6 -5381.0
PTPRD -5383.0
MBD2 -5386.0
RAVER1 -5387.0
ANP32A -5389.5
RPUSD1 -5398.0
FGB -5400.0
RSPH3 -5405.0
SIX5 -5411.0
MAPK8IP1 -5412.0
PBX4 -5419.0
GATA6 -5423.0
VPS28 -5424.0
ANXA11 -5425.0
ZFP90 -5429.0
BTBD11 -5430.0
PML -5437.0
CD276 -5438.0
ATOX1 -5443.0
ZMIZ2 -5444.0
PCED1B -5447.0
MPHOSPH8 -5453.0
PPIL2 -5455.0
DDR1 -5458.0
EGFR -5465.0
TERF2 -5472.0
DCTN3 -5473.0
CHDH -5474.0
PTPMT1 -5486.0
PID1 -5499.0
ACAA2 -5502.0
PHKG2 -5503.0
SLC35A4 -5504.0
TOM1 -5513.0
TFCP2L1 -5518.0
NEDD8 -5521.0
PLD2 -5522.0
BTBD2 -5526.0
TSPAN3 -5534.0
UBE2D1 -5548.0
NSA2 -5549.0
TMEM98 -5553.0
RALGDS -5555.0
PHC2 -5557.0
PACS1 -5559.0
SAMD4B -5562.0
SHB -5563.0
CBR1 -5564.0
DNAJC30 -5566.0
UBE2N -5578.0
SCNM1 -5582.0
KCNN3 -5586.0
STMN1 -5591.0
ITPKB -5593.0
TSC22D1 -5599.0
TBRG1 -5603.0
TAF3 -5604.0
CAPNS1 -5611.0
NEDD4L -5613.0
MRPS18A -5617.0
TUBB4A -5623.0
IFNAR2 -5625.0
ATP6V0D1 -5638.0
UBE2E2 -5641.0
CSDC2 -5643.0
EI24 -5646.0
LYRM4 -5652.0
ECHDC2 -5659.0
NYNRIN -5660.0
FLOT2 -5662.0
SLC22A17 -5666.0
GLT8D1 -5669.0
MBOAT2 -5671.0
FAM133B -5672.0
CXXC5 -5674.0
FOXP4 -5679.0
PSMB2 -5681.0
TOMM6 -5682.0
PPDPF -5688.0
LPXN -5690.0
GINS2 -5694.0
CLIP4 -5695.0
RTF1 -5700.0
CTDSP1 -5709.0
ENO2 -5711.0
ALAD -5716.0
ZNF395 -5719.0
KCTD12 -5721.0
SMAP1 -5726.0
TAF10 -5727.0
TMEM234 -5731.0
SMIM1 -5734.0
MAML2 -5735.0
CCDC88C -5736.0
YIPF2 -5742.0
NTM -5745.0
ALS2CL -5746.0
SYT14 -5750.0
ORAI1 -5757.0
MAPK1IP1L -5759.0
TXNDC17 -5762.0
PAX8 -5773.0
ITGB3BP -5776.0
SLC9A3R2 -5789.0
TRIP6 -5813.0
PPIG -5821.0
SERPINA3 -5825.0
PSIP1 -5828.0
DLGAP4 -5832.0
ZNF362 -5834.0
COBL -5837.0
SPON2 -5838.0
TLE1 -5840.0
CCDC24 -5841.0
ZNF23 -5843.0
COMMD3 -5847.0
SEMA6A -5848.0
ERI3 -5853.0
ANK3 -5857.0
ZNRF1 -5859.0
S100A11 -5871.0
LIMD2 -5872.0
F11R -5883.0
SOX12 -5884.0
EIF2S2 -5891.0
REEP2 -5892.0
MT-ATP6 -5894.0
SEC62 -5896.0
CISH -5903.0
TP53I11 -5909.0
GADD45GIP1 -5912.0
ABCA1 -5914.0
SLC8A1 -5916.0
RHOG -5918.0
PPBP -5919.0
CLDN2 -5922.0
PTPRF -5925.0
HNF1B -5932.0
SEMA3C -5937.0
LY6E -5938.0
NFATC4 -5943.0
CDH3 -5945.0
PERP -5949.0
PSENEN -5950.0
IGLON5 -5952.0
SSBP3 -5957.0
GPRC5C -5961.0
ALDH7A1 -5967.0
BCAM -5968.0
CMTM3 -5970.0
ZFP36L1 -5973.0
HS6ST2 -5974.0
SLC25A23 -5981.0
COL11A1 -5983.0
UBE2R2 -5984.0
PNRC1 -5986.0
SLC27A1 -5995.0



Here is the session info with all the versions of packages used.

sessionInfo()
## R version 4.3.1 (2023-06-16)
## Platform: x86_64-pc-linux-gnu (64-bit)
## Running under: Ubuntu 22.04.2 LTS
## 
## Matrix products: default
## BLAS:   /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.10.0 
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
## 
## locale:
##  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
##  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
##  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
##  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
##  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       
## 
## time zone: Australia/Melbourne
## tzcode source: system (glibc)
## 
## attached base packages:
## [1] stats4    stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] pkgload_1.3.2               GGally_2.1.2               
##  [3] ggplot2_3.4.1               beeswarm_0.4.0             
##  [5] gtools_3.9.4                tibble_3.2.0               
##  [7] echarts4r_0.4.4             RColorBrewer_1.1-3         
##  [9] kableExtra_1.3.4            biomaRt_2.54.0             
## [11] dplyr_1.1.0                 mitch_1.10.0               
## [13] gplots_3.1.3                DESeq2_1.38.3              
## [15] SummarizedExperiment_1.28.0 Biobase_2.58.0             
## [17] MatrixGenerics_1.10.0       matrixStats_0.63.0         
## [19] GenomicRanges_1.50.2        GenomeInfoDb_1.34.6        
## [21] IRanges_2.32.0              S4Vectors_0.36.1           
## [23] BiocGenerics_0.44.0         reshape2_1.4.4             
## 
## loaded via a namespace (and not attached):
##  [1] DBI_1.1.3              bitops_1.0-7           gridExtra_2.3         
##  [4] rlang_1.1.0            magrittr_2.0.3         compiler_4.3.1        
##  [7] RSQLite_2.3.0          systemfonts_1.0.4      png_0.1-8             
## [10] vctrs_0.6.0            rvest_1.0.3            stringr_1.5.0         
## [13] pkgconfig_2.0.3        crayon_1.5.2           fastmap_1.1.1         
## [16] dbplyr_2.3.1           XVector_0.38.0         ellipsis_0.3.2        
## [19] caTools_1.18.2         utf8_1.2.3             promises_1.2.0.1      
## [22] rmarkdown_2.20         bit_4.0.5              xfun_0.37             
## [25] zlibbioc_1.44.0        cachem_1.0.7           jsonlite_1.8.4        
## [28] progress_1.2.2         blob_1.2.4             highr_0.10            
## [31] later_1.3.0            DelayedArray_0.24.0    reshape_0.8.9         
## [34] BiocParallel_1.32.5    prettyunits_1.1.1      parallel_4.3.1        
## [37] R6_2.5.1               bslib_0.4.2            stringi_1.7.12        
## [40] jquerylib_0.1.4        Rcpp_1.0.10            knitr_1.42            
## [43] httpuv_1.6.9           Matrix_1.5-4.1         tidyselect_1.2.0      
## [46] rstudioapi_0.14        yaml_2.3.7             codetools_0.2-19      
## [49] curl_5.0.0             lattice_0.21-8         plyr_1.8.8            
## [52] withr_2.5.0            shiny_1.7.4            KEGGREST_1.38.0       
## [55] evaluate_0.20          BiocFileCache_2.6.0    xml2_1.3.3            
## [58] Biostrings_2.66.0      filelock_1.0.2         pillar_1.8.1          
## [61] KernSmooth_2.23-21     generics_0.1.3         RCurl_1.98-1.10       
## [64] hms_1.1.2              munsell_0.5.0          scales_1.2.1          
## [67] xtable_1.8-4           glue_1.6.2             tools_4.3.1           
## [70] webshot_0.5.4          annotate_1.76.0        locfit_1.5-9.7        
## [73] XML_3.99-0.13          grid_4.3.1             AnnotationDbi_1.60.0  
## [76] colorspace_2.1-0       GenomeInfoDbData_1.2.9 cli_3.6.0             
## [79] rappdirs_0.3.3         fansi_1.0.4            viridisLite_0.4.1     
## [82] svglite_2.1.1          gtable_0.3.2           sass_0.4.5            
## [85] digest_0.6.31          geneplotter_1.76.0     htmlwidgets_1.6.2     
## [88] memoise_2.0.1          htmltools_0.5.4        lifecycle_1.0.3       
## [91] httr_1.4.5             mime_0.12              bit64_4.0.5           
## [94] MASS_7.3-58.3

END of report