Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: POLR2A

Gene summary for POLR2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR2A

Gene ID

5430

Gene nameRNA polymerase II subunit A
Gene AliasNEDHIB
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0001172

UniProtAcc

P24928


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
5430POLR2AHTA11_347_2000001011HumanColorectumAD6.93e-124.13e-01-0.1954
5430POLR2AHTA11_696_2000001011HumanColorectumAD9.41e-124.37e-01-0.1464
5430POLR2AHTA11_866_2000001011HumanColorectumAD9.38e-042.77e-01-0.1001
5430POLR2AHTA11_1391_2000001011HumanColorectumAD4.95e-105.47e-01-0.059
5430POLR2AHTA11_546_2000001011HumanColorectumAD2.87e-054.50e-01-0.0842
5430POLR2AHTA11_866_3004761011HumanColorectumAD4.05e-073.60e-010.096
5430POLR2AHTA11_10711_2000001011HumanColorectumAD7.36e-043.76e-010.0338
5430POLR2AHTA11_7696_3000711011HumanColorectumAD4.24e-206.13e-010.0674
5430POLR2AHTA11_6818_2000001021HumanColorectumAD5.04e-053.96e-010.0588
5430POLR2AHTA11_99999970781_79442HumanColorectumMSS5.60e-042.93e-010.294
5430POLR2AHTA11_99999965062_69753HumanColorectumMSI-H7.14e-091.41e+000.3487
5430POLR2ALZE2DHumanEsophagusHGIN3.29e-052.62e-010.0642
5430POLR2ALZE2THumanEsophagusESCC4.21e-045.93e-010.082
5430POLR2ALZE3DHumanEsophagusHGIN8.08e-044.54e-010.0668
5430POLR2ALZE4THumanEsophagusESCC7.77e-247.65e-010.0811
5430POLR2ALZE5THumanEsophagusESCC2.53e-064.71e-010.0514
5430POLR2ALZE7THumanEsophagusESCC2.38e-181.25e+000.0667
5430POLR2ALZE8THumanEsophagusESCC6.51e-187.38e-010.067
5430POLR2ALZE20THumanEsophagusESCC2.27e-104.34e-010.0662
5430POLR2ALZE21D1HumanEsophagusHGIN9.94e-031.02e+000.0632
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0043484ColorectumADregulation of RNA splicing70/3918148/187236.47e-131.16e-1070
GO:0033120ColorectumADpositive regulation of RNA splicing19/391837/187234.08e-057.26e-0419
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00434842ColorectumMSSregulation of RNA splicing66/3467148/187232.44e-135.25e-1166
GO:00331201ColorectumMSSpositive regulation of RNA splicing17/346737/187231.22e-041.89e-0317
GO:00083803ColorectumMSI-HRNA splicing82/1319434/187231.22e-164.53e-1482
GO:00434843ColorectumMSI-Hregulation of RNA splicing34/1319148/187235.85e-108.33e-0834
GO:00331202ColorectumMSI-Hpositive regulation of RNA splicing8/131937/187233.64e-034.28e-028
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:004348427EsophagusHGINregulation of RNA splicing59/2587148/187233.61e-157.22e-1359
GO:003312020EsophagusHGINpositive regulation of RNA splicing17/258737/187232.33e-068.37e-0517
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0043484111EsophagusESCCregulation of RNA splicing116/8552148/187233.18e-162.38e-14116
GO:0033120110EsophagusESCCpositive regulation of RNA splicing29/855237/187234.97e-053.86e-0429
GO:00063532EsophagusESCCDNA-templated transcription, termination15/855221/187231.54e-024.96e-0215
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:004348412LiverCirrhoticregulation of RNA splicing85/4634148/187232.03e-172.83e-1585
GO:00331205LiverCirrhoticpositive regulation of RNA splicing24/463437/187232.87e-077.01e-0624
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050164ColorectumMSSHuntington disease141/1875306/84652.90e-211.62e-199.92e-20141
hsa050165ColorectumMSSHuntington disease141/1875306/84652.90e-211.62e-199.92e-20141
hsa050166ColorectumMSI-HHuntington disease83/797306/84657.06e-203.81e-183.20e-1883
hsa050167ColorectumMSI-HHuntington disease83/797306/84657.06e-203.81e-183.20e-1883
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302021EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302031EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
POLR2AMLUMBreastIDCPHLDB2,TLE4,SLC27A2, etc.5.52e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
POLR2ACHIEFStomachCAG with IMPLCG2,AL021155.5,HEXIM1, etc.5.16e-01The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
POLR2ASNVMissense_Mutationrs201063777c.2595N>Gp.Ile865Metp.I865Mprotein_codingtolerated(0.08)possibly_damaging(0.615)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
POLR2ASNVMissense_Mutationnovelc.4820N>Tp.Gly1607Valp.G1607Vprotein_codingtolerated(0.07)benign(0.088)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
POLR2ASNVMissense_Mutationnovelc.3664N>Gp.Thr1222Alap.T1222Aprotein_codingtolerated(0.47)benign(0.373)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
POLR2ASNVMissense_Mutationnovelc.3475N>Cp.Cys1159Argp.C1159Rprotein_codingtolerated(0.06)benign(0.067)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
POLR2ASNVMissense_Mutationrs139873836c.557N>Ap.Arg186Glnp.R186Qprotein_codingtolerated(0.15)benign(0.209)TCGA-AQ-A1H2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyherceptinSD
POLR2ASNVMissense_Mutationnovelc.1933N>Gp.Leu645Valp.L645Vprotein_codingtolerated(1)benign(0.254)TCGA-EW-A1IX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
POLR2AinsertionFrame_Shift_Insnovelc.2587_2588insCCCTAACAGGTGGGGAGCGGAAATGCTCAGGCTCCTATTCCCAp.Arg863ProfsTer54p.R863Pfs*54protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
POLR2AinsertionFrame_Shift_Insnovelc.5379_5380insCTTTGGGAGGCCGAGGTGGGTGGATCACGATGp.Ser1794LeufsTer131p.S1794Lfs*131protein_codingTCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POLR2ASNVMissense_Mutationnovelc.4262N>Ap.Arg1421Hisp.R1421Hprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLR2ASNVMissense_Mutationrs754812578c.4715N>Tp.Pro1572Leup.P1572Lprotein_codingtolerated(0.14)possibly_damaging(0.668)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
5430POLR2ANA3'-DCTPCHEMBL48032820516278
5430POLR2ANAgemcitabineGEMCITABINE
5430POLR2ANAPSI-7409CHEMBL48623120516278
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