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: POLR2I

Gene summary for POLR2I

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR2I

Gene ID

5438

Gene nameRNA polymerase II subunit I
Gene AliasRPB9
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0001192

UniProtAcc

P36954


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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
5438POLR2IAEH-subject3HumanEndometriumAEH4.79e-20-3.90e-01-0.2576
5438POLR2IAEH-subject4HumanEndometriumAEH1.50e-11-4.52e-01-0.2657
5438POLR2IAEH-subject5HumanEndometriumAEH1.12e-11-3.97e-01-0.2953
5438POLR2IEEC-subject1HumanEndometriumEEC4.25e-18-4.74e-01-0.2682
5438POLR2IEEC-subject2HumanEndometriumEEC2.86e-11-3.68e-01-0.2607
5438POLR2IEEC-subject3HumanEndometriumEEC1.26e-57-5.78e-01-0.2525
5438POLR2IEEC-subject4HumanEndometriumEEC1.58e-12-3.91e-01-0.2571
5438POLR2IEEC-subject5HumanEndometriumEEC8.04e-14-3.86e-01-0.249
5438POLR2IGSM5276934HumanEndometriumEEC1.07e-26-5.34e-01-0.0913
5438POLR2IGSM5276937HumanEndometriumEEC1.21e-14-4.97e-01-0.0897
5438POLR2IGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.73e-34-5.76e-01-0.1869
5438POLR2IGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.47e-33-6.27e-01-0.1875
5438POLR2IGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.02e-32-5.14e-01-0.1883
5438POLR2IGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC6.20e-33-3.99e-01-0.1934
5438POLR2IGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.18e-49-4.93e-01-0.1917
5438POLR2IGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.17e-47-4.66e-01-0.1916
5438POLR2IGSM6177623_NYU_UCEC3_VisHumanEndometriumEEC1.17e-08-1.76e-01-0.1269
5438POLR2ILZE2THumanEsophagusESCC3.02e-059.36e-010.082
5438POLR2ILZE4THumanEsophagusESCC1.03e-145.96e-010.0811
5438POLR2ILZE5THumanEsophagusESCC2.71e-061.03e+000.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00063684CervixCCtranscription elongation from RNA polymerase II promoter17/231169/187233.65e-032.33e-0217
GO:00063545CervixCCDNA-templated transcription, elongation20/231191/187236.88e-033.74e-0220
GO:0006354ColorectumADDNA-templated transcription, elongation31/391891/187232.46e-031.90e-0231
GO:0006368ColorectumADtranscription elongation from RNA polymerase II promoter24/391869/187235.35e-033.52e-0224
GO:00063541ColorectumMSSDNA-templated transcription, elongation29/346791/187231.52e-031.39e-0229
GO:00063681ColorectumMSStranscription elongation from RNA polymerase II promoter22/346769/187235.31e-033.62e-0222
GO:00063687EsophagusHGINtranscription elongation from RNA polymerase II promoter24/258769/187238.93e-062.64e-0424
GO:00063548EsophagusHGINDNA-templated transcription, elongation27/258791/187236.62e-051.52e-0327
GO:00063523EsophagusHGINDNA-templated transcription, initiation30/2587130/187232.86e-032.79e-0230
GO:00062892EsophagusHGINnucleotide-excision repair16/258760/187236.22e-034.95e-0216
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00063673EsophagusESCCtranscription initiation from RNA polymerase II promoter56/855277/187231.30e-061.59e-0556
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00062891EsophagusESCCnucleotide-excision repair42/855260/187231.18e-048.14e-0442
GO:00063793EsophagusESCCmRNA cleavage17/855222/187232.60e-031.11e-0217
GO:0090501LiverCirrhoticRNA phosphodiester bond hydrolysis54/4634152/187231.89e-031.19e-0254
GO:0006367LiverCirrhotictranscription initiation from RNA polymerase II promoter31/463477/187231.91e-031.20e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0501619CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0501644CervixN_HPVHuntington disease36/349306/84659.73e-092.65e-072.07e-0736
hsa0501654CervixN_HPVHuntington disease36/349306/84659.73e-092.65e-072.07e-0736
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa050162ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
hsa050163ColorectumSERHuntington disease127/1580306/84653.29e-211.37e-199.92e-20127
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
hsa0501620EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa05016110EndometriumAEHHuntington disease118/1197306/84653.00e-272.44e-251.78e-25118
hsa0501625EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa0501635EndometriumEECHuntington disease120/1237306/84653.86e-274.23e-253.15e-25120
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa034205EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa030205EsophagusHGINRNA polymerase12/138334/84655.62e-033.99e-023.17e-0212
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
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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
∗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
POLR2IinsertionFrame_Shift_Insnovelc.258_259insTTGAp.Gln87LeufsTer49p.Q87Lfs*49P36954protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
POLR2IinsertionFrame_Shift_Insnovelc.257_258insTTGGCCAGGCTGGTp.Gln87TrpfsTer?p.Q87Wfs*?P36954protein_codingTCGA-A8-A0A6-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyepirubicinCR
POLR2ISNVMissense_Mutationc.305C>Tp.Ala102Valp.A102VP36954protein_codingtolerated(0.2)benign(0.021)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
POLR2ISNVMissense_Mutationc.347N>Tp.Ala116Valp.A116VP36954protein_codingtolerated(0.07)benign(0.012)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
POLR2ISNVMissense_Mutationnovelc.346N>Ap.Ala116Thrp.A116TP36954protein_codingtolerated(0.11)benign(0.138)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2ISNVMissense_Mutationnovelc.86N>Gp.Asp29Glyp.D29GP36954protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2ISNVMissense_Mutationnovelc.325C>Tp.Arg109Cysp.R109CP36954protein_codingtolerated(0.05)benign(0.062)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
POLR2ISNVMissense_Mutationnovelc.223N>Tp.Asp75Tyrp.D75YP36954protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
POLR2ISNVMissense_Mutationnovelc.249N>Ap.Asp83Glup.D83EP36954protein_codingtolerated(0.41)benign(0.022)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2ISNVMissense_Mutationc.236C>Ap.Pro79Glnp.P79QP36954protein_codingdeleterious(0)possibly_damaging(0.884)TCGA-EP-A2KA-01Liverliver hepatocellular carcinomaFemale<65III/IVTargeted Molecular therapysorafenibPD
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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
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