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: POLR2K

Gene summary for POLR2K

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR2K

Gene ID

5440

Gene nameRNA polymerase II, I and III subunit K
Gene AliasABC10-alpha
Cytomap8q22.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R9G0


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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
5440POLR2KGSM4909280HumanBreastPrecancer1.25e-02-1.87e-010.0305
5440POLR2KGSM4909281HumanBreastIDC2.42e-729.85e-010.21
5440POLR2KGSM4909282HumanBreastIDC9.77e-124.21e-01-0.0288
5440POLR2KGSM4909285HumanBreastIDC4.83e-062.83e-010.21
5440POLR2KGSM4909286HumanBreastIDC1.12e-022.31e-010.1081
5440POLR2KGSM4909287HumanBreastIDC9.63e-246.55e-010.2057
5440POLR2KGSM4909288HumanBreastIDC2.45e-057.04e-020.0988
5440POLR2KGSM4909290HumanBreastIDC2.64e-509.79e-010.2096
5440POLR2KGSM4909291HumanBreastIDC1.67e-145.99e-010.1753
5440POLR2KGSM4909293HumanBreastIDC2.82e-032.35e-010.1581
5440POLR2KGSM4909294HumanBreastIDC9.53e-124.47e-010.2022
5440POLR2KGSM4909295HumanBreastIDC1.32e-085.43e-010.0898
5440POLR2KGSM4909296HumanBreastIDC3.07e-082.88e-020.1524
5440POLR2KGSM4909297HumanBreastIDC1.48e-161.92e-010.1517
5440POLR2KGSM4909298HumanBreastIDC1.87e-215.55e-010.1551
5440POLR2KGSM4909301HumanBreastIDC1.76e-031.70e-010.1577
5440POLR2KGSM4909304HumanBreastIDC3.63e-326.03e-010.1636
5440POLR2KGSM4909305HumanBreastIDC4.35e-033.53e-010.0436
5440POLR2KGSM4909306HumanBreastIDC5.67e-225.35e-010.1564
5440POLR2KGSM4909308HumanBreastIDC7.29e-094.16e-010.158
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:00063833EsophagusESCCtranscription by RNA polymerase III41/855246/187237.69e-101.90e-0841
GO:00063602EsophagusESCCtranscription by RNA polymerase I42/855255/187233.41e-063.78e-0542
GO:00063564EsophagusESCCregulation of transcription by RNA polymerase I27/855234/187236.01e-054.62e-0427
GO:0006360LiverHCCtranscription by RNA polymerase I36/795855/187234.94e-043.23e-0336
GO:0006383LiverHCCtranscription by RNA polymerase III31/795846/187235.67e-043.61e-0331
GO:0006356LiverHCCregulation of transcription by RNA polymerase I24/795834/187238.62e-045.13e-0324
GO:00063832Oral cavityOSCCtranscription by RNA polymerase III34/730546/187231.61e-062.11e-0534
GO:00063563Oral cavityOSCCregulation of transcription by RNA polymerase I25/730534/187234.63e-053.90e-0425
GO:00063601Oral cavityOSCCtranscription by RNA polymerase I36/730555/187236.42e-055.22e-0436
GO:00063831Oral cavityLPtranscription by RNA polymerase III20/462346/187234.03e-032.61e-0220
GO:00063562ProstateBPHregulation of transcription by RNA polymerase I12/310734/187236.45e-032.91e-0212
GO:00063561ProstateTumorregulation of transcription by RNA polymerase I13/324634/187233.09e-031.63e-0213
GO:00063565SkincSCCregulation of transcription by RNA polymerase I22/486434/187232.33e-063.77e-0522
GO:00063603SkincSCCtranscription by RNA polymerase I30/486455/187236.13e-068.70e-0530
GO:00063834SkincSCCtranscription by RNA polymerase III20/486446/187237.44e-033.50e-0220
GO:00063566ThyroidPTCregulation of transcription by RNA polymerase I20/596834/187231.07e-036.32e-0320
GO:00063604ThyroidPTCtranscription by RNA polymerase I28/596855/187232.55e-031.31e-0228
GO:00063835ThyroidPTCtranscription by RNA polymerase III23/596846/187237.89e-033.33e-0223
GO:000635611ThyroidATCregulation of transcription by RNA polymerase I20/629334/187232.22e-031.04e-0220
GO:000636011ThyroidATCtranscription by RNA polymerase I28/629355/187235.94e-032.39e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0501623BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501633BreastIDCHuntington disease103/867306/84655.14e-304.17e-283.12e-28103
hsa0501643BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
hsa0501653BreastDCISHuntington disease101/846306/84651.54e-291.24e-279.13e-28101
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
hsa0342012EsophagusHGINNucleotide excision repair29/138363/84652.96e-085.36e-074.26e-0729
hsa0302012EsophagusHGINRNA polymerase12/138334/84655.62e-033.99e-023.17e-0212
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
hsa046234EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
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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
POLR2KSNVMissense_Mutationrs200510163c.49N>Cp.Tyr17Hisp.Y17HP53803protein_codingdeleterious(0.02)benign(0.022)TCGA-AG-A01Y-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
POLR2KSNVMissense_Mutationrs758836631c.173G>Ap.Arg58Glnp.R58QP53803protein_codingtolerated(0.17)benign(0.013)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLR2KSNVMissense_Mutationc.119N>Ap.Gly40Glup.G40EP53803protein_codingdeleterious(0.04)benign(0.319)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
POLR2KSNVMissense_Mutationrs758836631c.173G>Ap.Arg58Glnp.R58QP53803protein_codingtolerated(0.17)benign(0.013)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2KSNVMissense_Mutationnovelc.68A>Gp.His23Argp.H23RP53803protein_codingtolerated(0.17)benign(0.045)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
POLR2KSNVMissense_Mutationnovelc.122N>Gp.Tyr41Cysp.Y41CP53803protein_codingtolerated(0.07)benign(0.148)TCGA-21-1080-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
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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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