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: POLR2M

Gene summary for POLR2M

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR2M

Gene ID

81488

Gene nameRNA polymerase II subunit M
Gene AliasGCOM1
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P0CAP1


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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
81488POLR2MHCC2_MengHumanLiverHCC8.95e-211.38e-010.0107
81488POLR2MPt13.bHumanLiverHCC1.29e-031.59e-010.0251
81488POLR2MS014HumanLiverHCC4.56e-093.68e-010.2254
81488POLR2MS015HumanLiverHCC2.43e-095.16e-010.2375
81488POLR2MS016HumanLiverHCC4.58e-134.81e-010.2243
81488POLR2MS027HumanLiverHCC2.39e-098.69e-010.2446
81488POLR2MS028HumanLiverHCC4.46e-186.82e-010.2503
81488POLR2MS029HumanLiverHCC1.49e-156.77e-010.2581
81488POLR2MC04HumanOral cavityOSCC1.70e-074.86e-010.2633
81488POLR2MC21HumanOral cavityOSCC2.77e-216.58e-010.2678
81488POLR2MC30HumanOral cavityOSCC5.48e-229.22e-010.3055
81488POLR2MC43HumanOral cavityOSCC1.06e-203.77e-010.1704
81488POLR2MC46HumanOral cavityOSCC3.52e-113.08e-010.1673
81488POLR2MC51HumanOral cavityOSCC1.39e-084.06e-010.2674
81488POLR2MC57HumanOral cavityOSCC1.04e-112.59e-010.1679
81488POLR2MC07HumanOral cavityOSCC1.30e-044.46e-010.2491
81488POLR2MC08HumanOral cavityOSCC1.28e-173.69e-010.1919
81488POLR2MC09HumanOral cavityOSCC3.78e-041.92e-010.1431
81488POLR2MLN46HumanOral cavityOSCC3.16e-042.62e-010.1666
81488POLR2MLP15HumanOral cavityLP5.00e-044.94e-010.2174
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0051235110EsophagusESCCmaintenance of location200/8552327/187231.01e-082.02e-07200
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:0051651111EsophagusESCCmaintenance of location in cell126/8552214/187236.57e-055.00e-04126
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:005123521LiverHCCmaintenance of location185/7958327/187231.70e-073.12e-06185
GO:005165112LiverHCCmaintenance of location in cell119/7958214/187237.11e-056.39e-04119
GO:0051657LiverHCCmaintenance of organelle location9/795811/187239.51e-033.60e-029
GO:005123518Oral cavityOSCCmaintenance of location182/7305327/187236.16e-101.58e-08182
GO:005165120Oral cavityOSCCmaintenance of location in cell121/7305214/187231.39e-072.32e-06121
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:000702913Oral cavityLPendoplasmic reticulum organization41/462387/187234.49e-069.16e-0541
GO:005123519Oral cavityLPmaintenance of location111/4623327/187239.62e-051.20e-03111
GO:0051651110Oral cavityLPmaintenance of location in cell74/4623214/187237.18e-046.41e-0374
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302021EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302031EsophagusESCCRNA polymerase28/420534/84658.19e-053.35e-041.71e-0428
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa03020LiverHCCRNA polymerase24/402034/84655.40e-031.57e-028.75e-0324
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa030201LiverHCCRNA polymerase24/402034/84655.40e-031.57e-028.75e-0324
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030204Oral cavityOSCCRNA polymerase25/370434/84654.12e-041.27e-036.45e-0425
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa0302011Oral cavityOSCCRNA polymerase25/370434/84654.12e-041.27e-036.45e-0425
hsa0342021Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa030202Oral cavityLPRNA polymerase18/241834/84652.35e-031.03e-026.63e-0318
hsa0342031Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa030203Oral cavityLPRNA polymerase18/241834/84652.35e-031.03e-026.63e-0318
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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
POLR2MSNVMissense_Mutationnovelc.782C>Tp.Ser261Leup.S261LP0CAP2protein_codingdeleterious(0.02)benign(0.356)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationrs760172634c.833N>Ap.Arg278Glnp.R278QP0CAP2protein_codingdeleterious(0.04)possibly_damaging(0.811)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLR2MSNVMissense_Mutationc.1067C>Tp.Ser356Phep.S356FP0CAP2nonsense_mediated_decayunknown(0)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationc.954G>Tp.Gln318Hisp.Q318HP0CAP2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationnovelc.325N>Gp.Ser109Alap.S109AP0CAP2protein_codingdeleterious(0.04)possibly_damaging(0.477)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
POLR2MSNVMissense_Mutationrs372856991c.601N>Gp.Ile201Valp.I201VP0CAP2protein_codingtolerated(0.17)benign(0.027)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
POLR2MSNVMissense_Mutationrs546736463c.637N>Ap.Ala213Thrp.A213TP0CAP2protein_codingtolerated(1)benign(0.001)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationc.775N>Cp.Asn259Hisp.N259HP0CAP2protein_codingtolerated(0.22)benign(0)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationc.700N>Tp.Val234Leup.V234LP0CAP2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLR2MSNVMissense_Mutationrs375334112c.375N>Cp.Gln125Hisp.Q125HP0CAP2protein_codingdeleterious(0.04)benign(0.003)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<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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