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: POLR2H

Gene summary for POLR2H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR2H

Gene ID

5437

Gene nameRNA polymerase II, I and III subunit H
Gene AliasRPABC3
Cytomap3q27.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P52434


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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
5437POLR2HLZE2THumanEsophagusESCC4.73e-099.01e-010.082
5437POLR2HLZE4THumanEsophagusESCC1.88e-228.09e-010.0811
5437POLR2HLZE5THumanEsophagusESCC2.62e-026.63e-010.0514
5437POLR2HLZE7THumanEsophagusESCC6.34e-151.04e+000.0667
5437POLR2HLZE8THumanEsophagusESCC1.68e-136.23e-010.067
5437POLR2HLZE20THumanEsophagusESCC3.48e-103.04e-010.0662
5437POLR2HLZE22D1HumanEsophagusHGIN1.12e-049.59e-020.0595
5437POLR2HLZE22THumanEsophagusESCC4.95e-056.06e-010.068
5437POLR2HLZE24THumanEsophagusESCC1.61e-259.09e-010.0596
5437POLR2HLZE21THumanEsophagusESCC1.03e-141.20e+000.0655
5437POLR2HLZE6THumanEsophagusESCC4.06e-171.04e+000.0845
5437POLR2HP1T-EHumanEsophagusESCC1.84e-138.44e-010.0875
5437POLR2HP2T-EHumanEsophagusESCC3.76e-901.78e+000.1177
5437POLR2HP4T-EHumanEsophagusESCC5.82e-722.31e+000.1323
5437POLR2HP5T-EHumanEsophagusESCC2.48e-641.28e+000.1327
5437POLR2HP8T-EHumanEsophagusESCC6.55e-521.12e+000.0889
5437POLR2HP9T-EHumanEsophagusESCC1.58e-501.26e+000.1131
5437POLR2HP10T-EHumanEsophagusESCC3.62e-951.67e+000.116
5437POLR2HP11T-EHumanEsophagusESCC2.18e-261.46e+000.1426
5437POLR2HP12T-EHumanEsophagusESCC3.52e-418.67e-010.1122
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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
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa0462311EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
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
∗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
POLR2HSNVMissense_Mutationc.97G>Ap.Glu33Lysp.E33KP52434protein_codingtolerated(0.13)probably_damaging(0.985)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
POLR2HSNVMissense_Mutationc.169N>Tp.Arg57Trpp.R57WP52434protein_codingdeleterious(0)probably_damaging(0.997)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLR2HSNVMissense_Mutationc.55G>Ap.Gly19Serp.G19SP52434protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
POLR2HSNVMissense_Mutationc.208N>Gp.Leu70Valp.L70VP52434protein_codingtolerated(0.33)benign(0.11)TCGA-D5-6532-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
POLR2HSNVMissense_Mutationc.31N>Ap.Asp11Asnp.D11NP52434protein_codingtolerated(0.27)benign(0.046)TCGA-DC-4745-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
POLR2HSNVMissense_Mutationnovelc.233N>Tp.Thr78Ilep.T78IP52434protein_codingtolerated(0.09)benign(0.042)TCGA-EF-5831-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
POLR2HSNVMissense_Mutationc.169N>Tp.Arg57Trpp.R57WP52434protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
POLR2HSNVMissense_Mutationrs150492338c.409N>Tp.Arg137Cysp.R137CP52434protein_codingdeleterious(0)possibly_damaging(0.685)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
POLR2HSNVMissense_Mutationrs376240144c.332N>Ap.Arg111Hisp.R111HP52434protein_codingtolerated(0.29)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
POLR2HSNVMissense_Mutationnovelc.242G>Ap.Arg81Lysp.R81KP52434protein_codingtolerated(0.24)benign(0.001)TCGA-B5-A3FC-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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