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: POLR3G

Gene summary for POLR3G

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POLR3G

Gene ID

10622

Gene nameRNA polymerase III subunit G
Gene AliasC31
Cytomap5q14.3
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

A0A024RAM1


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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
10622POLR3GLZE7THumanEsophagusESCC1.62e-022.40e-010.0667
10622POLR3GP2T-EHumanEsophagusESCC2.47e-021.06e-010.1177
10622POLR3GP4T-EHumanEsophagusESCC6.46e-132.39e-010.1323
10622POLR3GP5T-EHumanEsophagusESCC3.17e-072.25e-010.1327
10622POLR3GP9T-EHumanEsophagusESCC1.28e-101.73e-010.1131
10622POLR3GP19T-EHumanEsophagusESCC1.34e-047.59e-010.1662
10622POLR3GP20T-EHumanEsophagusESCC2.13e-041.93e-010.1124
10622POLR3GP21T-EHumanEsophagusESCC3.31e-174.22e-010.1617
10622POLR3GP23T-EHumanEsophagusESCC3.01e-051.76e-010.108
10622POLR3GP24T-EHumanEsophagusESCC9.27e-091.73e-010.1287
10622POLR3GP26T-EHumanEsophagusESCC5.67e-071.90e-010.1276
10622POLR3GP28T-EHumanEsophagusESCC5.87e-071.62e-010.1149
10622POLR3GP31T-EHumanEsophagusESCC2.74e-041.23e-010.1251
10622POLR3GP32T-EHumanEsophagusESCC1.38e-153.33e-010.1666
10622POLR3GP37T-EHumanEsophagusESCC5.55e-093.65e-010.1371
10622POLR3GP38T-EHumanEsophagusESCC1.39e-032.82e-010.127
10622POLR3GP39T-EHumanEsophagusESCC2.94e-024.64e-020.0894
10622POLR3GP52T-EHumanEsophagusESCC6.35e-092.88e-010.1555
10622POLR3GP62T-EHumanEsophagusESCC4.72e-039.65e-020.1302
10622POLR3GP74T-EHumanEsophagusESCC1.92e-032.67e-010.1479
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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
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
∗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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:00063833EsophagusESCCtranscription by RNA polymerase III41/855246/187237.69e-101.90e-0841
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:003248112EsophagusESCCpositive regulation of type I interferon production42/855258/187233.27e-052.70e-0442
GO:00326084EsophagusESCCinterferon-beta production40/855256/187238.36e-056.08e-0440
GO:00326484EsophagusESCCregulation of interferon-beta production40/855256/187238.36e-056.08e-0440
GO:0006359EsophagusESCCregulation of transcription by RNA polymerase III19/855222/187239.52e-056.78e-0419
GO:003247912EsophagusESCCregulation of type I interferon production61/855295/187232.05e-041.29e-0361
GO:003260612EsophagusESCCtype I interferon production61/855295/187232.05e-041.29e-0361
GO:00327284EsophagusESCCpositive regulation of interferon-beta production29/855239/187232.59e-041.58e-0329
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:0006383LiverHCCtranscription by RNA polymerase III31/795846/187235.67e-043.61e-0331
GO:00063832Oral cavityOSCCtranscription by RNA polymerase III34/730546/187231.61e-062.11e-0534
GO:00063831Oral cavityLPtranscription by RNA polymerase III20/462346/187234.03e-032.61e-0220
GO:000961522SkincSCCresponse to virus152/4864367/187235.88e-112.75e-09152
GO:00516076SkincSCCdefense response to virus107/4864265/187231.84e-074.02e-06107
GO:01405466SkincSCCdefense response to symbiont107/4864265/187231.84e-074.02e-06107
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046234EsophagusESCCCytosolic DNA-sensing pathway49/420575/84654.35e-031.12e-025.74e-0349
hsa0462311EsophagusESCCCytosolic 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
POLR3GCTColorectumADGAL,RP11-1020A11.2,STEAP1, etc.1.43e-02The 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.
POLR3GSTMColorectumMSI-HGAL,RP11-1020A11.2,STEAP1, etc.1.80e-02The 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.
POLR3GCTColorectumSERGAL,RP11-1020A11.2,STEAP1, etc.2.74e-02The 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.
POLR3GSSCColorectumSERGAL,RP11-1020A11.2,STEAP1, etc.2.57e-03The 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.
POLR3GKEREsophagusESCCERVMER34-1,SMOC1,EIF5A, etc.3.64e-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.
POLR3GSPIOral cavityLPF12,S100A2,NDUFAF2, etc.3.40e-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.
POLR3GSPIOral cavityOSCCF12,S100A2,NDUFAF2, etc.4.43e-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.
POLR3GPVAPancreasHealthyAMY2B,CELA2A,AMY2A, etc.5.71e-02The 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
POLR3GSNVMissense_Mutationrs375576885c.547N>Ap.Ala183Thrp.A183TO15318protein_codingtolerated(0.65)possibly_damaging(0.649)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POLR3GSNVMissense_Mutationc.49N>Cp.Glu17Glnp.E17QO15318protein_codingtolerated(0.05)possibly_damaging(0.752)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
POLR3GSNVMissense_Mutationc.472G>Ap.Asp158Asnp.D158NO15318protein_codingtolerated(0.08)possibly_damaging(0.62)TCGA-FU-A23K-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
POLR3GSNVMissense_Mutationnovelc.52N>Ap.Ala18Thrp.A18TO15318protein_codingdeleterious(0.03)probably_damaging(0.985)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
POLR3GSNVMissense_Mutationc.635C>Tp.Ala212Valp.A212VO15318protein_codingtolerated(0.09)benign(0.006)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
POLR3GSNVMissense_Mutationrs373941949c.25C>Tp.Arg9Cysp.R9CO15318protein_codingtolerated(0.1)benign(0.391)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
POLR3GSNVMissense_Mutationc.650N>Cp.Asn217Thrp.N217TO15318protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
POLR3GSNVMissense_Mutationnovelc.407C>Tp.Thr136Ilep.T136IO15318protein_codingtolerated(0.34)benign(0.006)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
POLR3GSNVMissense_Mutationc.269N>Tp.Arg90Ilep.R90IO15318protein_codingdeleterious(0)possibly_damaging(0.469)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
POLR3GSNVMissense_Mutationrs140910392c.538N>Ap.Asp180Asnp.D180NO15318protein_codingtolerated(0.24)benign(0.175)TCGA-BG-A187-01Endometriumuterine 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
10622POLR3GNAnevirapineNEVIRAPINE21810746
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