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: PCGF2

Gene summary for PCGF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCGF2

Gene ID

7703

Gene namepolycomb group ring finger 2
Gene AliasMEL-18
Cytomap17q12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024R1V6


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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
7703PCGF2GSM4909290HumanBreastIDC3.64e-337.56e-010.2096
7703PCGF2GSM4909292HumanBreastIDC2.42e-086.83e-010.1236
7703PCGF2GSM4909293HumanBreastIDC1.40e-427.70e-010.1581
7703PCGF2GSM4909311HumanBreastIDC5.25e-041.94e-030.1534
7703PCGF2GSM4909319HumanBreastIDC5.37e-078.84e-030.1563
7703PCGF2DCIS2HumanBreastDCIS8.24e-299.83e-020.0085
7703PCGF2P2T-EHumanEsophagusESCC1.51e-223.98e-010.1177
7703PCGF2P4T-EHumanEsophagusESCC1.24e-113.20e-010.1323
7703PCGF2P5T-EHumanEsophagusESCC1.46e-061.60e-010.1327
7703PCGF2P8T-EHumanEsophagusESCC4.01e-233.72e-010.0889
7703PCGF2P9T-EHumanEsophagusESCC1.10e-041.05e-010.1131
7703PCGF2P10T-EHumanEsophagusESCC1.68e-121.62e-010.116
7703PCGF2P11T-EHumanEsophagusESCC4.66e-093.71e-010.1426
7703PCGF2P12T-EHumanEsophagusESCC2.02e-437.26e-010.1122
7703PCGF2P15T-EHumanEsophagusESCC4.53e-286.62e-010.1149
7703PCGF2P16T-EHumanEsophagusESCC1.78e-254.69e-010.1153
7703PCGF2P20T-EHumanEsophagusESCC5.79e-051.22e-010.1124
7703PCGF2P21T-EHumanEsophagusESCC2.54e-132.01e-010.1617
7703PCGF2P22T-EHumanEsophagusESCC1.61e-051.01e-010.1236
7703PCGF2P23T-EHumanEsophagusESCC9.55e-082.93e-010.108
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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
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
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:003461412LiverHCCcellular response to reactive oxygen species102/7958155/187233.70e-099.89e-08102
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:00165742LiverHCChistone ubiquitination37/795847/187234.37e-077.23e-0637
GO:00703011LiverHCCcellular response to hydrogen peroxide66/795898/187235.74e-079.07e-0666
GO:0010390LiverHCChistone monoubiquitination23/795829/187235.86e-055.38e-0423
GO:000651311LiverHCCprotein monoubiquitination44/795867/187231.08e-049.22e-0444
GO:003352211LiverHCChistone H2A ubiquitination20/795826/187233.82e-042.61e-0320
GO:0035518LiverHCChistone H2A monoubiquitination13/795817/187234.77e-032.02e-0213
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
GO:006219720Oral cavityOSCCcellular response to chemical stress204/7305337/187236.89e-165.19e-14204
GO:000030220Oral cavityOSCCresponse to reactive oxygen species143/7305222/187231.32e-147.88e-13143
GO:004254219Oral cavityOSCCresponse to hydrogen peroxide101/7305146/187231.30e-136.66e-12101
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:003459920Oral cavityOSCCcellular response to oxidative stress173/7305288/187232.90e-131.43e-11173
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
PCGF2SNVMissense_Mutationnovelc.291N>Ap.Phe97Leup.F97LP35227protein_codingdeleterious(0.04)probably_damaging(0.945)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PCGF2SNVMissense_Mutationrs746734324c.500N>Ap.Arg167Glnp.R167QP35227protein_codingtolerated(0.51)benign(0.037)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
PCGF2SNVMissense_Mutationnovelc.871N>Ap.Gly291Argp.G291RP35227protein_codingtolerated(0.49)probably_damaging(0.996)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PCGF2deletionFrame_Shift_Delnovelc.228_232delAGACAp.Gln76HisfsTer11p.Q76Hfs*11P35227protein_codingTCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PCGF2SNVMissense_Mutationrs746734324c.500N>Ap.Arg167Glnp.R167QP35227protein_codingtolerated(0.51)benign(0.037)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCGF2SNVMissense_Mutationnovelc.82N>Ap.Ala28Thrp.A28TP35227protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCGF2SNVMissense_Mutationnovelc.278N>Ap.Arg93Glnp.R93QP35227protein_codingdeleterious(0.01)benign(0.109)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PCGF2SNVMissense_Mutationnovelc.82G>Ap.Ala28Thrp.A28TP35227protein_codingdeleterious(0.02)possibly_damaging(0.672)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCGF2SNVMissense_Mutationrs779878626c.346N>Ap.Glu116Lysp.E116KP35227protein_codingtolerated(0.05)benign(0.18)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PCGF2SNVMissense_Mutationnovelc.790C>Tp.Pro264Serp.P264SP35227protein_codingtolerated(0.96)benign(0.01)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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