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:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:00165746Oral cavityOSCChistone ubiquitination38/730547/187235.22e-091.14e-0738
GO:003461419Oral cavityOSCCcellular response to reactive oxygen species96/7305155/187235.98e-091.27e-0796
GO:00065135Oral cavityOSCCprotein monoubiquitination47/730567/187232.32e-073.68e-0647
GO:00703017Oral cavityOSCCcellular response to hydrogen peroxide63/730598/187233.51e-075.30e-0663
GO:00103903Oral cavityOSCChistone monoubiquitination24/730529/187231.74e-062.26e-0524
GO:00335224Oral cavityOSCChistone H2A ubiquitination21/730526/187231.66e-051.64e-0421
GO:00355181Oral cavityOSCChistone H2A monoubiquitination13/730517/187231.92e-038.94e-0313
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
GO:0006979110Oral cavityLPresponse to oxidative stress181/4623446/187235.74e-146.10e-12181
GO:2001234110Oral cavityLPnegative regulation of apoptotic signaling pathway102/4623224/187237.22e-125.58e-10102
GO:000170117Oral cavityLPin utero embryonic development142/4623367/187231.48e-096.75e-08142
GO:0000302110Oral cavityLPresponse to reactive oxygen species95/4623222/187232.23e-099.98e-0895
GO:0042542110Oral cavityLPresponse to hydrogen peroxide68/4623146/187236.95e-092.81e-0768
GO:0062197110Oral cavityLPcellular response to chemical stress130/4623337/187238.94e-093.52e-07130
GO:0034599110Oral cavityLPcellular response to oxidative stress110/4623288/187232.19e-076.65e-06110
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
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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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