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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:200123414BreastIDCnegative regulation of apoptotic signaling pathway49/1434224/187231.45e-112.58e-0949
GO:000030214BreastIDCresponse to reactive oxygen species46/1434222/187234.12e-104.59e-0846
GO:004254213BreastIDCresponse to hydrogen peroxide32/1434146/187234.65e-083.02e-0632
GO:006219714BreastIDCcellular response to chemical stress55/1434337/187237.07e-084.36e-0655
GO:003459914BreastIDCcellular response to oxidative stress44/1434288/187238.26e-062.43e-0444
GO:003461413BreastIDCcellular response to reactive oxygen species25/1434155/187233.03e-044.57e-0325
GO:000170113BreastIDCin utero embryonic development42/1434367/187235.85e-034.24e-0242
GO:200123324BreastDCISregulation of apoptotic signaling pathway81/1390356/187233.51e-203.31e-1781
GO:000697924BreastDCISresponse to oxidative stress82/1390446/187231.22e-143.85e-1282
GO:200123424BreastDCISnegative regulation of apoptotic signaling pathway48/1390224/187231.70e-113.22e-0948
GO:000030223BreastDCISresponse to reactive oxygen species44/1390222/187231.62e-091.48e-0744
GO:006219724BreastDCIScellular response to chemical stress56/1390337/187239.64e-097.38e-0756
GO:004254223BreastDCISresponse to hydrogen peroxide30/1390146/187232.75e-071.33e-0530
GO:003459924BreastDCIScellular response to oxidative stress45/1390288/187231.57e-065.88e-0545
GO:003461423BreastDCIScellular response to reactive oxygen species25/1390155/187231.88e-043.05e-0325
GO:007030111BreastDCIScellular response to hydrogen peroxide15/139098/187235.65e-034.09e-0215
GO:000170122BreastDCISin utero embryonic development41/1390367/187235.74e-034.13e-0241
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
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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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