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: PYGO2

Gene summary for PYGO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PYGO2

Gene ID

90780

Gene namepygopus family PHD finger 2
Gene Alias1190004M21Rik
Cytomap1q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q5T170


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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
90780PYGO2LZE4THumanEsophagusESCC4.36e-071.38e-010.0811
90780PYGO2LZE7THumanEsophagusESCC2.67e-133.16e-010.0667
90780PYGO2LZE20THumanEsophagusESCC8.72e-071.19e-010.0662
90780PYGO2LZE22THumanEsophagusESCC3.10e-054.06e-010.068
90780PYGO2LZE24THumanEsophagusESCC1.49e-133.44e-010.0596
90780PYGO2LZE21THumanEsophagusESCC1.50e-021.96e-010.0655
90780PYGO2P1T-EHumanEsophagusESCC6.94e-052.06e-010.0875
90780PYGO2P2T-EHumanEsophagusESCC9.74e-213.51e-010.1177
90780PYGO2P4T-EHumanEsophagusESCC3.92e-142.93e-010.1323
90780PYGO2P5T-EHumanEsophagusESCC4.40e-091.72e-010.1327
90780PYGO2P8T-EHumanEsophagusESCC8.56e-121.76e-010.0889
90780PYGO2P9T-EHumanEsophagusESCC7.16e-131.99e-010.1131
90780PYGO2P10T-EHumanEsophagusESCC9.67e-182.84e-010.116
90780PYGO2P11T-EHumanEsophagusESCC2.47e-144.06e-010.1426
90780PYGO2P12T-EHumanEsophagusESCC1.11e-162.33e-010.1122
90780PYGO2P15T-EHumanEsophagusESCC9.76e-244.41e-010.1149
90780PYGO2P16T-EHumanEsophagusESCC4.24e-183.01e-010.1153
90780PYGO2P17T-EHumanEsophagusESCC7.84e-112.80e-010.1278
90780PYGO2P19T-EHumanEsophagusESCC1.33e-034.00e-010.1662
90780PYGO2P20T-EHumanEsophagusESCC7.37e-152.56e-010.1124
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
GO:004354313EsophagusESCCprotein acylation165/8552243/187231.69e-127.14e-11165
GO:000647313EsophagusESCCprotein acetylation140/8552201/187234.37e-121.69e-10140
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:001839313EsophagusESCCinternal peptidyl-lysine acetylation114/8552158/187231.16e-114.24e-10114
GO:000647513EsophagusESCCinternal protein amino acid acetylation115/8552160/187231.43e-115.08e-10115
GO:00165735EsophagusESCChistone acetylation110/8552152/187231.95e-116.81e-10110
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000647914EsophagusESCCprotein methylation115/8552181/187239.07e-071.16e-05115
GO:000821314EsophagusESCCprotein alkylation115/8552181/187239.07e-071.16e-05115
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
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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
PYGO2SNVMissense_Mutationc.1093N>Ap.Ala365Thrp.A365TQ9BRQ0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PYGO2SNVMissense_Mutationc.488C>Tp.Pro163Leup.P163LQ9BRQ0protein_codingtolerated(0.09)benign(0.003)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PYGO2SNVMissense_Mutationnovelc.902G>Ap.Gly301Aspp.G301DQ9BRQ0protein_codingdeleterious(0.02)benign(0.044)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PYGO2SNVMissense_Mutationc.1093G>Ap.Ala365Thrp.A365TQ9BRQ0protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3495-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PYGO2SNVMissense_Mutationrs757615029c.892C>Tp.Arg298Trpp.R298WQ9BRQ0protein_codingdeleterious(0.01)possibly_damaging(0.539)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PYGO2SNVMissense_Mutationrs760474730c.616N>Ap.Leu206Metp.L206MQ9BRQ0protein_codingtolerated(0.45)benign(0.006)TCGA-AZ-6605-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolfoxSD
PYGO2SNVMissense_Mutationc.1201G>Ap.Val401Metp.V401MQ9BRQ0protein_codingdeleterious(0.01)probably_damaging(0.964)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PYGO2insertionFrame_Shift_Insrs748504064c.448_449insCp.Gln150ProfsTer27p.Q150Pfs*27Q9BRQ0protein_codingTCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PYGO2insertionFrame_Shift_Insrs748504064c.448dupCp.Gln150ProfsTer27p.Q150Pfs*27Q9BRQ0protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PYGO2SNVMissense_Mutationrs758189275c.955N>Ap.Gly319Argp.G319RQ9BRQ0protein_codingtolerated(0.27)benign(0.082)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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