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: PWWP2A

Gene summary for PWWP2A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PWWP2A

Gene ID

114825

Gene namePWWP domain containing 2A
Gene AliasMST101
Cytomap5q33.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96N64


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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
114825PWWP2ALZE20THumanEsophagusESCC1.59e-021.38e-010.0662
114825PWWP2ALZE24THumanEsophagusESCC3.42e-061.95e-010.0596
114825PWWP2AP1T-EHumanEsophagusESCC9.95e-134.58e-010.0875
114825PWWP2AP2T-EHumanEsophagusESCC7.23e-346.18e-010.1177
114825PWWP2AP4T-EHumanEsophagusESCC1.71e-204.06e-010.1323
114825PWWP2AP5T-EHumanEsophagusESCC1.76e-172.88e-010.1327
114825PWWP2AP8T-EHumanEsophagusESCC6.95e-081.51e-010.0889
114825PWWP2AP9T-EHumanEsophagusESCC4.54e-081.71e-010.1131
114825PWWP2AP10T-EHumanEsophagusESCC1.27e-131.91e-010.116
114825PWWP2AP11T-EHumanEsophagusESCC7.34e-126.26e-010.1426
114825PWWP2AP12T-EHumanEsophagusESCC9.59e-254.09e-010.1122
114825PWWP2AP15T-EHumanEsophagusESCC2.47e-173.39e-010.1149
114825PWWP2AP16T-EHumanEsophagusESCC1.25e-202.72e-010.1153
114825PWWP2AP17T-EHumanEsophagusESCC2.13e-052.92e-010.1278
114825PWWP2AP19T-EHumanEsophagusESCC8.91e-053.68e-010.1662
114825PWWP2AP20T-EHumanEsophagusESCC2.06e-162.82e-010.1124
114825PWWP2AP21T-EHumanEsophagusESCC1.84e-132.17e-010.1617
114825PWWP2AP22T-EHumanEsophagusESCC4.85e-121.96e-010.1236
114825PWWP2AP23T-EHumanEsophagusESCC1.57e-183.94e-010.108
114825PWWP2AP24T-EHumanEsophagusESCC1.16e-071.61e-010.1287
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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
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
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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
PWWP2ASNVMissense_Mutationnovelc.619C>Tp.Pro207Serp.P207SQ96N64protein_codingdeleterious(0)probably_damaging(0.997)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PWWP2ASNVMissense_Mutationnovelc.967G>Cp.Asp323Hisp.D323HQ96N64protein_codingdeleterious(0)probably_damaging(0.936)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
PWWP2ASNVMissense_Mutationc.1423N>Tp.Arg475Cysp.R475CQ96N64protein_codingdeleterious(0.01)probably_damaging(0.926)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
PWWP2ASNVMissense_Mutationrs758270619c.1526G>Ap.Arg509Hisp.R509HQ96N64protein_codingdeleterious(0.02)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PWWP2ASNVMissense_Mutationnovelc.2093C>Gp.Ser698Cysp.S698CQ96N64protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PWWP2ASNVMissense_Mutationrs758270619c.1526G>Ap.Arg509Hisp.R509HQ96N64protein_codingdeleterious(0.02)benign(0.018)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PWWP2ASNVMissense_Mutationnovelc.752N>Cp.Leu251Prop.L251PQ96N64protein_codingtolerated(0.34)benign(0)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PWWP2ASNVMissense_Mutationc.862N>Gp.Gln288Glup.Q288EQ96N64protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PWWP2ASNVMissense_Mutationnovelc.64G>Ap.Glu22Lysp.E22KQ96N64protein_codingdeleterious_low_confidence(0)benign(0.177)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PWWP2ASNVMissense_Mutationc.896N>Ap.Arg299Glnp.R299QQ96N64protein_codingdeleterious(0)possibly_damaging(0.829)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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
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