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: WNT2

Gene summary for WNT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNT2

Gene ID

7472

Gene nameWnt family member 2
Gene AliasINT1L1
Cytomap7q31.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P09544


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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
7472WNT2S027HumanLiverHCC9.45e-261.70e+000.2446
7472WNT2S028HumanLiverHCC1.59e-441.65e+000.2503
7472WNT2S029HumanLiverHCC3.68e-622.66e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:0031669110EsophagusESCCcellular response to nutrient levels148/8552215/187234.58e-121.76e-10148
GO:0031667111EsophagusESCCresponse to nutrient levels289/8552474/187239.25e-123.47e-10289
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:0009267110EsophagusESCCcellular response to starvation110/8552156/187232.63e-107.37e-09110
GO:004259419EsophagusESCCresponse to starvation133/8552197/187234.31e-101.14e-08133
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:00604257EsophagusESCClung morphogenesis37/855250/187234.42e-053.51e-0437
GO:00604414EsophagusESCCepithelial tube branching involved in lung morphogenesis22/855229/187239.30e-044.73e-0322
GO:00016559EsophagusESCCurogenital system development177/8552338/187237.51e-032.69e-02177
GO:20000274EsophagusESCCregulation of animal organ morphogenesis71/8552125/187237.97e-032.84e-0271
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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
WNT2FZD6_LRP5WNT2_FZD6_LRP5WNTEndometriumADJ
WNT2FZD4_LRP6WNT2_FZD4_LRP6WNTEndometriumADJ
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTEndometriumADJ
WNT2FZD4_LRP6WNT2_FZD4_LRP6WNTEndometriumAEH
WNT2FZD4_LRP6WNT2_FZD4_LRP6WNTEndometriumEEC
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTEndometriumEEC
WNT2FZD10_LRP6WNT2_FZD10_LRP6WNTEsophagusESCC
WNT2FZD3_LRP6WNT2_FZD3_LRP6WNTEsophagusESCC
WNT2FZD4_LRP6WNT2_FZD4_LRP6WNTEsophagusESCC
WNT2FZD5_LRP6WNT2_FZD5_LRP6WNTEsophagusESCC
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTEsophagusESCC
WNT2FZD8_LRP6WNT2_FZD8_LRP6WNTEsophagusESCC
WNT2FZD4_LRP5WNT2_FZD4_LRP5WNTHNSCCOSCC
WNT2FZD6_LRP5WNT2_FZD6_LRP5WNTHNSCCOSCC
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTHNSCCOSCC
WNT2FZD6_LRP5WNT2_FZD6_LRP5WNTHNSCCPrecancer
WNT2FZD6_LRP6WNT2_FZD6_LRP6WNTHNSCCPrecancer
WNT2FZD1_LRP5WNT2_FZD1_LRP5WNTTHCACancer
WNT2FZD4_LRP5WNT2_FZD4_LRP5WNTTHCACancer
WNT2FZD6_LRP5WNT2_FZD6_LRP5WNTTHCACancer
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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
WNT2SNVMissense_Mutationrs757215951c.433N>Ap.Ala145Thrp.A145TP09544protein_codingtolerated(0.12)benign(0.005)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
WNT2SNVMissense_Mutationnovelc.391G>Ap.Glu131Lysp.E131KP09544protein_codingdeleterious(0.01)possibly_damaging(0.752)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
WNT2insertionIn_Frame_Insnovelc.658_659insCCCACCACTGTGACTATGGAAAATGGTCCCAGGGCTTTAAATTTAp.Cys220delinsSerHisHisCysAspTyrGlyLysTrpSerGlnGlyPheLysPheSerp.C220delinsSHHCDYGKWSQGFKFSP09544protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationrs756788881c.1003C>Tp.Arg335Cysp.R335CP09544protein_codingdeleterious(0)probably_damaging(0.953)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationrs377188020c.508G>Ap.Ala170Thrp.A170TP09544protein_codingtolerated(0.28)benign(0.036)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationrs779778873c.997N>Ap.Ala333Thrp.A333TP09544protein_codingtolerated(0.39)benign(0.124)TCGA-AG-3882-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationc.227N>Ap.Cys76Tyrp.C76YP09544protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationrs769047659c.16N>Ap.Gly6Serp.G6SP09544protein_codingtolerated(0.94)benign(0)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WNT2SNVMissense_Mutationc.558N>Tp.Met186Ilep.M186IP09544protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
WNT2SNVMissense_Mutationc.575G>Tp.Arg192Ilep.R192IP09544protein_codingdeleterious(0)probably_damaging(0.981)TCGA-F5-6814-01Colorectumrectum 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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