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: WNT4

Gene summary for WNT4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNT4

Gene ID

54361

Gene nameWnt family member 4
Gene AliasSERKAL
Cytomap1p36.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P56705


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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
54361WNT4C30HumanOral cavityOSCC1.34e-087.41e-010.3055
54361WNT4C43HumanOral cavityOSCC4.94e-082.25e-010.1704
54361WNT4C51HumanOral cavityOSCC1.33e-118.69e-010.2674
54361WNT4SYSMH2HumanOral cavityOSCC4.95e-104.70e-010.2326
54361WNT4SYSMH3HumanOral cavityOSCC2.39e-371.34e+000.2442
54361WNT4SYSMH4HumanOral cavityOSCC2.58e-056.66e-020.1226
54361WNT4SYSMH5HumanOral cavityOSCC1.52e-075.73e-010.0647
54361WNT4P1_S1_AKHumanSkinAK1.01e-082.43e-01-0.3399
54361WNT4P2_S3_AKHumanSkinAK8.09e-184.11e-01-0.3287
54361WNT4P2_S4_SCCISHumanSkinSCCIS6.41e-114.24e-01-0.3043
54361WNT4P3_S6_AKHumanSkinAK1.84e-053.03e-01-0.3256
54361WNT4P4_S8_cSCCHumanSkincSCC1.30e-236.44e-01-0.3095
54361WNT4P5_S10_cSCCHumanSkincSCC1.00e-213.76e-01-0.299
54361WNT4P1_cSCCHumanSkincSCC1.23e-096.43e-010.0292
54361WNT4P2_cSCCHumanSkincSCC4.55e-063.35e-01-0.024
54361WNT4P4_cSCCHumanSkincSCC1.29e-306.09e-01-0.00290000000000005
54361WNT4P10_cSCCHumanSkincSCC3.86e-094.67e-010.1017
54361WNT4cSCC_p10HumanSkincSCC2.35e-133.76e-01-0.2095
54361WNT4cSCC_p11HumanSkincSCC5.59e-183.62e-01-0.2102
54361WNT4cSCC_p4HumanSkincSCC3.92e-061.66e-01-0.2022
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
GO:004206020Oral cavityOSCCwound healing237/7305422/187234.51e-132.18e-11237
GO:007149620Oral cavityOSCCcellular response to external stimulus186/7305320/187232.56e-121.05e-10186
GO:190290520Oral cavityOSCCpositive regulation of supramolecular fiber organization131/7305209/187233.18e-121.27e-10131
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:005149518Oral cavityOSCCpositive regulation of cytoskeleton organization135/7305226/187231.98e-105.66e-09135
GO:000704416Oral cavityOSCCcell-substrate junction assembly67/730595/187234.51e-101.19e-0867
GO:015011517Oral cavityOSCCcell-substrate junction organization70/7305101/187236.36e-101.63e-0870
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:003166819Oral cavityOSCCcellular response to extracellular stimulus141/7305246/187233.99e-098.95e-08141
GO:003166720Oral cavityOSCCresponse to nutrient levels245/7305474/187231.02e-082.10e-07245
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:004804110Oral cavityOSCCfocal adhesion assembly59/730587/187234.86e-088.95e-0759
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa051659Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa0520526Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0522516Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa0491926Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
hsa041504Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0436014Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0516514Oral cavityOSCCHuman papillomavirus infection200/3704331/84653.83e-104.93e-092.51e-09200
hsa05205111Oral cavityOSCCProteoglycans in cancer128/3704205/84654.00e-083.12e-071.59e-07128
hsa0522517Oral cavityOSCCHepatocellular carcinoma97/3704168/84651.63e-045.52e-042.81e-0497
hsa04919112Oral cavityOSCCThyroid hormone signaling pathway73/3704121/84651.63e-045.52e-042.81e-0473
hsa0415012Oral cavityOSCCmTOR signaling pathway90/3704156/84652.87e-049.15e-044.66e-0490
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0436015Oral cavityOSCCAxon guidance97/3704182/84655.59e-031.33e-026.76e-0397
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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
WNT4FZD5_LRP5WNT4_FZD5_LRP5WNTCRCAD
WNT4FZD6_LRP5WNT4_FZD6_LRP5WNTEndometriumADJ
WNT4FZD4_LRP6WNT4_FZD4_LRP6WNTEndometriumADJ
WNT4FZD6_LRP6WNT4_FZD6_LRP6WNTEndometriumADJ
WNT4FZD4_LRP6WNT4_FZD4_LRP6WNTEndometriumAEH
WNT4FZD4_LRP5WNT4_FZD4_LRP5WNTHNSCCOSCC
WNT4FZD6_LRP5WNT4_FZD6_LRP5WNTHNSCCOSCC
WNT4FZD6_LRP6WNT4_FZD6_LRP6WNTHNSCCOSCC
WNT4FZD6_LRP5WNT4_FZD6_LRP5WNTHNSCCPrecancer
WNT4FZD6_LRP6WNT4_FZD6_LRP6WNTHNSCCPrecancer
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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
WNT4SNVMissense_Mutationc.872C>Tp.Thr291Metp.T291MP56705protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A1-A0SQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
WNT4SNVMissense_Mutationc.193G>Ap.Asp65Asnp.D65NP56705protein_codingtolerated(0.14)benign(0.065)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
WNT4SNVMissense_Mutationnovelc.646N>Ap.Glu216Lysp.E216KP56705protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
WNT4insertionNonsense_Mutationnovelc.183_184insTCTCTACTAAAAATACAAAAAAATTAGCCGGGCGTGGTGGCp.Glu62SerfsTer9p.E62Sfs*9P56705protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
WNT4SNVMissense_Mutationnovelc.374N>Gp.Thr125Argp.T125RP56705protein_codingdeleterious(0)probably_damaging(0.996)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
WNT4SNVMissense_Mutationrs121908652c.247N>Tp.Arg83Trpp.R83WP56705protein_codingdeleterious(0)probably_damaging(0.964)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WNT4SNVMissense_Mutationc.536N>Ap.Ala179Aspp.A179DP56705protein_codingtolerated(0.44)benign(0.124)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT4SNVMissense_Mutationrs760357534c.289N>Ap.Val97Ilep.V97IP56705protein_codingtolerated(0.08)benign(0.16)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT4SNVMissense_Mutationc.125N>Tp.Thr42Metp.T42MP56705protein_codingtolerated(0.31)possibly_damaging(0.759)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
WNT4SNVMissense_Mutationc.85N>Ap.Ala29Thrp.A29TP56705protein_codingdeleterious(0.01)probably_damaging(0.923)TCGA-DC-6155-01Colorectumrectum adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
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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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