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: WFDC5

Gene summary for WFDC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WFDC5

Gene ID

149708

Gene nameWAP four-disulfide core domain 5
Gene AliasPRG5
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q8TCV5


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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
149708WFDC5P10T-EHumanEsophagusESCC6.26e-361.11e+000.116
149708WFDC5P11T-EHumanEsophagusESCC7.59e-043.30e-010.1426
149708WFDC5P12T-EHumanEsophagusESCC9.31e-051.93e-010.1122
149708WFDC5P15T-EHumanEsophagusESCC3.66e-026.98e-020.1149
149708WFDC5P21T-EHumanEsophagusESCC1.41e-123.97e-010.1617
149708WFDC5P26T-EHumanEsophagusESCC6.23e-294.99e-010.1276
149708WFDC5P28T-EHumanEsophagusESCC3.62e-041.11e-010.1149
149708WFDC5P37T-EHumanEsophagusESCC4.74e-083.94e-010.1371
149708WFDC5P44T-EHumanEsophagusESCC1.46e-031.68e-010.1096
149708WFDC5P52T-EHumanEsophagusESCC7.43e-031.35e-010.1555
149708WFDC5P54T-EHumanEsophagusESCC1.78e-051.45e-010.0975
149708WFDC5P74T-EHumanEsophagusESCC5.20e-103.61e-010.1479
149708WFDC5P91T-EHumanEsophagusESCC7.88e-138.88e-010.1828
149708WFDC5P4_S8_cSCCHumanSkincSCC1.67e-021.68e-01-0.3095
149708WFDC5cSCC_p1HumanSkincSCC1.68e-144.36e-01-0.1916
149708WFDC5cSCC_p10HumanSkincSCC5.90e-042.32e-01-0.2095
149708WFDC5cSCC_p11HumanSkincSCC4.40e-296.09e-01-0.2102
149708WFDC5cSCC_p4HumanSkincSCC6.81e-113.60e-01-0.2022
149708WFDC5cSCC_p6HumanSkincSCC4.86e-032.06e-01-0.1989
149708WFDC5cSCC_p7HumanSkincSCC2.71e-125.32e-01-0.2332
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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
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:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
GO:005254828SkincSCCregulation of endopeptidase activity165/4864432/187231.18e-083.63e-07165
GO:004586128SkincSCCnegative regulation of proteolysis128/4864351/187237.95e-061.09e-04128
GO:005134627SkincSCCnegative regulation of hydrolase activity130/4864379/187231.74e-041.49e-03130
GO:001095125SkincSCCnegative regulation of endopeptidase activity89/4864252/187236.05e-044.38e-0389
GO:001046626SkincSCCnegative regulation of peptidase activity91/4864262/187239.73e-046.58e-0391
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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
WFDC5SNVMissense_Mutationrs551709664c.92N>Tp.Ser31Leup.S31LQ8TCV5protein_codingtolerated(0.66)benign(0.034)TCGA-A8-A079-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
WFDC5SNVMissense_Mutationc.167N>Tp.Pro56Leup.P56LQ8TCV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AO-A0JE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
WFDC5SNVMissense_Mutationc.62C>Tp.Ala21Valp.A21VQ8TCV5protein_codingtolerated(0.21)benign(0.091)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WFDC5SNVMissense_Mutationrs551709664c.92N>Tp.Ser31Leup.S31LQ8TCV5protein_codingtolerated(0.66)benign(0.034)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WFDC5SNVMissense_Mutationrs756806925c.352N>Tp.Arg118Trpp.R118WQ8TCV5protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WFDC5SNVMissense_Mutationc.359N>Ap.Pro120Hisp.P120HQ8TCV5protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WFDC5SNVMissense_Mutationc.295N>Ap.Asp99Asnp.D99NQ8TCV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6164-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WFDC5SNVMissense_Mutationrs139507452c.344N>Ap.Arg115Glnp.R115QQ8TCV5protein_codingdeleterious(0.03)probably_damaging(0.973)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WFDC5SNVMissense_Mutationc.359N>Tp.Pro120Leup.P120LQ8TCV5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
WFDC5SNVMissense_Mutationnovelc.343C>Tp.Arg115Trpp.R115WQ8TCV5protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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