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: WIF1

Gene summary for WIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WIF1

Gene ID

11197

Gene nameWNT inhibitory factor 1
Gene AliasWIF-1
Cytomap12q14.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9Y5W5


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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
11197WIF1HCC1HumanLiverHCC1.76e-164.71e+000.5336
11197WIF1S014HumanLiverHCC2.66e-137.91e-010.2254
11197WIF1S015HumanLiverHCC1.98e-087.05e-010.2375
11197WIF1S016HumanLiverHCC2.99e-151.17e+000.2243
11197WIF1RNA-P23T2-P23T2-1HumanLungMIAC4.45e-03-8.52e-02-0.037
11197WIF1RNA-P25T1-P25T1-1HumanLungAIS1.30e-03-1.00e+00-0.2116
11197WIF1RNA-P25T1-P25T1-4HumanLungAIS1.42e-02-1.01e+00-0.2119
11197WIF1RNA-P3T-P3T-1HumanLungIAC4.28e-06-1.09e+000.1829
11197WIF1RNA-P3T-P3T-2HumanLungIAC1.27e-06-1.09e+000.1835
11197WIF1RNA-P3T-P3T-4HumanLungIAC5.72e-07-1.09e+000.1859
11197WIF1RNA-P6T2-P6T2-1HumanLungIAC4.84e-19-1.06e+00-0.0166
11197WIF1RNA-P6T2-P6T2-2HumanLungIAC1.38e-18-1.05e+00-0.0132
11197WIF1RNA-P6T2-P6T2-3HumanLungIAC1.45e-19-1.06e+00-0.013
11197WIF1RNA-P6T2-P6T2-4HumanLungIAC7.02e-18-1.05e+00-0.0121
11197WIF1RNA-P7T1-P7T1-2HumanLungAIS1.83e-05-6.39e-01-0.0876
11197WIF1RNA-P7T1-P7T1-4HumanLungAIS5.13e-04-5.58e-01-0.0809
11197WIF1C08HumanOral cavityOSCC4.78e-066.85e-010.1919
11197WIF1SYSMH4HumanOral cavityOSCC5.86e-108.16e-010.1226
11197WIF1GSM5252128_BPH327PrGF_ViaHumanProstateBPH7.89e-271.16e+00-0.1688
11197WIF1GSM5252129_BPH327PrSF_ViaHumanProstateBPH1.55e-099.91e-01-0.1697
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:019873821LiverHCCcell-cell signaling by wnt247/7958446/187232.11e-084.96e-07247
GO:001605521LiverHCCWnt signaling pathway245/7958444/187233.68e-088.09e-07245
GO:003011121LiverHCCregulation of Wnt signaling pathway180/7958328/187233.62e-064.72e-05180
GO:00454441LiverHCCfat cell differentiation120/7958229/187231.52e-038.05e-03120
GO:00160556LungIACWnt signaling pathway95/2061444/187231.13e-102.80e-0895
GO:01987386LungIACcell-cell signaling by wnt95/2061446/187231.46e-103.48e-0895
GO:00301116LungIACregulation of Wnt signaling pathway74/2061328/187231.14e-092.05e-0774
GO:00456002LungIACpositive regulation of fat cell differentiation17/206166/187236.14e-048.46e-0317
GO:00454443LungIACfat cell differentiation42/2061229/187236.19e-048.50e-0342
GO:00301783LungIACnegative regulation of Wnt signaling pathway32/2061170/187231.68e-031.76e-0232
GO:001605512LungAISWnt signaling pathway91/1849444/187239.38e-125.47e-0991
GO:019873812LungAIScell-cell signaling by wnt91/1849446/187231.22e-116.13e-0991
GO:003011112LungAISregulation of Wnt signaling pathway70/1849328/187233.81e-108.87e-0870
GO:003017811LungAISnegative regulation of Wnt signaling pathway32/1849170/187232.64e-045.05e-0332
GO:004544411LungAISfat cell differentiation37/1849229/187231.88e-032.08e-0237
GO:00456001LungAISpositive regulation of fat cell differentiation14/184966/187234.51e-033.99e-0214
GO:003011122LungMIACregulation of Wnt signaling pathway41/967328/187231.51e-073.69e-0541
GO:001605531LungMIACWnt signaling pathway50/967444/187231.88e-074.02e-0550
GO:019873831LungMIACcell-cell signaling by wnt50/967446/187232.16e-074.11e-0550
GO:00301782LungMIACnegative regulation of Wnt signaling pathway19/967170/187231.28e-032.38e-0219
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043108LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431011LungIACWnt signaling pathway40/1053171/84654.56e-057.06e-044.69e-0440
hsa0431021LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431031LungAISWnt signaling pathway39/961171/84651.29e-053.32e-042.12e-0439
hsa0431041LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa0431051LungMIACWnt signaling pathway21/507171/84651.30e-031.40e-021.01e-0221
hsa0431014ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431015ProstateBPHWnt signaling pathway50/1718171/84653.11e-031.15e-027.14e-0350
hsa0431023ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
hsa0431033ProstateTumorWnt signaling pathway50/1791171/84657.32e-032.37e-021.47e-0250
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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
WIF1SNVMissense_Mutationc.154G>Ap.Glu52Lysp.E52KQ9Y5W5protein_codingtolerated(0.33)probably_damaging(0.988)TCGA-A2-A04X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WIF1SNVMissense_Mutationc.693N>Gp.Ile231Metp.I231MQ9Y5W5protein_codingdeleterious(0.03)benign(0.329)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
WIF1SNVMissense_Mutationc.227N>Cp.Arg76Thrp.R76TQ9Y5W5protein_codingtolerated(0.07)probably_damaging(0.99)TCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
WIF1SNVMissense_Mutationnovelc.955N>Cp.Thr319Prop.T319PQ9Y5W5protein_codingdeleterious(0.02)benign(0.193)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WIF1SNVMissense_Mutationc.309N>Gp.Phe103Leup.F103LQ9Y5W5protein_codingdeleterious(0)probably_damaging(0.988)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WIF1SNVMissense_Mutationnovelc.955A>Cp.Thr319Prop.T319PQ9Y5W5protein_codingdeleterious(0.02)benign(0.193)TCGA-C8-A12X-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WIF1insertionNonsense_Mutationnovelc.1094_1095insTGGATCCTTATAGTp.Lys365AsnfsTer5p.K365Nfs*5Q9Y5W5protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WIF1insertionFrame_Shift_Insnovelc.1092_1093insCAAAAGGATAp.Lys365GlnfsTer13p.K365Qfs*13Q9Y5W5protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WIF1deletionFrame_Shift_Delnovelc.1030delNp.Ser344AlafsTer6p.S344Afs*6Q9Y5W5protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
WIF1SNVMissense_Mutationnovelc.241N>Tp.Pro81Serp.P81SQ9Y5W5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
11197WIF1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACEPlatinum compounds24980784
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