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: WDFY3

Gene summary for WDFY3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDFY3

Gene ID

23001

Gene nameWD repeat and FYVE domain containing 3
Gene AliasALFY
Cytomap4q21.23
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

A0A024RDI0


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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
23001WDFY3CCI_1HumanCervixCC3.74e-089.84e-010.528
23001WDFY3CCI_3HumanCervixCC3.42e-045.96e-010.516
23001WDFY3HTA11_3410_2000001011HumanColorectumAD2.55e-19-5.64e-010.0155
23001WDFY3HTA11_2487_2000001011HumanColorectumSER8.88e-07-4.74e-01-0.1808
23001WDFY3HTA11_2951_2000001011HumanColorectumAD2.29e-03-7.07e-010.0216
23001WDFY3HTA11_3361_2000001011HumanColorectumAD7.26e-10-6.14e-01-0.1207
23001WDFY3HTA11_696_2000001011HumanColorectumAD4.76e-09-4.20e-01-0.1464
23001WDFY3HTA11_866_2000001011HumanColorectumAD6.12e-03-3.43e-01-0.1001
23001WDFY3HTA11_5212_2000001011HumanColorectumAD2.28e-02-5.79e-01-0.2061
23001WDFY3HTA11_5216_2000001011HumanColorectumSER2.00e-05-8.04e-01-0.1462
23001WDFY3HTA11_546_2000001011HumanColorectumAD1.26e-03-4.50e-01-0.0842
23001WDFY3HTA11_866_3004761011HumanColorectumAD4.54e-14-5.19e-010.096
23001WDFY3HTA11_8622_2000001021HumanColorectumSER8.66e-03-5.51e-010.0528
23001WDFY3HTA11_10711_2000001011HumanColorectumAD1.54e-05-4.26e-010.0338
23001WDFY3HTA11_7696_3000711011HumanColorectumAD6.10e-11-4.90e-010.0674
23001WDFY3HTA11_6818_2000001021HumanColorectumAD2.96e-02-3.00e-010.0588
23001WDFY3HTA11_99999970781_79442HumanColorectumMSS4.89e-10-3.56e-010.294
23001WDFY3HTA11_99999973899_84307HumanColorectumMSS1.61e-05-5.56e-010.2585
23001WDFY3HTA11_99999974143_84620HumanColorectumMSS6.18e-16-5.68e-010.3005
23001WDFY3F007HumanColorectumFAP1.63e-02-2.13e-010.1176
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
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:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0061912ColorectumADselective autophagy29/391868/187234.20e-057.39e-0429
GO:00162361ColorectumSERmacroautophagy79/2897291/187231.97e-071.10e-0579
GO:00619121ColorectumSERselective autophagy24/289768/187234.60e-051.15e-0324
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00619122ColorectumMSSselective autophagy27/346768/187233.68e-057.09e-0427
GO:00162363ColorectumFAPmacroautophagy70/2622291/187232.73e-061.02e-0470
GO:00619123ColorectumFAPselective autophagy19/262268/187231.97e-031.65e-0219
GO:00162364ColorectumCRCmacroautophagy51/2078291/187236.40e-048.48e-0351
GO:00162368EndometriumAEHmacroautophagy52/2100291/187234.56e-044.80e-0352
GO:00619125EndometriumAEHselective autophagy17/210068/187231.10e-039.61e-0317
GO:001623613EndometriumEECmacroautophagy53/2168291/187235.40e-045.42e-0353
GO:006191212EndometriumEECselective autophagy17/216868/187231.56e-031.25e-0217
GO:00162365LiverNAFLDmacroautophagy45/1882291/187232.31e-032.19e-0245
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:006191211LiverHCCselective autophagy49/795868/187237.43e-071.15e-0549
GO:00162366LungIACmacroautophagy51/2061291/187235.30e-047.49e-0351
GO:001623612LungAISmacroautophagy46/1849291/187239.21e-041.23e-0246
GO:00162369ProstateBPHmacroautophagy85/3107291/187234.68e-081.29e-0685
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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
WDFY3SNVMissense_Mutationc.7778N>Cp.Arg2593Thrp.R2593TQ8IZQ1protein_codingtolerated(0.4)benign(0.055)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDFY3SNVMissense_Mutationc.3589N>Tp.Val1197Phep.V1197FQ8IZQ1protein_codingdeleterious(0.01)benign(0.213)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WDFY3SNVMissense_Mutationnovelc.4103T>Cp.Leu1368Serp.L1368SQ8IZQ1protein_codingdeleterious(0)benign(0.157)TCGA-AC-A3OD-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WDFY3SNVMissense_Mutationc.10143N>Tp.Lys3381Asnp.K3381NQ8IZQ1protein_codingdeleterious(0.01)benign(0.137)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
WDFY3SNVMissense_Mutationrs749296116c.9919A>Cp.Thr3307Prop.T3307PQ8IZQ1protein_codingtolerated(0.41)benign(0.013)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
WDFY3SNVMissense_Mutationrs754311949c.5670G>Ap.Met1890Ilep.M1890IQ8IZQ1protein_codingtolerated(0.25)benign(0.003)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDFY3SNVMissense_Mutationrs201478367c.7297G>Ap.Val2433Ilep.V2433IQ8IZQ1protein_codingtolerated(1)benign(0)TCGA-B6-A40C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapycyclophosphamideSD
WDFY3SNVMissense_Mutationc.3825N>Cp.Leu1275Phep.L1275FQ8IZQ1protein_codingtolerated(0.23)benign(0.046)TCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
WDFY3SNVMissense_Mutationc.5873C>Tp.Ala1958Valp.A1958VQ8IZQ1protein_codingtolerated(0.15)benign(0.113)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
WDFY3SNVMissense_Mutationc.7778N>Cp.Arg2593Thrp.R2593TQ8IZQ1protein_codingtolerated(0.4)benign(0.055)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
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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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