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: WDFY2

Gene summary for WDFY2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WDFY2

Gene ID

115825

Gene nameWD repeat and FYVE domain containing 2
Gene AliasPROF
Cytomap13q14.3
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q96P53


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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
115825WDFY2CCI_1HumanCervixCC3.05e-091.04e+000.528
115825WDFY2CCI_2HumanCervixCC8.86e-121.23e+000.5249
115825WDFY2CCI_3HumanCervixCC8.02e-097.19e-010.516
115825WDFY2AEH-subject1HumanEndometriumAEH4.03e-082.89e-01-0.3059
115825WDFY2AEH-subject3HumanEndometriumAEH4.99e-032.17e-01-0.2576
115825WDFY2AEH-subject4HumanEndometriumAEH3.96e-073.74e-01-0.2657
115825WDFY2AEH-subject5HumanEndometriumAEH3.79e-175.68e-01-0.2953
115825WDFY2EEC-subject1HumanEndometriumEEC3.21e-073.91e-01-0.2682
115825WDFY2EEC-subject2HumanEndometriumEEC1.04e-063.47e-01-0.2607
115825WDFY2EEC-subject4HumanEndometriumEEC1.69e-042.72e-01-0.2571
115825WDFY2EEC-subject5HumanEndometriumEEC1.33e-032.94e-01-0.249
115825WDFY2GSM5276934HumanEndometriumEEC3.08e-03-8.62e-02-0.0913
115825WDFY2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.51e-04-3.24e-02-0.1869
115825WDFY2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC7.99e-064.42e-02-0.1875
115825WDFY2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.81e-05-1.64e-02-0.1883
115825WDFY2GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.18e-049.58e-02-0.1934
115825WDFY2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.65e-06-3.39e-02-0.1917
115825WDFY2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.90e-05-6.94e-02-0.1916
115825WDFY2LZE4THumanEsophagusESCC1.50e-153.83e-010.0811
115825WDFY2LZE7THumanEsophagusESCC2.72e-105.06e-010.0667
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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
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
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
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:0045598CervixCCregulation of fat cell differentiation31/2311139/187237.06e-046.41e-0331
GO:00456004CervixCCpositive regulation of fat cell differentiation18/231166/187238.09e-047.07e-0318
GO:00455981EndometriumAEHregulation of fat cell differentiation26/2100139/187236.04e-033.64e-0226
GO:00454446EndometriumEECfat cell differentiation39/2168229/187238.69e-034.71e-0239
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:00455984EsophagusESCCregulation of fat cell differentiation79/8552139/187235.23e-031.97e-0279
GO:00456002LungIACpositive regulation of fat cell differentiation17/206166/187236.14e-048.46e-0317
GO:00454443LungIACfat cell differentiation42/2061229/187236.19e-048.50e-0342
GO:004544411LungAISfat cell differentiation37/1849229/187231.88e-032.08e-0237
GO:00456001LungAISpositive regulation of fat cell differentiation14/184966/187234.51e-033.99e-0214
GO:00454448Oral cavityOSCCfat cell differentiation120/7305229/187232.48e-052.32e-04120
GO:00455983Oral cavityOSCCregulation of fat cell differentiation77/7305139/187236.36e-055.18e-0477
GO:00456006Oral cavityOSCCpositive regulation of fat cell differentiation41/730566/187231.20e-048.60e-0441
GO:004560013Oral cavityEOLPpositive regulation of fat cell differentiation17/221866/187231.41e-039.58e-0317
GO:004544415Oral cavityEOLPfat cell differentiation42/2218229/187232.58e-031.56e-0242
GO:004559812Oral cavityEOLPregulation of fat cell differentiation28/2218139/187233.29e-031.90e-0228
GO:004560022Oral cavityNEOLPpositive regulation of fat cell differentiation24/200566/187233.20e-081.35e-0624
GO:004559821Oral cavityNEOLPregulation of fat cell differentiation37/2005139/187231.12e-074.05e-0637
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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
WDFY2SNVMissense_Mutationc.838G>Ap.Glu280Lysp.E280KQ96P53protein_codingtolerated(0.16)benign(0.424)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
WDFY2SNVMissense_Mutationnovelc.28C>Gp.Leu10Valp.L10VQ96P53protein_codingtolerated(0.31)benign(0.021)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationrs770989218c.347N>Cp.Arg116Thrp.R116TQ96P53protein_codingdeleterious(0.02)benign(0.018)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationc.1078G>Tp.Ala360Serp.A360SQ96P53protein_codingdeleterious(0.05)benign(0.079)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationrs373621913c.458N>Ap.Arg153Glnp.R153QQ96P53protein_codingtolerated(0.39)benign(0.06)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationc.1156A>Gp.Thr386Alap.T386AQ96P53protein_codingtolerated(0.28)benign(0.172)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
WDFY2SNVMissense_Mutationrs548075940c.467N>Tp.Ala156Valp.A156VQ96P53protein_codingtolerated(0.07)benign(0.038)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationrs752095446c.764G>Ap.Arg255Glnp.R255QQ96P53protein_codingtolerated(0.38)possibly_damaging(0.574)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationrs138993465c.610N>Ap.Ala204Thrp.A204TQ96P53protein_codingtolerated(0.28)benign(0.034)TCGA-AG-A02X-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
WDFY2SNVMissense_Mutationc.1162N>Gp.Lys388Glup.K388EQ96P53protein_codingtolerated(0.05)possibly_damaging(0.682)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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