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: WFS1

Gene summary for WFS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WFS1

Gene ID

7466

Gene namewolframin ER transmembrane glycoprotein
Gene AliasCTRCT41
Cytomap4p16.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z4V6


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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
7466WFS1HCC1_MengHumanLiverHCC6.07e-234.68e-020.0246
7466WFS1HCC2_MengHumanLiverHCC1.55e-181.78e-010.0107
7466WFS1HCC1HumanLiverHCC1.66e-113.93e+000.5336
7466WFS1HCC2HumanLiverHCC4.52e-163.72e+000.5341
7466WFS1S014HumanLiverHCC1.96e-144.64e-010.2254
7466WFS1S015HumanLiverHCC1.21e-145.59e-010.2375
7466WFS1S016HumanLiverHCC3.62e-184.88e-010.2243
7466WFS1S027HumanLiverHCC1.19e-043.47e-010.2446
7466WFS1S028HumanLiverHCC1.28e-124.05e-010.2503
7466WFS1S029HumanLiverHCC1.02e-094.03e-010.2581
7466WFS1C04HumanOral cavityOSCC6.21e-032.05e-010.2633
7466WFS1C21HumanOral cavityOSCC3.59e-153.58e-010.2678
7466WFS1C30HumanOral cavityOSCC4.77e-195.97e-010.3055
7466WFS1C51HumanOral cavityOSCC2.17e-165.30e-010.2674
7466WFS1C06HumanOral cavityOSCC1.27e-023.33e-010.2699
7466WFS1C08HumanOral cavityOSCC3.35e-031.17e-010.1919
7466WFS1C09HumanOral cavityOSCC9.69e-236.63e-010.1431
7466WFS1LP15HumanOral cavityLP9.93e-034.01e-010.2174
7466WFS1SYSMH1HumanOral cavityOSCC4.67e-037.32e-020.1127
7466WFS1SYSMH2HumanOral cavityOSCC1.16e-028.06e-020.2326
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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
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
∗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:004352310Oral cavityOSCCregulation of neuron apoptotic process111/7305212/187235.12e-054.27e-04111
GO:003246917Oral cavityOSCCendoplasmic reticulum calcium ion homeostasis19/730525/187231.89e-041.28e-0319
GO:19001024Oral cavityOSCCnegative regulation of endoplasmic reticulum unfolded protein response13/730515/187232.07e-041.36e-0313
GO:005087819Oral cavityOSCCregulation of body fluid levels179/7305379/187236.19e-043.50e-03179
GO:19012159Oral cavityOSCCnegative regulation of neuron death104/7305208/187237.90e-044.27e-03104
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:190223619Oral cavityOSCCnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway15/730520/187231.19e-035.99e-0315
GO:004259316Oral cavityOSCCglucose homeostasis125/7305258/187231.21e-036.08e-03125
GO:003350016Oral cavityOSCCcarbohydrate homeostasis125/7305259/187231.44e-036.97e-03125
GO:004592710Oral cavityOSCCpositive regulation of growth125/7305259/187231.44e-036.97e-03125
GO:00069833Oral cavityOSCCER overload response10/730513/187236.32e-032.35e-0210
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
GO:0097193110Oral cavityLPintrinsic apoptotic signaling pathway146/4623288/187239.76e-222.78e-19146
GO:0043161110Oral cavityLPproteasome-mediated ubiquitin-dependent protein catabolic process190/4623412/187231.08e-212.93e-19190
GO:0034976110Oral cavityLPresponse to endoplasmic reticulum stress133/4623256/187233.84e-219.24e-19133
GO:2001233110Oral cavityLPregulation of apoptotic signaling pathway168/4623356/187231.35e-203.02e-18168
GO:2001242110Oral cavityLPregulation of intrinsic apoptotic signaling pathway95/4623164/187239.85e-201.99e-1795
GO:0035966110Oral cavityLPresponse to topologically incorrect protein87/4623159/187234.31e-166.28e-1487
GO:0006986110Oral cavityLPresponse to unfolded protein76/4623137/187231.14e-141.35e-1276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141210Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
hsa0414138Oral cavityLPProtein processing in endoplasmic reticulum113/2418174/84658.74e-245.82e-223.76e-22113
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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
WFS1SNVMissense_Mutationnovelc.341N>Tp.Ala114Valp.A114VO76024protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AC-A3EH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
WFS1SNVMissense_Mutationrs752775825c.2581N>Ap.Val861Metp.V861MO76024protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AC-A5XU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
WFS1SNVMissense_Mutationrs727503749c.1261N>Gp.Ile421Valp.I421VO76024protein_codingtolerated(1)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
WFS1SNVMissense_Mutationnovelc.346G>Ap.Asp116Asnp.D116NO76024protein_codingdeleterious(0.04)benign(0.11)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WFS1SNVMissense_Mutationrs369795224c.977C>Tp.Ala326Valp.A326VO76024protein_codingtolerated(0.05)possibly_damaging(0.768)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WFS1SNVMissense_Mutationnovelc.954N>Gp.Ile318Metp.I318MO76024protein_codingtolerated(0.34)benign(0.178)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WFS1SNVMissense_Mutationrs373146435c.1180G>Ap.Glu394Lysp.E394KO76024protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WFS1SNVMissense_Mutationc.184N>Ap.Glu62Lysp.E62KO76024protein_codingtolerated(0.74)benign(0)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WFS1SNVMissense_Mutationrs145639028c.376N>Ap.Ala126Thrp.A126TO76024protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WFS1SNVMissense_Mutationnovelc.1634N>Gp.Val545Glyp.V545GO76024protein_codingdeleterious(0)probably_damaging(0.95)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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