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: WWC1

Gene summary for WWC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WWC1

Gene ID

23286

Gene nameWW and C2 domain containing 1
Gene AliasHBEBP3
Cytomap5q34
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q8IX03


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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
23286WWC1CCI_2HumanCervixCC1.33e-058.65e-010.5249
23286WWC1CCI_3HumanCervixCC1.97e-035.04e-010.516
23286WWC1H2HumanCervixHSIL_HPV2.74e-052.41e-010.0632
23286WWC1AEH-subject1HumanEndometriumAEH2.36e-307.61e-01-0.3059
23286WWC1AEH-subject2HumanEndometriumAEH2.04e-094.44e-01-0.2525
23286WWC1AEH-subject3HumanEndometriumAEH8.07e-155.19e-01-0.2576
23286WWC1AEH-subject4HumanEndometriumAEH1.86e-064.01e-01-0.2657
23286WWC1AEH-subject5HumanEndometriumAEH8.81e-399.30e-01-0.2953
23286WWC1EEC-subject1HumanEndometriumEEC1.80e-318.98e-01-0.2682
23286WWC1EEC-subject2HumanEndometriumEEC7.09e-155.51e-01-0.2607
23286WWC1EEC-subject3HumanEndometriumEEC1.29e-084.49e-01-0.2525
23286WWC1EEC-subject4HumanEndometriumEEC1.68e-175.90e-01-0.2571
23286WWC1EEC-subject5HumanEndometriumEEC1.68e-185.35e-01-0.249
23286WWC1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC1.04e-025.62e-02-0.1875
23286WWC1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC8.33e-071.67e-01-0.1917
23286WWC1S43HumanLiverCirrhotic3.18e-10-1.37e-01-0.0187
23286WWC1HCC1_MengHumanLiverHCC8.07e-37-2.06e-010.0246
23286WWC1HCC2_MengHumanLiverHCC1.84e-18-1.16e-010.0107
23286WWC1cirrhotic2HumanLiverCirrhotic1.70e-02-8.23e-020.0201
23286WWC1cirrhotic3HumanLiverCirrhotic2.86e-02-1.03e-010.0215
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:00300108CervixCCestablishment of cell polarity42/2311143/187234.30e-082.62e-0642
GO:00323868CervixCCregulation of intracellular transport71/2311337/187233.70e-069.74e-0571
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00486386CervixCCregulation of developmental growth61/2311330/187237.69e-046.85e-0361
GO:00353294CervixCChippo signaling12/231140/187232.44e-031.71e-0212
GO:00353301CervixCCregulation of hippo signaling7/231121/187231.04e-024.97e-027
GO:000716310EndometriumAEHestablishment or maintenance of cell polarity54/2100218/187231.30e-088.47e-0754
GO:00300109EndometriumAEHestablishment of cell polarity36/2100143/187232.19e-066.49e-0536
GO:00323869EndometriumAEHregulation of intracellular transport66/2100337/187234.18e-061.10e-0466
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:00459264EndometriumAEHnegative regulation of growth47/2100249/187232.36e-042.84e-0347
GO:00486387EndometriumAEHregulation of developmental growth58/2100330/187233.45e-043.80e-0358
GO:0035265EndometriumAEHorgan growth33/2100178/187232.53e-031.87e-0233
GO:000716315EndometriumEECestablishment or maintenance of cell polarity56/2168218/187235.41e-093.57e-0756
GO:004341011EndometriumEECpositive regulation of MAPK cascade89/2168480/187234.21e-061.08e-0489
GO:003001014EndometriumEECestablishment of cell polarity36/2168143/187234.57e-061.15e-0436
GO:003238613EndometriumEECregulation of intracellular transport67/2168337/187236.13e-061.48e-0467
GO:004592611EndometriumEECnegative regulation of growth48/2168249/187232.58e-042.98e-0348
GO:004863812EndometriumEECregulation of developmental growth58/2168330/187237.65e-047.16e-0358
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa043909EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0439014EndometriumAEHHippo signaling pathway38/1197157/84654.79e-043.38e-032.47e-0338
hsa0439023EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa0439033EndometriumEECHippo signaling pathway39/1237157/84654.54e-043.47e-032.59e-0339
hsa043907LungIACHippo signaling pathway35/1053157/84653.60e-043.45e-032.29e-0335
hsa0439012LungIACHippo signaling pathway35/1053157/84653.60e-043.45e-032.29e-0335
hsa0439022LungAISHippo signaling pathway34/961157/84651.36e-041.63e-031.05e-0334
hsa0439032LungAISHippo signaling pathway34/961157/84651.36e-041.63e-031.05e-0334
hsa0439041LungMIACHippo signaling pathway21/507157/84654.20e-047.19e-035.20e-0321
hsa0439051LungMIACHippo signaling pathway21/507157/84654.20e-047.19e-035.20e-0321
hsa0439010ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439015ProstateBPHHippo signaling pathway52/1718157/84659.93e-056.00e-043.71e-0452
hsa0439024ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa0439034ProstateTumorHippo signaling pathway54/1791157/84657.52e-055.30e-043.28e-0454
hsa043906StomachCAG with IMHippo signaling pathway21/640157/84657.26e-034.05e-022.84e-0221
hsa0439011StomachCAG with IMHippo signaling pathway21/640157/84657.26e-034.05e-022.84e-0221
hsa0439021StomachCSGHippo signaling pathway21/633157/84656.42e-033.62e-022.61e-0221
hsa0439031StomachCSGHippo signaling pathway21/633157/84656.42e-033.62e-022.61e-0221
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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
WWC1SNVMissense_Mutationc.1975N>Ap.Ala659Thrp.A659TQ8IX03protein_codingtolerated(1)benign(0)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
WWC1SNVMissense_Mutationc.1011N>Cp.Glu337Aspp.E337DQ8IX03protein_codingtolerated(0.47)benign(0.059)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WWC1SNVMissense_Mutationc.796N>Gp.Leu266Valp.L266VQ8IX03protein_codingtolerated(0.19)benign(0.011)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
WWC1SNVMissense_Mutationc.2481N>Cp.Lys827Asnp.K827NQ8IX03protein_codingtolerated(0.3)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WWC1SNVMissense_Mutationc.2005G>Ap.Asp669Asnp.D669NQ8IX03protein_codingtolerated(0.06)possibly_damaging(0.614)TCGA-AC-A2FG-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
WWC1SNVMissense_Mutationc.806N>Tp.Ser269Leup.S269LQ8IX03protein_codingtolerated(0.06)benign(0.271)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WWC1SNVMissense_Mutationnovelc.3130G>Ap.Glu1044Lysp.E1044KQ8IX03protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AR-A5QP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WWC1SNVMissense_Mutationrs760218601c.1753N>Ap.Ala585Thrp.A585TQ8IX03protein_codingtolerated(0.61)benign(0)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
WWC1SNVMissense_Mutationc.1574N>Tp.Ser525Phep.S525FQ8IX03protein_codingdeleterious(0.01)possibly_damaging(0.679)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
WWC1SNVMissense_Mutationc.148T>Ap.Cys50Serp.C50SQ8IX03protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E9-A1R7-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfarestonSD
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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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