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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: WWC2

Gene summary for WWC2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WWC2

Gene ID

80014

Gene nameWW and C2 domain containing 2
Gene AliasBOMB
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q6AWC2


Top

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
80014WWC2AEH-subject1HumanEndometriumAEH1.37e-063.78e-01-0.3059
80014WWC2AEH-subject3HumanEndometriumAEH1.98e-062.68e-01-0.2576
80014WWC2AEH-subject4HumanEndometriumAEH1.31e-083.85e-01-0.2657
80014WWC2AEH-subject5HumanEndometriumAEH2.77e-297.64e-01-0.2953
80014WWC2EEC-subject1HumanEndometriumEEC1.14e-195.62e-01-0.2682
80014WWC2EEC-subject2HumanEndometriumEEC4.62e-042.32e-01-0.2607
80014WWC2EEC-subject3HumanEndometriumEEC7.80e-031.80e-01-0.2525
80014WWC2GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.14e-03-4.98e-02-0.1869
80014WWC2GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC9.24e-07-6.91e-03-0.1875
80014WWC2GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.15e-04-3.96e-02-0.1883
80014WWC2GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.08e-06-3.41e-02-0.1917
80014WWC2GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC3.09e-08-8.16e-03-0.1916
80014WWC2LZE24THumanEsophagusESCC1.98e-022.57e-020.0596
80014WWC2P2T-EHumanEsophagusESCC3.33e-192.79e-010.1177
80014WWC2P8T-EHumanEsophagusESCC2.04e-091.51e-010.0889
80014WWC2P10T-EHumanEsophagusESCC1.04e-101.34e-010.116
80014WWC2P11T-EHumanEsophagusESCC1.41e-083.06e-010.1426
80014WWC2P12T-EHumanEsophagusESCC1.19e-194.66e-010.1122
80014WWC2P15T-EHumanEsophagusESCC2.68e-052.51e-010.1149
80014WWC2P16T-EHumanEsophagusESCC1.70e-101.76e-010.1153
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
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:004592611EndometriumEECnegative regulation of growth48/2168249/187232.58e-042.98e-0348
GO:004863812EndometriumEECregulation of developmental growth58/2168330/187237.65e-047.16e-0358
GO:00352651EndometriumEECorgan growth32/2168178/187237.54e-034.22e-0232
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:0035329LiverNAFLDhippo signaling10/188240/187235.20e-034.05e-0210
GO:00486384LiverNAFLDregulation of developmental growth48/1882330/187235.74e-034.37e-0248
GO:0035331LiverNAFLDnegative regulation of hippo signaling5/188213/187236.58e-034.69e-025
GO:00353311LiverCirrhoticnegative regulation of hippo signaling8/463413/187235.27e-032.70e-028
GO:00459263LiverHCCnegative regulation of growth129/7958249/187231.81e-039.37e-03129
GO:00353312LiverHCCnegative regulation of hippo signaling10/795813/187231.28e-024.61e-0210
GO:00486385LungIACregulation of developmental growth59/2061330/187231.17e-042.22e-0359
GO:00353313LungIACnegative regulation of hippo signaling6/206113/187231.53e-031.62e-026
GO:00353293LungIAChippo signaling11/206140/187233.13e-032.75e-0211
GO:0035330LungIACregulation of hippo signaling7/206121/187235.59e-034.12e-027
GO:004863811LungAISregulation of developmental growth55/1849330/187237.63e-051.95e-0355
GO:00353291LungAIShippo signaling10/184940/187234.59e-034.03e-0210
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
WWC2SNVMissense_Mutationnovelc.1873G>Ap.Glu625Lysp.E625KQ6AWC2protein_codingtolerated(0.18)benign(0)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
WWC2SNVMissense_Mutationc.2852N>Ap.Arg951Lysp.R951KQ6AWC2protein_codingtolerated(1)benign(0.003)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
WWC2SNVMissense_Mutationc.1402N>Ap.Glu468Lysp.E468KQ6AWC2protein_codingdeleterious(0)benign(0.048)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WWC2SNVMissense_Mutationnovelc.2876N>Tp.Pro959Leup.P959LQ6AWC2protein_codingtolerated(0.07)benign(0.003)TCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WWC2insertionNonsense_Mutationrs758531535c.2674_2675insGTAGAACAGAAATATAp.Asp892GlyfsTer6p.D892Gfs*6Q6AWC2protein_codingTCGA-A1-A0SM-01Breastbreast invasive carcinomaMale>=65I/IIUnknownUnknownSD
WWC2deletionFrame_Shift_Delnovelc.1960delNp.Thr655ProfsTer24p.T655Pfs*24Q6AWC2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WWC2SNVMissense_Mutationnovelc.2754G>Tp.Glu918Aspp.E918DQ6AWC2protein_codingtolerated(0.47)benign(0.101)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WWC2SNVMissense_Mutationnovelc.765N>Cp.Leu255Phep.L255FQ6AWC2protein_codingtolerated(0.43)possibly_damaging(0.499)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
WWC2SNVMissense_Mutationnovelc.1756G>Ap.Glu586Lysp.E586KQ6AWC2protein_codingdeleterious(0.04)benign(0.086)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
WWC2SNVMissense_Mutationnovelc.2512N>Cp.Glu838Glnp.E838QQ6AWC2protein_codingtolerated(0.19)benign(0.203)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

Top

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
Page: 1