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: WWTR1

Gene summary for WWTR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WWTR1

Gene ID

25937

Gene nameWW domain containing transcription regulator 1
Gene AliasTAZ
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9GZV5


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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
25937WWTR1CA_HPV_3HumanCervixCC2.68e-031.21e-010.0414
25937WWTR1CCI_1HumanCervixCC2.45e-027.22e-010.528
25937WWTR1CCI_2HumanCervixCC2.19e-161.85e+000.5249
25937WWTR1CCI_3HumanCervixCC1.52e-139.59e-010.516
25937WWTR1T1HumanCervixCC3.93e-104.51e-010.0918
25937WWTR1HTA11_1938_2000001011HumanColorectumAD3.21e-052.92e-01-0.0811
25937WWTR1HTA11_347_2000001011HumanColorectumAD2.23e-103.10e-01-0.1954
25937WWTR1HTA11_411_2000001011HumanColorectumSER1.27e-025.72e-01-0.2602
25937WWTR1HTA11_1391_2000001011HumanColorectumAD9.49e-083.78e-01-0.059
25937WWTR1HTA11_7862_2000001011HumanColorectumAD2.25e-022.64e-01-0.0179
25937WWTR1HTA11_866_3004761011HumanColorectumAD4.18e-053.62e-010.096
25937WWTR1HTA11_99999970781_79442HumanColorectumMSS5.50e-215.46e-010.294
25937WWTR1HTA11_99999965062_69753HumanColorectumMSI-H9.49e-089.05e-010.3487
25937WWTR1A001-C-119HumanColorectumFAP6.01e-044.34e-01-0.1557
25937WWTR1AEH-subject1HumanEndometriumAEH1.24e-073.40e-01-0.3059
25937WWTR1AEH-subject2HumanEndometriumAEH5.66e-082.41e-01-0.2525
25937WWTR1AEH-subject3HumanEndometriumAEH1.33e-079.98e-02-0.2576
25937WWTR1AEH-subject4HumanEndometriumAEH2.00e-083.56e-01-0.2657
25937WWTR1AEH-subject5HumanEndometriumAEH1.96e-338.33e-01-0.2953
25937WWTR1EEC-subject1HumanEndometriumEEC2.73e-266.79e-01-0.2682
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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
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
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
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:001049818ProstateBPHproteasomal protein catabolic process153/3107490/187234.13e-167.51e-14153
GO:190382918ProstateBPHpositive regulation of cellular protein localization98/3107276/187231.46e-141.84e-1298
GO:004316118ProstateBPHproteasome-mediated ubiquitin-dependent protein catabolic process127/3107412/187233.84e-133.60e-11127
GO:003450410ProstateBPHprotein localization to nucleus98/3107290/187234.78e-134.35e-1198
GO:190018010ProstateBPHregulation of protein localization to nucleus54/3107136/187231.02e-106.02e-0954
GO:00160559ProstateBPHWnt signaling pathway126/3107444/187232.27e-101.23e-08126
GO:01987389ProstateBPHcell-cell signaling by wnt126/3107446/187233.11e-101.67e-08126
GO:004593618ProstateBPHnegative regulation of phosphate metabolic process124/3107441/187235.95e-102.90e-08124
GO:19001829ProstateBPHpositive regulation of protein localization to nucleus39/310787/187236.07e-102.91e-0839
GO:001056318ProstateBPHnegative regulation of phosphorus metabolic process124/3107442/187236.94e-103.25e-08124
GO:00016499ProstateBPHosteoblast differentiation75/3107229/187231.29e-095.57e-0875
GO:004232617ProstateBPHnegative regulation of phosphorylation110/3107385/187232.08e-098.35e-08110
GO:00301119ProstateBPHregulation of Wnt signaling pathway95/3107328/187231.23e-083.99e-0795
GO:000193317ProstateBPHnegative regulation of protein phosphorylation97/3107342/187232.74e-088.11e-0797
GO:00608289ProstateBPHregulation of canonical Wnt signaling pathway75/3107253/187231.47e-073.43e-0675
GO:005134818ProstateBPHnegative regulation of transferase activity78/3107268/187231.94e-074.29e-0678
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:00600709ProstateBPHcanonical Wnt signaling pathway84/3107303/187236.54e-071.27e-0584
GO:00308565ProstateBPHregulation of epithelial cell differentiation49/3107154/187232.28e-063.74e-0549
GO:000646916ProstateBPHnegative regulation of protein kinase activity62/3107212/187232.81e-064.45e-0562
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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
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa043903ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
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
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
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
hsa0439016Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
hsa0439017Oral cavityOSCCHippo signaling pathway86/3704157/84653.30e-038.24e-034.20e-0386
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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
WWTR1SNVMissense_Mutationc.32C>Tp.Pro11Leup.P11LQ9GZV5protein_codingdeleterious(0)benign(0.007)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
WWTR1SNVMissense_Mutationrs756242761c.235N>Tp.Ala79Serp.A79SQ9GZV5protein_codingtolerated(0.47)benign(0.038)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WWTR1deletionFrame_Shift_Delnovelc.666delNp.Asn223MetfsTer3p.N223Mfs*3Q9GZV5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WWTR1SNVMissense_Mutationnovelc.1125N>Tp.Glu375Aspp.E375DQ9GZV5protein_codingdeleterious(0.02)benign(0.124)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WWTR1SNVMissense_Mutationc.872N>Cp.Ile291Thrp.I291TQ9GZV5protein_codingtolerated(0.07)benign(0.003)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WWTR1SNVMissense_Mutationc.14N>Tp.Ser5Leup.S5LQ9GZV5protein_codingdeleterious_low_confidence(0.01)benign(0.028)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WWTR1deletionFrame_Shift_Delc.603delCp.Ser202ValfsTer3p.S202Vfs*3Q9GZV5protein_codingTCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
WWTR1SNVMissense_Mutationnovelc.910N>Ap.Pro304Thrp.P304TQ9GZV5protein_codingtolerated(1)benign(0.006)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
WWTR1SNVMissense_Mutationrs766572084c.671C>Tp.Ala224Valp.A224VQ9GZV5protein_codingtolerated(0.08)benign(0.23)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
WWTR1SNVMissense_Mutationnovelc.364G>Ap.Asp122Asnp.D122NQ9GZV5protein_codingdeleterious(0)benign(0.169)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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