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: YAP1

Gene summary for YAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YAP1

Gene ID

10413

Gene nameYes1 associated transcriptional regulator
Gene AliasCOB1
Cytomap11q22.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P46937


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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
10413YAP1CA_HPV_1HumanCervixCC4.13e-06-1.97e-010.0264
10413YAP1CCI_1HumanCervixCC2.87e-035.68e-010.528
10413YAP1CCI_2HumanCervixCC5.61e-101.35e+000.5249
10413YAP1CCI_3HumanCervixCC4.19e-119.46e-010.516
10413YAP1TumorHumanCervixCC7.30e-032.04e-010.1241
10413YAP1sample3HumanCervixCC2.40e-193.86e-010.1387
10413YAP1T3HumanCervixCC3.17e-093.18e-010.1389
10413YAP1HTA11_99999965104_69814HumanColorectumMSS6.89e-056.31e-010.281
10413YAP1HTA11_99999973899_84307HumanColorectumMSS6.72e-03-5.22e-010.2585
10413YAP1F007HumanColorectumFAP2.23e-052.27e-010.1176
10413YAP1A001-C-207HumanColorectumFAP1.07e-061.61e-010.1278
10413YAP1A015-C-203HumanColorectumFAP7.02e-32-3.39e-01-0.1294
10413YAP1A015-C-204HumanColorectumFAP3.01e-12-3.46e-01-0.0228
10413YAP1A014-C-040HumanColorectumFAP6.00e-07-2.89e-01-0.1184
10413YAP1A002-C-201HumanColorectumFAP1.29e-18-2.18e-010.0324
10413YAP1A002-C-203HumanColorectumFAP3.58e-033.58e-020.2786
10413YAP1A001-C-119HumanColorectumFAP2.43e-10-3.92e-01-0.1557
10413YAP1A001-C-108HumanColorectumFAP1.90e-17-1.53e-01-0.0272
10413YAP1A002-C-205HumanColorectumFAP2.76e-33-3.47e-01-0.1236
10413YAP1A001-C-104HumanColorectumFAP2.91e-02-1.90e-020.0184
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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
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:00454444BreastPrecancerfat cell differentiation26/1080229/187237.60e-049.04e-0326
GO:00336749BreastPrecancerpositive regulation of kinase activity42/1080467/187232.94e-032.54e-0242
GO:00713647BreastPrecancercellular response to epidermal growth factor stimulus8/108045/187233.82e-033.06e-028
GO:00456003BreastPrecancerpositive regulation of fat cell differentiation10/108066/187234.34e-033.39e-0210
GO:00708497BreastPrecancerresponse to epidermal growth factor8/108049/187236.53e-034.51e-028
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:007136413BreastIDCcellular response to epidermal growth factor stimulus11/143445/187234.57e-046.13e-0311
GO:007084913BreastIDCresponse to epidermal growth factor11/143449/187239.88e-041.11e-0211
GO:004544412BreastIDCfat cell differentiation30/1434229/187232.72e-032.41e-0230
GO:004560011BreastIDCpositive regulation of fat cell differentiation12/143466/187233.99e-033.23e-0212
GO:00328687BreastIDCresponse to insulin32/1434264/187236.61e-034.62e-0232
GO:00328697BreastIDCcellular response to insulin stimulus26/1434203/187236.74e-034.68e-0226
GO:004343414BreastDCISresponse to peptide hormone52/1390414/187231.33e-042.28e-0352
GO:007136422BreastDCIScellular response to epidermal growth factor stimulus10/139045/187231.43e-031.46e-0210
GO:004544421BreastDCISfat cell differentiation30/1390229/187231.70e-031.68e-0230
GO:007084922BreastDCISresponse to epidermal growth factor10/139049/187232.80e-032.43e-0210
GO:004560021BreastDCISpositive regulation of fat cell differentiation12/139066/187233.10e-032.63e-0212
GO:003286813BreastDCISresponse to insulin32/1390264/187234.20e-033.31e-0232
GO:003286913BreastDCIScellular response to insulin stimulus26/1390203/187234.53e-033.47e-0226
GO:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
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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
hsa043904ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa043905ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
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
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
YAP1SNVMissense_Mutationc.1426N>Tp.Pro476Serp.P476SP46937protein_codingdeleterious(0.04)probably_damaging(0.973)TCGA-BH-A0C1-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
YAP1SNVMissense_Mutationnovelc.640N>Ap.Ala214Thrp.A214TP46937protein_codingtolerated(0.14)benign(0.018)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YAP1SNVMissense_Mutationnovelc.827N>Ap.Ser276Asnp.S276NP46937protein_codingtolerated(0.11)benign(0.036)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YAP1SNVMissense_Mutationc.317G>Ap.Arg106Glnp.R106QP46937protein_codingdeleterious(0)benign(0.147)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YAP1SNVMissense_Mutationc.37N>Ap.Pro13Thrp.P13TP46937protein_codingdeleterious_low_confidence(0.04)benign(0.005)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
YAP1SNVMissense_Mutationrs754280015c.955N>Tp.Arg319Trpp.R319WP46937protein_codingdeleterious(0)probably_damaging(0.947)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
YAP1SNVMissense_Mutationnovelc.349G>Cp.Ala117Prop.A117PP46937protein_codingtolerated(0.1)possibly_damaging(0.713)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
YAP1SNVMissense_Mutationc.363N>Tp.Gln121Hisp.Q121HP46937protein_codingtolerated(0.64)benign(0.026)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
YAP1SNVMissense_Mutationnovelc.413C>Tp.Ser138Phep.S138FP46937protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
YAP1insertionIn_Frame_Insnovelc.1446_1447insGTTGATp.Leu482_Ser483insValAspp.L482_S483insVDP46937protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<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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