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: WAPL

Gene summary for WAPL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WAPL

Gene ID

23063

Gene nameWAPL cohesin release factor
Gene AliasFOE
Cytomap10q23.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A8K273


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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
23063WAPLHTA11_3410_2000001011HumanColorectumAD4.20e-06-3.64e-010.0155
23063WAPLHTA11_7696_3000711011HumanColorectumAD1.34e-02-3.47e-010.0674
23063WAPLF007HumanColorectumFAP4.72e-05-3.11e-010.1176
23063WAPLA002-C-010HumanColorectumFAP9.44e-04-2.38e-010.242
23063WAPLA001-C-207HumanColorectumFAP3.31e-02-2.28e-010.1278
23063WAPLA015-C-203HumanColorectumFAP1.57e-18-2.51e-01-0.1294
23063WAPLA015-C-204HumanColorectumFAP1.15e-06-2.36e-01-0.0228
23063WAPLA014-C-040HumanColorectumFAP3.02e-02-2.48e-01-0.1184
23063WAPLA002-C-201HumanColorectumFAP2.69e-12-2.72e-010.0324
23063WAPLA002-C-203HumanColorectumFAP1.28e-04-2.03e-010.2786
23063WAPLA001-C-119HumanColorectumFAP6.53e-06-3.70e-01-0.1557
23063WAPLA001-C-108HumanColorectumFAP2.50e-10-2.30e-01-0.0272
23063WAPLA002-C-205HumanColorectumFAP3.53e-22-3.78e-01-0.1236
23063WAPLA015-C-005HumanColorectumFAP3.50e-05-2.13e-01-0.0336
23063WAPLA015-C-006HumanColorectumFAP2.55e-15-3.05e-01-0.0994
23063WAPLA015-C-106HumanColorectumFAP3.20e-08-2.19e-01-0.0511
23063WAPLA002-C-114HumanColorectumFAP1.81e-16-2.38e-01-0.1561
23063WAPLA015-C-104HumanColorectumFAP2.18e-19-2.68e-01-0.1899
23063WAPLA001-C-014HumanColorectumFAP1.22e-09-1.95e-010.0135
23063WAPLA002-C-016HumanColorectumFAP2.91e-15-3.33e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0007063ColorectumADregulation of sister chromatid cohesion12/391821/187233.02e-043.62e-0312
GO:0051100ColorectumADnegative regulation of binding50/3918162/187231.84e-031.51e-0250
GO:0007062ColorectumADsister chromatid cohesion23/391862/187232.51e-031.92e-0223
GO:00106393ColorectumFAPnegative regulation of organelle organization80/2622348/187233.62e-061.27e-0480
GO:00510984ColorectumFAPregulation of binding81/2622363/187231.04e-052.97e-0481
GO:00330442ColorectumFAPregulation of chromosome organization46/2622187/187237.41e-051.36e-0346
GO:00070632ColorectumFAPregulation of sister chromatid cohesion10/262221/187232.29e-043.22e-0310
GO:00070622ColorectumFAPsister chromatid cohesion18/262262/187231.60e-031.42e-0218
GO:00096363ColorectumFAPresponse to toxic substance53/2622262/187233.35e-032.46e-0253
GO:00510985ColorectumCRCregulation of binding72/2078363/187236.43e-074.50e-0572
GO:00106394ColorectumCRCnegative regulation of organelle organization63/2078348/187236.09e-051.35e-0363
GO:00070633ColorectumCRCregulation of sister chromatid cohesion9/207821/187232.12e-043.56e-039
GO:00330443ColorectumCRCregulation of chromosome organization37/2078187/187233.34e-045.10e-0337
GO:00070623ColorectumCRCsister chromatid cohesion16/207862/187239.40e-041.15e-0216
GO:00511003ColorectumCRCnegative regulation of binding30/2078162/187233.36e-032.87e-0230
GO:0006275ColorectumCRCregulation of DNA replication21/2078107/187236.56e-034.70e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411041Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411051Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411061Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
hsa0411071Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
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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
WAPLSNVMissense_Mutationnovelc.926N>Tp.Ser309Leup.S309LQ7Z5K2protein_codingdeleterious_low_confidence(0.05)benign(0.04)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
WAPLSNVMissense_Mutationc.2748G>Cp.Gln916Hisp.Q916HQ7Z5K2protein_codingtolerated(0.13)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
WAPLSNVMissense_Mutationrs113314659c.3133C>Tp.Arg1045Trpp.R1045WQ7Z5K2protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WAPLSNVMissense_Mutationnovelc.1207N>Cp.Asp403Hisp.D403HQ7Z5K2protein_codingdeleterious_low_confidence(0)probably_damaging(0.927)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
WAPLSNVMissense_Mutationc.2869C>Gp.Leu957Valp.L957VQ7Z5K2protein_codingtolerated(0.14)possibly_damaging(0.755)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WAPLSNVMissense_Mutationnovelc.743N>Tp.Ser248Leup.S248LQ7Z5K2protein_codingtolerated_low_confidence(0.32)benign(0.018)TCGA-VS-A9V3-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
WAPLinsertionIn_Frame_Insnovelc.812_813insGATTGGAGGp.Arg271_Leu272insIleGlyGlyp.R271_L272insIGGQ7Z5K2protein_codingTCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WAPLSNVMissense_Mutationc.673N>Cp.Ile225Leup.I225LQ7Z5K2protein_codingtolerated_low_confidence(0.68)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WAPLSNVMissense_Mutationc.3370N>Cp.Tyr1124Hisp.Y1124HQ7Z5K2protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
WAPLSNVMissense_Mutationc.3297N>Tp.Glu1099Aspp.E1099DQ7Z5K2protein_codingtolerated(0.32)benign(0)TCGA-AA-3821-01Colorectumcolon 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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