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: WBP2

Gene summary for WBP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WBP2

Gene ID

23558

Gene nameWW domain binding protein 2
Gene AliasDFNB107
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q969T9


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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
23558WBP2HTA11_2487_2000001011HumanColorectumSER2.04e-115.44e-01-0.1808
23558WBP2HTA11_347_2000001011HumanColorectumAD3.27e-093.33e-01-0.1954
23558WBP2HTA11_411_2000001011HumanColorectumSER5.39e-091.02e+00-0.2602
23558WBP2HTA11_2112_2000001011HumanColorectumSER3.54e-055.14e-01-0.2196
23558WBP2HTA11_696_2000001011HumanColorectumAD1.71e-093.14e-01-0.1464
23558WBP2HTA11_866_2000001011HumanColorectumAD1.76e-031.96e-01-0.1001
23558WBP2HTA11_1391_2000001011HumanColorectumAD9.49e-104.43e-01-0.059
23558WBP2HTA11_866_3004761011HumanColorectumAD4.44e-041.84e-010.096
23558WBP2HTA11_10711_2000001011HumanColorectumAD2.68e-042.31e-010.0338
23558WBP2HTA11_7696_3000711011HumanColorectumAD1.26e-061.80e-010.0674
23558WBP2HTA11_99999970781_79442HumanColorectumMSS1.33e-032.00e-010.294
23558WBP2HTA11_99999965104_69814HumanColorectumMSS2.21e-042.07e-010.281
23558WBP2HTA11_99999971662_82457HumanColorectumMSS5.91e-174.00e-010.3859
23558WBP2HTA11_99999974143_84620HumanColorectumMSS9.71e-092.90e-010.3005
23558WBP2LZE4THumanEsophagusESCC2.54e-203.94e-010.0811
23558WBP2LZE7THumanEsophagusESCC2.35e-104.88e-010.0667
23558WBP2LZE8THumanEsophagusESCC6.31e-091.88e-010.067
23558WBP2LZE20THumanEsophagusESCC1.00e-064.03e-010.0662
23558WBP2LZE22D1HumanEsophagusHGIN7.46e-031.11e-010.0595
23558WBP2LZE22THumanEsophagusESCC3.52e-064.97e-010.068
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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
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
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:1901654111EsophagusESCCresponse to ketone118/8552194/187231.45e-051.31e-04118
GO:00439662EsophagusESCChistone H3 acetylation43/855261/187237.57e-055.67e-0443
GO:00331438EsophagusESCCregulation of intracellular steroid hormone receptor signaling pathway50/855274/187231.16e-048.04e-0450
GO:20007564EsophagusESCCregulation of peptidyl-lysine acetylation43/855263/187232.43e-041.50e-0343
GO:19019835EsophagusESCCregulation of protein acetylation49/855277/187231.12e-035.60e-0349
GO:00350653EsophagusESCCregulation of histone acetylation36/855254/187231.49e-037.06e-0336
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:003052014EsophagusESCCintracellular estrogen receptor signaling pathway35/855254/187233.55e-031.45e-0235
GO:003257016EsophagusESCCresponse to progesterone25/855237/187235.94e-032.19e-0225
GO:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:0045815EsophagusESCCpositive regulation of gene expression, epigenetic13/855217/187231.00e-023.42e-0213
GO:00331463EsophagusESCCregulation of intracellular estrogen receptor signaling pathway23/855235/187231.34e-024.38e-0223
GO:004854512LiverCirrhoticresponse to steroid hormone146/4634339/187237.87e-146.76e-12146
GO:007138312LiverCirrhoticcellular response to steroid hormone stimulus90/4634204/187231.04e-094.70e-0890
GO:190165412LiverCirrhoticresponse to ketone86/4634194/187231.82e-097.73e-0886
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
GO:00064731LiverCirrhoticprotein acetylation84/4634201/187237.50e-082.25e-0684
GO:00183941LiverCirrhoticpeptidyl-lysine acetylation73/4634169/187231.08e-073.07e-0673
GO:00435431LiverCirrhoticprotein acylation95/4634243/187234.73e-071.07e-0595
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
WBP2SNVMissense_Mutationc.332N>Gp.Lys111Argp.K111RQ969T9protein_codingdeleterious(0.02)probably_damaging(0.933)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
WBP2SNVMissense_Mutationrs563500410c.299C>Tp.Ala100Valp.A100VQ969T9protein_codingdeleterious(0.01)benign(0.37)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
WBP2SNVMissense_Mutationnovelc.514N>Cp.Tyr172Hisp.Y172HQ969T9protein_codingtolerated(0.14)possibly_damaging(0.597)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WBP2SNVMissense_Mutationrs367581512c.682N>Ap.Ala228Thrp.A228TQ969T9protein_codingtolerated(0.1)probably_damaging(0.995)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WBP2SNVMissense_Mutationc.500N>Ap.Pro167Hisp.P167HQ969T9protein_codingdeleterious(0)probably_damaging(0.954)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WBP2SNVMissense_Mutationrs771265316c.256N>Ap.Val86Ilep.V86IQ969T9protein_codingtolerated(0.05)probably_damaging(0.979)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WBP2SNVMissense_Mutationrs760988068c.293N>Tp.Ala98Valp.A98VQ969T9protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WBP2SNVMissense_Mutationrs563500410c.299N>Tp.Ala100Valp.A100VQ969T9protein_codingdeleterious(0.01)benign(0.37)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
WBP2SNVMissense_Mutationnovelc.389N>Tp.Ala130Valp.A130VQ969T9protein_codingdeleterious(0)possibly_damaging(0.61)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
WBP2SNVMissense_Mutationnovelc.175N>Gp.Phe59Valp.F59VQ969T9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-DI-A1NO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownPD
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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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