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: WBP11

Gene summary for WBP11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WBP11

Gene ID

51729

Gene nameWW domain binding protein 11
Gene AliasBUG13
Cytomap12p12.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024RAW9


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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
51729WBP11HTA11_78_2000001011HumanColorectumAD7.67e-063.77e-01-0.1088
51729WBP11HTA11_347_2000001011HumanColorectumAD1.78e-083.47e-01-0.1954
51729WBP11HTA11_99999970781_79442HumanColorectumMSS1.02e-084.59e-010.294
51729WBP11HTA11_99999965062_69753HumanColorectumMSI-H1.74e-029.99e-010.3487
51729WBP11HTA11_99999965104_69814HumanColorectumMSS4.12e-105.80e-010.281
51729WBP11HTA11_99999971662_82457HumanColorectumMSS7.32e-083.67e-010.3859
51729WBP11LZE2THumanEsophagusESCC4.67e-045.05e-010.082
51729WBP11LZE4THumanEsophagusESCC1.10e-123.01e-010.0811
51729WBP11LZE5THumanEsophagusESCC4.75e-021.88e-010.0514
51729WBP11LZE7THumanEsophagusESCC1.75e-086.14e-010.0667
51729WBP11LZE8THumanEsophagusESCC5.75e-125.35e-010.067
51729WBP11LZE20THumanEsophagusESCC1.69e-052.80e-010.0662
51729WBP11LZE22D1HumanEsophagusHGIN5.08e-057.18e-020.0595
51729WBP11LZE22THumanEsophagusESCC9.90e-054.14e-010.068
51729WBP11LZE24THumanEsophagusESCC7.15e-246.41e-010.0596
51729WBP11LZE21THumanEsophagusESCC4.11e-083.61e-010.0655
51729WBP11LZE6THumanEsophagusESCC2.33e-052.07e-010.0845
51729WBP11P1T-EHumanEsophagusESCC9.68e-074.37e-010.0875
51729WBP11P2T-EHumanEsophagusESCC7.80e-509.97e-010.1177
51729WBP11P4T-EHumanEsophagusESCC6.13e-369.00e-010.1323
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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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00083803ColorectumMSI-HRNA splicing82/1319434/187231.22e-164.53e-1482
GO:00003753ColorectumMSI-HRNA splicing, via transesterification reactions67/1319324/187237.99e-162.61e-1367
GO:00003773ColorectumMSI-HRNA splicing, via transesterification reactions with bulged adenosine as nucleophile66/1319320/187231.51e-154.41e-1366
GO:00003983ColorectumMSI-HmRNA splicing, via spliceosome66/1319320/187231.51e-154.41e-1366
GO:00422543ColorectumMSI-Hribosome biogenesis54/1319299/187231.27e-102.07e-0854
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
WBP11SNVMissense_Mutationc.358N>Gp.Gln120Glup.Q120EQ9Y2W2protein_codingtolerated(0.14)benign(0.441)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
WBP11SNVMissense_Mutationnovelc.914N>Tp.Gly305Valp.G305VQ9Y2W2protein_codingtolerated_low_confidence(0.08)probably_damaging(0.972)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
WBP11SNVMissense_Mutationnovelc.65N>Tp.Arg22Leup.R22LQ9Y2W2protein_codingdeleterious(0)possibly_damaging(0.569)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WBP11SNVMissense_Mutationc.407T>Cp.Val136Alap.V136AQ9Y2W2protein_codingtolerated(0.13)benign(0.402)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
WBP11SNVMissense_Mutationnovelc.814N>Ap.Asp272Asnp.D272NQ9Y2W2protein_codingtolerated_low_confidence(0.25)probably_damaging(0.956)TCGA-LQ-A4E4-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolePD
WBP11SNVMissense_Mutationnovelc.1139N>Gp.Ser380Cysp.S380CQ9Y2W2protein_codingtolerated_low_confidence(0.09)benign(0.157)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
WBP11SNVMissense_Mutationnovelc.198N>Gp.Asn66Lysp.N66KQ9Y2W2protein_codingdeleterious(0)possibly_damaging(0.802)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
WBP11insertionFrame_Shift_Insnovelc.198_199insGp.Pro67AlafsTer9p.P67Afs*9Q9Y2W2protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
WBP11SNVMissense_Mutationc.256N>Tp.Arg86Cysp.R86CQ9Y2W2protein_codingtolerated(0.07)probably_damaging(0.957)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
WBP11SNVMissense_Mutationrs368323504c.1637N>Tp.Ala546Valp.A546VQ9Y2W2protein_codingtolerated(0.48)benign(0.07)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=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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