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: WNT7B

Gene summary for WNT7B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNT7B

Gene ID

7477

Gene nameWnt family member 7B
Gene AliasWNT7B
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P56706


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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
7477WNT7BLZE4THumanEsophagusESCC2.92e-09-4.24e-030.0811
7477WNT7BLZE7THumanEsophagusESCC2.37e-02-3.99e-020.0667
7477WNT7BLZE8THumanEsophagusESCC2.00e-03-2.73e-020.067
7477WNT7BLZE20THumanEsophagusESCC6.77e-04-8.68e-030.0662
7477WNT7BLZE22THumanEsophagusESCC2.98e-035.61e-030.068
7477WNT7BLZE24THumanEsophagusESCC2.97e-073.12e-010.0596
7477WNT7BLZE21THumanEsophagusESCC2.58e-034.23e-010.0655
7477WNT7BP4T-EHumanEsophagusESCC8.43e-141.41e-010.1323
7477WNT7BP5T-EHumanEsophagusESCC9.03e-05-1.10e-010.1327
7477WNT7BP8T-EHumanEsophagusESCC6.52e-122.33e-010.0889
7477WNT7BP9T-EHumanEsophagusESCC1.06e-154.95e-010.1131
7477WNT7BP10T-EHumanEsophagusESCC4.97e-611.20e+000.116
7477WNT7BP11T-EHumanEsophagusESCC3.54e-071.01e+000.1426
7477WNT7BP12T-EHumanEsophagusESCC2.81e-328.21e-010.1122
7477WNT7BP15T-EHumanEsophagusESCC5.00e-279.83e-010.1149
7477WNT7BP17T-EHumanEsophagusESCC7.81e-071.27e-010.1278
7477WNT7BP20T-EHumanEsophagusESCC4.37e-165.56e-010.1124
7477WNT7BP21T-EHumanEsophagusESCC1.93e-193.87e-010.1617
7477WNT7BP22T-EHumanEsophagusESCC8.88e-295.62e-010.1236
7477WNT7BP23T-EHumanEsophagusESCC6.89e-166.40e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:0001890110EsophagusESCCplacenta development98/8552144/187234.46e-088.11e-0798
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:0061458110EsophagusESCCreproductive system development247/8552427/187232.24e-073.42e-06247
GO:004860818EsophagusESCCreproductive structure development245/8552424/187232.82e-074.14e-06245
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:000206420EsophagusESCCepithelial cell development136/8552220/187239.50e-071.21e-05136
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:004814414EsophagusESCCfibroblast proliferation57/855281/187235.83e-066.03e-0557
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:000189219EsophagusESCCembryonic placenta development57/855282/187231.06e-051.01e-0457
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0522518EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0439018EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0522519EsophagusESCCHepatocellular carcinoma109/4205168/84654.27e-051.88e-049.64e-05109
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0439019EsophagusESCCHippo signaling pathway92/4205157/84651.46e-023.31e-021.69e-0292
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa052258LiverHCCHepatocellular carcinoma106/4020168/84652.87e-051.85e-041.03e-04106
hsa051652LiverHCCHuman papillomavirus infection188/4020331/84653.34e-041.49e-038.29e-04188
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
WNT7BFZD4_LRP5WNT7B_FZD4_LRP5WNTCervixADJ
WNT7BFZD6_LRP5WNT7B_FZD6_LRP5WNTCervixADJ
WNT7BFZD10_LRP6WNT7B_FZD10_LRP6WNTEsophagusESCC
WNT7BFZD3_LRP6WNT7B_FZD3_LRP6WNTEsophagusESCC
WNT7BFZD4_LRP6WNT7B_FZD4_LRP6WNTEsophagusESCC
WNT7BFZD5_LRP6WNT7B_FZD5_LRP6WNTEsophagusESCC
WNT7BFZD6_LRP6WNT7B_FZD6_LRP6WNTEsophagusESCC
WNT7BFZD8_LRP6WNT7B_FZD8_LRP6WNTEsophagusESCC
WNT7BFZD4_LRP5WNT7B_FZD4_LRP5WNTHNSCCOSCC
WNT7BFZD6_LRP5WNT7B_FZD6_LRP5WNTHNSCCOSCC
WNT7BFZD6_LRP6WNT7B_FZD6_LRP6WNTHNSCCOSCC
WNT7BFZD6_LRP5WNT7B_FZD6_LRP5WNTHNSCCPrecancer
WNT7BFZD6_LRP6WNT7B_FZD6_LRP6WNTHNSCCPrecancer
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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
WNT7BSNVMissense_Mutationrs765595378c.140N>Ap.Arg47Glnp.R47QP56706protein_codingtolerated(0.2)possibly_damaging(0.69)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WNT7BdeletionFrame_Shift_Delc.265_283delNNNNNNNNNNNNNNNNNNNp.Glu89LysfsTer5p.E89Kfs*5P56706protein_codingTCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
WNT7BdeletionFrame_Shift_Delnovelc.177delCp.Ile60LeufsTer2p.I60Lfs*2P56706protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WNT7BSNVMissense_Mutationrs756644553c.595N>Cp.Glu199Glnp.E199QP56706protein_codingtolerated(0.07)possibly_damaging(0.612)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WNT7BSNVMissense_Mutationc.574N>Gp.Leu192Valp.L192VP56706protein_codingtolerated(0.77)benign(0.057)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
WNT7BSNVMissense_Mutationc.433N>Ap.Glu145Lysp.E145KP56706protein_codingtolerated(0.37)benign(0.086)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
WNT7BSNVMissense_Mutationnovelc.790N>Gp.Met264Valp.M264VP56706protein_codingtolerated(0.29)benign(0.001)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
WNT7BSNVMissense_Mutationc.758N>Ap.Arg253Hisp.R253HP56706protein_codingtolerated(0.06)possibly_damaging(0.631)TCGA-AA-3831-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT7BSNVMissense_Mutationrs746883964c.274N>Ap.Val92Ilep.V92IP56706protein_codingtolerated(0.19)benign(0.228)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WNT7BSNVMissense_Mutationrs773462729c.734N>Ap.Arg245Hisp.R245HP56706protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
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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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