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: WLS

Gene summary for WLS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WLS

Gene ID

79971

Gene nameWnt ligand secretion mediator
Gene AliasC1orf139
Cytomap1p31.3
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

Q5T9L3


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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
79971WLSHTA11_3410_2000001011HumanColorectumAD2.39e-13-5.05e-010.0155
79971WLSHTA11_2487_2000001011HumanColorectumSER1.91e-02-3.87e-01-0.1808
79971WLSHTA11_347_2000001011HumanColorectumAD3.79e-03-1.09e-01-0.1954
79971WLSHTA11_3361_2000001011HumanColorectumAD9.37e-03-4.45e-01-0.1207
79971WLSHTA11_696_2000001011HumanColorectumAD2.83e-05-4.16e-01-0.1464
79971WLSHTA11_866_2000001011HumanColorectumAD1.44e-06-4.46e-01-0.1001
79971WLSHTA11_1391_2000001011HumanColorectumAD1.52e-03-3.77e-01-0.059
79971WLSHTA11_546_2000001011HumanColorectumAD3.69e-02-4.67e-01-0.0842
79971WLSHTA11_866_3004761011HumanColorectumAD6.67e-06-4.02e-010.096
79971WLSHTA11_10711_2000001011HumanColorectumAD1.46e-02-4.00e-010.0338
79971WLSHTA11_7696_3000711011HumanColorectumAD8.10e-09-4.22e-010.0674
79971WLSHTA11_99999970781_79442HumanColorectumMSS7.58e-05-3.78e-010.294
79971WLSHTA11_99999965104_69814HumanColorectumMSS3.73e-02-3.56e-010.281
79971WLSHTA11_99999973899_84307HumanColorectumMSS2.55e-05-5.54e-010.2585
79971WLSHTA11_99999974143_84620HumanColorectumMSS2.64e-04-3.97e-010.3005
79971WLSF007HumanColorectumFAP3.62e-03-2.30e-010.1176
79971WLSA001-C-207HumanColorectumFAP5.84e-06-3.41e-010.1278
79971WLSA015-C-203HumanColorectumFAP3.28e-13-3.93e-01-0.1294
79971WLSA015-C-204HumanColorectumFAP1.41e-04-2.82e-01-0.0228
79971WLSA002-C-201HumanColorectumFAP7.41e-15-4.46e-010.0324
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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
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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0050708ColorectumADregulation of protein secretion83/3918268/187236.59e-051.07e-0383
GO:0009306ColorectumADprotein secretion105/3918359/187231.05e-041.57e-03105
GO:0035592ColorectumADestablishment of protein localization to extracellular region105/3918360/187231.18e-041.73e-03105
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0071692ColorectumADprotein localization to extracellular region106/3918368/187231.86e-042.49e-03106
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0051047ColorectumADpositive regulation of secretion90/3918310/187234.11e-044.66e-0390
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:1903532ColorectumADpositive regulation of secretion by cell82/3918282/187236.85e-047.00e-0382
GO:0030901ColorectumADmidbrain development32/391890/187239.45e-048.95e-0332
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0050714ColorectumADpositive regulation of protein secretion42/3918137/187234.64e-033.16e-0242
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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
WLSSNVMissense_Mutationnovelc.1484A>Cp.Lys495Thrp.K495TQ5T9L3protein_codingdeleterious(0.03)probably_damaging(0.921)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WLSSNVMissense_Mutationc.473N>Cp.Leu158Prop.L158PQ5T9L3protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
WLSSNVMissense_Mutationc.466N>Gp.Arg156Glyp.R156GQ5T9L3protein_codingdeleterious(0)probably_damaging(0.988)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
WLSSNVMissense_Mutationc.440C>Tp.Thr147Ilep.T147IQ5T9L3protein_codingtolerated(0.07)possibly_damaging(0.812)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WLSSNVMissense_Mutationc.376N>Cp.Glu126Glnp.E126QQ5T9L3protein_codingtolerated(0.3)benign(0.071)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
WLSSNVMissense_Mutationc.416N>Ap.Arg139Hisp.R139HQ5T9L3protein_codingdeleterious(0)probably_damaging(0.978)TCGA-E2-A15D-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
WLSSNVMissense_Mutationc.1064N>Ap.Arg355Lysp.R355KQ5T9L3protein_codingdeleterious(0.05)probably_damaging(0.972)TCGA-EK-A2PL-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
WLSSNVMissense_Mutationrs368075278c.154N>Tp.Arg52Cysp.R52CQ5T9L3protein_codingtolerated(0.05)benign(0.34)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WLSSNVMissense_Mutationc.449N>Tp.Ala150Valp.A150VQ5T9L3protein_codingtolerated(0.1)benign(0.225)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WLSSNVMissense_Mutationc.152C>Tp.Ala51Valp.A51VQ5T9L3protein_codingtolerated(0.3)benign(0)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
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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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