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: CLVS1

Gene summary for CLVS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLVS1

Gene ID

157807

Gene nameclavesin 1
Gene AliasC6orf212L
Cytomap8q12.2-q12.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q8IUQ0


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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
157807CLVS1HTA11_3410_2000001011HumanColorectumAD8.07e-529.87e-010.0155
157807CLVS1HTA11_2487_2000001011HumanColorectumSER3.30e-158.46e-01-0.1808
157807CLVS1HTA11_2951_2000001011HumanColorectumAD6.94e-066.25e-010.0216
157807CLVS1HTA11_1938_2000001011HumanColorectumAD3.49e-291.33e+00-0.0811
157807CLVS1HTA11_78_2000001011HumanColorectumAD1.46e-581.80e+00-0.1088
157807CLVS1HTA11_347_2000001011HumanColorectumAD2.54e-411.18e+00-0.1954
157807CLVS1HTA11_3361_2000001011HumanColorectumAD4.10e-076.28e-01-0.1207
157807CLVS1HTA11_83_2000001011HumanColorectumSER1.72e-106.68e-01-0.1526
157807CLVS1HTA11_696_2000001011HumanColorectumAD5.25e-236.08e-01-0.1464
157807CLVS1HTA11_866_2000001011HumanColorectumAD1.28e-103.98e-01-0.1001
157807CLVS1HTA11_1391_2000001011HumanColorectumAD7.52e-281.08e+00-0.059
157807CLVS1HTA11_2992_2000001011HumanColorectumSER2.16e-108.68e-01-0.1706
157807CLVS1HTA11_5212_2000001011HumanColorectumAD5.01e-117.80e-01-0.2061
157807CLVS1HTA11_5216_2000001011HumanColorectumSER5.23e-045.35e-01-0.1462
157807CLVS1HTA11_546_2000001011HumanColorectumAD3.29e-085.28e-01-0.0842
157807CLVS1HTA11_7862_2000001011HumanColorectumAD1.33e-231.19e+00-0.0179
157807CLVS1HTA11_866_3004761011HumanColorectumAD9.09e-621.46e+000.096
157807CLVS1HTA11_4255_2000001011HumanColorectumSER5.11e-171.44e+000.0446
157807CLVS1HTA11_8622_2000001021HumanColorectumSER9.23e-271.34e+000.0528
157807CLVS1HTA11_7663_2000001011HumanColorectumSER1.39e-171.00e+000.0131
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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
∗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:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00070331ColorectumMSSvacuole organization48/3467180/187234.32e-033.07e-0248
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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
CLVS1SNVMissense_Mutationc.1045C>Gp.Pro349Alap.P349AQ8IUQ0protein_codingdeleterious_low_confidence(0)probably_damaging(0.94)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CLVS1SNVMissense_Mutationc.154G>Ap.Asp52Asnp.D52NQ8IUQ0protein_codingtolerated(0.18)benign(0.115)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
CLVS1SNVMissense_Mutationnovelc.523N>Tp.Leu175Phep.L175FQ8IUQ0protein_codingtolerated(0.07)benign(0.356)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLVS1SNVMissense_Mutationrs775886309c.934T>Ap.Ser312Thrp.S312TQ8IUQ0protein_codingtolerated_low_confidence(0.49)benign(0.012)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CLVS1SNVMissense_Mutationc.221N>Tp.Ala74Valp.A74VQ8IUQ0protein_codingtolerated(0.11)possibly_damaging(0.794)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CLVS1SNVMissense_Mutationrs368485692c.208N>Tp.Arg70Cysp.R70CQ8IUQ0protein_codingtolerated(0.11)benign(0.17)TCGA-A6-5666-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLVS1SNVMissense_Mutationc.10N>Tp.Val4Phep.V4FQ8IUQ0protein_codingdeleterious_low_confidence(0.02)benign(0.006)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLVS1SNVMissense_Mutationc.737N>Cp.Lys246Thrp.K246TQ8IUQ0protein_codingtolerated(0.08)possibly_damaging(0.698)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLVS1SNVMissense_Mutationrs781486942c.301C>Tp.Arg101Cysp.R101CQ8IUQ0protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLVS1SNVMissense_Mutationrs778256447c.781N>Ap.Leu261Ilep.L261IQ8IUQ0protein_codingtolerated(0.39)benign(0.166)TCGA-AA-A01Z-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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