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: CNST

Gene summary for CNST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNST

Gene ID

163882

Gene nameconsortin, connexin sorting protein
Gene AliasC1orf71
Cytomap1q44
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6PJW8


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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
163882CNSTLZE2THumanEsophagusESCC2.45e-044.56e-010.082
163882CNSTLZE4THumanEsophagusESCC4.03e-155.11e-010.0811
163882CNSTLZE7THumanEsophagusESCC4.42e-074.33e-010.0667
163882CNSTLZE8THumanEsophagusESCC9.71e-042.28e-010.067
163882CNSTLZE20THumanEsophagusESCC6.83e-071.39e-010.0662
163882CNSTLZE24THumanEsophagusESCC9.33e-278.39e-010.0596
163882CNSTLZE21THumanEsophagusESCC1.53e-033.07e-010.0655
163882CNSTP1T-EHumanEsophagusESCC2.06e-034.36e-010.0875
163882CNSTP2T-EHumanEsophagusESCC5.45e-233.10e-010.1177
163882CNSTP4T-EHumanEsophagusESCC5.91e-092.63e-010.1323
163882CNSTP5T-EHumanEsophagusESCC8.80e-184.49e-010.1327
163882CNSTP8T-EHumanEsophagusESCC1.95e-254.55e-010.0889
163882CNSTP9T-EHumanEsophagusESCC3.99e-154.10e-010.1131
163882CNSTP10T-EHumanEsophagusESCC3.43e-132.79e-010.116
163882CNSTP11T-EHumanEsophagusESCC1.98e-136.26e-010.1426
163882CNSTP12T-EHumanEsophagusESCC6.71e-326.70e-010.1122
163882CNSTP15T-EHumanEsophagusESCC3.13e-255.95e-010.1149
163882CNSTP16T-EHumanEsophagusESCC1.28e-223.84e-010.1153
163882CNSTP19T-EHumanEsophagusESCC1.49e-025.39e-010.1662
163882CNSTP20T-EHumanEsophagusESCC3.33e-174.45e-010.1124
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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
∗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:190307621LiverHCCregulation of protein localization to plasma membrane69/7958104/187237.58e-071.17e-0569
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:004300121LiverHCCGolgi to plasma membrane protein transport32/795840/187231.40e-062.01e-0532
GO:190547711LiverHCCpositive regulation of protein localization to membrane68/7958106/187235.50e-066.82e-0568
GO:006195111LiverHCCestablishment of protein localization to plasma membrane41/795860/187234.65e-054.49e-0441
GO:190437712LiverHCCpositive regulation of protein localization to cell periphery45/795869/187231.16e-049.80e-0445
GO:190307812LiverHCCpositive regulation of protein localization to plasma membrane40/795862/187233.84e-042.62e-0340
GO:00429961LiverHCCregulation of Golgi to plasma membrane protein transport9/795810/187232.79e-031.31e-029
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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
CNSTSNVMissense_Mutationc.1699G>Cp.Asp567Hisp.D567HQ6PJW8protein_codingdeleterious(0.03)possibly_damaging(0.874)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNSTSNVMissense_Mutationnovelc.255N>Cp.Glu85Aspp.E85DQ6PJW8protein_codingtolerated(0.2)benign(0.024)TCGA-AC-A6IW-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNSTSNVMissense_Mutationc.1915N>Tp.His639Tyrp.H639YQ6PJW8protein_codingdeleterious(0)benign(0.058)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
CNSTSNVMissense_Mutationc.909N>Cp.Lys303Asnp.K303NQ6PJW8protein_codingdeleterious(0.03)benign(0.015)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
CNSTSNVMissense_Mutationc.1023G>Cp.Gln341Hisp.Q341HQ6PJW8protein_codingtolerated(0.06)benign(0.01)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNSTinsertionNonsense_Mutationnovelc.1534_1535insCCTTTCGGTAACTp.Gly512AlafsTer4p.G512Afs*4Q6PJW8protein_codingTCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
CNSTinsertionNonsense_Mutationnovelc.1342_1343insACTACTTTTCTTACATTTAAAATGATGAATGTGTTAp.Ser448delinsTyrTyrPheSerTyrIleTerAsnAspGluCysValThrp.S448delinsYYFSYI*NDECVTQ6PJW8protein_codingTCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CNSTSNVMissense_Mutationnovelc.1163N>Gp.Asp388Glyp.D388GQ6PJW8protein_codingtolerated(0.7)benign(0.003)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CNSTSNVMissense_Mutationnovelc.394G>Cp.Asp132Hisp.D132HQ6PJW8protein_codingdeleterious(0.03)possibly_damaging(0.789)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CNSTSNVMissense_Mutationrs145890214c.1409N>Tp.Ala470Valp.A470VQ6PJW8protein_codingtolerated(0.21)benign(0.024)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=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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