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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:1903829111EsophagusESCCpositive regulation of cellular protein localization199/8552276/187232.99e-193.45e-17199
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:190547519EsophagusESCCregulation of protein localization to membrane117/8552175/187231.14e-082.26e-07117
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:004300114EsophagusESCCGolgi to plasma membrane protein transport34/855240/187233.00e-074.27e-0634
GO:190437519EsophagusESCCregulation of protein localization to cell periphery85/8552125/187233.63e-075.06e-0685
GO:1903076110EsophagusESCCregulation of protein localization to plasma membrane72/8552104/187239.74e-071.23e-0572
GO:190547719EsophagusESCCpositive regulation of protein localization to membrane73/8552106/187231.13e-061.40e-0573
GO:006195114EsophagusESCCestablishment of protein localization to plasma membrane44/855260/187231.25e-051.15e-0444
GO:190437719EsophagusESCCpositive regulation of protein localization to cell periphery47/855269/187231.37e-049.27e-0447
GO:190307817EsophagusESCCpositive regulation of protein localization to plasma membrane43/855262/187231.38e-049.35e-0443
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00068925LiverNAFLDpost-Golgi vesicle-mediated transport31/1882104/187231.70e-082.03e-0631
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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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