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: CNTN4

Gene summary for CNTN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNTN4

Gene ID

152330

Gene namecontactin 4
Gene AliasAXCAM
Cytomap3p26.3-p26.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R2E5


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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
152330CNTN4HTA11_6818_2000001011HumanColorectumAD3.36e-10-9.45e-010.0112
152330CNTN4HTA11_11156_2000001011HumanColorectumAD1.68e-03-1.06e+000.0397
152330CNTN4HTA11_6818_2000001021HumanColorectumAD7.33e-24-1.19e+000.0588
152330CNTN4HTA11_99999970781_79442HumanColorectumMSS2.00e-61-1.14e+000.294
152330CNTN4HTA11_99999965104_69814HumanColorectumMSS2.20e-24-1.03e+000.281
152330CNTN4HTA11_99999971662_82457HumanColorectumMSS6.74e-77-1.27e+000.3859
152330CNTN4HTA11_99999973899_84307HumanColorectumMSS5.35e-23-1.27e+000.2585
152330CNTN4HTA11_99999974143_84620HumanColorectumMSS5.35e-71-1.26e+000.3005
152330CNTN4F007HumanColorectumFAP5.49e-34-1.25e+000.1176
152330CNTN4A002-C-010HumanColorectumFAP8.32e-74-1.22e+000.242
152330CNTN4A001-C-207HumanColorectumFAP7.01e-46-1.26e+000.1278
152330CNTN4A015-C-203HumanColorectumFAP3.11e-45-8.77e-01-0.1294
152330CNTN4A015-C-204HumanColorectumFAP3.21e-24-9.15e-01-0.0228
152330CNTN4A014-C-040HumanColorectumFAP5.28e-16-1.14e+00-0.1184
152330CNTN4A002-C-201HumanColorectumFAP1.71e-56-1.22e+000.0324
152330CNTN4A002-C-203HumanColorectumFAP3.41e-73-1.27e+000.2786
152330CNTN4A001-C-119HumanColorectumFAP1.61e-27-1.09e+00-0.1557
152330CNTN4A001-C-108HumanColorectumFAP1.08e-67-1.19e+00-0.0272
152330CNTN4A002-C-021HumanColorectumFAP6.59e-19-6.69e-010.1171
152330CNTN4A002-C-205HumanColorectumFAP1.23e-50-1.15e+00-0.1236
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:0007409ColorectumADaxonogenesis122/3918418/187233.36e-056.15e-04122
GO:0061564ColorectumADaxon development132/3918467/187238.40e-051.31e-03132
GO:0007411ColorectumADaxon guidance64/3918227/187235.41e-033.55e-0264
GO:0097485ColorectumADneuron projection guidance64/3918228/187236.02e-033.78e-0264
GO:00074111ColorectumSERaxon guidance51/2897227/187233.29e-032.82e-0251
GO:00974851ColorectumSERneuron projection guidance51/2897228/187233.61e-033.03e-0251
GO:00615641ColorectumSERaxon development94/2897467/187233.78e-033.13e-0294
GO:00074091ColorectumSERaxonogenesis84/2897418/187236.20e-034.49e-0284
GO:00074092ColorectumMSSaxonogenesis105/3467418/187234.32e-045.23e-03105
GO:00615642ColorectumMSSaxon development115/3467467/187235.33e-046.00e-03115
GO:00615643ColorectumFAPaxon development106/2622467/187231.98e-071.21e-05106
GO:00074093ColorectumFAPaxonogenesis97/2622418/187232.20e-071.30e-0597
GO:00074094ColorectumCRCaxonogenesis81/2078418/187233.60e-072.99e-0581
GO:00615644ColorectumCRCaxon development86/2078467/187231.48e-068.12e-0586
GO:0050804ColorectumCRCmodulation of chemical synaptic transmission70/2078439/187231.15e-031.33e-0270
GO:0099177ColorectumCRCregulation of trans-synaptic signaling70/2078440/187231.23e-031.38e-0270
GO:00615646LungIACaxon development78/2061467/187231.12e-042.15e-0378
GO:00074096LungIACaxonogenesis71/2061418/187231.33e-042.48e-0371
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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
CNTN4SNVMissense_Mutationc.2011N>Cp.Glu671Glnp.E671QQ8IWV2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
CNTN4SNVMissense_Mutationnovelc.2036N>Cp.Val679Alap.V679AQ8IWV2protein_codingtolerated(0.65)benign(0)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationrs866550466c.2126N>Ap.Gly709Aspp.G709DQ8IWV2protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CNTN4SNVMissense_Mutationc.586G>Tp.Val196Phep.V196FQ8IWV2protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationrs759724901c.314N>Tp.Ser105Leup.S105LQ8IWV2protein_codingtolerated(0.14)benign(0.151)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationnovelc.1303N>Tp.Pro435Serp.P435SQ8IWV2protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationc.1793N>Tp.Gly598Valp.G598VQ8IWV2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationc.2699N>Tp.Pro900Leup.P900LQ8IWV2protein_codingdeleterious(0.01)probably_damaging(0.989)TCGA-BH-A0EB-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CNTN4SNVMissense_Mutationnovelc.545N>Tp.Ala182Valp.A182VQ8IWV2protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNTN4SNVMissense_Mutationc.2788N>Cp.Glu930Glnp.E930QQ8IWV2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
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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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