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_3410_2000001011HumanColorectumAD2.37e-40-1.11e+000.0155
152330CNTN4HTA11_2487_2000001011HumanColorectumSER8.76e-05-5.77e-01-0.1808
152330CNTN4HTA11_1938_2000001011HumanColorectumAD1.44e-15-9.79e-01-0.0811
152330CNTN4HTA11_78_2000001011HumanColorectumAD6.08e-04-5.48e-01-0.1088
152330CNTN4HTA11_411_2000001011HumanColorectumSER5.03e-03-1.03e+00-0.2602
152330CNTN4HTA11_2112_2000001011HumanColorectumSER6.13e-06-1.01e+00-0.2196
152330CNTN4HTA11_3361_2000001011HumanColorectumAD4.17e-08-7.16e-01-0.1207
152330CNTN4HTA11_696_2000001011HumanColorectumAD7.78e-35-8.34e-01-0.1464
152330CNTN4HTA11_866_2000001011HumanColorectumAD3.14e-10-5.02e-01-0.1001
152330CNTN4HTA11_1391_2000001011HumanColorectumAD2.88e-13-7.84e-01-0.059
152330CNTN4HTA11_2992_2000001011HumanColorectumSER4.59e-11-1.20e+00-0.1706
152330CNTN4HTA11_5212_2000001011HumanColorectumAD5.32e-14-1.26e+00-0.2061
152330CNTN4HTA11_546_2000001011HumanColorectumAD1.34e-02-6.17e-01-0.0842
152330CNTN4HTA11_7862_2000001011HumanColorectumAD6.46e-05-6.20e-01-0.0179
152330CNTN4HTA11_866_3004761011HumanColorectumAD6.05e-37-1.08e+000.096
152330CNTN4HTA11_4255_2000001011HumanColorectumSER1.43e-03-8.22e-010.0446
152330CNTN4HTA11_9408_2000001011HumanColorectumAD1.33e-06-1.21e+000.0451
152330CNTN4HTA11_8622_2000001021HumanColorectumSER1.23e-06-9.42e-010.0528
152330CNTN4HTA11_10711_2000001011HumanColorectumAD1.21e-19-9.34e-010.0338
152330CNTN4HTA11_7696_3000711011HumanColorectumAD2.10e-52-1.09e+000.0674
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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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