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: CADM2

Gene summary for CADM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CADM2

Gene ID

253559

Gene namecell adhesion molecule 2
Gene AliasIGSF4D
Cytomap3p12.1
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q8N3J6


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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
253559CADM2HTA11_1938_2000001011HumanColorectumAD2.68e-033.20e-01-0.0811
253559CADM2HTA11_78_2000001011HumanColorectumAD8.84e-042.50e-01-0.1088
253559CADM2HTA11_83_2000001011HumanColorectumSER8.23e-063.66e-01-0.1526
253559CADM2HTA11_2992_2000001011HumanColorectumSER3.31e-075.05e-01-0.1706
253559CADM2HTA11_5212_2000001011HumanColorectumAD1.40e-023.01e-01-0.2061
253559CADM2HTA11_6818_2000001011HumanColorectumAD1.12e-033.19e-010.0112
253559CADM2HTA11_99999970781_79442HumanColorectumMSS9.89e-103.49e-010.294
253559CADM2HTA11_99999965062_69753HumanColorectumMSI-H1.02e-024.95e-010.3487
253559CADM2HTA11_99999971662_82457HumanColorectumMSS3.48e-093.17e-010.3859
253559CADM2LP16HumanOral cavityLP4.93e-068.14e-010.1055
253559CADM2HTA12-15-2HumanPancreasPDAC4.06e-024.13e-010.2315
253559CADM2HTA12-23-1HumanPancreasPDAC2.25e-046.45e-010.3405
253559CADM2HTA12-25-1HumanPancreasPDAC3.52e-065.82e-010.313
253559CADM2HTA12-26-1HumanPancreasPDAC9.77e-137.76e-010.3728
253559CADM2HTA12-29-1HumanPancreasPDAC4.14e-359.82e-010.3722
253559CADM2HTA12-9-3HumanPancreasPDAC5.47e-067.68e-010.2045
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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
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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
CADM2SNVMissense_Mutationc.452C>Gp.Ser151Cysp.S151CQ8N3J6protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CADM2SNVMissense_Mutationc.722N>Cp.Gln241Prop.Q241PQ8N3J6protein_codingdeleterious(0.01)possibly_damaging(0.602)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
CADM2SNVMissense_Mutationc.1265N>Ap.Ala422Aspp.A422DQ8N3J6protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CADM2SNVMissense_Mutationc.839N>Cp.Gly280Alap.G280AQ8N3J6protein_codingdeleterious(0.03)probably_damaging(0.979)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CADM2SNVMissense_Mutationnovelc.845A>Tp.Glu282Valp.E282VQ8N3J6protein_codingtolerated(0.7)benign(0.005)TCGA-LL-A441-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CADM2SNVMissense_Mutationrs138383256c.364N>Ap.Val122Ilep.V122IQ8N3J6protein_codingdeleterious(0)probably_damaging(0.983)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CADM2SNVMissense_Mutationrs777104225c.29N>Ap.Arg10Hisp.R10HQ8N3J6protein_codingtolerated(0.54)benign(0)TCGA-JW-AAVH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CADM2SNVMissense_Mutationc.389N>Gp.Gln130Argp.Q130RQ8N3J6protein_codingtolerated(0.48)benign(0.438)TCGA-AA-3833-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CADM2SNVMissense_Mutationc.604G>Ap.Ala202Thrp.A202TQ8N3J6protein_codingtolerated(0.63)benign(0.038)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CADM2SNVMissense_Mutationc.531N>Tp.Glu177Aspp.E177DQ8N3J6protein_codingtolerated(0.14)benign(0.273)TCGA-AA-A00N-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
253559CADM2NAethanolALCOHOL32451486
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