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: CADM1

Gene summary for CADM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CADM1

Gene ID

23705

Gene namecell adhesion molecule 1
Gene AliasBL2
Cytomap11q23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BY67


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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
23705CADM1AEH-subject1HumanEndometriumAEH3.02e-348.46e-01-0.3059
23705CADM1AEH-subject2HumanEndometriumAEH9.35e-074.14e-01-0.2525
23705CADM1AEH-subject3HumanEndometriumAEH4.98e-298.21e-01-0.2576
23705CADM1AEH-subject4HumanEndometriumAEH4.34e-105.32e-01-0.2657
23705CADM1AEH-subject5HumanEndometriumAEH2.14e-023.81e-01-0.2953
23705CADM1EEC-subject1HumanEndometriumEEC5.12e-206.74e-01-0.2682
23705CADM1EEC-subject3HumanEndometriumEEC1.29e-418.68e-01-0.2525
23705CADM1EEC-subject5HumanEndometriumEEC2.05e-074.78e-01-0.249
23705CADM1GSM5276934HumanEndometriumEEC2.20e-022.64e-01-0.0913
23705CADM1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC8.95e-122.98e-01-0.1869
23705CADM1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.71e-092.48e-01-0.1875
23705CADM1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.33e-122.47e-01-0.1883
23705CADM1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.59e-165.98e-01-0.1934
23705CADM1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.86e-11-1.02e-02-0.1917
23705CADM1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.03e-10-5.64e-02-0.1916
23705CADM1P1T-EHumanEsophagusESCC9.25e-032.47e-010.0875
23705CADM1P2T-EHumanEsophagusESCC2.65e-377.30e-010.1177
23705CADM1P4T-EHumanEsophagusESCC2.73e-256.05e-010.1323
23705CADM1P5T-EHumanEsophagusESCC7.91e-04-6.92e-030.1327
23705CADM1P10T-EHumanEsophagusESCC4.16e-681.45e+000.116
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:00321036EndometriumAEHpositive regulation of response to external stimulus68/2100427/187231.82e-031.44e-0268
GO:00018198EndometriumAEHpositive regulation of cytokine production71/2100467/187234.76e-033.02e-0271
GO:003210313EndometriumEECpositive regulation of response to external stimulus71/2168427/187231.06e-039.18e-0371
GO:000181913EndometriumEECpositive regulation of cytokine production73/2168467/187234.64e-032.97e-0273
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:00028313LiverNAFLDregulation of response to biotic stimulus49/1882327/187232.94e-032.66e-0249
GO:0045088LiverNAFLDregulation of innate immune response34/1882218/187236.47e-034.69e-0234
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:00450881LiverHCCregulation of innate immune response113/7958218/187233.27e-031.50e-02113
GO:00321033LungIACpositive regulation of response to external stimulus65/2061427/187234.28e-033.41e-0265
GO:00018199ProstateBPHpositive regulation of cytokine production105/3107467/187235.18e-043.66e-03105
GO:000181914ProstateTumorpositive regulation of cytokine production109/3246467/187234.98e-043.67e-03109
GO:00028316ProstateTumorregulation of response to biotic stimulus74/3246327/187238.03e-033.54e-0274
GO:000181919ThyroidHTpositive regulation of cytokine production61/1272467/187236.46e-072.68e-0561
GO:00321039ThyroidHTpositive regulation of response to external stimulus55/1272427/187233.50e-061.16e-0455
GO:00313497ThyroidHTpositive regulation of defense response40/1272278/187235.40e-061.66e-0440
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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
CADM1CADM1CADM1_CADM1CADMBreastDCIS
CADM1CADM1CADM1_CADM1CADMBreastIDC
CADM1CADM1CADM1_CADM1CADMCervixPrecancer
CADM1CADM1CADM1_CADM1CADMCRCADJ
CADM1CADM1CADM1_CADM1CADMCRCCRC
CADM1CADM1CADM1_CADM1CADMCRCFAP
CADM1CADM1CADM1_CADM1CADMEndometriumADJ
CADM1CADM1CADM1_CADM1CADMEndometriumAEH
CADM1CADM1CADM1_CADM1CADMEndometriumEEC
CADM1CADM1CADM1_CADM1CADMEndometriumHealthy
CADM1CADM1CADM1_CADM1CADMEsophagusADJ
CADM1CADM1CADM1_CADM1CADMEsophagusESCC
CADM1CADM1CADM1_CADM1CADMGCADJ
CADM1CADM1CADM1_CADM1CADMGCGC
CADM1CADM1CADM1_CADM1CADMGCPrecancer
CADM1CADM1CADM1_CADM1CADMHNSCCOSCC
CADM1CADM1CADM1_CADM1CADMHNSCCPrecancer
CADM1CADM1CADM1_CADM1CADMLiverHealthy
CADM1CADM1CADM1_CADM1CADMLiverPrecancer
CADM1CADM1CADM1_CADM1CADMLungAAH
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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
CADM1SNVMissense_Mutationc.352N>Cp.Asp118Hisp.D118HQ9BY67protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CADM1SNVMissense_Mutationnovelc.1319N>Gp.Ala440Glyp.A440GQ9BY67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
CADM1SNVMissense_Mutationnovelc.472N>Cp.Glu158Glnp.E158QQ9BY67protein_codingdeleterious(0)probably_damaging(0.986)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
CADM1insertionFrame_Shift_Insnovelc.1_2insGAGGGGGGAAACGp.Met1?p.M1?Q9BY67protein_codingTCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CADM1SNVMissense_Mutationc.744N>Cp.Gln248Hisp.Q248HQ9BY67protein_codingtolerated(0.11)possibly_damaging(0.601)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CADM1SNVMissense_Mutationrs768807528c.434N>Ap.Arg145Hisp.R145HQ9BY67protein_codingtolerated(0.12)benign(0.035)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CADM1SNVMissense_Mutationnovelc.64N>Tp.Pro22Serp.P22SQ9BY67protein_codingtolerated_low_confidence(0.58)benign(0.279)TCGA-A6-6137-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilSD
CADM1SNVMissense_Mutationrs201626870c.467N>Tp.Ala156Valp.A156VQ9BY67protein_codingtolerated(1)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CADM1SNVMissense_Mutationnovelc.1265N>Cp.Ile422Thrp.I422TQ9BY67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3666-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
CADM1SNVMissense_Mutationc.1345N>Ap.Ala449Thrp.A449TQ9BY67protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3667-01Colorectumcolon 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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