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: CADM4

Gene summary for CADM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CADM4

Gene ID

199731

Gene namecell adhesion molecule 4
Gene AliasIGSF4C
Cytomap19q13.31
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

Q8NFZ8


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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
199731CADM4LZE5THumanEsophagusESCC2.14e-022.43e-010.0514
199731CADM4LZE24THumanEsophagusESCC5.20e-061.75e-010.0596
199731CADM4P1T-EHumanEsophagusESCC5.49e-063.28e-010.0875
199731CADM4P2T-EHumanEsophagusESCC2.06e-224.51e-010.1177
199731CADM4P4T-EHumanEsophagusESCC6.24e-164.38e-010.1323
199731CADM4P8T-EHumanEsophagusESCC6.77e-212.97e-010.0889
199731CADM4P9T-EHumanEsophagusESCC2.63e-029.81e-020.1131
199731CADM4P10T-EHumanEsophagusESCC1.55e-295.71e-010.116
199731CADM4P11T-EHumanEsophagusESCC5.97e-083.12e-010.1426
199731CADM4P12T-EHumanEsophagusESCC6.99e-285.68e-010.1122
199731CADM4P15T-EHumanEsophagusESCC1.09e-092.04e-010.1149
199731CADM4P16T-EHumanEsophagusESCC3.26e-153.17e-010.1153
199731CADM4P17T-EHumanEsophagusESCC8.19e-032.62e-010.1278
199731CADM4P21T-EHumanEsophagusESCC1.31e-061.26e-010.1617
199731CADM4P22T-EHumanEsophagusESCC1.44e-051.32e-010.1236
199731CADM4P23T-EHumanEsophagusESCC1.10e-122.86e-010.108
199731CADM4P24T-EHumanEsophagusESCC2.57e-052.02e-010.1287
199731CADM4P26T-EHumanEsophagusESCC1.38e-153.34e-010.1276
199731CADM4P27T-EHumanEsophagusESCC2.67e-152.93e-010.1055
199731CADM4P28T-EHumanEsophagusESCC4.34e-131.86e-010.1149
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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
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:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00166019EsophagusESCCRac protein signal transduction33/855242/187231.35e-051.23e-0433
GO:00507322EsophagusESCCnegative regulation of peptidyl-tyrosine phosphorylation42/855259/187236.35e-054.84e-0442
GO:0035020EsophagusESCCregulation of Rac protein signal transduction17/855221/187231.03e-035.19e-0317
GO:00182124EsophagusESCCpeptidyl-tyrosine modification202/8552378/187231.34e-036.39e-03202
GO:00181084EsophagusESCCpeptidyl-tyrosine phosphorylation200/8552375/187231.60e-037.45e-03200
GO:00507303EsophagusESCCregulation of peptidyl-tyrosine phosphorylation144/8552264/187232.22e-039.78e-03144
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:190303420EsophagusESCCregulation of response to wounding93/8552167/187235.77e-032.14e-0293
GO:001810710EsophagusESCCpeptidyl-threonine phosphorylation66/8552116/187239.76e-033.37e-0266
GO:001821010EsophagusESCCpeptidyl-threonine modification70/8552125/187231.29e-024.25e-0270
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:0010563113ThyroidPTCnegative regulation of phosphorus metabolic process219/5968442/187234.47e-153.07e-13219
GO:0045936113ThyroidPTCnegative regulation of phosphate metabolic process218/5968441/187237.08e-154.75e-13218
GO:0001933113ThyroidPTCnegative regulation of protein phosphorylation173/5968342/187233.46e-131.75e-11173
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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
CADM4SNVMissense_Mutationc.928N>Tp.Asp310Tyrp.D310YQ8NFZ8protein_codingdeleterious(0.02)benign(0.003)TCGA-3C-AAAU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyzoladexSD
CADM4SNVMissense_Mutationnovelc.307N>Gp.Phe103Valp.F103VQ8NFZ8protein_codingtolerated(0.46)benign(0.145)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CADM4insertionIn_Frame_Insnovelc.561_562insCCTCAGGAGGAGAAAGCTp.Arg187_Val188insProGlnGluGluLysAlap.R187_V188insPQEEKAQ8NFZ8protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CADM4SNVMissense_Mutationnovelc.790N>Ap.Ser264Thrp.S264TQ8NFZ8protein_codingtolerated(0.21)benign(0.007)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CADM4SNVMissense_Mutationc.394N>Tp.Arg132Trpp.R132WQ8NFZ8protein_codingdeleterious(0)benign(0.005)TCGA-Q1-A6DT-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CADM4SNVMissense_Mutationc.394C>Tp.Arg132Trpp.R132WQ8NFZ8protein_codingdeleterious(0)benign(0.005)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CADM4SNVMissense_Mutationc.839N>Ap.Gly280Aspp.G280DQ8NFZ8protein_codingtolerated(0.36)benign(0.023)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CADM4SNVMissense_Mutationnovelc.337N>Ap.His113Asnp.H113NQ8NFZ8protein_codingtolerated(0.14)possibly_damaging(0.877)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CADM4SNVMissense_Mutationc.295N>Ap.Glu99Lysp.E99KQ8NFZ8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
CADM4SNVMissense_Mutationnovelc.211N>Cp.Ala71Prop.A71PQ8NFZ8protein_codingtolerated(0.5)benign(0.055)TCGA-AG-3726-01Colorectumrectum 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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