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: NCAM2

Gene summary for NCAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCAM2

Gene ID

4685

Gene nameneural cell adhesion molecule 2
Gene AliasNCAM21
Cytomap21q21.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

O15394


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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
4685NCAM2RNA-P18T-P18T-2HumanLungIAC5.73e-081.43e+000.1129
4685NCAM2RNA-P18T-P18T-6HumanLungIAC1.73e-028.59e-010.0856
4685NCAM2RNA-P18T-P18T-8HumanLungIAC7.36e-038.75e-010.1151
4685NCAM2RNA-P3T-P3T-1HumanLungIAC8.87e-033.77e-010.1829
4685NCAM2RNA-P3T-P3T-4HumanLungIAC1.67e-023.62e-010.1859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00615646LungIACaxon development78/2061467/187231.12e-042.15e-0378
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa045146LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
hsa0451411LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
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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
NCAM1NCAM2NCAM1_NCAM2NCAMCRCADJ
NCAM1NCAM2NCAM1_NCAM2NCAMCRCFAP
NCAM1NCAM2NCAM1_NCAM2NCAMEsophagusESCC
NCAM2L1CAMNCAM2_L1CAMNCAMEsophagusESCC
NCAM1NCAM2NCAM1_NCAM2NCAMGCADJ
NCAM1NCAM2NCAM1_NCAM2NCAMGCGC
NCAM1NCAM2NCAM1_NCAM2NCAMLiverHealthy
NCAM1NCAM2NCAM1_NCAM2NCAMLungMIAC
NCAM1NCAM2NCAM1_NCAM2NCAMSkinSCCIS
NCAM2L1CAMNCAM2_L1CAMNCAMSkinSCCIS
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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
NCAM2SNVMissense_Mutationc.2081N>Tp.Thr694Metp.T694MO15394protein_codingdeleterious(0.03)possibly_damaging(0.642)TCGA-A2-A25C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
NCAM2SNVMissense_Mutationrs770730005c.701N>Tp.Ala234Valp.A234VO15394protein_codingtolerated(0.2)benign(0.199)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCAM2SNVMissense_Mutationc.1928A>Cp.Lys643Thrp.K643TO15394protein_codingtolerated(0.08)possibly_damaging(0.863)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NCAM2SNVMissense_Mutationc.628N>Ap.Ala210Thrp.A210TO15394protein_codingtolerated(1)benign(0.026)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
NCAM2SNVMissense_Mutationc.907N>Gp.His303Aspp.H303DO15394protein_codingdeleterious(0.01)benign(0.224)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
NCAM2SNVMissense_Mutationc.777N>Cp.Leu259Phep.L259FO15394protein_codingtolerated(0.78)possibly_damaging(0.833)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NCAM2SNVMissense_Mutationc.1468C>Ap.Leu490Ilep.L490IO15394protein_codingdeleterious(0)probably_damaging(0.999)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAM2SNVMissense_Mutationc.2401N>Cp.Glu801Glnp.E801QO15394protein_codingdeleterious(0)benign(0.242)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAM2SNVMissense_Mutationc.669G>Tp.Glu223Aspp.E223DO15394protein_codingtolerated(1)benign(0)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
NCAM2SNVMissense_Mutationc.862N>Cp.Gly288Argp.G288RO15394protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3489-01Colorectumcolon 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
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