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: NCAM1

Gene summary for NCAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCAM1

Gene ID

4684

Gene nameneural cell adhesion molecule 1
Gene AliasCD56
Cytomap11q23.2
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P13591


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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
4684NCAM1HTA12-15-2HumanPancreasPDAC3.78e-094.76e-010.2315
4684NCAM1HTA12-23-1HumanPancreasPDAC1.57e-108.53e-010.3405
4684NCAM1HTA12-25-1HumanPancreasPDAC2.41e-106.97e-010.313
4684NCAM1HTA12-26-1HumanPancreasPDAC1.16e-371.25e+000.3728
4684NCAM1HTA12-29-1HumanPancreasPDAC7.74e-631.14e+000.3722
4684NCAM1HTA12-30-1HumanPancreasPDAC3.91e-061.17e+000.3671
4684NCAM1HTA12-32-1HumanPancreasPDAC4.65e-026.00e-010.3624
4684NCAM1PTC04HumanThyroidPTC1.27e-03-7.65e-020.1927
4684NCAM1ATC09HumanThyroidATC3.63e-032.88e-010.2871
4684NCAM1ATC1HumanThyroidATC1.02e-034.03e-010.2878
4684NCAM1ATC2HumanThyroidATC1.48e-077.14e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0016032113ThyroidPTCviral process236/5968415/187232.48e-268.24e-24236
GO:0019058113ThyroidPTCviral life cycle167/5968317/187238.87e-155.89e-13167
GO:0044403113ThyroidPTCbiological process involved in symbiotic interaction151/5968290/187235.83e-132.85e-11151
GO:0051701113ThyroidPTCbiological process involved in interaction with host109/5968203/187238.64e-112.99e-09109
GO:0052126113ThyroidPTCmovement in host environment91/5968175/187232.41e-085.43e-0791
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:0044409113ThyroidPTCentry into host72/5968151/187233.48e-053.29e-0472
GO:0046718112ThyroidPTCviral entry into host cell68/5968144/187238.26e-057.00e-0468
GO:0071679ThyroidPTCcommissural neuron axon guidance8/596811/187236.50e-032.83e-028
GO:001603234ThyroidATCviral process241/6293415/187235.50e-252.04e-22241
GO:001905835ThyroidATCviral life cycle173/6293317/187239.22e-155.50e-13173
GO:004440334ThyroidATCbiological process involved in symbiotic interaction153/6293290/187231.12e-114.12e-10153
GO:005170134ThyroidATCbiological process involved in interaction with host112/6293203/187231.93e-105.76e-09112
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:005212633ThyroidATCmovement in host environment94/6293175/187233.20e-086.00e-0794
GO:004440933ThyroidATCentry into host76/6293151/187231.54e-051.43e-0476
GO:004671833ThyroidATCviral entry into host cell72/6293144/187233.38e-052.80e-0472
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
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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
NCAM1FGFR1NCAM1_FGFR1NCAMCervixADJ
NCAM1NCAM1NCAM1_NCAM1NCAMCervixADJ
NCAM1FGFR1NCAM1_FGFR1NCAMCervixHealthy
NCAM1NCAM1NCAM1_NCAM1NCAMCervixHealthy
NCAM1FGFR1NCAM1_FGFR1NCAMCervixPrecancer
NCAM1NCAM1NCAM1_NCAM1NCAMCervixPrecancer
NCAM1FGFR1NCAM1_FGFR1NCAMCRCADJ
NCAM1NCAM1NCAM1_NCAM1NCAMCRCADJ
NCAM1NCAM2NCAM1_NCAM2NCAMCRCADJ
NCAM1FGFR1NCAM1_FGFR1NCAMCRCCRC
NCAM1NCAM1NCAM1_NCAM1NCAMCRCCRC
NCAM1FGFR1NCAM1_FGFR1NCAMCRCFAP
NCAM1NCAM1NCAM1_NCAM1NCAMCRCFAP
NCAM1NCAM2NCAM1_NCAM2NCAMCRCFAP
NCAM1FGFR1NCAM1_FGFR1NCAMCRCMSI-H
NCAM1NCAM1NCAM1_NCAM1NCAMCRCMSI-H
NCAM1FGFR1NCAM1_FGFR1NCAMEndometriumADJ
NCAM1NCAM1NCAM1_NCAM1NCAMEndometriumADJ
NCAM1FGFR1NCAM1_FGFR1NCAMEndometriumAEH
NCAM1NCAM1NCAM1_NCAM1NCAMEndometriumAEH
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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
NCAM1SNVMissense_Mutationnovelc.942N>Cp.Glu314Aspp.E314Dprotein_codingtolerated(0.15)possibly_damaging(0.496)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
NCAM1SNVMissense_Mutationc.1503G>Cp.Glu501Aspp.E501Dprotein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAM1SNVMissense_Mutationc.550G>Ap.Glu184Lysp.E184Kprotein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAM1SNVMissense_Mutationc.2560G>Cp.Glu854Glnp.E854Qprotein_codingtolerated(0.07)possibly_damaging(0.5)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCAM1SNVMissense_Mutationrs370003415c.1789N>Ap.Val597Ilep.V597Iprotein_codingtolerated(0.51)benign(0.054)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NCAM1SNVMissense_Mutationnovelc.43N>Ap.Gly15Argp.G15Rprotein_codingtolerated(0.06)benign(0.108)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAM1SNVMissense_Mutationrs542274622c.2083N>Ap.Val695Ilep.V695Iprotein_codingtolerated(0.5)benign(0.033)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAM1SNVMissense_Mutationc.431C>Gp.Ser144Cysp.S144Cprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NCAM1insertionFrame_Shift_Insnovelc.2117_2118insCAGGTGTGTGGCACCACGCCCAGCTAATTTTp.Glu707ArgfsTer11p.E707Rfs*11protein_codingTCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NCAM1insertionIn_Frame_Insnovelc.2082_2083insTTATTTTCAAGAACACAATTAAGAAAAACAAAAAAAAGGAAAp.His694_Val695insLeuPheSerArgThrGlnLeuArgLysThrLysLysArgLysp.H694_V695insLFSRTQLRKTKKRKprotein_codingTCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
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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
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECART-56 cells
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECHEMBL2109634ONCOLYSIN S
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECD56 CAR T cells
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECHEMBL1743037LORVOTUZUMAB MERTANSINE
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANELORVOTUZUMAB
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEduloxetineDULOXETINE28696415
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEIMGN901
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECAR-T cells targeting CD56
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEFGLL
4684NCAM1DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANECD56-specific gene-engineered T cells
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