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: NRCAM

Gene summary for NRCAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NRCAM

Gene ID

4897

Gene nameneuronal cell adhesion molecule
Gene AliasNRCAM
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q14CA1


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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
4897NRCAMAEH-subject1HumanEndometriumAEH1.04e-032.64e-01-0.3059
4897NRCAMAEH-subject2HumanEndometriumAEH1.69e-073.42e-01-0.2525
4897NRCAMEEC-subject1HumanEndometriumEEC4.32e-357.76e-01-0.2682
4897NRCAMEEC-subject2HumanEndometriumEEC1.96e-053.68e-01-0.2607
4897NRCAMEEC-subject5HumanEndometriumEEC7.89e-114.22e-01-0.249
4897NRCAMGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC2.43e-021.89e-01-0.1934
4897NRCAMLZE7THumanEsophagusESCC2.41e-065.29e-010.0667
4897NRCAMP9T-EHumanEsophagusESCC1.71e-092.75e-010.1131
4897NRCAMP12T-EHumanEsophagusESCC1.42e-103.46e-010.1122
4897NRCAMP16T-EHumanEsophagusESCC1.31e-113.05e-010.1153
4897NRCAMP26T-EHumanEsophagusESCC1.37e-237.63e-010.1276
4897NRCAMP27T-EHumanEsophagusESCC2.86e-042.35e-010.1055
4897NRCAMP30T-EHumanEsophagusESCC1.53e-021.68e-010.137
4897NRCAMP32T-EHumanEsophagusESCC7.98e-041.71e-010.1666
4897NRCAMP48T-EHumanEsophagusESCC1.63e-061.92e-010.0959
4897NRCAMP52T-EHumanEsophagusESCC5.76e-113.64e-010.1555
4897NRCAMP61T-EHumanEsophagusESCC1.69e-102.39e-010.099
4897NRCAMP74T-EHumanEsophagusESCC1.97e-042.08e-010.1479
4897NRCAMP76T-EHumanEsophagusESCC3.31e-071.64e-010.1207
4897NRCAMP83T-EHumanEsophagusESCC1.17e-093.21e-010.1738
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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
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:004858810EsophagusESCCdevelopmental cell growth125/8552234/187231.01e-023.46e-02125
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:004867511LiverHCCaxon extension67/7958120/187232.17e-031.09e-0267
GO:199013811LiverHCCneuron projection extension92/7958172/187232.31e-031.14e-0292
GO:004858811LiverHCCdevelopmental cell growth121/7958234/187232.68e-031.28e-02121
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:00305164LiverHCCregulation of axon extension52/795895/187231.07e-023.97e-0252
GO:0016049112ThyroidPTCcell growth225/5968482/187234.75e-122.07e-10225
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
GO:0001558111ThyroidPTCregulation of cell growth188/5968414/187234.13e-091.09e-07188
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
GO:004867517ThyroidPTCaxon extension63/5968120/187232.14e-062.89e-0563
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:004858819ThyroidPTCdevelopmental cell growth106/5968234/187231.07e-051.19e-04106
GO:006056018ThyroidPTCdevelopmental growth involved in morphogenesis105/5968234/187231.94e-051.98e-04105
GO:199013817ThyroidPTCneuron projection extension81/5968172/187232.07e-052.08e-0481
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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
CNTN1NRCAMCNTN1_NRCAMCNTNHNSCCPrecancer
CNTN1NRCAMCNTN1_NRCAMCNTNSkinAK
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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
NRCAMSNVMissense_Mutationrs773133428c.2305N>Ap.Pro769Thrp.P769TQ92823protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NRCAMSNVMissense_Mutationc.2112N>Tp.Gln704Hisp.Q704HQ92823protein_codingtolerated(0.52)benign(0.003)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NRCAMSNVMissense_Mutationc.756N>Cp.Leu252Phep.L252FQ92823protein_codingtolerated(0.4)benign(0.129)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NRCAMSNVMissense_Mutationc.47N>Cp.Arg16Thrp.R16TQ92823protein_codingtolerated(0.24)benign(0.039)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NRCAMSNVMissense_Mutationc.47N>Cp.Arg16Thrp.R16TQ92823protein_codingtolerated(0.24)benign(0.039)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NRCAMSNVMissense_Mutationc.2364N>Cp.Gln788Hisp.Q788HQ92823protein_codingdeleterious(0)possibly_damaging(0.704)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NRCAMinsertionFrame_Shift_Insnovelc.3351_3352insACCCp.Arg1118ThrfsTer36p.R1118Tfs*36Q92823protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NRCAMinsertionFrame_Shift_Insnovelc.3350_3351insAp.Arg1118SerfsTer35p.R1118Sfs*35Q92823protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NRCAMdeletionFrame_Shift_Delnovelc.3432delNp.Phe1144LeufsTer2p.F1144Lfs*2Q92823protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NRCAMSNVMissense_Mutationc.1126N>Ap.Glu376Lysp.E376KQ92823protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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