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: NDC1

Gene summary for NDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDC1

Gene ID

55706

Gene nameNDC1 transmembrane nucleoporin
Gene AliasNET3
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9BTX1


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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
55706NDC1CCI_1HumanCervixCC5.50e-043.25e-010.528
55706NDC1CCI_2HumanCervixCC4.14e-116.41e-010.5249
55706NDC1CCI_3HumanCervixCC3.47e-086.35e-010.516
55706NDC1LZE24THumanEsophagusESCC6.45e-063.22e-010.0596
55706NDC1P2T-EHumanEsophagusESCC5.48e-152.64e-010.1177
55706NDC1P4T-EHumanEsophagusESCC2.48e-052.65e-010.1323
55706NDC1P5T-EHumanEsophagusESCC1.02e-123.17e-010.1327
55706NDC1P8T-EHumanEsophagusESCC2.48e-091.17e-010.0889
55706NDC1P9T-EHumanEsophagusESCC2.63e-021.25e-010.1131
55706NDC1P10T-EHumanEsophagusESCC5.05e-172.97e-010.116
55706NDC1P12T-EHumanEsophagusESCC2.57e-091.47e-010.1122
55706NDC1P15T-EHumanEsophagusESCC2.44e-052.75e-010.1149
55706NDC1P16T-EHumanEsophagusESCC6.26e-111.03e-010.1153
55706NDC1P19T-EHumanEsophagusESCC2.61e-022.63e-010.1662
55706NDC1P20T-EHumanEsophagusESCC6.17e-102.11e-010.1124
55706NDC1P21T-EHumanEsophagusESCC3.70e-215.09e-010.1617
55706NDC1P22T-EHumanEsophagusESCC7.79e-117.25e-020.1236
55706NDC1P23T-EHumanEsophagusESCC1.02e-022.19e-010.108
55706NDC1P24T-EHumanEsophagusESCC2.12e-051.53e-010.1287
55706NDC1P26T-EHumanEsophagusESCC9.28e-142.02e-010.1276
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗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:009886915EndometriumEECcellular oxidant detoxification27/2168101/187232.17e-053.89e-0427
GO:007135615EndometriumEECcellular response to tumor necrosis factor45/2168229/187232.54e-042.94e-0345
GO:003320912EndometriumEECtumor necrosis factor-mediated signaling pathway24/216899/187233.12e-043.47e-0324
GO:003461215EndometriumEECresponse to tumor necrosis factor48/2168253/187233.77e-044.03e-0348
GO:009875415EndometriumEECdetoxification32/2168152/187235.52e-045.52e-0332
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:003497625EsophagusHGINresponse to endoplasmic reticulum stress81/2587256/187231.47e-132.32e-1181
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:190589725EsophagusHGINregulation of response to endoplasmic reticulum stress31/258782/187235.25e-082.91e-0631
GO:007005920EsophagusHGINintrinsic apoptotic signaling pathway in response to endoplasmic reticulum stress25/258763/187233.41e-071.57e-0525
GO:200123427EsophagusHGINnegative regulation of apoptotic signaling pathway59/2587224/187234.68e-072.07e-0559
GO:200124325EsophagusHGINnegative regulation of intrinsic apoptotic signaling pathway33/258798/187234.73e-072.07e-0533
GO:19022359EsophagusHGINregulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway15/258732/187236.76e-062.08e-0415
GO:190357320EsophagusHGINnegative regulation of response to endoplasmic reticulum stress18/258744/187238.97e-062.64e-0418
GO:190223620EsophagusHGINnegative regulation of endoplasmic reticulum stress-induced intrinsic apoptotic signaling pathway11/258720/187231.73e-054.71e-0411
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0501419CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa030131LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa030136Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0301311Oral cavityOSCCNucleocytoplasmic transport82/3704108/84657.93e-121.33e-106.77e-1182
hsa0501429Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa030132Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
hsa0501437Oral cavityLPAmyotrophic lateral sclerosis197/2418364/84651.25e-251.39e-238.93e-24197
hsa030133Oral cavityLPNucleocytoplasmic transport53/2418108/84654.68e-064.10e-052.64e-0553
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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
NDC1SNVMissense_Mutationc.2019A>Cp.Lys673Asnp.K673NQ9BTX1protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NDC1SNVMissense_Mutationc.978C>Gp.Ile326Metp.I326MQ9BTX1protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NDC1SNVMissense_Mutationnovelc.1807G>Ap.Asp603Asnp.D603NQ9BTX1protein_codingdeleterious(0)benign(0.136)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDC1SNVMissense_Mutationnovelc.1720G>Ap.Ala574Thrp.A574TQ9BTX1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NDC1SNVMissense_Mutationc.426T>Gp.Phe142Leup.F142LQ9BTX1protein_codingtolerated(0.51)benign(0.009)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
NDC1SNVMissense_Mutationc.797A>Cp.Asn266Thrp.N266TQ9BTX1protein_codingdeleterious(0.01)possibly_damaging(0.816)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDC1SNVMissense_Mutationc.1050C>Gp.Phe350Leup.F350LQ9BTX1protein_codingdeleterious(0)probably_damaging(0.983)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NDC1SNVMissense_Mutationc.125T>Cp.Val42Alap.V42AQ9BTX1protein_codingtolerated(0.49)benign(0.005)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NDC1SNVMissense_Mutationnovelc.1807N>Ap.Asp603Asnp.D603NQ9BTX1protein_codingdeleterious(0)benign(0.136)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NDC1SNVMissense_Mutationc.859T>Cp.Ser287Prop.S287PQ9BTX1protein_codingdeleterious(0.03)possibly_damaging(0.658)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=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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