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: NCSTN

Gene summary for NCSTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCSTN

Gene ID

23385

Gene namenicastrin
Gene AliasATAG1874
Cytomap1q23.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q92542


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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
23385NCSTNHTA11_3410_2000001011HumanColorectumAD5.46e-051.99e-010.0155
23385NCSTNHTA11_2487_2000001011HumanColorectumSER1.53e-084.19e-01-0.1808
23385NCSTNHTA11_2951_2000001011HumanColorectumAD2.93e-024.21e-010.0216
23385NCSTNHTA11_1938_2000001011HumanColorectumAD8.14e-063.67e-01-0.0811
23385NCSTNHTA11_78_2000001011HumanColorectumAD5.38e-052.38e-01-0.1088
23385NCSTNHTA11_347_2000001011HumanColorectumAD1.21e-194.60e-01-0.1954
23385NCSTNHTA11_411_2000001011HumanColorectumSER3.59e-027.59e-01-0.2602
23385NCSTNHTA11_83_2000001011HumanColorectumSER1.61e-023.25e-01-0.1526
23385NCSTNHTA11_696_2000001011HumanColorectumAD2.53e-103.70e-01-0.1464
23385NCSTNHTA11_866_2000001011HumanColorectumAD5.89e-051.96e-01-0.1001
23385NCSTNHTA11_1391_2000001011HumanColorectumAD2.89e-084.70e-01-0.059
23385NCSTNHTA11_5212_2000001011HumanColorectumAD5.13e-064.39e-01-0.2061
23385NCSTNHTA11_5216_2000001011HumanColorectumSER2.03e-023.21e-01-0.1462
23385NCSTNHTA11_866_3004761011HumanColorectumAD3.81e-063.41e-010.096
23385NCSTNHTA11_8622_2000001021HumanColorectumSER8.19e-033.99e-010.0528
23385NCSTNHTA11_10623_2000001011HumanColorectumAD7.04e-043.60e-01-0.0177
23385NCSTNHTA11_6801_2000001011HumanColorectumSER8.81e-044.54e-010.0171
23385NCSTNHTA11_10711_2000001011HumanColorectumAD1.89e-022.60e-010.0338
23385NCSTNHTA11_7696_3000711011HumanColorectumAD9.46e-123.84e-010.0674
23385NCSTNHTA11_7469_2000001011HumanColorectumAD4.79e-025.44e-01-0.0124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0045862ColorectumADpositive regulation of proteolysis129/3918372/187234.04e-103.46e-08129
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0002262ColorectumADmyeloid cell homeostasis57/3918157/187236.17e-061.56e-0457
GO:0010952ColorectumADpositive regulation of peptidase activity68/3918197/187236.30e-061.59e-0468
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0052548ColorectumADregulation of endopeptidase activity124/3918432/187236.58e-051.07e-03124
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:0010950ColorectumADpositive regulation of endopeptidase activity59/3918179/187231.11e-041.65e-0359
GO:0010038ColorectumADresponse to metal ion106/3918373/187233.22e-043.83e-03106
GO:0071248ColorectumADcellular response to metal ion61/3918197/187235.74e-046.09e-0361
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0071241ColorectumADcellular response to inorganic substance68/3918226/187236.98e-047.10e-0368
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0033619ColorectumADmembrane protein proteolysis21/391857/187234.16e-032.88e-0221
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:00458621ColorectumSERpositive regulation of proteolysis106/2897372/187238.40e-111.20e-08106
GO:00525471ColorectumSERregulation of peptidase activity114/2897461/187231.18e-077.17e-06114
GO:00525481ColorectumSERregulation of endopeptidase activity103/2897432/187232.86e-061.16e-04103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050102ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050103ColorectumSERAlzheimer disease146/1580384/84656.52e-202.40e-181.75e-18146
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050105ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0501014LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501015LiverCirrhoticAlzheimer disease180/2530384/84655.52e-131.36e-118.36e-12180
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501032LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0501029Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
hsa0501037Oral cavityLPAlzheimer disease197/2418384/84656.66e-223.69e-202.38e-20197
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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
NCSTNSNVMissense_Mutationc.170N>Gp.Thr57Serp.T57SQ92542protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-A7-A0DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NCSTNSNVMissense_Mutationc.1420G>Cp.Glu474Glnp.E474QQ92542protein_codingdeleterious(0.03)benign(0.238)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCSTNSNVMissense_Mutationc.2070C>Gp.Ile690Metp.I690MQ92542protein_codingtolerated(0.06)benign(0.067)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCSTNSNVMissense_Mutationnovelc.1715C>Tp.Ala572Valp.A572VQ92542protein_codingdeleterious(0.02)possibly_damaging(0.787)TCGA-E9-A3Q9-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphaneCR
NCSTNSNVMissense_Mutationnovelc.1625N>Cp.Leu542Prop.L542PQ92542protein_codingtolerated(0.14)possibly_damaging(0.675)TCGA-OL-A6VO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
NCSTNinsertionNonsense_Mutationnovelc.724_725insGTCCCAAAGGATCAGGAGAGCCTACTGTCACCTAAGGCTCACp.Ile242delinsSerProLysGlySerGlyGluProThrValThrTerGlySerLeup.I242delinsSPKGSGEPTVT*GSLQ92542protein_codingTCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NCSTNSNVMissense_Mutationrs200800006c.892G>Ap.Ala298Thrp.A298TQ92542protein_codingtolerated(0.54)benign(0.121)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCSTNSNVMissense_Mutationc.375N>Cp.Leu125Phep.L125FQ92542protein_codingtolerated(0.7)benign(0)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
NCSTNSNVMissense_Mutationc.1144C>Tp.Pro382Serp.P382SQ92542protein_codingdeleterious(0)probably_damaging(1)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
NCSTNSNVMissense_Mutationc.412N>Ap.Val138Ilep.V138IQ92542protein_codingtolerated(0.38)benign(0.033)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=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
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorMK0752
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorRO 4929097
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorPF03084014
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEBMS-299897CHEMBL247471
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEIC261IC26120350806
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEGSI-136GSI-136
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorCHEMBL463981BEGACESTAT
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEmodulatorCHEMBL190083TARENFLURBIL
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorCHEMBL520733SEMAGACESTAT
23385NCSTNDRUGGABLE GENOME, CLINICALLY ACTIONABLEinhibitorMK0752
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