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: NOTCH3

Gene summary for NOTCH3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOTCH3

Gene ID

4854

Gene namenotch receptor 3
Gene AliasCADASIL
Cytomap19p13.12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9UM47


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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
4854NOTCH3CCI_1HumanCervixCC4.42e-137.18e-010.528
4854NOTCH3CCI_3HumanCervixCC6.08e-065.85e-010.516
4854NOTCH3TumorHumanCervixCC1.56e-204.26e-010.1241
4854NOTCH3sample3HumanCervixCC4.03e-214.11e-010.1387
4854NOTCH3T1HumanCervixCC8.72e-082.99e-010.0918
4854NOTCH3T3HumanCervixCC8.69e-233.87e-010.1389
4854NOTCH3LZE7THumanEsophagusESCC2.03e-032.59e-010.0667
4854NOTCH3LZE20THumanEsophagusESCC4.83e-021.17e-010.0662
4854NOTCH3LZE21THumanEsophagusESCC1.38e-074.50e-010.0655
4854NOTCH3LZE6THumanEsophagusESCC2.81e-021.45e-010.0845
4854NOTCH3P1T-EHumanEsophagusESCC1.69e-066.38e-010.0875
4854NOTCH3P4T-EHumanEsophagusESCC1.85e-052.81e-010.1323
4854NOTCH3P5T-EHumanEsophagusESCC7.89e-112.64e-010.1327
4854NOTCH3P8T-EHumanEsophagusESCC3.90e-266.72e-010.0889
4854NOTCH3P9T-EHumanEsophagusESCC3.61e-165.39e-010.1131
4854NOTCH3P12T-EHumanEsophagusESCC8.03e-092.61e-010.1122
4854NOTCH3P15T-EHumanEsophagusESCC8.63e-103.12e-010.1149
4854NOTCH3P17T-EHumanEsophagusESCC1.38e-064.11e-010.1278
4854NOTCH3P22T-EHumanEsophagusESCC5.58e-112.47e-010.1236
4854NOTCH3P23T-EHumanEsophagusESCC1.44e-124.50e-010.108
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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
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
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:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:006156410Oral cavityOSCCaxon development207/7305467/187231.01e-023.51e-02207
GO:006156421Oral cavityNEOLPaxon development78/2005467/187234.49e-056.26e-0478
GO:000740914Oral cavityNEOLPaxonogenesis71/2005418/187235.64e-057.62e-0471
GO:000721921Oral cavityNEOLPNotch signaling pathway32/2005172/187231.31e-039.48e-0332
GO:006156419ThyroidPTCaxon development199/5968467/187235.27e-078.53e-06199
GO:000740918ThyroidPTCaxonogenesis178/5968418/187232.17e-062.91e-05178
GO:00072199ThyroidPTCNotch signaling pathway70/5968172/187238.82e-033.67e-0270
GO:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:000721915ThyroidATCNotch signaling pathway79/6293172/187235.08e-042.96e-0379
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0491918CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa015223CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa04330CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0491919CervixCCThyroid hormone signaling pathway33/1267121/84653.11e-041.65e-039.78e-0433
hsa0152212CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa052241CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0491928EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa015227EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa043306EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa046585EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa04919113EsophagusESCCThyroid hormone signaling pathway78/4205121/84656.79e-042.23e-031.14e-0378
hsa0152215EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
hsa0433013EsophagusESCCNotch signaling pathway42/420562/84652.97e-037.97e-034.08e-0342
hsa0465812EsophagusESCCTh1 and Th2 cell differentiation58/420592/84656.49e-031.60e-028.19e-0358
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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
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastDCIS
DLK1NOTCH3DLK1_NOTCH3NOTCHBreastHealthy
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastHealthy
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastIDC
DLL4NOTCH3DLL4_NOTCH3NOTCHCervixADJ
JAG1NOTCH3JAG1_NOTCH3NOTCHCervixCC
JAG2NOTCH3JAG2_NOTCH3NOTCHCervixCC
JAG1NOTCH3JAG1_NOTCH3NOTCHCervixPrecancer
DLL1NOTCH3DLL1_NOTCH3NOTCHCRCCRC
JAG1NOTCH3JAG1_NOTCH3NOTCHCRCCRC
JAG1NOTCH3JAG1_NOTCH3NOTCHCRCFAP
DLL4NOTCH3DLL4_NOTCH3NOTCHCRCMSI-H
JAG1NOTCH3JAG1_NOTCH3NOTCHCRCMSI-H
JAG2NOTCH3JAG2_NOTCH3NOTCHCRCMSI-H
DLL1NOTCH3DLL1_NOTCH3NOTCHCRCMSS
JAG1NOTCH3JAG1_NOTCH3NOTCHCRCMSS
JAG1NOTCH3JAG1_NOTCH3NOTCHEndometriumADJ
DLL4NOTCH3DLL4_NOTCH3NOTCHEndometriumAEH
JAG1NOTCH3JAG1_NOTCH3NOTCHEndometriumAEH
DLL4NOTCH3DLL4_NOTCH3NOTCHEndometriumEEC
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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
NOTCH3SNVMissense_Mutationrs761407832c.715N>Ap.Asp239Asnp.D239NQ9UM47protein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NOTCH3SNVMissense_Mutationc.2088N>Ap.Ser696Argp.S696RQ9UM47protein_codingtolerated(0.07)benign(0)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NOTCH3SNVMissense_Mutationc.4822G>Ap.Ala1608Thrp.A1608TQ9UM47protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
NOTCH3SNVMissense_Mutationnovelc.6022C>Gp.Pro2008Alap.P2008AQ9UM47protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOTCH3SNVMissense_Mutationrs764558842c.5713N>Cp.Asp1905Hisp.D1905HQ9UM47protein_codingdeleterious(0)probably_damaging(1)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOTCH3SNVMissense_Mutationnovelc.4327N>Ap.Asp1443Asnp.D1443NQ9UM47protein_codingtolerated(0.05)possibly_damaging(0.73)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
NOTCH3insertionNonsense_Mutationnovelc.1923_1924insTAAAAATACAAAAATTAGTCGGGTGTp.Asp642Terp.D642*Q9UM47protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
NOTCH3insertionFrame_Shift_Insnovelc.2008_2009insTCGACTTTGCTTACCACAAGTTACAAATGACTGAATTp.Gly670ValfsTer45p.G670Vfs*45Q9UM47protein_codingTCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
NOTCH3insertionFrame_Shift_Insrs771517374c.6102_6103insCp.Gly2035ArgfsTer60p.G2035Rfs*60Q9UM47protein_codingTCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NOTCH3SNVMissense_Mutationrs752437137c.5000N>Ap.Arg1667Hisp.R1667HQ9UM47protein_codingdeleterious(0)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETAREXTUMABTAREXTUMAB25934888,24525742
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitorRO4929097RG-4733
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEantibodyREGN421
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitorPF-03084014NIROGACESTAT
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMETarextumabTAREXTUMAB
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEantibody252166663TAREXTUMAB
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEinhibitorMK0752
4854NOTCH3CELL SURFACE, CLINICALLY ACTIONABLE, DRUGGABLE GENOMEOMP-59R5TAREXTUMAB
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