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: NOTCH1

Gene summary for NOTCH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NOTCH1

Gene ID

4851

Gene namenotch receptor 1
Gene AliasAOS5
Cytomap9q34.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P46531


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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
4851NOTCH1CCI_1HumanCervixCC1.12e-035.45e-010.528
4851NOTCH1CCI_3HumanCervixCC6.47e-076.47e-010.516
4851NOTCH1H2HumanCervixHSIL_HPV1.46e-04-1.74e-010.0632
4851NOTCH1LZE8THumanEsophagusESCC2.93e-023.17e-010.067
4851NOTCH1LZE20THumanEsophagusESCC1.28e-036.60e-020.0662
4851NOTCH1LZE21THumanEsophagusESCC1.77e-032.67e-010.0655
4851NOTCH1P1T-EHumanEsophagusESCC8.04e-062.15e-010.0875
4851NOTCH1P2T-EHumanEsophagusESCC1.84e-305.71e-010.1177
4851NOTCH1P4T-EHumanEsophagusESCC1.56e-141.43e-010.1323
4851NOTCH1P5T-EHumanEsophagusESCC1.55e-094.14e-020.1327
4851NOTCH1P8T-EHumanEsophagusESCC1.96e-182.59e-010.0889
4851NOTCH1P9T-EHumanEsophagusESCC1.38e-047.73e-020.1131
4851NOTCH1P10T-EHumanEsophagusESCC2.09e-051.84e-010.116
4851NOTCH1P11T-EHumanEsophagusESCC5.84e-061.39e-010.1426
4851NOTCH1P12T-EHumanEsophagusESCC1.24e-131.61e-010.1122
4851NOTCH1P15T-EHumanEsophagusESCC1.53e-093.12e-010.1149
4851NOTCH1P16T-EHumanEsophagusESCC1.19e-158.58e-020.1153
4851NOTCH1P20T-EHumanEsophagusESCC4.85e-062.89e-020.1124
4851NOTCH1P21T-EHumanEsophagusESCC1.18e-181.94e-010.1617
4851NOTCH1P22T-EHumanEsophagusESCC2.31e-121.11e-010.1236
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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
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
∗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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
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
hsa04658CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa04330CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
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
hsa046581CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa052241CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0502024CervixHSIL_HPVPrion disease40/459273/84656.26e-093.67e-072.97e-0740
hsa0502034CervixHSIL_HPVPrion disease40/459273/84656.26e-093.67e-072.97e-0740
hsa05020210EsophagusESCCPrion disease193/4205273/84656.42e-131.34e-116.89e-12193
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
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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
JAG1NOTCH1JAG1_NOTCH1NOTCHBreastDCIS
DLL4NOTCH1DLL4_NOTCH1NOTCHCervixADJ
JAG1NOTCH1JAG1_NOTCH1NOTCHCervixCC
JAG2NOTCH1JAG2_NOTCH1NOTCHCervixCC
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCAD
JAG2NOTCH1JAG2_NOTCH1NOTCHCRCAD
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCADJ
DLL1NOTCH1DLL1_NOTCH1NOTCHCRCCRC
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCCRC
DLL4NOTCH1DLL4_NOTCH1NOTCHCRCMSI-H
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCMSI-H
JAG2NOTCH1JAG2_NOTCH1NOTCHCRCMSI-H
DLL1NOTCH1DLL1_NOTCH1NOTCHCRCMSS
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCMSS
JAG1NOTCH1JAG1_NOTCH1NOTCHCRCSER
JAG1NOTCH1JAG1_NOTCH1NOTCHEndometriumADJ
DLL4NOTCH1DLL4_NOTCH1NOTCHEndometriumAEH
JAG1NOTCH1JAG1_NOTCH1NOTCHEndometriumAEH
DLL4NOTCH1DLL4_NOTCH1NOTCHEndometriumEEC
JAG1NOTCH1JAG1_NOTCH1NOTCHEndometriumEEC
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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
NOTCH1SNVMissense_Mutationnovelc.2660N>Tp.Thr887Ilep.T887IP46531protein_codingdeleterious(0.04)possibly_damaging(0.597)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
NOTCH1SNVMissense_Mutationrs200871631c.3374C>Tp.Ala1125Valp.A1125VP46531protein_codingtolerated(0.46)benign(0.228)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NOTCH1SNVMissense_Mutationrs747384159c.1762A>Cp.Thr588Prop.T588PP46531protein_codingdeleterious(0.01)benign(0.226)TCGA-AR-A24M-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
NOTCH1SNVMissense_Mutationc.7321N>Ap.Ala2441Thrp.A2441TP46531protein_codingtolerated(0.48)benign(0.003)TCGA-AR-A254-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
NOTCH1SNVMissense_Mutationc.7568C>Tp.Ser2523Leup.S2523LP46531protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NOTCH1SNVMissense_Mutationnovelc.7195N>Tp.Pro2399Serp.P2399SP46531protein_codingtolerated(0.63)benign(0.041)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOTCH1SNVMissense_Mutationc.7460N>Tp.Gln2487Leup.Q2487LP46531protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NOTCH1SNVMissense_Mutationc.6107C>Tp.Ala2036Valp.A2036VP46531protein_codingdeleterious(0)possibly_damaging(0.869)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NOTCH1SNVMissense_Mutationrs762886963c.1195A>Cp.Thr399Prop.T399PP46531protein_codingdeleterious(0.02)benign(0.053)TCGA-E2-A1IG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
NOTCH1SNVMissense_Mutationnovelc.4126N>Ap.Gly1376Serp.G1376SP46531protein_codingtolerated(0.93)benign(0.006)TCGA-E9-A5UO-01Breastbreast invasive carcinomaFemale<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
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACELY3039478CRENIGACESTAT
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEantibodyREGN421
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEOMP-52M51BRONTICTUZUMAB
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACELY3039478CRENIGACESTAT
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEBortezomibBORTEZOMIB28151717
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACERO4929097RG-473327154916
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEMRK-00325104330
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEPF-03084014NIROGACESTAT26202948,25564152,23868008
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEEverolimusEVEROLIMUS28151717
4851NOTCH1CLINICALLY ACTIONABLE, DRUGGABLE GENOME, TRANSPORTER, CELL SURFACEMethotrexateMETHOTREXATE28151717
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