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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: JAG1

Gene summary for JAG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JAG1

Gene ID

182

Gene namejagged canonical Notch ligand 1
Gene AliasAGS
Cytomap20p12.2
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

P78504


Top

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
182JAG1CA_HPV_3HumanCervixCC3.21e-041.67e-010.0414
182JAG1CCI_1HumanCervixCC6.26e-078.49e-010.528
182JAG1CCI_2HumanCervixCC1.46e-048.76e-010.5249
182JAG1CCI_3HumanCervixCC2.10e-077.77e-010.516
182JAG1TumorHumanCervixCC1.75e-114.58e-010.1241
182JAG1sample3HumanCervixCC8.78e-214.76e-010.1387
182JAG1T3HumanCervixCC8.88e-204.70e-010.1389
182JAG1LZE4THumanEsophagusESCC8.81e-174.85e-010.0811
182JAG1LZE7THumanEsophagusESCC9.77e-04-3.60e-020.0667
182JAG1LZE20THumanEsophagusESCC2.62e-03-1.74e-010.0662
182JAG1LZE22D1HumanEsophagusHGIN1.94e-06-3.73e-010.0595
182JAG1LZE22THumanEsophagusESCC8.18e-03-3.03e-020.068
182JAG1LZE24THumanEsophagusESCC2.60e-07-6.88e-020.0596
182JAG1LZE21THumanEsophagusESCC7.70e-034.75e-010.0655
182JAG1P1T-EHumanEsophagusESCC8.51e-045.95e-010.0875
182JAG1P2T-EHumanEsophagusESCC9.57e-035.08e-020.1177
182JAG1P4T-EHumanEsophagusESCC4.96e-145.88e-010.1323
182JAG1P5T-EHumanEsophagusESCC5.46e-116.80e-010.1327
182JAG1P8T-EHumanEsophagusESCC2.46e-132.63e-010.0889
182JAG1P9T-EHumanEsophagusESCC2.68e-187.00e-010.1131
Page: 1 2 3 4 5 6 7 

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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00019528CervixCCregulation of cell-matrix adhesion40/2311128/187231.32e-081.04e-0640
GO:00071608CervixCCcell-matrix adhesion60/2311233/187231.58e-081.23e-0660
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:00020111CervixCCmorphogenesis of an epithelial sheet21/231157/187231.91e-065.97e-0521
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:004563710CervixCCregulation of myeloid cell differentiation48/2311210/187231.49e-052.93e-0448
GO:00512713CervixCCnegative regulation of cellular component movement73/2311367/187232.22e-053.95e-0473
GO:00400133CervixCCnegative regulation of locomotion76/2311391/187233.47e-055.60e-0476
GO:20001463CervixCCnegative regulation of cell motility71/2311359/187233.47e-055.60e-0471
GO:00456397CervixCCpositive regulation of myeloid cell differentiation28/2311103/187233.56e-055.70e-0428
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa015223CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa04658CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa046686CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-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
hsa0152212CervixCCEndocrine resistance28/126798/84653.82e-041.87e-031.11e-0328
hsa046581CervixCCTh1 and Th2 cell differentiation24/126792/84653.71e-031.34e-027.91e-0324
hsa0466813CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa043301CervixCCNotch signaling pathway17/126762/84657.99e-032.56e-021.51e-0217
hsa052241CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
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
hsa0466817EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0152215EsophagusESCCEndocrine resistance63/420598/84652.38e-036.58e-033.37e-0363
Page: 1 2 3 4 

Top

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
CD46JAG1CD46_JAG1CD46BreastADJ
JAG1NOTCH2JAG1_NOTCH2NOTCHBreastADJ
CD46JAG1CD46_JAG1CD46BreastDCIS
JAG1NOTCH1JAG1_NOTCH1NOTCHBreastDCIS
JAG1NOTCH2JAG1_NOTCH2NOTCHBreastDCIS
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastDCIS
JAG1NOTCH4JAG1_NOTCH4NOTCHBreastDCIS
JAG1NOTCH2JAG1_NOTCH2NOTCHBreastHealthy
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastHealthy
JAG1NOTCH4JAG1_NOTCH4NOTCHBreastHealthy
CD46JAG1CD46_JAG1CD46BreastHealthy
JAG1NOTCH2JAG1_NOTCH2NOTCHBreastIDC
JAG1NOTCH3JAG1_NOTCH3NOTCHBreastIDC
JAG1NOTCH4JAG1_NOTCH4NOTCHBreastIDC
CD46JAG1CD46_JAG1CD46BreastIDC
CD46JAG1CD46_JAG1CD46BreastPrecancer
CD46JAG1CD46_JAG1CD46CervixCC
JAG1NOTCH1JAG1_NOTCH1NOTCHCervixCC
JAG1NOTCH2JAG1_NOTCH2NOTCHCervixCC
JAG1NOTCH3JAG1_NOTCH3NOTCHCervixCC
Page: 1 2 3 4 5 6 7 

Top

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.
Page: 1 

Top

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
JAG1SNVMissense_Mutationnovelc.2958N>Cp.Leu986Phep.L986FP78504protein_codingtolerated(0.06)probably_damaging(0.931)TCGA-A2-A3XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePR
JAG1SNVMissense_Mutationnovelc.3242N>Tp.Trp1081Leup.W1081LP78504protein_codingtolerated(0.08)benign(0.224)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
JAG1SNVMissense_Mutationc.2368N>Ap.Pro790Thrp.P790TP78504protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
JAG1SNVMissense_Mutationc.1544N>Tp.Thr515Ilep.T515IP78504protein_codingtolerated(0.16)benign(0.066)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JAG1SNVMissense_Mutationnovelc.3242N>Tp.Trp1081Leup.W1081LP78504protein_codingtolerated(0.08)benign(0.224)TCGA-BH-A0BS-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
JAG1SNVMissense_Mutationc.947G>Ap.Gly316Aspp.G316DP78504protein_codingtolerated(0.36)benign(0.423)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
JAG1SNVMissense_Mutationrs750239030c.3050N>Tp.Ser1017Phep.S1017FP78504protein_codingdeleterious(0)possibly_damaging(0.635)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JAG1SNVMissense_Mutationnovelc.3242G>Tp.Trp1081Leup.W1081LP78504protein_codingtolerated(0.08)benign(0.224)TCGA-E2-A14Q-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
JAG1SNVMissense_Mutationnovelc.3242N>Tp.Trp1081Leup.W1081LP78504protein_codingtolerated(0.08)benign(0.224)TCGA-E2-A1B1-01Breastbreast invasive carcinomaFemale<65I/IIOther, specify in notesbiphosphonatezoledronicSD
JAG1SNVMissense_Mutationnovelc.3242G>Tp.Trp1081Leup.W1081LP78504protein_codingtolerated(0.08)benign(0.224)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 

Top

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
182JAG1DRUGGABLE GENOME, G PROTEIN COUPLED RECEPTOR, GROWTH FACTORCORTISOLHYDROCORTISONE11948681
Page: 1