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: JAG2

Gene summary for JAG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JAG2

Gene ID

3714

Gene namejagged canonical Notch ligand 2
Gene AliasHJ2
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9Y219


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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
3714JAG2LZE24THumanEsophagusESCC1.33e-021.14e-010.0596
3714JAG2P2T-EHumanEsophagusESCC8.15e-06-1.89e-020.1177
3714JAG2P4T-EHumanEsophagusESCC9.90e-101.41e-010.1323
3714JAG2P5T-EHumanEsophagusESCC6.21e-111.82e-010.1327
3714JAG2P8T-EHumanEsophagusESCC2.67e-132.60e-010.0889
3714JAG2P10T-EHumanEsophagusESCC8.96e-601.26e+000.116
3714JAG2P12T-EHumanEsophagusESCC9.06e-244.92e-010.1122
3714JAG2P15T-EHumanEsophagusESCC4.50e-267.99e-010.1149
3714JAG2P16T-EHumanEsophagusESCC6.78e-051.11e-010.1153
3714JAG2P21T-EHumanEsophagusESCC2.00e-144.30e-010.1617
3714JAG2P22T-EHumanEsophagusESCC2.90e-107.80e-020.1236
3714JAG2P24T-EHumanEsophagusESCC1.72e-031.43e-020.1287
3714JAG2P26T-EHumanEsophagusESCC1.17e-141.43e-010.1276
3714JAG2P27T-EHumanEsophagusESCC3.83e-244.08e-010.1055
3714JAG2P28T-EHumanEsophagusESCC2.48e-233.33e-010.1149
3714JAG2P30T-EHumanEsophagusESCC2.13e-135.29e-010.137
3714JAG2P31T-EHumanEsophagusESCC5.41e-325.16e-010.1251
3714JAG2P32T-EHumanEsophagusESCC2.08e-021.72e-010.1666
3714JAG2P37T-EHumanEsophagusESCC1.36e-154.70e-010.1371
3714JAG2P40T-EHumanEsophagusESCC5.18e-061.58e-010.109
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00163316EsophagusESCCmorphogenesis of embryonic epithelium98/8552147/187232.12e-073.27e-0698
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:000991310EsophagusESCCepidermal cell differentiation122/8552202/187231.69e-051.51e-04122
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:19040197EsophagusESCCepithelial cell apoptotic process68/8552121/187231.27e-024.21e-0268
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00099139Oral cavityOSCCepidermal cell differentiation109/7305202/187231.08e-051.14e-04109
GO:00072196Oral cavityOSCCNotch signaling pathway92/7305172/187237.84e-056.08e-0492
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:00302175Oral cavityOSCCT cell differentiation126/7305257/187236.51e-043.66e-03126
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
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
hsa043305Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa015226Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
hsa046584Oral cavityOSCCTh1 and Th2 cell differentiation53/370492/84655.00e-031.20e-026.13e-0353
hsa0433012Oral cavityOSCCNotch signaling pathway44/370462/84651.26e-055.55e-052.83e-0544
hsa0152214Oral cavityOSCCEndocrine resistance63/370498/84653.09e-051.31e-046.67e-0563
hsa0465811Oral cavityOSCCTh1 and Th2 cell differentiation53/370492/84655.00e-031.20e-026.13e-0353
hsa0152221ProstateTumorEndocrine resistance37/179198/84651.17e-047.42e-044.60e-0437
hsa043302ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
hsa0152231ProstateTumorEndocrine resistance37/179198/84651.17e-047.42e-044.60e-0437
hsa043303ProstateTumorNotch signaling pathway22/179162/84656.45e-032.16e-021.34e-0222
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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
JAG2NOTCH1JAG2_NOTCH1NOTCHCervixCC
JAG2NOTCH2JAG2_NOTCH2NOTCHCervixCC
JAG2NOTCH3JAG2_NOTCH3NOTCHCervixCC
JAG2NOTCH4JAG2_NOTCH4NOTCHCervixCC
JAG2NOTCH1JAG2_NOTCH1NOTCHCRCAD
JAG2NOTCH4JAG2_NOTCH4NOTCHCRCAD
JAG2NOTCH1JAG2_NOTCH1NOTCHCRCMSI-H
JAG2NOTCH2JAG2_NOTCH2NOTCHCRCMSI-H
JAG2NOTCH3JAG2_NOTCH3NOTCHCRCMSI-H
JAG2NOTCH4JAG2_NOTCH4NOTCHCRCMSI-H
JAG2NOTCH1JAG2_NOTCH1NOTCHEndometriumEEC
JAG2NOTCH2JAG2_NOTCH2NOTCHEndometriumEEC
JAG2NOTCH3JAG2_NOTCH3NOTCHEndometriumEEC
JAG2NOTCH4JAG2_NOTCH4NOTCHEndometriumEEC
JAG2NOTCH3JAG2_NOTCH3NOTCHEndometriumHealthy
JAG2NOTCH4JAG2_NOTCH4NOTCHEndometriumHealthy
JAG2NOTCH1JAG2_NOTCH1NOTCHEsophagusESCC
JAG2NOTCH2JAG2_NOTCH2NOTCHEsophagusESCC
JAG2NOTCH3JAG2_NOTCH3NOTCHEsophagusESCC
JAG2NOTCH4JAG2_NOTCH4NOTCHEsophagusESCC
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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
JAG2SNVMissense_Mutationrs200420004c.1124C>Tp.Ser375Leup.S375LQ9Y219protein_codingdeleterious(0.03)benign(0.045)TCGA-A2-A0YE-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificTaxotereSD
JAG2SNVMissense_Mutationrs748620925c.2885N>Ap.Arg962Hisp.R962HQ9Y219protein_codingtolerated(0.08)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
JAG2SNVMissense_Mutationc.1690G>Ap.Asp564Asnp.D564NQ9Y219protein_codingtolerated(0.05)possibly_damaging(0.628)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
JAG2SNVMissense_Mutationrs745934867c.3017N>Ap.Arg1006Glnp.R1006QQ9Y219protein_codingtolerated(0.42)benign(0.005)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
JAG2SNVMissense_Mutationnovelc.2290N>Ap.Gly764Serp.G764SQ9Y219protein_codingdeleterious(0)probably_damaging(0.989)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
JAG2deletionFrame_Shift_Delnovelc.3127delCp.Gln1043ArgfsTer327p.Q1043Rfs*327Q9Y219protein_codingTCGA-VS-A8QC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelPD
JAG2SNVMissense_Mutationrs778791847c.646G>Ap.Asp216Asnp.D216NQ9Y219protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
JAG2SNVMissense_Mutationnovelc.1652G>Ap.Cys551Tyrp.C551YQ9Y219protein_codingdeleterious(0)probably_damaging(0.94)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
JAG2SNVMissense_Mutationnovelc.109N>Ap.Leu37Metp.L37MQ9Y219protein_codingtolerated(0.66)possibly_damaging(0.771)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
JAG2SNVMissense_Mutationc.462T>Ap.Asp154Glup.D154EQ9Y219protein_codingtolerated(0.28)benign(0.003)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=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
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