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: JUP

Gene summary for JUP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JUP

Gene ID

3728

Gene namejunction plakoglobin
Gene AliasCTNNG
Cytomap17q21.2
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

A0A0S2Z487


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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
3728JUPCA_HPV_1HumanCervixCC2.27e-15-4.54e-010.0264
3728JUPCA_HPV_3HumanCervixCC2.58e-022.68e-010.0414
3728JUPN_HPV_1HumanCervixN_HPV7.83e-05-3.61e-010.0079
3728JUPCCI_1HumanCervixCC2.14e-056.72e-010.528
3728JUPCCI_3HumanCervixCC3.47e-036.41e-010.516
3728JUPTumorHumanCervixCC1.42e-408.08e-010.1241
3728JUPsample3HumanCervixCC1.13e-477.85e-010.1387
3728JUPL1HumanCervixCC4.14e-124.55e-010.0802
3728JUPT3HumanCervixCC7.08e-427.84e-010.1389
3728JUPHTA11_3410_2000001011HumanColorectumAD5.37e-409.97e-010.0155
3728JUPHTA11_2487_2000001011HumanColorectumSER1.28e-401.61e+00-0.1808
3728JUPHTA11_2951_2000001011HumanColorectumAD9.47e-141.32e+000.0216
3728JUPHTA11_1938_2000001011HumanColorectumAD4.13e-341.42e+00-0.0811
3728JUPHTA11_78_2000001011HumanColorectumAD2.23e-178.59e-01-0.1088
3728JUPHTA11_347_2000001011HumanColorectumAD7.55e-591.38e+00-0.1954
3728JUPHTA11_411_2000001011HumanColorectumSER7.64e-152.32e+00-0.2602
3728JUPHTA11_2112_2000001011HumanColorectumSER1.98e-191.83e+00-0.2196
3728JUPHTA11_3361_2000001011HumanColorectumAD1.87e-211.19e+00-0.1207
3728JUPHTA11_83_2000001011HumanColorectumSER1.04e-281.29e+00-0.1526
3728JUPHTA11_696_2000001011HumanColorectumAD7.71e-541.33e+00-0.1464
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
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:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
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:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:007265910CervixCCprotein localization to plasma membrane73/2311284/187234.95e-106.73e-0873
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:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:00019528CervixCCregulation of cell-matrix adhesion40/2311128/187231.32e-081.04e-0640
GO:00071608CervixCCcell-matrix adhesion60/2311233/187231.58e-081.23e-0660
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05412ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa054121ColorectumFAPArrhythmogenic right ventricular cardiomyopathy23/140477/84652.58e-031.19e-027.23e-0323
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa05221LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa052211LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa052214Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa0522112Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa0522121Oral cavityEOLPAcute myeloid leukemia19/121867/84652.20e-037.32e-034.32e-0319
hsa052213Oral cavityEOLPAcute myeloid leukemia19/121867/84652.20e-037.32e-034.32e-0319
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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
JUPSNVMissense_Mutationnovelc.1576N>Ap.Arg526Serp.R526SP14923protein_codingdeleterious(0.05)benign(0.382)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
JUPSNVMissense_Mutationnovelc.538N>Tp.Met180Leup.M180LP14923protein_codingtolerated(0.05)benign(0.055)TCGA-AC-A62Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JUPSNVMissense_Mutationc.1643N>Tp.Gln548Leup.Q548LP14923protein_codingtolerated(0.17)benign(0.035)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
JUPSNVMissense_Mutationnovelc.1800N>Gp.Ile600Metp.I600MP14923protein_codingdeleterious(0.04)probably_damaging(0.992)TCGA-S3-A6ZF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
JUPinsertionFrame_Shift_Insnovelc.104_105insTp.Ser36LeufsTer12p.S36Lfs*12P14923protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
JUPinsertionFrame_Shift_Insnovelc.103_104insTCTCTGAACCCACAGCCCTGACTTTCCCTCTGATp.Pro35LeufsTer24p.P35Lfs*24P14923protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
JUPinsertionIn_Frame_Insnovelc.1850_1851insTGTGAGTATCCTAGGTTGGACCGCAGTAGTTGGTTGTGCAAGTTGp.Ala617_Ala618insValSerIleLeuGlyTrpThrAlaValValGlyCysAlaSerTrpp.A617_A618insVSILGWTAVVGCASWP14923protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
JUPSNVMissense_Mutationrs781883243,rs794729051c.1880N>Tp.Ser627Leup.S627LP14923protein_codingtolerated(0.06)benign(0.219)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
JUPSNVMissense_Mutationrs781883243,rs794729051c.1880N>Tp.Ser627Leup.S627LP14923protein_codingtolerated(0.06)benign(0.219)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
JUPinsertionFrame_Shift_Insnovelc.1550_1551insCp.Leu518AlafsTer93p.L518Afs*93P14923protein_codingTCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
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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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