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: TJP3

Gene summary for TJP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TJP3

Gene ID

27134

Gene nametight junction protein 3
Gene AliasZO-3
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001885

UniProtAcc

O95049


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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
27134TJP3HTA11_2487_2000001011HumanColorectumSER3.31e-221.13e+00-0.1808
27134TJP3HTA11_1938_2000001011HumanColorectumAD1.86e-106.47e-01-0.0811
27134TJP3HTA11_78_2000001011HumanColorectumAD8.47e-074.87e-01-0.1088
27134TJP3HTA11_347_2000001011HumanColorectumAD6.53e-339.86e-01-0.1954
27134TJP3HTA11_411_2000001011HumanColorectumSER1.14e-091.94e+00-0.2602
27134TJP3HTA11_2112_2000001011HumanColorectumSER3.11e-151.43e+00-0.2196
27134TJP3HTA11_3361_2000001011HumanColorectumAD1.28e-189.65e-01-0.1207
27134TJP3HTA11_83_2000001011HumanColorectumSER4.54e-181.13e+00-0.1526
27134TJP3HTA11_696_2000001011HumanColorectumAD9.90e-351.23e+00-0.1464
27134TJP3HTA11_866_2000001011HumanColorectumAD3.19e-208.86e-01-0.1001
27134TJP3HTA11_1391_2000001011HumanColorectumAD4.07e-199.29e-01-0.059
27134TJP3HTA11_2992_2000001011HumanColorectumSER1.78e-101.09e+00-0.1706
27134TJP3HTA11_5212_2000001011HumanColorectumAD7.31e-098.81e-01-0.2061
27134TJP3HTA11_546_2000001011HumanColorectumAD4.08e-138.55e-01-0.0842
27134TJP3HTA11_866_3004761011HumanColorectumAD3.86e-033.18e-010.096
27134TJP3HTA11_7696_3000711011HumanColorectumAD4.65e-146.99e-010.0674
27134TJP3HTA11_6818_2000001011HumanColorectumAD3.42e-067.00e-010.0112
27134TJP3HTA11_99999971662_82457HumanColorectumMSS4.38e-023.96e-010.3859
27134TJP3A001-C-207HumanColorectumFAP4.17e-02-2.92e-010.1278
27134TJP3A015-C-203HumanColorectumFAP5.09e-15-2.64e-01-0.1294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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:00020646StomachGCepithelial cell development30/1159220/187233.92e-059.90e-0430
GO:00610285StomachGCestablishment of endothelial barrier10/115946/187234.18e-046.32e-0310
GO:00031585StomachGCendothelium development19/1159136/187237.19e-049.47e-0319
GO:00018854StomachGCendothelial cell development11/115964/187231.75e-031.83e-0211
GO:00454464StomachGCendothelial cell differentiation16/1159118/187232.50e-032.36e-0216
GO:00905573StomachGCestablishment of endothelial intestinal barrier4/115912/187234.84e-033.87e-024
GO:00356332StomachGCmaintenance of blood-brain barrier7/115935/187234.99e-033.96e-027
GO:000189411StomachCAG with IMtissue homeostasis42/1050268/187231.40e-091.74e-0742
GO:006024911StomachCAG with IManatomical structure homeostasis46/1050314/187232.18e-092.64e-0746
GO:004521611StomachCAG with IMcell-cell junction organization30/1050200/187238.07e-074.05e-0530
GO:000206411StomachCAG with IMepithelial cell development29/1050220/187231.64e-055.16e-0429
GO:006102811StomachCAG with IMestablishment of endothelial barrier9/105046/187238.92e-041.17e-029
GO:000315811StomachCAG with IMendothelium development17/1050136/187231.59e-031.76e-0217
GO:000188511StomachCAG with IMendothelial cell development10/105064/187232.82e-032.69e-0210
GO:009055711StomachCAG with IMestablishment of endothelial intestinal barrier4/105012/187233.39e-033.06e-024
GO:004544611StomachCAG with IMendothelial cell differentiation14/1050118/187236.32e-034.79e-0214
GO:000189421StomachCSGtissue homeostasis40/1034268/187239.33e-098.66e-0740
GO:006024921StomachCSGanatomical structure homeostasis44/1034314/187231.22e-081.06e-0644
GO:004521621StomachCSGcell-cell junction organization29/1034200/187231.82e-068.48e-0529
GO:000206421StomachCSGepithelial cell development28/1034220/187233.30e-059.05e-0428
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045302ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa045303ColorectumSERTight junction59/1580169/84653.24e-075.98e-064.34e-0659
hsa045304ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045305ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045308ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa045309ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa0453010ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa0453011ColorectumCRCTight junction44/1091169/84652.51e-067.61e-055.16e-0544
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453012StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa0453013StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
hsa0453021StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0453031StomachCAG with IMTight junction32/640169/84659.69e-071.62e-051.14e-0532
hsa0453041StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
hsa0453051StomachCSGTight junction31/633169/84652.29e-063.45e-052.48e-0531
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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
TJP3SNVMissense_Mutationrs145208682c.923N>Tp.Ser308Leup.S308LO95049protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TJP3SNVMissense_Mutationc.1919C>Gp.Ala640Glyp.A640GO95049protein_codingdeleterious(0)probably_damaging(0.952)TCGA-AC-A2B8-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapychemoPD
TJP3SNVMissense_Mutationc.2741N>Tp.Ser914Phep.S914FO95049protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
TJP3SNVMissense_Mutationnovelc.1621N>Tp.Arg541Trpp.R541WO95049protein_codingdeleterious(0)possibly_damaging(0.858)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TJP3SNVMissense_Mutationc.1939N>Cp.Glu647Glnp.E647QO95049protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TJP3SNVMissense_Mutationrs770353202c.1075G>Ap.Glu359Lysp.E359KO95049protein_codingtolerated(0.86)benign(0.005)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
TJP3insertionIn_Frame_Insnovelc.2306_2307insCGTGCGGTGGCTCACGCCp.Ile769_Arg770insValArgTrpLeuThrProp.I769_R770insVRWLTPO95049protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
TJP3SNVMissense_Mutationnovelc.518N>Ap.Ser173Asnp.S173NO95049protein_codingdeleterious(0.03)possibly_damaging(0.844)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TJP3SNVMissense_Mutationc.2324N>Tp.Arg775Leup.R775LO95049protein_codingdeleterious(0.01)possibly_damaging(0.511)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TJP3SNVMissense_Mutationc.2465N>Ap.Gly822Aspp.G822DO95049protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-FU-A3HZ-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
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