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: JAM2

Gene summary for JAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

JAM2

Gene ID

58494

Gene namejunctional adhesion molecule 2
Gene AliasC21orf43
Cytomap21q21.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P57087


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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
58494JAM2HCC1HumanLiverHCC7.89e-031.37e+000.5336
58494JAM2HCC2HumanLiverHCC1.66e-059.31e-010.5341
58494JAM2ATC09HumanThyroidATC2.26e-062.63e-010.2871
58494JAM2ATC12HumanThyroidATC1.36e-122.71e-010.34
58494JAM2ATC13HumanThyroidATC9.79e-348.87e-010.34
58494JAM2ATC1HumanThyroidATC4.49e-083.37e-010.2878
58494JAM2ATC4HumanThyroidATC3.34e-183.88e-010.34
58494JAM2ATC5HumanThyroidATC1.23e-449.57e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00072721LiverHCCensheathment of neurons72/7958136/187238.87e-033.44e-0272
GO:00083661LiverHCCaxon ensheathment72/7958136/187238.87e-033.44e-0272
GO:00425521LiverHCCmyelination71/7958134/187239.08e-033.49e-0271
GO:005196014ThyroidATCregulation of nervous system development195/6293443/187232.62e-063.06e-05195
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:000268719ThyroidATCpositive regulation of leukocyte migration65/6293135/187233.18e-041.99e-0365
GO:003563322ThyroidATCmaintenance of blood-brain barrier22/629335/187233.74e-042.28e-0322
GO:00425526ThyroidATCmyelination62/6293134/187231.54e-037.84e-0362
GO:005114617ThyroidATCstriated muscle cell differentiation119/6293283/187231.74e-038.70e-03119
GO:00072726ThyroidATCensheathment of neurons62/6293136/187232.39e-031.11e-0262
GO:00083666ThyroidATCaxon ensheathment62/6293136/187232.39e-031.11e-0262
GO:000268519ThyroidATCregulation of leukocyte migration90/6293210/187233.11e-031.40e-0290
GO:007167516ThyroidATCregulation of mononuclear cell migration52/6293115/187236.24e-032.50e-0252
GO:20004035ThyroidATCpositive regulation of lymphocyte migration19/629335/187239.36e-033.44e-0219
GO:00716778ThyroidATCpositive regulation of mononuclear cell migration31/629365/187231.28e-024.50e-0231
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa051202LiverHCCEpithelial cell signaling in Helicobacter pylori infection50/402070/84653.96e-052.16e-041.20e-0450
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa051203LiverHCCEpithelial cell signaling in Helicobacter pylori infection50/402070/84653.96e-052.16e-041.20e-0450
hsa0467052LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
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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
JAM2JAM3JAM2_JAM3JAMBreastADJ
F11RJAM2F11R_JAM2JAMBreastADJ
JAM2F11RJAM2_F11RJAMBreastADJ
JAM2JAM2JAM2_JAM2JAMBreastADJ
JAM3JAM2JAM3_JAM2JAMBreastADJ
JAM2ITGAV_ITGB1JAM2_ITGAV_ITGB1JAMBreastDCIS
JAM2JAM3JAM2_JAM3JAMBreastDCIS
F11RJAM2F11R_JAM2JAMBreastDCIS
JAM2F11RJAM2_F11RJAMBreastDCIS
JAM2JAM2JAM2_JAM2JAMBreastDCIS
JAM3JAM2JAM3_JAM2JAMBreastDCIS
JAM2ITGAV_ITGB1JAM2_ITGAV_ITGB1JAMBreastHealthy
JAM2JAM3JAM2_JAM3JAMBreastHealthy
JAM2JAM2JAM2_JAM2JAMBreastHealthy
JAM3JAM2JAM3_JAM2JAMBreastHealthy
JAM2ITGA3_ITGB1JAM2_ITGA3_ITGB1JAMCervixADJ
JAM2ITGAV_ITGB1JAM2_ITGAV_ITGB1JAMCervixADJ
F11RJAM2F11R_JAM2JAMCervixADJ
JAM2F11RJAM2_F11RJAMCervixADJ
JAM2JAM2JAM2_JAM2JAMCervixADJ
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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
JAM2SNVMissense_Mutationc.103C>Gp.Gln35Glup.Q35EP57087protein_codingdeleterious(0.04)benign(0.043)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
JAM2SNVMissense_Mutationc.633N>Tp.Glu211Aspp.E211DP57087protein_codingdeleterious(0)possibly_damaging(0.657)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
JAM2SNVMissense_Mutationc.44N>Ap.Arg15Hisp.R15HP57087protein_codingtolerated(0.55)benign(0.003)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
JAM2SNVMissense_Mutationc.319N>Cp.Tyr107Hisp.Y107HP57087protein_codingdeleterious(0)probably_damaging(1)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
JAM2SNVMissense_Mutationrs550982612c.461N>Ap.Arg154Glnp.R154QP57087protein_codingdeleterious(0.03)possibly_damaging(0.759)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
JAM2SNVMissense_Mutationnovelc.911N>Tp.Ala304Valp.A304VP57087protein_codingtolerated_low_confidence(0.85)unknown(0)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
JAM2SNVMissense_Mutationnovelc.478N>Ap.Gly160Argp.G160RP57087protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
JAM2SNVMissense_Mutationnovelc.686N>Ap.Arg229Glnp.R229QP57087protein_codingtolerated(0.2)benign(0.103)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
JAM2SNVMissense_Mutationnovelc.851C>Tp.Thr284Ilep.T284IP57087protein_codingtolerated(0.1)possibly_damaging(0.568)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
JAM2SNVMissense_Mutationc.322N>Ap.Arg108Serp.R108SP57087protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid 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
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