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: CLDN19

Gene summary for CLDN19

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDN19

Gene ID

149461

Gene nameclaudin 19
Gene AliasHOMG5
Cytomap1p34.2
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

Q8N6F1


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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
149461CLDN19HCC1HumanLiverHCC2.10e-067.08e-010.5336
149461CLDN19HCC2HumanLiverHCC1.30e-151.42e+000.5341
149461CLDN19HCC5HumanLiverHCC8.91e-076.20e-010.4932
149461CLDN19S014HumanLiverHCC1.99e-113.73e-010.2254
149461CLDN19S015HumanLiverHCC3.09e-247.62e-010.2375
149461CLDN19S016HumanLiverHCC5.17e-215.44e-010.2243
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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
∗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:004206022LiverHCCwound healing219/7958422/187235.34e-055.04e-04219
GO:006104122LiverHCCregulation of wound healing78/7958134/187231.73e-041.36e-0378
GO:190303421LiverHCCregulation of response to wounding94/7958167/187232.19e-041.66e-0394
GO:004521622LiverHCCcell-cell junction organization107/7958200/187231.06e-036.11e-03107
GO:004329712LiverHCCapical junction assembly45/795878/187234.83e-032.03e-0245
GO:003153212LiverHCCactin cytoskeleton reorganization59/7958107/187235.57e-032.32e-0259
GO:01201935LiverHCCtight junction organization45/795880/187239.02e-033.48e-0245
GO:01201925LiverHCCtight junction assembly42/795874/187239.32e-033.57e-0242
GO:000704312LiverHCCcell-cell junction assembly76/7958146/187231.23e-024.47e-0276
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0516021LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
hsa0467042LiverHCCLeukocyte transendothelial migration68/4020114/84655.79e-031.64e-029.15e-0368
hsa0513052LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0516031LiverHCCHepatitis C94/4020157/84651.11e-034.10e-032.28e-0394
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
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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
CLDN19SNVMissense_Mutationc.629N>Ap.Pro210Glnp.P210QQ8N6F1protein_codingtolerated(0.48)benign(0)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CLDN19SNVMissense_Mutationnovelc.281C>Tp.Ala94Valp.A94VQ8N6F1protein_codingdeleterious(0)possibly_damaging(0.868)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CLDN19SNVMissense_Mutationc.548N>Ap.Cys183Tyrp.C183YQ8N6F1protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CLDN19SNVMissense_Mutationc.242G>Ap.Arg81Glnp.R81QQ8N6F1protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
CLDN19SNVMissense_Mutationrs571067526c.214N>Ap.Ala72Thrp.A72TQ8N6F1protein_codingtolerated(0.24)benign(0.322)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN19SNVMissense_Mutationrs118203979c.59N>Ap.Gly20Aspp.G20DQ8N6F1protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN19SNVMissense_Mutationnovelc.233A>Gp.Gln78Argp.Q78RQ8N6F1protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN19SNVMissense_Mutationrs768309387c.239C>Tp.Ala80Valp.A80VQ8N6F1protein_codingdeleterious(0.01)benign(0.327)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN19SNVMissense_Mutationnovelc.394N>Cp.Cys132Argp.C132RQ8N6F1protein_codingdeleterious(0.01)possibly_damaging(0.889)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLDN19SNVMissense_Mutationnovelc.327N>Gp.Asp109Glup.D109EQ8N6F1protein_codingtolerated(1)benign(0.017)TCGA-39-5040-01Lunglung squamous cell carcinomaMale<65III/IVChemotherapycisplatinPD
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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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