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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CLDN18

Gene summary for CLDN18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLDN18

Gene ID

51208

Gene nameclaudin 18
Gene AliasSFTA5
Cytomap3q22.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P56856


Top

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
51208CLDN18RNA-P25T1-P25T1-1HumanLungAIS3.08e-13-1.83e-01-0.2116
51208CLDN18RNA-P25T1-P25T1-2HumanLungAIS2.85e-02-2.18e-01-0.1941
51208CLDN18RNA-P25T1-P25T1-3HumanLungAIS4.78e-07-4.26e-01-0.2107
51208CLDN18RNA-P25T1-P25T1-4HumanLungAIS3.19e-07-1.80e-01-0.2119
51208CLDN18RNA-P3T-P3T-1HumanLungIAC6.88e-06-1.14e+000.1829
51208CLDN18RNA-P3T-P3T-2HumanLungIAC2.10e-06-1.14e+000.1835
51208CLDN18RNA-P3T-P3T-4HumanLungIAC9.59e-07-1.14e+000.1859
51208CLDN18RNA-P6T2-P6T2-1HumanLungIAC2.34e-19-1.10e+00-0.0166
51208CLDN18RNA-P6T2-P6T2-2HumanLungIAC2.85e-19-1.12e+00-0.0132
51208CLDN18RNA-P6T2-P6T2-3HumanLungIAC1.80e-19-1.13e+00-0.013
51208CLDN18RNA-P6T2-P6T2-4HumanLungIAC3.15e-21-1.14e+00-0.0121
51208CLDN18RNA-P7T1-P7T1-4HumanLungAIS4.84e-02-1.08e+00-0.0809
51208CLDN18Pat01-BHumanStomachGC3.67e-114-1.76e+000.5754
51208CLDN18Pat02-BHumanStomachGC8.33e-99-8.27e-010.0368
51208CLDN18Pat03-BHumanStomachGC4.21e-108-1.47e+000.3693
51208CLDN18Pat04-BHumanStomachGC1.87e-61-7.70e-01-0.1483
51208CLDN18Pat05-BHumanStomachGC2.80e-53-8.00e-01-0.0353
51208CLDN18Pat06-BHumanStomachGC1.55e-91-4.60e-01-0.1961
51208CLDN18Pat07-BHumanStomachGC1.06e-42-1.28e+000.0935
51208CLDN18Pat08-BHumanStomachGC3.50e-44-1.45e+000.0182
Page: 1 2 3 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00343297LungIACcell junction assembly86/2061420/187237.98e-091.10e-0686
GO:00300998LungIACmyeloid cell differentiation70/2061381/187231.12e-053.45e-0470
GO:00452168LungIACcell-cell junction organization43/2061200/187231.21e-053.64e-0443
GO:00432977LungIACapical junction assembly22/206178/187232.31e-056.34e-0422
GO:01201926LungIACtight junction assembly20/206174/187231.03e-042.02e-0320
GO:01201936LungIACtight junction organization21/206180/187231.11e-042.14e-0321
GO:00070438LungIACcell-cell junction assembly31/2061146/187232.38e-044.06e-0331
GO:00346127LungIACresponse to tumor necrosis factor46/2061253/187234.28e-046.37e-0346
GO:00708305LungIACbicellular tight junction assembly18/206170/187234.40e-046.51e-0318
GO:00345047LungIACprotein localization to nucleus50/2061290/187238.71e-041.11e-0250
GO:00713567LungIACcellular response to tumor necrosis factor41/2061229/187231.16e-031.35e-0241
GO:00018947LungIACtissue homeostasis46/2061268/187231.50e-031.60e-0246
GO:00602497LungIACanatomical structure homeostasis51/2061314/187232.91e-032.61e-0251
GO:00456378LungIACregulation of myeloid cell differentiation36/2061210/187234.70e-033.68e-0236
GO:00025736LungIACmyeloid leukocyte differentiation35/2061208/187237.05e-034.83e-0235
GO:19037068LungIACregulation of hemopoiesis56/2061367/187237.23e-034.94e-0256
GO:003432912LungAIScell junction assembly84/1849420/187232.16e-105.71e-0884
GO:004521613LungAIScell-cell junction organization41/1849200/187234.66e-062.31e-0441
GO:004329713LungAISapical junction assembly21/184978/187231.48e-055.40e-0421
GO:003009913LungAISmyeloid cell differentiation63/1849381/187233.05e-059.70e-0463
Page: 1 2 3 4 5 6 7 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453016LungIACTight junction43/1053169/84652.44e-068.81e-055.85e-0543
hsa0513016LungIACPathogenic Escherichia coli infection45/1053197/84652.93e-056.14e-044.08e-0445
hsa0467016LungIACLeukocyte transendothelial migration30/1053114/84654.03e-056.55e-044.35e-0430
hsa051606LungIACHepatitis C33/1053157/84651.53e-039.23e-036.13e-0333
hsa045146LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
hsa0453017LungIACTight junction43/1053169/84652.44e-068.81e-055.85e-0543
hsa0513017LungIACPathogenic Escherichia coli infection45/1053197/84652.93e-056.14e-044.08e-0445
hsa0467017LungIACLeukocyte transendothelial migration30/1053114/84654.03e-056.55e-044.35e-0430
hsa0516013LungIACHepatitis C33/1053157/84651.53e-039.23e-036.13e-0333
hsa0451411LungIACCell adhesion molecules30/1053157/84651.03e-023.83e-022.54e-0230
hsa0453023LungAISTight junction46/961169/84657.79e-094.33e-072.77e-0746
hsa0467023LungAISLeukocyte transendothelial migration29/961114/84651.92e-054.08e-042.61e-0429
hsa0513023LungAISPathogenic Escherichia coli infection42/961197/84653.43e-055.62e-043.59e-0442
hsa0516022LungAISHepatitis C29/961157/84655.33e-032.61e-021.67e-0229
hsa0453033LungAISTight junction46/961169/84657.79e-094.33e-072.77e-0746
hsa0467033LungAISLeukocyte transendothelial migration29/961114/84651.92e-054.08e-042.61e-0429
hsa0513033LungAISPathogenic Escherichia coli infection42/961197/84653.43e-055.62e-043.59e-0442
hsa0516032LungAISHepatitis C29/961157/84655.33e-032.61e-021.67e-0229
hsa0513012StomachGCPathogenic Escherichia coli infection43/708197/84652.99e-096.39e-084.50e-0843
hsa0453012StomachGCTight junction33/708169/84653.03e-064.65e-053.28e-0533
Page: 1 2 3 4 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CLDN18SNVMissense_Mutationnovelc.164G>Tp.Arg55Leup.R55LP56856protein_codingtolerated(0.38)benign(0.198)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CLDN18SNVMissense_Mutationnovelc.593G>Ap.Gly198Aspp.G198DP56856protein_codingtolerated(0.22)possibly_damaging(0.764)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLDN18insertionFrame_Shift_Insnovelc.144_154dupGCTGTGGCGCTp.Ser52CysfsTer35p.S52Cfs*35P56856protein_codingTCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CLDN18SNVMissense_Mutationnovelc.41N>Tp.Ser14Leup.S14LP56856protein_codingdeleterious(0.01)benign(0.353)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
CLDN18SNVMissense_Mutationnovelc.7G>Ap.Val3Metp.V3MP56856protein_codingtolerated(0.08)benign(0.339)TCGA-DG-A2KL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CLDN18SNVMissense_Mutationrs768414784c.184N>Ap.Glu62Lysp.E62KP56856protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLDN18SNVMissense_Mutationc.145C>Tp.Leu49Phep.L49FP56856protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CLDN18SNVMissense_Mutationnovelc.421N>Gp.Asn141Aspp.N141DP56856protein_codingtolerated(0.08)benign(0.378)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CLDN18SNVMissense_Mutationc.77N>Ap.Gly26Glup.G26EP56856protein_codingtolerated(0.77)benign(0.01)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLDN18SNVMissense_Mutationnovelc.401N>Tp.Ala134Valp.A134VP56856protein_codingtolerated(0.77)benign(0.006)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
Page: 1 2 3 4 5 

Top

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
51208CLDN18KINASE, DRUGGABLE GENOMEantibody315661285ZOLBETUXIMAB
51208CLDN18KINASE, DRUGGABLE GENOMECHEMBL2109427ZOLBETUXIMAB
51208CLDN18KINASE, DRUGGABLE GENOMEClaudiximabZOLBETUXIMAB
51208CLDN18KINASE, DRUGGABLE GENOMECAR-CLD18 T cell
Page: 1