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: CXADR

Gene summary for CXADR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CXADR

Gene ID

1525

Gene nameCXADR Ig-like cell adhesion molecule
Gene AliasCAR
Cytomap21q21.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P78310


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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
1525CXADRPat18-BHumanStomachGC2.32e-141.75e-01-0.0432
1525CXADRPat19-BHumanStomachGC1.26e-081.44e-010.0826
1525CXADRPat22-BHumanStomachGC7.63e-321.31e-01-0.1042
1525CXADRPat24-BHumanStomachGC6.47e-101.24e-01-0.1184
1525CXADRPat25-AHumanStomachCAG with IM7.38e-371.88e-01-0.1648
1525CXADRPat26-AHumanStomachCSG1.90e-401.67e-01-0.2402
1525CXADRPat28-AHumanStomachCSG1.04e-192.19e-01-0.2594
1525CXADRPat29-AHumanStomachCAG with IM2.44e-113.79e-01-0.2769
1525CXADRAdj_PTCwithHT_6HumanThyroidHT2.00e-02-3.23e-010.02
1525CXADRPTCwithHT_6HumanThyroidHT2.56e-04-3.22e-010.02
1525CXADRmale-WTAHumanThyroidPTC4.69e-451.57e-010.1037
1525CXADRPTC01HumanThyroidPTC1.64e-235.14e-010.1899
1525CXADRPTC04HumanThyroidPTC5.08e-154.69e-010.1927
1525CXADRPTC05HumanThyroidPTC2.36e-201.01e+000.2065
1525CXADRPTC06HumanThyroidPTC2.64e-471.37e+000.2057
1525CXADRPTC07HumanThyroidPTC2.13e-559.90e-010.2044
1525CXADRATC12HumanThyroidATC1.21e-04-3.33e-010.34
1525CXADRATC13HumanThyroidATC1.30e-082.54e-010.34
1525CXADRATC4HumanThyroidATC1.53e-04-3.33e-010.34
1525CXADRATC5HumanThyroidATC5.64e-142.89e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00716217BreastPrecancergranulocyte chemotaxis23/1080125/187236.73e-072.77e-0523
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:00341099BreastPrecancerhomotypic cell-cell adhesion18/108090/187233.15e-061.03e-0418
GO:00975307BreastPrecancergranulocyte migration24/1080148/187234.04e-061.26e-0424
GO:00305937BreastPrecancerneutrophil chemotaxis19/1080103/187235.94e-061.71e-0419
GO:00421107BreastPrecancerT cell activation52/1080487/187231.37e-053.42e-0452
GO:19902665BreastPrecancerneutrophil migration20/1080122/187232.13e-054.99e-0420
GO:00018948BreastPrecancertissue homeostasis27/1080268/187233.49e-032.90e-0227
GO:00605374BreastPrecancermuscle tissue development37/1080403/187233.60e-032.98e-0237
GO:00147063BreastPrecancerstriated muscle tissue development35/1080384/187235.10e-033.83e-0235
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541618BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0541619BreastPrecancerViral myocarditis14/68460/84652.32e-041.98e-031.52e-0314
hsa0541623BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0541633BreastIDCViral myocarditis18/86760/84651.85e-052.01e-041.50e-0418
hsa0541642BreastDCISViral myocarditis19/84660/84653.12e-064.20e-053.09e-0519
hsa0541652BreastDCISViral myocarditis19/84660/84653.12e-064.20e-053.09e-0519
hsa0541626EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
hsa0541635EndometriumEECViral myocarditis28/123760/84652.81e-095.77e-084.30e-0828
hsa0541630EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa05416114EsophagusESCCViral myocarditis41/420560/84652.59e-037.05e-033.61e-0341
hsa0541614LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541615LiverCirrhoticViral myocarditis28/253060/84654.38e-031.68e-021.03e-0228
hsa0541621LiverCystViral myocarditis9/33960/84655.79e-046.94e-035.73e-039
hsa0541631LiverCystViral myocarditis9/33960/84655.79e-046.94e-035.73e-039
hsa0541616LungIACViral myocarditis21/105360/84655.30e-061.57e-041.04e-0421
hsa0541617LungIACViral myocarditis21/105360/84655.30e-061.57e-041.04e-0421
hsa0541622LungAISViral myocarditis19/96160/84652.01e-054.08e-042.61e-0419
hsa0541632LungAISViral myocarditis19/96160/84652.01e-054.08e-042.61e-0419
hsa0541661LungMIACViral myocarditis15/50760/84651.61e-069.39e-056.79e-0515
hsa0541671LungMIACViral myocarditis15/50760/84651.61e-069.39e-056.79e-0515
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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
CXADRSNVMissense_Mutationrs760582039c.734G>Ap.Gly245Glup.G245EP78310protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CXADRSNVMissense_Mutationnovelc.400N>Tp.His134Tyrp.H134YP78310protein_codingtolerated(0.18)benign(0.018)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CXADRSNVMissense_Mutationc.923C>Tp.Ser308Phep.S308FP78310protein_codingdeleterious(0.04)benign(0.171)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CXADRSNVMissense_Mutationrs778453029c.791G>Ap.Arg264Hisp.R264HP78310protein_codingtolerated(0.18)benign(0.043)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CXADRSNVMissense_Mutationrs374465561c.131N>Tp.Thr44Metp.T44MP78310protein_codingdeleterious(0.02)possibly_damaging(0.519)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CXADRSNVMissense_Mutationc.289N>Tp.Asp97Tyrp.D97YP78310protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CXADRSNVMissense_Mutationc.1091N>Cp.Ile364Thrp.I364TP78310protein_codingdeleterious(0)possibly_damaging(0.82)TCGA-F5-6464-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CXADRSNVMissense_Mutationrs772476067c.388A>Gp.Asn130Aspp.N130DP78310protein_codingdeleterious(0.01)benign(0.203)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CXADRdeletionFrame_Shift_Delc.597delNp.Asn201MetfsTer27p.N201Mfs*27P78310protein_codingTCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CXADRSNVMissense_Mutationrs368675196c.323N>Tp.Thr108Metp.T108MP78310protein_codingtolerated(0.1)benign(0.44)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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