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: CD36

Gene summary for CD36

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD36

Gene ID

948

Gene nameCD36 molecule
Gene AliasBDPLT10
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A4D1B1


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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
948CD36HCC1_MengHumanLiverHCC2.42e-722.49e-010.0246
948CD36HCC1HumanLiverHCC1.37e-085.11e+000.5336
948CD36HCC2HumanLiverHCC2.74e-172.87e+000.5341
948CD36Pt13.aHumanLiverHCC5.63e-186.22e-010.021
948CD36Pt13.bHumanLiverHCC1.11e-321.10e+000.0251
948CD36Pt13.cHumanLiverHCC1.34e-097.38e-010.0076
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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:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:003238621LiverHCCregulation of intracellular transport231/7958337/187231.99e-223.40e-20231
GO:000691322LiverHCCnucleocytoplasmic transport208/7958301/187235.51e-218.12e-19208
GO:005116922LiverHCCnuclear transport208/7958301/187235.51e-218.12e-19208
GO:003315721LiverHCCregulation of intracellular protein transport165/7958229/187238.37e-201.15e-17165
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:001703811LiverHCCprotein import140/7958206/187231.12e-136.46e-12140
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
GO:004682221LiverHCCregulation of nucleocytoplasmic transport81/7958106/187231.11e-125.52e-1181
GO:000030222LiverHCCresponse to reactive oxygen species144/7958222/187231.24e-115.09e-10144
GO:003133412LiverHCCpositive regulation of protein-containing complex assembly150/7958237/187237.35e-112.63e-09150
GO:190018012LiverHCCregulation of protein localization to nucleus95/7958136/187239.26e-113.26e-0995
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:003461412LiverHCCcellular response to reactive oxygen species102/7958155/187233.70e-099.89e-08102
GO:005117011LiverHCCimport into nucleus102/7958159/187232.78e-086.39e-07102
GO:00066066LiverHCCprotein import into nucleus99/7958155/187236.12e-081.28e-0699
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541522LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0493121LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa049794LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa049202LiverHCCAdipocytokine signaling pathway45/402069/84652.19e-037.55e-034.20e-0345
hsa033204LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa0541742LiverHCCLipid and atherosclerosis118/4020215/84651.66e-023.92e-022.18e-02118
hsa0541532LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0493131LiverHCCInsulin resistance77/4020108/84653.89e-074.46e-062.48e-0677
hsa049795LiverHCCCholesterol metabolism41/402051/84651.33e-061.35e-057.49e-0641
hsa0415251LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa049203LiverHCCAdipocytokine signaling pathway45/402069/84652.19e-037.55e-034.20e-0345
hsa033205LiverHCCPPAR signaling pathway48/402075/84652.83e-039.37e-035.21e-0348
hsa0541752LiverHCCLipid and atherosclerosis118/4020215/84651.66e-023.92e-022.18e-02118
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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
THBS1CD36THBS1_CD36THBSBreastDCIS
THBS2CD36THBS2_CD36THBSBreastDCIS
THBS3CD36THBS3_CD36THBSBreastDCIS
THBS1CD36THBS1_CD36THBSBreastHealthy
THBS2CD36THBS2_CD36THBSBreastHealthy
THBS1CD36THBS1_CD36THBSBreastIDC
THBS2CD36THBS2_CD36THBSBreastIDC
COMPCD36COMP_CD36THBSBreastIDC
THBS1CD36THBS1_CD36THBSBreastPrecancer
THBS2CD36THBS2_CD36THBSBreastPrecancer
THBS1CD36THBS1_CD36THBSCRCADJ
THBS1CD36THBS1_CD36THBSCRCCRC
THBS2CD36THBS2_CD36THBSCRCCRC
THBS1CD36THBS1_CD36THBSCRCFAP
THBS1CD36THBS1_CD36THBSEndometriumADJ
THBS1CD36THBS1_CD36THBSEndometriumAEH
THBS2CD36THBS2_CD36THBSEndometriumAEH
THBS1CD36THBS1_CD36THBSEndometriumEEC
THBS2CD36THBS2_CD36THBSEndometriumEEC
THBS1CD36THBS1_CD36THBSEsophagusESCC
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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
CD36SNVMissense_Mutationrs750187438c.1006N>Ap.Gly336Argp.G336RP16671protein_codingdeleterious(0.04)benign(0.358)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CD36SNVMissense_Mutationrs138937215c.844G>Ap.Asp282Asnp.D282NP16671protein_codingdeleterious(0.01)benign(0.072)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD36SNVMissense_Mutationrs187500047c.1157N>Ap.Arg386Glnp.R386QP16671protein_codingdeleterious(0.01)possibly_damaging(0.831)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD36SNVMissense_Mutationc.122N>Tp.Gln41Leup.Q41LP16671protein_codingdeleterious(0)benign(0.029)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CD36SNVMissense_Mutationnovelc.970N>Ap.Ser324Thrp.S324TP16671protein_codingtolerated(0.4)benign(0.124)TCGA-LL-A5YP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CD36SNVMissense_Mutationc.922N>Ap.Asp308Asnp.D308NP16671protein_codingdeleterious(0.02)probably_damaging(0.963)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CD36SNVMissense_Mutationc.798N>Ap.Phe266Leup.F266LP16671protein_codingtolerated(0.1)probably_damaging(0.999)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
CD36SNVMissense_Mutationc.404T>Cp.Phe135Serp.F135SP16671protein_codingtolerated(0.06)benign(0.403)TCGA-AA-3939-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD36SNVMissense_Mutationc.1117N>Gp.Ile373Valp.I373VP16671protein_codingtolerated(1)benign(0.001)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD36SNVMissense_Mutationnovelc.883C>Ap.Leu295Ilep.L295IP16671protein_codingtolerated(0.16)possibly_damaging(0.772)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
948CD36CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOME, CLINICALLY ACTIONABLEantagonist404859035
948CD36CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, TRANSPORTER, DRUGGABLE GENOME, CLINICALLY ACTIONABLEABT-510ABT-510
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