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: IL10

Gene summary for IL10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL10

Gene ID

3586

Gene nameinterleukin 10
Gene AliasCSIF
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P22301


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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
3586IL10HCC1HumanLiverHCC1.33e-051.05e+000.5336
3586IL10HCC2HumanLiverHCC1.12e-128.98e-010.5341
3586IL10HCC5HumanLiverHCC3.27e-066.32e-010.4932
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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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0043467ColorectumADregulation of generation of precursor metabolites and energy49/3918130/187238.33e-061.99e-0449
GO:0043457ColorectumADregulation of cellular respiration20/391849/187231.23e-031.09e-0220
GO:00453331ColorectumSERcellular respiration103/2897230/187232.35e-263.61e-23103
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00159801ColorectumSERenergy derivation by oxidation of organic compounds119/2897318/187235.28e-224.62e-19119
GO:00434671ColorectumSERregulation of generation of precursor metabolites and energy38/2897130/187234.94e-051.21e-0338
GO:00434571ColorectumSERregulation of cellular respiration16/289749/187232.11e-032.06e-0216
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00453332ColorectumMSScellular respiration107/3467230/187231.64e-222.05e-19107
GO:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00434672ColorectumMSSregulation of generation of precursor metabolites and energy47/3467130/187231.47e-064.85e-0547
GO:00434572ColorectumMSSregulation of cellular respiration19/346749/187237.20e-047.70e-0319
GO:00060913ColorectumMSI-Hgeneration of precursor metabolites and energy93/1319490/187237.35e-193.14e-1693
GO:00453333ColorectumMSI-Hcellular respiration59/1319230/187231.08e-184.27e-1659
GO:00159803ColorectumMSI-Henergy derivation by oxidation of organic compounds67/1319318/187232.97e-161.03e-1367
GO:00434673ColorectumMSI-Hregulation of generation of precursor metabolites and energy21/1319130/187232.90e-047.17e-0321
GO:0009615ColorectumMSI-Hresponse to virus40/1319367/187233.99e-034.61e-0240
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513542LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0514521LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa051332LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
hsa05142LiverHCCChagas disease61/4020102/84658.04e-032.17e-021.21e-0261
hsa0513552LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0514531LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa051333LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
hsa051421LiverHCCChagas disease61/4020102/84658.04e-032.17e-021.21e-0261
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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
IL10IL10RA_IL10RBIL10_IL10RA_IL10RBIL10EndometriumADJ
IL10IL10RA_IL10RBIL10_IL10RA_IL10RBIL10HNSCCOSCC
IL10IL10RA_IL10RBIL10_IL10RA_IL10RBIL10ProstateBPH
IL10IL10RA_IL10RBIL10_IL10RA_IL10RBIL10ProstateHealthy
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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
IL10SNVMissense_Mutationrs746523858c.370N>Tp.Arg124Trpp.R124WP22301protein_codingdeleterious(0)probably_damaging(0.991)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
IL10insertionFrame_Shift_Insnovelc.138_139insAAGGGAAGGGAGGCTCTGCTTCCTGATTGCAGp.Ala47LysfsTer16p.A47Kfs*16P22301protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IL10deletionFrame_Shift_Delnovelc.37delCp.Leu13Terp.L13*P22301protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IL10SNVMissense_Mutationnovelc.383G>Ap.Arg128Glnp.R128QP22301protein_codingdeleterious(0.03)possibly_damaging(0.863)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IL10SNVMissense_Mutationc.373C>Tp.Arg125Cysp.R125CP22301protein_codingdeleterious(0)benign(0.02)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL10SNVMissense_Mutationc.337N>Ap.Gly113Argp.G113RP22301protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL10SNVMissense_Mutationnovelc.342G>Tp.Glu114Aspp.E114DP22301protein_codingtolerated(0.25)probably_damaging(0.962)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
IL10SNVMissense_Mutationnovelc.388N>Ap.Leu130Ilep.L130IP22301protein_codingdeleterious(0.03)probably_damaging(0.934)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
IL10SNVMissense_Mutationrs760738439c.445N>Tp.Leu149Phep.L149FP22301protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IL10SNVMissense_Mutationnovelc.383N>Ap.Arg128Glnp.R128QP22301protein_codingdeleterious(0.03)possibly_damaging(0.863)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
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORFLUTICASONE PROPIONATE12372131
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORtacrolimusTACROLIMUS21359536
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORROFECOXIBROFECOXIB15613743
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORRAPAMYCINSIROLIMUS12907620
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORMACROLIDE ANTIBIOTIC16476120
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORAMOXICILLINAMOXICILLIN16815316
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORinhibitorCHEMBL2109460SCH-708980
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORMESALAMINEMESALAMINE15887108
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORefavirenzEFAVIRENZ24819158
3586IL10CLINICALLY ACTIONABLE, DRUGGABLE GENOME, GROWTH FACTORATRATRETINOIN8982293
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