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: IRF8

Gene summary for IRF8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRF8

Gene ID

3394

Gene nameinterferon regulatory factor 8
Gene AliasH-ICSBP
Cytomap16q24.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q02556


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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
3394IRF8HCC1_MengHumanLiverHCC1.75e-02-6.03e-020.0246
3394IRF8HCC2_MengHumanLiverHCC1.01e-076.59e-020.0107
3394IRF8S028HumanLiverHCC3.19e-045.48e-010.2503
3394IRF8S029HumanLiverHCC3.47e-035.07e-010.2581
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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:0032479LiverHCCregulation of type I interferon production60/795895/187233.84e-053.80e-0460
GO:0032606LiverHCCtype I interferon production60/795895/187233.84e-053.80e-0460
GO:003009922LiverHCCmyeloid cell differentiation200/7958381/187234.64e-054.49e-04200
GO:00343411LiverHCCresponse to interferon-gamma82/7958141/187231.25e-041.03e-0382
GO:00713461LiverHCCcellular response to interferon-gamma70/7958118/187231.66e-041.32e-0370
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00712166LiverHCCcellular response to biotic stimulus128/7958246/187231.53e-038.10e-03128
GO:00712226LiverHCCcellular response to lipopolysaccharide110/7958209/187231.92e-039.77e-03110
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00712196LiverHCCcellular response to molecule of bacterial origin113/7958221/187235.73e-032.38e-02113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051332LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
hsa051333LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
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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
IRF8FIBBreastDCISTAF9,VAMP8,CYBA, etc.7.47e-01The 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.
IRF8MESCervixADJIRF7,PPT1,CPVL, etc.6.27e-01The 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.
IRF8NEUTEsophagusHealthyHOXB5,EAF2,ZNF410, etc.7.32e-01The 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.
IRF8AT2LLungAISIRF4,GPR183,GRASP, etc.6.53e-01The 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.
IRF8MDSCLungHealthyTNFAIP8,ID2,CD1C, etc.8.71e-01The 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.
IRF8MSC.MVALungADJHLA-DRB5,FMN1,KCNE1, etc.2.47e-01The 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.
IRF8MSC.ADIPOLungIACHLA-DRB5,FMN1,KCNE1, etc.3.75e-01The 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.
IRF8MSC.MVALungIACHLA-DRB5,FMN1,KCNE1, etc.2.63e-01The 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.
IRF8MSC.MVALungMIACHLA-DRB5,FMN1,KCNE1, etc.4.80e-01The 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.
IRF8CHIEFStomachCAG with IMGBP4,MS4A1,HLA-DQA1, etc.4.99e-01The 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.
∗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
IRF8SNVMissense_Mutationnovelc.164N>Ap.Ser55Tyrp.S55YQ02556protein_codingdeleterious(0)probably_damaging(0.95)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IRF8insertionFrame_Shift_Insnovelc.91_92insTTGGCTCTAAGTCGATp.Glu31ValfsTer24p.E31Vfs*24Q02556protein_codingTCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IRF8SNVMissense_Mutationnovelc.524C>Tp.Pro175Leup.P175LQ02556protein_codingtolerated(0.15)benign(0.007)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
IRF8SNVMissense_Mutationc.917G>Ap.Cys306Tyrp.C306YQ02556protein_codingtolerated(1)benign(0.001)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
IRF8SNVMissense_Mutationrs140514602c.569C>Tp.Thr190Metp.T190MQ02556protein_codingtolerated(0.2)benign(0.003)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IRF8SNVMissense_Mutationc.781N>Ap.Glu261Lysp.E261KQ02556protein_codingtolerated(0.08)benign(0.329)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IRF8SNVMissense_Mutationrs765523642c.1018N>Tp.Arg340Trpp.R340WQ02556protein_codingdeleterious(0.03)possibly_damaging(0.892)TCGA-CL-5917-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IRF8SNVMissense_Mutationnovelc.271N>Tp.Asp91Tyrp.D91YQ02556protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
IRF8SNVMissense_Mutationrs775730870c.766N>Ap.Asp256Asnp.D256NQ02556protein_codingdeleterious(0.04)benign(0.16)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
IRF8SNVMissense_Mutationnovelc.887N>Ap.Arg296Hisp.R296HQ02556protein_codingdeleterious(0)probably_damaging(0.994)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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