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: IRF4

Gene summary for IRF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRF4

Gene ID

3662

Gene nameinterferon regulatory factor 4
Gene AliasLSIRF
Cytomap6p25.3
Gene Typeprotein-coding
GO ID

GO:0001562

UniProtAcc

Q15306


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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
3662IRF4C09HumanOral cavityOSCC1.84e-361.09e+000.1431
3662IRF4EOLP-1HumanOral cavityEOLP4.63e-175.16e-01-0.0202
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:005109920Oral cavityOSCCpositive regulation of binding105/7305173/187235.88e-091.26e-07105
GO:00439674Oral cavityOSCChistone H4 acetylation49/730567/187231.45e-082.91e-0749
GO:000257310Oral cavityOSCCmyeloid leukocyte differentiation119/7305208/187237.29e-081.29e-06119
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00022214Oral cavityOSCCpattern recognition receptor signaling pathway95/7305172/187231.11e-051.15e-0495
GO:190370618Oral cavityOSCCregulation of hemopoiesis180/7305367/187235.16e-054.30e-04180
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:005110120Oral cavityOSCCregulation of DNA binding64/7305118/187235.53e-043.21e-0364
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0465923Oral cavityEOLPTh17 cell differentiation41/1218108/84659.84e-103.18e-081.87e-0841
hsa0465933Oral cavityEOLPTh17 cell differentiation41/1218108/84659.84e-103.18e-081.87e-0841
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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
IRF4PLAColorectumADJSSR4,UBE2J1,ARSG, etc.2.04e-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.
IRF4pDCLungADJTCF4,SLC15A4,C12orf75, etc.7.37e-02The 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.
IRF4BNLungADJTCF4,SLC15A4,C12orf75, etc.4.09e-02The 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.
IRF4MENSkinADJROBO2,AC007319.1,INPP4B, etc.3.90e-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.
IRF4MENSkinAKROBO2,AC007319.1,INPP4B, etc.3.78e-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.
IRF4MENSkincSCCROBO2,AC007319.1,INPP4B, etc.1.74e-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.
IRF4MENSkinSCCISROBO2,AC007319.1,INPP4B, etc.1.97e-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
IRF4insertionFrame_Shift_Insnovelc.363_364insCCTCTGTCTAGAGCTGTCTCCCTTGCCCp.Tyr122ProfsTer18p.Y122Pfs*18Q15306protein_codingTCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
IRF4SNVMissense_Mutationrs751010198c.737C>Tp.Ala246Valp.A246VQ15306protein_codingtolerated(0.09)benign(0.062)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IRF4SNVMissense_Mutationc.256N>Ap.Asp86Asnp.D86NQ15306protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IRF4SNVMissense_Mutationc.967N>Ap.Gly323Argp.G323RQ15306protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3693-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IRF4SNVMissense_Mutationc.1304N>Ap.Ser435Asnp.S435NQ15306protein_codingtolerated(0.57)benign(0.001)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
IRF4SNVMissense_Mutationc.103G>Ap.Gly35Serp.G35SQ15306protein_codingdeleterious(0.04)benign(0.095)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRF4SNVMissense_Mutationnovelc.1004N>Cp.Tyr335Serp.Y335SQ15306protein_codingdeleterious(0)probably_damaging(0.944)TCGA-AA-A01I-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRF4SNVMissense_Mutationrs143144957c.604G>Ap.Gly202Serp.G202SQ15306protein_codingtolerated(1)benign(0)TCGA-G4-6315-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
IRF4insertionFrame_Shift_Insnovelc.401_402insCp.Lys134AsnfsTer78p.K134Nfs*78Q15306protein_codingTCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
IRF4SNVMissense_Mutationrs781586995c.544N>Ap.Val182Ilep.V182IQ15306protein_codingtolerated(0.36)benign(0.018)TCGA-A5-AB3J-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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