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: IRF2

Gene summary for IRF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRF2

Gene ID

3660

Gene nameinterferon regulatory factor 2
Gene AliasIRF-2
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P14316


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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
3660IRF2LZE4THumanEsophagusESCC1.75e-166.44e-010.0811
3660IRF2LZE5THumanEsophagusESCC2.09e-096.85e-010.0514
3660IRF2LZE7THumanEsophagusESCC2.48e-021.77e-010.0667
3660IRF2LZE8THumanEsophagusESCC9.83e-094.08e-010.067
3660IRF2LZE20THumanEsophagusESCC6.73e-143.18e-010.0662
3660IRF2LZE24THumanEsophagusESCC1.91e-194.78e-010.0596
3660IRF2LZE21THumanEsophagusESCC1.89e-044.56e-010.0655
3660IRF2LZE6THumanEsophagusESCC9.13e-074.82e-010.0845
3660IRF2P1T-EHumanEsophagusESCC1.28e-043.43e-010.0875
3660IRF2P2T-EHumanEsophagusESCC1.52e-437.58e-010.1177
3660IRF2P4T-EHumanEsophagusESCC1.15e-174.57e-010.1323
3660IRF2P5T-EHumanEsophagusESCC1.63e-194.53e-010.1327
3660IRF2P8T-EHumanEsophagusESCC2.04e-397.26e-010.0889
3660IRF2P9T-EHumanEsophagusESCC1.16e-174.49e-010.1131
3660IRF2P10T-EHumanEsophagusESCC3.88e-172.49e-010.116
3660IRF2P11T-EHumanEsophagusESCC1.95e-257.25e-010.1426
3660IRF2P12T-EHumanEsophagusESCC3.34e-509.55e-010.1122
3660IRF2P15T-EHumanEsophagusESCC2.68e-407.14e-010.1149
3660IRF2P16T-EHumanEsophagusESCC1.24e-347.25e-010.1153
3660IRF2P17T-EHumanEsophagusESCC4.50e-144.50e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:1903131ColorectumFAPmononuclear cell differentiation79/2622426/187235.00e-033.33e-0279
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:0051607LiverCirrhoticdefense response to virus84/4634265/187236.02e-033.00e-0284
GO:0140546LiverCirrhoticdefense response to symbiont84/4634265/187236.02e-033.00e-0284
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:000961515Oral cavityOSCCresponse to virus215/7305367/187231.63e-149.41e-13215
GO:00516074Oral cavityOSCCdefense response to virus154/7305265/187231.96e-105.63e-09154
GO:01405464Oral cavityOSCCdefense response to symbiont154/7305265/187231.96e-105.63e-09154
GO:19031316Oral cavityOSCCmononuclear cell differentiation210/7305426/187238.44e-069.02e-05210
GO:00300983Oral cavityOSCClymphocyte differentiation179/7305374/187232.74e-041.74e-03179
GO:190313114Oral cavityEOLPmononuclear cell differentiation88/2218426/187231.07e-073.61e-0688
GO:003009812Oral cavityEOLPlymphocyte differentiation76/2218374/187231.50e-063.55e-0576
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
IRF2SNVMissense_Mutationc.989C>Tp.Thr330Ilep.T330IP14316protein_codingdeleterious(0.05)benign(0.057)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IRF2SNVMissense_Mutationnovelc.1016C>Tp.Ser339Leup.S339LP14316protein_codingdeleterious(0)probably_damaging(0.945)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IRF2SNVMissense_Mutationc.128G>Cp.Arg43Thrp.R43TP14316protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
IRF2SNVMissense_Mutationrs761561042c.893C>Tp.Pro298Leup.P298LP14316protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
IRF2insertionNonsense_Mutationnovelc.997_998insAATAGp.Ser333LysfsTer2p.S333Kfs*2P14316protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IRF2SNVMissense_Mutationc.323N>Gp.Val108Glyp.V108GP14316protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3979-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IRF2SNVMissense_Mutationc.300N>Tp.Lys100Asnp.K100NP14316protein_codingtolerated(0.26)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IRF2SNVMissense_Mutationc.122N>Tp.Ala41Valp.A41VP14316protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IRF2SNVMissense_Mutationc.25N>Tp.Arg9Cysp.R9CP14316protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IRF2SNVMissense_Mutationrs753833490c.991N>Tp.Arg331Trpp.R331WP14316protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
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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
3660IRF2CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORIFN16241857,16533423
3660IRF2CLINICALLY ACTIONABLE, TRANSCRIPTION FACTORINTERFERON GAMMA10859338
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