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: IRAK2

Gene summary for IRAK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRAK2

Gene ID

3656

Gene nameinterleukin 1 receptor associated kinase 2
Gene AliasIRAK-2
Cytomap3p25.3
Gene Typeprotein-coding
GO ID

GO:0001959

UniProtAcc

O43187


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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
3656IRAK2LZE8THumanEsophagusESCC1.86e-021.96e-010.067
3656IRAK2P2T-EHumanEsophagusESCC2.47e-081.83e-010.1177
3656IRAK2P4T-EHumanEsophagusESCC5.15e-051.70e-010.1323
3656IRAK2P5T-EHumanEsophagusESCC1.12e-027.41e-020.1327
3656IRAK2P16T-EHumanEsophagusESCC1.90e-034.67e-020.1153
3656IRAK2P20T-EHumanEsophagusESCC9.10e-123.15e-010.1124
3656IRAK2P21T-EHumanEsophagusESCC7.04e-041.42e-010.1617
3656IRAK2P23T-EHumanEsophagusESCC1.66e-206.88e-010.108
3656IRAK2P24T-EHumanEsophagusESCC1.16e-061.07e-010.1287
3656IRAK2P27T-EHumanEsophagusESCC5.97e-041.09e-010.1055
3656IRAK2P28T-EHumanEsophagusESCC5.55e-037.80e-020.1149
3656IRAK2P31T-EHumanEsophagusESCC2.89e-024.43e-020.1251
3656IRAK2P32T-EHumanEsophagusESCC1.79e-024.89e-020.1666
3656IRAK2P36T-EHumanEsophagusESCC1.25e-022.29e-010.1187
3656IRAK2P37T-EHumanEsophagusESCC2.70e-038.20e-020.1371
3656IRAK2P39T-EHumanEsophagusESCC4.23e-031.12e-010.0894
3656IRAK2P40T-EHumanEsophagusESCC2.05e-021.96e-010.109
3656IRAK2P42T-EHumanEsophagusESCC3.71e-123.60e-010.1175
3656IRAK2P57T-EHumanEsophagusESCC3.83e-041.63e-010.0926
3656IRAK2P62T-EHumanEsophagusESCC8.62e-316.05e-010.1302
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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
∗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:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:00316633EsophagusESCClipopolysaccharide-mediated signaling pathway37/855260/187239.17e-033.19e-0237
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa04722111EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0472210LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
hsa0472211LiverHCCNeurotrophin signaling pathway74/4020119/84658.27e-043.26e-031.81e-0374
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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
IRAK2SNVMissense_Mutationc.682N>Tp.His228Tyrp.H228YO43187protein_codingdeleterious(0.04)benign(0.113)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IRAK2SNVMissense_Mutationnovelc.1150N>Ap.Glu384Lysp.E384KO43187protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IRAK2SNVMissense_Mutationc.442G>Ap.Ala148Thrp.A148TO43187protein_codingtolerated(0.31)benign(0.003)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
IRAK2SNVMissense_Mutationc.617N>Tp.Ala206Valp.A206VO43187protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-EW-A1IW-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
IRAK2insertionFrame_Shift_Insnovelc.1502dupAp.Arg502AlafsTer16p.R502Afs*16O43187protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
IRAK2insertionFrame_Shift_Insnovelc.1503_1504insAAACATTCCTTCCTTGCTTCp.Arg502LysfsTer49p.R502Kfs*49O43187protein_codingTCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
IRAK2deletionFrame_Shift_Delnovelc.915delNp.Leu307SerfsTer63p.L307Sfs*63O43187protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
IRAK2SNVMissense_Mutationc.50N>Ap.Cys17Tyrp.C17YO43187protein_codingtolerated(0.05)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IRAK2SNVMissense_Mutationc.1613N>Tp.Asp538Valp.D538VO43187protein_codingtolerated(0.09)benign(0.014)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IRAK2SNVMissense_Mutationc.1619C>Tp.Ser540Phep.S540FO43187protein_codingdeleterious(0.01)possibly_damaging(0.548)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=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
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