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: IRAK3

Gene summary for IRAK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRAK3

Gene ID

11213

Gene nameinterleukin 1 receptor associated kinase 3
Gene AliasASRT5
Cytomap12q14.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y616


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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
11213IRAK3HTA11_2487_2000001011HumanColorectumSER6.13e-167.88e-01-0.1808
11213IRAK3HTA11_2951_2000001011HumanColorectumAD6.30e-034.13e-010.0216
11213IRAK3HTA11_1938_2000001011HumanColorectumAD1.04e-032.77e-01-0.0811
11213IRAK3HTA11_78_2000001011HumanColorectumAD1.19e-073.39e-01-0.1088
11213IRAK3HTA11_347_2000001011HumanColorectumAD4.68e-031.25e-01-0.1954
11213IRAK3HTA11_3361_2000001011HumanColorectumAD1.69e-268.21e-01-0.1207
11213IRAK3HTA11_83_2000001011HumanColorectumSER7.07e-083.78e-01-0.1526
11213IRAK3HTA11_696_2000001011HumanColorectumAD1.26e-093.63e-01-0.1464
11213IRAK3HTA11_866_2000001011HumanColorectumAD1.64e-113.03e-01-0.1001
11213IRAK3HTA11_1391_2000001011HumanColorectumAD7.06e-124.76e-01-0.059
11213IRAK3HTA11_99999965062_69753HumanColorectumMSI-H2.31e-036.70e-010.3487
11213IRAK3AEH-subject4HumanEndometriumAEH2.81e-073.54e-01-0.2657
11213IRAK3RNA-P3T-P3T-1HumanLungIAC2.55e-108.39e-010.1829
11213IRAK3RNA-P3T-P3T-2HumanLungIAC6.02e-107.79e-010.1835
11213IRAK3RNA-P3T-P3T-4HumanLungIAC1.37e-158.86e-010.1859
11213IRAK3RNA-P6T2-P6T2-1HumanLungIAC2.67e-032.45e-01-0.0166
11213IRAK3RNA-P6T2-P6T2-2HumanLungIAC1.09e-053.19e-01-0.0132
11213IRAK3RNA-P6T2-P6T2-3HumanLungIAC2.28e-062.83e-01-0.013
11213IRAK3RNA-P6T2-P6T2-4HumanLungIAC1.04e-052.94e-01-0.0121
11213IRAK3ATC13HumanThyroidATC3.23e-518.52e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0042177ColorectumADnegative regulation of protein catabolic process55/3918121/187231.19e-098.85e-0855
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0051348ColorectumADnegative regulation of transferase activity85/3918268/187232.07e-054.19e-0485
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0042326ColorectumADnegative regulation of phosphorylation112/3918385/187238.02e-051.27e-03112
GO:0001933ColorectumADnegative regulation of protein phosphorylation101/3918342/187239.39e-051.42e-03101
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0006469ColorectumADnegative regulation of protein kinase activity65/3918212/187235.21e-045.62e-0365
GO:0033673ColorectumADnegative regulation of kinase activity71/3918237/187236.18e-046.47e-0371
GO:0043244ColorectumADregulation of protein-containing complex disassembly41/3918121/187236.22e-046.48e-0341
GO:0043242ColorectumADnegative regulation of protein-containing complex disassembly29/391882/187231.76e-031.45e-0229
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:0051091ColorectumADpositive regulation of DNA-binding transcription factor activity73/3918260/187233.52e-032.54e-0273
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00224111ColorectumSERcellular component disassembly114/2897443/187231.17e-089.59e-07114
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04722ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047221ColorectumADNeurotrophin signaling pathway50/2092119/84652.28e-052.24e-041.43e-0450
hsa047222ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa047223ColorectumSERNeurotrophin signaling pathway35/1580119/84652.80e-032.02e-021.47e-0235
hsa0472216EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0472217EndometriumAEHNeurotrophin signaling pathway31/1197119/84654.07e-043.07e-032.25e-0331
hsa0472212LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
hsa0472213LungIACNeurotrophin signaling pathway29/1053119/84652.34e-042.54e-031.68e-0329
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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
IRAK3SNVMissense_Mutationc.1312N>Ap.Glu438Lysp.E438KQ9Y616protein_codingtolerated(0.09)probably_damaging(0.941)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IRAK3SNVMissense_Mutationnovelc.1330N>Ap.Glu444Lysp.E444KQ9Y616protein_codingdeleterious(0.01)possibly_damaging(0.679)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
IRAK3SNVMissense_Mutationc.1408T>Gp.Phe470Valp.F470VQ9Y616protein_codingtolerated(0.05)possibly_damaging(0.471)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IRAK3SNVMissense_Mutationnovelc.521N>Tp.Gly174Valp.G174VQ9Y616protein_codingdeleterious(0)probably_damaging(0.996)TCGA-JL-A3YW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IRAK3SNVMissense_Mutationnovelc.1257N>Gp.Phe419Leup.F419LQ9Y616protein_codingtolerated(1)benign(0.031)TCGA-LD-A74U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapytaxotereSD
IRAK3SNVMissense_Mutationnovelc.632C>Tp.Ser211Phep.S211FQ9Y616protein_codingdeleterious(0)probably_damaging(0.985)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
IRAK3SNVMissense_Mutationc.466N>Gp.Gln156Glup.Q156EQ9Y616protein_codingtolerated(0.47)benign(0.057)TCGA-EK-A2RO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IRAK3SNVMissense_Mutationc.1226N>Tp.Pro409Leup.P409LQ9Y616protein_codingtolerated(0.07)probably_damaging(0.986)TCGA-Q1-A5R1-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IRAK3deletionFrame_Shift_Delc.592delNp.Met200CysfsTer26p.M200Cfs*26Q9Y616protein_codingTCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IRAK3SNVMissense_Mutationnovelc.591N>Tp.Glu197Aspp.E197DQ9Y616protein_codingtolerated(0.25)possibly_damaging(0.735)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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
11213IRAK3SERINE THREONINE KINASE, KINASE, ENZYME, DRUGGABLE GENOMEinhibitor249565893
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