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: IRAK4

Gene summary for IRAK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IRAK4

Gene ID

51135

Gene nameinterleukin 1 receptor associated kinase 4
Gene AliasIMD67
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B4E359


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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
51135IRAK4LZE4THumanEsophagusESCC7.09e-062.95e-010.0811
51135IRAK4LZE7THumanEsophagusESCC6.09e-084.48e-010.0667
51135IRAK4LZE20THumanEsophagusESCC6.30e-143.22e-010.0662
51135IRAK4LZE21D1HumanEsophagusHGIN4.61e-043.04e-010.0632
51135IRAK4LZE22D1HumanEsophagusHGIN2.05e-021.61e-010.0595
51135IRAK4LZE22THumanEsophagusESCC1.39e-022.77e-010.068
51135IRAK4LZE24THumanEsophagusESCC7.73e-133.63e-010.0596
51135IRAK4LZE21THumanEsophagusESCC3.98e-022.41e-010.0655
51135IRAK4P1T-EHumanEsophagusESCC4.48e-178.75e-010.0875
51135IRAK4P2T-EHumanEsophagusESCC4.43e-224.79e-010.1177
51135IRAK4P4T-EHumanEsophagusESCC2.88e-329.00e-010.1323
51135IRAK4P5T-EHumanEsophagusESCC2.26e-122.64e-010.1327
51135IRAK4P8T-EHumanEsophagusESCC5.70e-192.23e-010.0889
51135IRAK4P9T-EHumanEsophagusESCC8.26e-071.88e-010.1131
51135IRAK4P10T-EHumanEsophagusESCC2.82e-193.21e-010.116
51135IRAK4P12T-EHumanEsophagusESCC2.19e-202.71e-010.1122
51135IRAK4P15T-EHumanEsophagusESCC1.04e-153.90e-010.1149
51135IRAK4P16T-EHumanEsophagusESCC1.73e-111.60e-010.1153
51135IRAK4P17T-EHumanEsophagusESCC1.80e-022.56e-010.1278
51135IRAK4P20T-EHumanEsophagusESCC2.57e-204.30e-010.1124
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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
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:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:005140318EsophagusESCCstress-activated MAPK cascade147/8552239/187235.43e-077.18e-06147
GO:00072549EsophagusESCCJNK cascade102/8552167/187234.22e-053.39e-04102
GO:00486597EsophagusESCCsmooth muscle cell proliferation103/8552184/187233.08e-031.28e-02103
GO:00486607EsophagusESCCregulation of smooth muscle cell proliferation100/8552180/187234.76e-031.85e-02100
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00486615EsophagusESCCpositive regulation of smooth muscle cell proliferation61/8552104/187235.22e-031.97e-0261
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:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:003109822LiverHCCstress-activated protein kinase signaling cascade138/7958247/187231.43e-051.57e-04138
GO:005140322LiverHCCstress-activated MAPK cascade134/7958239/187231.50e-051.64e-04134
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517139EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0513039EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa0516930EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa0517029EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa0541739EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa046219EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05171115EsophagusHGINCoronavirus disease - COVID-19105/1383232/84657.84e-265.11e-244.06e-24105
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa05130115EsophagusHGINPathogenic Escherichia coli infection54/1383197/84654.91e-056.15e-044.89e-0454
hsa05169114EsophagusHGINEpstein-Barr virus infection55/1383202/84655.13e-056.19e-044.92e-0455
hsa05170112EsophagusHGINHuman immunodeficiency virus 1 infection51/1383212/84652.16e-031.90e-021.51e-0251
hsa05417114EsophagusHGINLipid and atherosclerosis51/1383215/84652.95e-032.41e-021.91e-0251
hsa0462114EsophagusHGINNOD-like receptor signaling pathway45/1383186/84653.40e-032.54e-022.02e-0245
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
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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
IRAK4SNVMissense_Mutationc.988N>Gp.Phe330Valp.F330VQ9NWZ3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
IRAK4SNVMissense_Mutationnovelc.844N>Tp.Pro282Serp.P282SQ9NWZ3protein_codingdeleterious(0.02)probably_damaging(0.968)TCGA-AR-A0TY-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPaclitaxelPD
IRAK4SNVMissense_Mutationc.1294N>Tp.Val432Phep.V432FQ9NWZ3protein_codingdeleterious(0.02)benign(0.307)TCGA-E2-A15G-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IRAK4SNVMissense_Mutationc.1103C>Ap.Ser368Tyrp.S368YQ9NWZ3protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
IRAK4SNVMissense_Mutationrs377584435c.34C>Tp.Arg12Cysp.R12CQ9NWZ3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
IRAK4SNVMissense_Mutationnovelc.673G>Ap.Glu225Lysp.E225KQ9NWZ3protein_codingtolerated(0.17)benign(0.181)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IRAK4SNVMissense_Mutationc.1224G>Cp.Lys408Asnp.K408NQ9NWZ3protein_codingtolerated(0.43)benign(0.044)TCGA-AA-3509-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IRAK4SNVMissense_Mutationrs141209982c.529N>Gp.Thr177Alap.T177AQ9NWZ3protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IRAK4SNVMissense_Mutationc.1076N>Tp.Ala359Valp.A359VQ9NWZ3protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IRAK4SNVMissense_Mutationc.309T>Gp.Asp103Glup.D103EQ9NWZ3protein_codingtolerated(0.44)benign(0.009)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor249565762
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMETAE-684TAE-684
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEGO-6976GO-6976
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEFused benzoheterocycle amide derivative 1
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEPyrazolopyrimidine and thienopyrimidine amide derivative 1
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor249565765
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEinhibitor381118862
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEAmidopyrazole derivative 2
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEAmidopyrazole derivative 1
51135IRAK4DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ENZYMEILORASERTIBILORASERTIB
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