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: IL1RAP

Gene summary for IL1RAP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL1RAP

Gene ID

3556

Gene nameinterleukin 1 receptor accessory protein
Gene AliasC3orf13
Cytomap3q28
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

A8K6K4


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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
3556IL1RAPCCI_1HumanCervixCC1.27e-079.58e-010.528
3556IL1RAPCCI_2HumanCervixCC1.32e-101.16e+000.5249
3556IL1RAPCCI_3HumanCervixCC2.79e-139.20e-010.516
3556IL1RAPTumorHumanCervixCC1.05e-021.83e-010.1241
3556IL1RAPsample3HumanCervixCC1.53e-092.35e-010.1387
3556IL1RAPT1HumanCervixCC2.47e-022.23e-010.0918
3556IL1RAPLZE4THumanEsophagusESCC1.00e-124.57e-010.0811
3556IL1RAPLZE24THumanEsophagusESCC5.23e-031.54e-020.0596
3556IL1RAPLZE6THumanEsophagusESCC3.88e-021.83e-020.0845
3556IL1RAPP2T-EHumanEsophagusESCC8.93e-337.31e-010.1177
3556IL1RAPP4T-EHumanEsophagusESCC3.18e-093.12e-010.1323
3556IL1RAPP5T-EHumanEsophagusESCC3.62e-164.34e-010.1327
3556IL1RAPP8T-EHumanEsophagusESCC5.75e-144.27e-010.0889
3556IL1RAPP9T-EHumanEsophagusESCC2.05e-071.90e-010.1131
3556IL1RAPP10T-EHumanEsophagusESCC6.52e-357.34e-010.116
3556IL1RAPP11T-EHumanEsophagusESCC5.81e-207.91e-010.1426
3556IL1RAPP12T-EHumanEsophagusESCC1.72e-06-5.46e-020.1122
3556IL1RAPP15T-EHumanEsophagusESCC1.98e-071.83e-010.1149
3556IL1RAPP16T-EHumanEsophagusESCC2.70e-132.28e-010.1153
3556IL1RAPP19T-EHumanEsophagusESCC3.31e-087.43e-010.1662
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00018197CervixCCpositive regulation of cytokine production95/2311467/187234.88e-071.85e-0595
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:19021153CervixCCregulation of organelle assembly40/2311186/187232.92e-043.15e-0340
GO:00192213CervixCCcytokine-mediated signaling pathway84/2311472/187233.25e-043.44e-0384
GO:00510915CervixCCpositive regulation of DNA-binding transcription factor activity51/2311260/187235.05e-044.92e-0351
GO:19018886CervixCCregulation of cell junction assembly42/2311204/187235.50e-045.29e-0342
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00510923CervixCCpositive regulation of NF-kappaB transcription factor activity32/2311152/187231.62e-031.25e-0232
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0010975ColorectumADregulation of neuron projection development129/3918445/187232.88e-055.37e-04129
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0071709ColorectumADmembrane assembly22/391850/187232.00e-042.66e-0322
GO:0010769ColorectumADregulation of cell morphogenesis involved in differentiation35/391896/187233.26e-043.85e-0335
GO:0010770ColorectumADpositive regulation of cell morphogenesis involved in differentiation30/391879/187233.81e-044.38e-0330
GO:0010720ColorectumADpositive regulation of cell development87/3918298/187234.17e-044.71e-0387
GO:0044091ColorectumADmembrane biogenesis22/391855/187239.88e-049.28e-0322
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa046596CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0465911CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa046599EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa0465914EsophagusESCCTh17 cell differentiation68/4205108/84653.53e-039.30e-034.76e-0368
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa04659LungIACTh17 cell differentiation26/1053108/84655.91e-045.34e-033.54e-0326
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa046591LungIACTh17 cell differentiation26/1053108/84655.91e-045.34e-033.54e-0326
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa046598Oral cavityOSCCTh17 cell differentiation65/3704108/84654.02e-041.25e-036.35e-0465
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0465913Oral cavityOSCCTh17 cell differentiation65/3704108/84654.02e-041.25e-036.35e-0465
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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
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1BreastDCIS
IL1AIL1R1_IL1RAPIL1A_IL1R1_IL1RAPIL1CervixCC
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1CervixCC
IL1AIL1R1_IL1RAPIL1A_IL1R1_IL1RAPIL1HNSCCPrecancer
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1HNSCCPrecancer
IL33IL1RL1_IL1RAPIL33_IL1RL1_IL1RAPIL1HNSCCPrecancer
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LiverHealthy
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LiverPrecancer
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LungAIS
IL1AIL1R1_IL1RAPIL1A_IL1R1_IL1RAPIL1LungIAC
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LungIAC
IL1AIL1R1_IL1RAPIL1A_IL1R1_IL1RAPIL1LungMIAC
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LungMIAC
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1LungPrecancer
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1SkinADJ
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1SkinAK
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1SkinSCCIS
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1THCACancer
IL1BIL1R1_IL1RAPIL1B_IL1R1_IL1RAPIL1THCAPTC
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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
IL1RAPSNVMissense_Mutationnovelc.2017N>Tp.His673Tyrp.H673YQ9NPH3protein_codingtolerated_low_confidence(0.09)benign(0.099)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
IL1RAPSNVMissense_Mutationc.635N>Cp.Cys212Serp.C212SQ9NPH3protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
IL1RAPSNVMissense_Mutationnovelc.957N>Tp.Lys319Asnp.K319NQ9NPH3protein_codingtolerated(0.16)possibly_damaging(0.446)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IL1RAPSNVMissense_Mutationc.1969N>Tp.Gly657Cysp.G657CQ9NPH3protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.999)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
IL1RAPSNVMissense_Mutationc.464N>Ap.Ile155Asnp.I155NQ9NPH3protein_codingtolerated(0.32)benign(0.001)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
IL1RAPSNVMissense_Mutationc.1621N>Tp.Arg541Trpp.R541WQ9NPH3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
IL1RAPSNVMissense_Mutationc.1537N>Gp.Leu513Valp.L513VQ9NPH3protein_codingtolerated(0.08)possibly_damaging(0.542)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IL1RAPSNVMissense_Mutationnovelc.770A>Gp.Glu257Glyp.E257GQ9NPH3protein_codingdeleterious(0.03)possibly_damaging(0.681)TCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
IL1RAPSNVMissense_Mutationnovelc.2020C>Ap.His674Asnp.H674NQ9NPH3protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.736)TCGA-V7-A7HQ-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyletrozoleCR
IL1RAPSNVMissense_Mutationrs781271382c.130C>Tp.Arg44Cysp.R44CQ9NPH3protein_codingdeleterious(0.03)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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