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: IL1R2

Gene summary for IL1R2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL1R2

Gene ID

7850

Gene nameinterleukin 1 receptor type 2
Gene AliasCD121b
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P27930


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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
7850IL1R2HTA11_2487_2000001011HumanColorectumSER5.34e-097.02e-01-0.1808
7850IL1R2HTA11_347_2000001011HumanColorectumAD1.66e-125.45e-01-0.1954
7850IL1R2HTA11_411_2000001011HumanColorectumSER4.50e-041.07e+00-0.2602
7850IL1R2HTA11_2112_2000001011HumanColorectumSER8.02e-079.57e-01-0.2196
7850IL1R2HTA11_83_2000001011HumanColorectumSER8.15e-075.35e-01-0.1526
7850IL1R2HTA11_696_2000001011HumanColorectumAD5.30e-032.67e-01-0.1464
7850IL1R2HTA11_2992_2000001011HumanColorectumSER4.88e-036.85e-01-0.1706
7850IL1R2A015-C-106HumanColorectumFAP3.61e-02-8.05e-02-0.0511
7850IL1R2LZE2THumanEsophagusESCC3.10e-031.44e+000.082
7850IL1R2LZE4THumanEsophagusESCC1.81e-02-5.84e-010.0811
7850IL1R2LZE20THumanEsophagusESCC3.05e-06-6.82e-010.0662
7850IL1R2LZE24THumanEsophagusESCC3.50e-09-6.71e-010.0596
7850IL1R2LZE22D3HumanEsophagusHGIN1.44e-095.86e-010.0653
7850IL1R2P1T-EHumanEsophagusESCC4.27e-03-5.49e-010.0875
7850IL1R2P4T-EHumanEsophagusESCC7.75e-13-5.65e-010.1323
7850IL1R2P5T-EHumanEsophagusESCC4.16e-22-6.77e-010.1327
7850IL1R2P8T-EHumanEsophagusESCC1.85e-13-5.70e-010.0889
7850IL1R2P10T-EHumanEsophagusESCC1.23e-412.45e+000.116
7850IL1R2P12T-EHumanEsophagusESCC1.10e-29-5.21e-010.1122
7850IL1R2P15T-EHumanEsophagusESCC2.70e-172.02e+000.1149
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
∗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:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00458611ColorectumSERnegative regulation of proteolysis88/2897351/187231.74e-067.50e-0588
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00458614ColorectumFAPnegative regulation of proteolysis68/2622351/187233.07e-032.31e-0268
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:00164857EsophagusHGINprotein processing49/2587225/187237.04e-049.52e-0349
GO:004586126EsophagusHGINnegative regulation of proteolysis68/2587351/187232.21e-032.28e-0268
GO:19033173EsophagusHGINregulation of protein maturation18/258767/187233.52e-033.24e-0218
GO:00109553EsophagusHGINnegative regulation of protein processing10/258729/187234.07e-033.65e-0210
GO:19033183EsophagusHGINnegative regulation of protein maturation10/258729/187234.07e-033.65e-0210
GO:00706133EsophagusHGINregulation of protein processing17/258765/187236.04e-034.87e-0217
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00607595EsophagusESCCregulation of response to cytokine stimulus103/8552162/187233.14e-063.53e-05103
GO:00019595EsophagusESCCregulation of cytokine-mediated signaling pathway95/8552150/187239.48e-069.04e-0595
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:001095511EsophagusESCCnegative regulation of protein processing20/855229/187239.66e-033.34e-0220
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05418ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa054181ColorectumADFluid shear stress and atherosclerosis54/2092139/84651.41e-041.16e-037.37e-0454
hsa051661ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa052151ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa054182ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa054183ColorectumSERFluid shear stress and atherosclerosis40/1580139/84652.28e-031.75e-021.27e-0240
hsa054188ColorectumFAPFluid shear stress and atherosclerosis45/1404139/84653.05e-064.63e-052.81e-0545
hsa052152ColorectumFAPProstate cancer28/140497/84651.67e-038.57e-035.21e-0328
hsa05202ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa054189ColorectumFAPFluid shear stress and atherosclerosis45/1404139/84653.05e-064.63e-052.81e-0545
hsa052153ColorectumFAPProstate cancer28/140497/84651.67e-038.57e-035.21e-0328
hsa052021ColorectumFAPTranscriptional misregulation in cancer45/1404193/84659.19e-033.33e-022.03e-0245
hsa0541839EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa05418115EsophagusHGINFluid shear stress and atherosclerosis42/1383139/84652.92e-053.81e-043.02e-0442
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0521516EsophagusESCCProstate cancer72/420597/84656.12e-074.10e-062.10e-0672
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
IL1BIL1R2IL1B_IL1R2IL1BreastDCIS
IL1BIL1R2IL1B_IL1R2IL1CervixADJ
IL1BIL1R2IL1B_IL1R2IL1CRCMSI-H
IL1BIL1R2IL1B_IL1R2IL1CRCMSS
IL1AIL1R2IL1A_IL1R2IL1EndometriumAEH
IL1BIL1R2IL1B_IL1R2IL1EndometriumAEH
IL1AIL1R2IL1A_IL1R2IL1EndometriumEEC
IL1BIL1R2IL1B_IL1R2IL1EndometriumEEC
IL1BIL1R2IL1B_IL1R2IL1EsophagusHealthy
IL1BIL1R2IL1B_IL1R2IL1GCADJ
IL1BIL1R2IL1B_IL1R2IL1GCGC
IL1AIL1R2IL1A_IL1R2IL1HNSCCADJ
IL1BIL1R2IL1B_IL1R2IL1HNSCCADJ
IL1BIL1R2IL1B_IL1R2IL1HNSCCHealthy
IL1AIL1R2IL1A_IL1R2IL1HNSCCOSCC
IL1BIL1R2IL1B_IL1R2IL1HNSCCOSCC
IL1AIL1R2IL1A_IL1R2IL1HNSCCPrecancer
IL1BIL1R2IL1B_IL1R2IL1HNSCCPrecancer
IL1AIL1R2IL1A_IL1R2IL1LungAAH
IL1BIL1R2IL1B_IL1R2IL1LungAAH
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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
IL1R2SNVMissense_Mutationc.88T>Ap.Phe30Ilep.F30IP27930protein_codingtolerated(0.39)benign(0.003)TCGA-A2-A0T4-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyfemaraSD
IL1R2SNVMissense_Mutationrs769630697c.86G>Ap.Arg29Glnp.R29QP27930protein_codingtolerated(1)benign(0)TCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IL1R2SNVMissense_Mutationrs367683772c.478N>Tp.Arg160Cysp.R160CP27930protein_codingtolerated(0.06)possibly_damaging(0.724)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
IL1R2deletionFrame_Shift_Delnovelc.621delTp.Cys207TrpfsTer3p.C207Wfs*3P27930protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IL1R2SNVMissense_Mutationc.919G>Ap.Glu307Lysp.E307KP27930protein_codingdeleterious(0)probably_damaging(0.993)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IL1R2SNVMissense_Mutationc.548N>Gp.Phe183Cysp.F183CP27930protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
IL1R2SNVMissense_Mutationrs759636734c.884N>Ap.Arg295Hisp.R295HP27930protein_codingtolerated(0.16)benign(0.037)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IL1R2SNVMissense_Mutationnovelc.546N>Cp.Lys182Asnp.K182NP27930protein_codingdeleterious(0.04)benign(0.323)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
IL1R2SNVMissense_Mutationrs759636734c.884N>Ap.Arg295Hisp.R295HP27930protein_codingtolerated(0.16)benign(0.037)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IL1R2SNVMissense_Mutationc.13T>Cp.Tyr5Hisp.Y5HP27930protein_codingtolerated(0.44)possibly_damaging(0.459)TCGA-AG-3892-01Colorectumrectum 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
7850IL1R2DRUGGABLE GENOMEANAKINRAANAKINRA
7850IL1R2DRUGGABLE GENOMEIL-1
7850IL1R2DRUGGABLE GENOMEGSK-1827771
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