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: IL1R1

Gene summary for IL1R1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IL1R1

Gene ID

3554

Gene nameinterleukin 1 receptor type 1
Gene AliasCD121A
Cytomap2q11.2-q12.1
Gene Typeprotein-coding
GO ID

GO:0001816

UniProtAcc

P14778


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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
3554IL1R1CA_HPV_1HumanCervixCC6.33e-11-4.53e-010.0264
3554IL1R1CA_HPV_2HumanCervixCC2.72e-05-3.92e-010.0391
3554IL1R1CA_HPV_3HumanCervixCC1.26e-09-4.86e-010.0414
3554IL1R1N_HPV_1HumanCervixN_HPV2.36e-06-4.13e-010.0079
3554IL1R1N_HPV_2HumanCervixN_HPV3.23e-05-3.46e-01-0.0131
3554IL1R1CCI_1HumanCervixCC2.77e-05-7.32e-020.528
3554IL1R1CCI_3HumanCervixCC2.80e-02-4.37e-010.516
3554IL1R1CCII_1HumanCervixCC5.10e-10-5.44e-010.3249
3554IL1R1TumorHumanCervixCC9.16e-04-3.58e-010.1241
3554IL1R1sample1HumanCervixCC3.62e-06-5.07e-010.0959
3554IL1R1sample3HumanCervixCC1.07e-11-3.40e-010.1387
3554IL1R1L1HumanCervixCC4.23e-09-5.36e-010.0802
3554IL1R1T1HumanCervixCC6.11e-12-5.02e-010.0918
3554IL1R1T2HumanCervixCC6.19e-031.33e-010.0709
3554IL1R1T3HumanCervixCC7.64e-10-3.44e-010.1389
3554IL1R1NAFLD1HumanLiverNAFLD1.21e-067.72e-01-0.04
3554IL1R1S41HumanLiverCirrhotic4.66e-066.73e-01-0.0343
3554IL1R1S43HumanLiverCirrhotic1.64e-031.54e-01-0.0187
3554IL1R1HCC1_MengHumanLiverHCC1.69e-24-1.04e-010.0246
3554IL1R1HCC2_MengHumanLiverHCC3.08e-03-1.32e-010.0107
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00607597ThyroidPTCregulation of response to cytokine stimulus70/5968162/187231.54e-038.58e-0370
GO:00607606ThyroidPTCpositive regulation of response to cytokine stimulus29/596857/187232.18e-031.15e-0229
GO:00019596ThyroidPTCregulation of cytokine-mediated signaling pathway64/5968150/187233.43e-031.66e-0264
GO:00019616ThyroidPTCpositive regulation of cytokine-mediated signaling pathway25/596850/187235.73e-032.59e-0225
GO:00705558ThyroidPTCresponse to interleukin-160/5968143/187236.93e-032.98e-0260
GO:000268718ThyroidPTCpositive regulation of leukocyte migration57/5968135/187237.15e-033.07e-0257
GO:006076012ThyroidATCpositive regulation of response to cytokine stimulus33/629357/187231.43e-049.91e-0433
GO:006075912ThyroidATCregulation of response to cytokine stimulus76/6293162/187232.92e-041.85e-0376
GO:000268719ThyroidATCpositive regulation of leukocyte migration65/6293135/187233.18e-041.99e-0365
GO:000195912ThyroidATCregulation of cytokine-mediated signaling pathway71/6293150/187233.28e-042.04e-0371
GO:000196112ThyroidATCpositive regulation of cytokine-mediated signaling pathway29/629350/187233.42e-042.12e-0329
GO:000181924ThyroidATCpositive regulation of cytokine production189/6293467/187231.00e-035.31e-03189
GO:000268519ThyroidATCregulation of leukocyte migration90/6293210/187233.11e-031.40e-0290
GO:007055513ThyroidATCresponse to interleukin-163/6293143/187235.82e-032.35e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0513020CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0516318CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa0513120CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa0516620CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa046596CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa05130110CervixCCPathogenic Escherichia coli infection63/1267197/84659.28e-102.00e-081.19e-0863
hsa0516319CervixCCHuman cytomegalovirus infection65/1267225/84654.59e-086.47e-073.83e-0765
hsa05131110CervixCCShigellosis69/1267247/84657.64e-081.03e-066.10e-0769
hsa05166110CervixCCHuman T-cell leukemia virus 1 infection61/1267222/84658.13e-077.98e-064.72e-0661
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0465911CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0513044CervixN_HPVPathogenic Escherichia coli infection25/349197/84654.71e-078.00e-066.25e-0625
hsa0541845CervixN_HPVFluid shear stress and atherosclerosis20/349139/84659.29e-071.41e-051.10e-0520
hsa0516643CervixN_HPVHuman T-cell leukemia virus 1 infection22/349222/84651.17e-041.18e-039.23e-0422
hsa0465941CervixN_HPVTh17 cell differentiation14/349108/84651.30e-041.22e-039.57e-0414
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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
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
IL1R1SNVMissense_Mutationc.231N>Gp.His77Glnp.H77QP14778protein_codingtolerated(0.94)benign(0.011)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
IL1R1SNVMissense_Mutationrs746389545c.1657N>Cp.Ser553Prop.S553PP14778protein_codingtolerated(0.2)benign(0.006)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
IL1R1SNVMissense_Mutationc.1135N>Cp.Ala379Prop.A379PP14778protein_codingdeleterious(0.03)benign(0.022)TCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
IL1R1SNVMissense_Mutationc.1354N>Cp.Ile452Leup.I452LP14778protein_codingdeleterious(0.02)benign(0.393)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IL1R1SNVMissense_Mutationc.989N>Ap.Pro330Glnp.P330QP14778protein_codingdeleterious(0.02)probably_damaging(0.95)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IL1R1SNVMissense_Mutationrs772263623c.1696G>Ap.Val566Metp.V566MP14778protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL1R1SNVMissense_Mutationc.847N>Gp.Asn283Aspp.N283DP14778protein_codingtolerated(0.44)benign(0.013)TCGA-AA-3956-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL1R1SNVMissense_Mutationc.237G>Tp.Glu79Aspp.E79DP14778protein_codingtolerated(1)benign(0.001)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL1R1SNVMissense_Mutationc.1002C>Ap.Phe334Leup.F334LP14778protein_codingtolerated(0.12)benign(0.015)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IL1R1SNVMissense_Mutationrs56337419c.76N>Tp.Arg26Cysp.R26CP14778protein_codingtolerated(0.19)benign(0.014)TCGA-AZ-4313-01Colorectumcolon 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
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEantagonistCHEMBL1201570ANAKINRA
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEAnakinraANAKINRA
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEIL-18844493,9923819,2162889
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEIL-1RAANAKINRA9555664
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEIL-1
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEGENISTEINGENISTEIN10400830
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEETHANOLALCOHOL16272348
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEEPOEPOETIN ALFA16337691
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANERETINOIC ACID2465548
3554IL1R1DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEVITAMIN D12193704
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