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: IFNAR2

Gene summary for IFNAR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFNAR2

Gene ID

3455

Gene nameinterferon alpha and beta receptor subunit 2
Gene AliasIFN-R
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P48551


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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
3455IFNAR2LZE2THumanEsophagusESCC7.21e-033.45e-010.082
3455IFNAR2LZE4THumanEsophagusESCC1.22e-041.65e-010.0811
3455IFNAR2LZE5THumanEsophagusESCC4.09e-032.34e-010.0514
3455IFNAR2LZE7THumanEsophagusESCC6.75e-032.66e-010.0667
3455IFNAR2LZE22THumanEsophagusESCC2.96e-022.90e-010.068
3455IFNAR2LZE24THumanEsophagusESCC4.36e-102.15e-010.0596
3455IFNAR2LZE21THumanEsophagusESCC1.52e-042.36e-010.0655
3455IFNAR2P1T-EHumanEsophagusESCC1.46e-043.13e-010.0875
3455IFNAR2P2T-EHumanEsophagusESCC4.12e-325.81e-010.1177
3455IFNAR2P4T-EHumanEsophagusESCC1.62e-194.95e-010.1323
3455IFNAR2P5T-EHumanEsophagusESCC5.60e-142.35e-010.1327
3455IFNAR2P8T-EHumanEsophagusESCC2.63e-132.55e-010.0889
3455IFNAR2P9T-EHumanEsophagusESCC5.68e-123.26e-010.1131
3455IFNAR2P10T-EHumanEsophagusESCC1.44e-233.39e-010.116
3455IFNAR2P11T-EHumanEsophagusESCC1.31e-155.67e-010.1426
3455IFNAR2P12T-EHumanEsophagusESCC2.77e-153.00e-010.1122
3455IFNAR2P15T-EHumanEsophagusESCC1.37e-082.02e-010.1149
3455IFNAR2P16T-EHumanEsophagusESCC3.65e-203.65e-010.1153
3455IFNAR2P17T-EHumanEsophagusESCC2.35e-072.67e-010.1278
3455IFNAR2P19T-EHumanEsophagusESCC1.23e-086.06e-010.1662
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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
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
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
∗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:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:003434013EsophagusESCCresponse to type I interferon48/855258/187236.18e-091.26e-0748
GO:00603375EsophagusESCCtype I interferon signaling pathway41/855250/187231.35e-072.17e-0641
GO:00713575EsophagusESCCcellular response to type I interferon42/855252/187232.15e-073.30e-0642
GO:00354555EsophagusESCCresponse to interferon-alpha17/855221/187231.03e-035.19e-0317
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:00343404LiverCirrhoticresponse to type I interferon29/463458/187232.87e-053.64e-0429
GO:00713572LiverCirrhoticcellular response to type I interferon24/463452/187236.32e-044.83e-0324
GO:00603372LiverCirrhotictype I interferon signaling pathway23/463450/187238.62e-046.22e-0323
GO:0035456LiverCirrhoticresponse to interferon-beta15/463432/187235.36e-032.73e-0215
GO:0035455LiverCirrhoticresponse to interferon-alpha11/463421/187235.89e-032.95e-0211
GO:0051607LiverCirrhoticdefense response to virus84/4634265/187236.02e-033.00e-0284
GO:0140546LiverCirrhoticdefense response to symbiont84/4634265/187236.02e-033.00e-0284
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:003434011LiverHCCresponse to type I interferon43/795858/187239.93e-071.50e-0543
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:006033711LiverHCCtype I interferon signaling pathway37/795850/187236.13e-067.52e-0537
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa051609EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa051629EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516435EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa05171310EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
hsa0516016EsophagusESCCHepatitis C107/4205157/84651.75e-061.08e-055.55e-06107
hsa0516213EsophagusESCCMeasles90/4205139/84652.16e-047.87e-044.03e-0490
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0517122LiverCirrhoticCoronavirus disease - COVID-19136/2530232/84653.28e-201.82e-181.12e-18136
hsa05165LiverCirrhoticHuman papillomavirus infection124/2530331/84651.55e-037.83e-034.83e-03124
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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
IFNAR2SNVMissense_Mutationnovelc.756N>Cp.Leu252Phep.L252FP48551protein_codingtolerated(0.13)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
IFNAR2SNVMissense_Mutationnovelc.1112N>Ap.Pro371Hisp.P371HP48551protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-B6-A402-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamidePD
IFNAR2SNVMissense_Mutationc.240N>Tp.Lys80Asnp.K80NP48551protein_codingdeleterious(0.03)possibly_damaging(0.882)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFNAR2SNVMissense_Mutationc.1225N>Cp.Glu409Glnp.E409QP48551protein_codingdeleterious(0.04)possibly_damaging(0.505)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
IFNAR2SNVMissense_Mutationnovelc.1173N>Cp.Leu391Phep.L391FP48551protein_codingtolerated(0.12)benign(0.107)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFNAR2SNVMissense_Mutationnovelc.1296N>Cp.Leu432Phep.L432FP48551protein_codingdeleterious(0.04)benign(0.326)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFNAR2SNVMissense_Mutationc.1363N>Cp.Glu455Glnp.E455QP48551protein_codingdeleterious(0.04)possibly_damaging(0.656)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IFNAR2SNVMissense_Mutationnovelc.1163N>Gp.Leu388Trpp.L388WP48551protein_codingdeleterious(0.04)possibly_damaging(0.744)TCGA-VS-A9UB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFNAR2SNVMissense_Mutationnovelc.799N>Gp.Ile267Valp.I267VP48551protein_codingtolerated(0.5)benign(0.003)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
IFNAR2SNVMissense_Mutationc.917N>Cp.Tyr306Serp.Y306SP48551protein_codingtolerated(0.44)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=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
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL1201560PEGINTERFERON ALFA-2A
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEINTERFERON BETA-1B
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEINTERFERON ALFACON-1
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEInterferon Alfa-2b, Recombinant
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL1201558INTERFERON ALFA-2B
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEInterferon alfa-n1
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL1201557INTERFERON ALFACON-1
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL2108677PEGINTERFERON BETA-1A
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL1201563INTERFERON BETA-1B
3455IFNAR2DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEAnifrolumabANIFROLUMAB
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