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: IFNAR1

Gene summary for IFNAR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFNAR1

Gene ID

3454

Gene nameinterferon alpha and beta receptor subunit 1
Gene AliasAVP
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

P17181


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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
3454IFNAR1LZE4THumanEsophagusESCC2.97e-071.15e-010.0811
3454IFNAR1LZE8THumanEsophagusESCC1.68e-081.29e-010.067
3454IFNAR1LZE20THumanEsophagusESCC3.14e-041.46e-010.0662
3454IFNAR1LZE22THumanEsophagusESCC4.81e-027.63e-020.068
3454IFNAR1LZE24THumanEsophagusESCC2.35e-297.93e-010.0596
3454IFNAR1P1T-EHumanEsophagusESCC2.78e-054.53e-010.0875
3454IFNAR1P2T-EHumanEsophagusESCC1.50e-203.65e-010.1177
3454IFNAR1P4T-EHumanEsophagusESCC6.76e-295.40e-010.1323
3454IFNAR1P5T-EHumanEsophagusESCC4.29e-082.19e-010.1327
3454IFNAR1P8T-EHumanEsophagusESCC1.16e-245.12e-010.0889
3454IFNAR1P9T-EHumanEsophagusESCC1.25e-031.32e-010.1131
3454IFNAR1P10T-EHumanEsophagusESCC2.11e-183.75e-010.116
3454IFNAR1P11T-EHumanEsophagusESCC1.91e-074.39e-010.1426
3454IFNAR1P12T-EHumanEsophagusESCC2.02e-305.25e-010.1122
3454IFNAR1P15T-EHumanEsophagusESCC3.26e-132.45e-010.1149
3454IFNAR1P16T-EHumanEsophagusESCC6.81e-223.07e-010.1153
3454IFNAR1P19T-EHumanEsophagusESCC1.69e-085.99e-010.1662
3454IFNAR1P20T-EHumanEsophagusESCC1.44e-101.95e-010.1124
3454IFNAR1P21T-EHumanEsophagusESCC2.62e-336.36e-010.1617
3454IFNAR1P22T-EHumanEsophagusESCC5.20e-091.67e-010.1236
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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
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
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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
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:004346719EsophagusESCCregulation of generation of precursor metabolites and energy81/8552130/187239.58e-056.81e-0481
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00354555EsophagusESCCresponse to interferon-alpha17/855221/187231.03e-035.19e-0317
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:00453337LiverCirrhoticcellular respiration122/4634230/187232.15e-206.43e-18122
GO:001598012LiverCirrhoticenergy derivation by oxidation of organic compounds154/4634318/187233.11e-208.87e-18154
GO:004346712LiverCirrhoticregulation of generation of precursor metabolites and energy58/4634130/187235.81e-071.28e-0558
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:00343404LiverCirrhoticresponse to type I interferon29/463458/187232.87e-053.64e-0429
GO:00434574LiverCirrhoticregulation of cellular respiration23/463449/187236.06e-044.67e-0323
GO:00713572LiverCirrhoticcellular response to type I interferon24/463452/187236.32e-044.83e-0324
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
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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
hsa051619EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
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
hsa0516114EsophagusESCCHepatitis B108/4205162/84657.68e-064.15e-052.12e-05108
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
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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
IFNAR1SNVMissense_Mutationnovelc.859N>Gp.Lys287Glup.K287EP17181protein_codingtolerated(0.15)benign(0.015)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFNAR1SNVMissense_Mutationnovelc.1337N>Tp.Ala446Valp.A446VP17181protein_codingtolerated(0.52)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFNAR1SNVMissense_Mutationc.410N>Tp.Ala137Valp.A137VP17181protein_codingdeleterious(0)probably_damaging(0.983)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
IFNAR1insertionFrame_Shift_Insnovelc.628_629insCTCAACCTCCCAAAGTGCTGGGATTACAp.Trp210SerfsTer16p.W210Sfs*16P17181protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
IFNAR1SNVMissense_Mutationc.973N>Cp.Asp325Hisp.D325HP17181protein_codingdeleterious(0.01)probably_damaging(0.945)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
IFNAR1SNVMissense_Mutationc.1624N>Ap.Asp542Asnp.D542NP17181protein_codingdeleterious(0.01)probably_damaging(0.922)TCGA-C5-A1ML-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
IFNAR1SNVMissense_Mutationc.521C>Tp.Ser174Leup.S174LP17181protein_codingdeleterious(0)probably_damaging(0.941)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFNAR1SNVMissense_Mutationc.458G>Ap.Ser153Asnp.S153NP17181protein_codingtolerated(0.24)benign(0.42)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
IFNAR1SNVMissense_Mutationnovelc.1114N>Gp.Ile372Valp.I372VP17181protein_codingtolerated(0.46)benign(0.011)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFNAR1SNVMissense_Mutationc.1586N>Tp.Ser529Phep.S529FP17181protein_codingdeleterious(0.03)probably_damaging(0.968)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEINTERFERON ALFA-2A, RECOMBINANT
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEMEDI-546ANIFROLUMAB
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEPEG-INTERFERON ALFACON-1
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL2109047INTERFERON ALFA-N3
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEINTERFERON ALFA-N1
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEINTERFERON BETA-1B
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASER-IFN-1a
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEMODIFIED IFN-ALPHA
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASERECOMBINANT INTERFERON ALFA-2B
3454IFNAR1DRUGGABLE GENOME, CLINICALLY ACTIONABLE, KINASEagonistCHEMBL1201563INTERFERON BETA-1B
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