Scientific Reports · 2018 · 98 citations · 33 references
Life SciencesBioinformaticsImmunologyAutoimmunityInflammationMolecular ImmunologyAutoimmune BiomarkersAutoimmune Disease DiagnosticsAutoimmune DiseasesInterferon ResponsesSystemic Autoimmune DiseaseSystemic Lupus ErythematosusBiomarkers Of Autoimmune ActivityInterferon-stimulated GenesSystemic Lupus Erythematosus AssociationsSystemic Lupus Erythematosus DiagnosticsTranscriptome ClassificationTranscriptome ProfilingType I Interferon BiomarkersType I Interferon Signature
Measurement of type I interferon (IFN-I) has potential to diagnose and stratify autoimmune diseases, but existing results have been inconsistent. Interferon-stimulated-gene (ISG) based methods may be affected by the modularity of the ISG transcriptome, cell-specific expression, response to IFN-subtypes and bimodality of expression. We developed and clinically validated a 2-score system (IFN-Score-A and -B) using Factor Analysis of 31 ISGs measured by TaqMan selected from 3-IFN-annotated modules. We evaluated these scores using in-vitro IFN stimulation as well as in sorted cells then clinically validated in a cohort of 328 autoimmune disease patients and healthy controls. ISGs varied in response to IFN-subtypes and both scores varied between cell subsets. IFN-Score-A differentiated Systemic Lupus Erythematosus (SLE) from both Rheumatoid Arthritis (RA) and Healthy Controls (HC) (both p < 0.001), while IFN-Score-B differentiated SLE and RA from HC (both p < 0.001). In SLE, both scores were associated with cutaneous and hematological (all p < 0.05) but not musculoskeletal disease activity. Comparing with bimodal (IFN-high/low) classification, significant differences in IFN-scores were found between diagnostic groups within the IFN-high group. Our continuous 2-score system is more clinically relevant than a simple bimodal classification of IFN status. This system should allow improvement in diagnosis, stratification, and therapy in IFN-mediated autoimmunity.
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An Index of Factorial Simplicity
Henry F. Kaiser · Psychometrika · 1974 · 14.2K citations
NCBI GEO: archive for functional genomics data sets—update
Tanya Barrett, Stephen E. Wilhite, Pierre Ledoux et al. · Nucleic Acids Research · 2012 · 10.8K citations · Full text
D. Aletaha, Tuhina Neogi, Alan J. Silman et al. · Annals of the Rheumatic Diseases · 2010 · 4.9K citations · Full text
Medicine, Internal Medicine, Clinical Classification Systems +13