Back to Search
Start Over
Genomic risk scores for juvenile idiopathic arthritis and its subtypes
- Source :
- Cánovas, R, Cobb, J, Brozynska, M, Bowes, J, Li, Y R, Smith, S L, Hakonarson, H, Thomson, W, Ellis, J A, Abraham, G, Munro, J E & Inouye, M 2020, ' Genomic risk scores for juvenile idiopathic arthritis and its subtypes ', Annals of the rheumatic diseases . https://doi.org/10.1136/annrheumdis-2020-217421, Annals of the Rheumatic Diseases
- Publication Year :
- 2020
-
Abstract
- ObjectivesJuvenile idiopathic arthritis (JIA) is an autoimmune disease and a common cause of chronic disability in children. Diagnosis of JIA is based purely on clinical symptoms, which can be variable, leading to diagnosis and treatment delays. Despite JIA having substantial heritability, the construction of genomic risk scores (GRSs) to aid or expedite diagnosis has not been assessed. Here, we generate GRSs for JIA and its subtypes and evaluate their performance.MethodsWe examined three case/control cohorts (UK, US-based and Australia) with genome-wide single nucleotide polymorphism (SNP) genotypes. We trained GRSs for JIA and its subtypes using lasso-penalised linear models in cross-validation on the UK cohort, and externally tested it in the other cohorts.ResultsThe JIA GRS alone achieved cross-validated area under the receiver operating characteristic curve (AUC)=0.670 in the UK cohort and externally-validated AUCs of 0.657 and 0.671 in the US-based and Australian cohorts, respectively. In logistic regression of case/control status, the corresponding odds ratios (ORs) per standard deviation (SD) of GRS were 1.831 (1.685 to 1.991) and 2.008 (1.731 to 2.345), and were unattenuated by adjustment for sex or the top 10 genetic principal components. Extending our analysis to JIA subtypes revealed that the enthesitis-related JIA had both the longest time-to-referral and the subtype GRS with the strongest predictive capacity overall across data sets: AUCs 0.82 in UK; 0.84 in Australian; and 0.70 in US-based. The particularly common oligoarthritis JIA also had a GRS that outperformed those for JIA overall, with AUCs of 0.72, 0.74 and 0.77, respectively.ConclusionsA GRS for JIA has potential to augment clinical JIA diagnosis protocols, prioritising higher-risk individuals for follow-up and treatment. Consistent with JIA heterogeneity, subtype-specific GRSs showed particularly high performance for enthesitis-related and oligoarthritis JIA.
- Subjects :
- Male
0301 basic medicine
genetic structures
Arthritis
Logistic regression
polymorphism
Cohort Studies
Machine Learning
0302 clinical medicine
Risk Factors
immune system diseases
Immunology and Allergy
Medicine
Child
skin and connective tissue diseases
education.field_of_study
0303 health sciences
Oligoarthritis
Framingham Risk Score
Paediatric Rheumatology
3. Good health
arthritis
Cohort
Female
Cohort study
musculoskeletal diseases
medicine.medical_specialty
Adolescent
rheumatoid
Immunology
Population
Single-nucleotide polymorphism
Polymorphism, Single Nucleotide
General Biochemistry, Genetics and Molecular Biology
03 medical and health sciences
Rheumatology
Internal medicine
Humans
SNP
Genetic Predisposition to Disease
Rheumatoid arthritis
education
030304 developmental biology
030203 arthritis & rheumatology
business.industry
Odds ratio
medicine.disease
Arthritis, Juvenile
juvenile
030104 developmental biology
genetic
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Cánovas, R, Cobb, J, Brozynska, M, Bowes, J, Li, Y R, Smith, S L, Hakonarson, H, Thomson, W, Ellis, J A, Abraham, G, Munro, J E & Inouye, M 2020, ' Genomic risk scores for juvenile idiopathic arthritis and its subtypes ', Annals of the rheumatic diseases . https://doi.org/10.1136/annrheumdis-2020-217421, Annals of the Rheumatic Diseases
- Accession number :
- edsair.doi.dedup.....779fc9ebaf89448f1b9d7245c65f6fc0