ArticleArthritis care & research2013
Association of environmental and genetic factors and gene-environment interactions with risk of developing rheumatoid arthritis.
Article in Arthritis care & research, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.
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Who cites it
30 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association between the interleukin (IL)-17A rs2275913 polymorphism and rheumatoid arthritis susceptibility: a meta-analysis and trial sequential analysis.The Journal of international medical research · 2021Pooled it
- Derivation of a Multivariable Psoriatic Arthritis Risk Estimation Tool (PRESTO): A Step Towards Prevention.Arthritis & rheumatology (Hoboken, N.J.) · 2025Article
- Development and internal validation of a prediction model for rheumatoid arthritis: a case-control study.Scientific reports · 2025Article
- Natural environmental factors at birth on risk for rheumatoid arthritis: the impact of season, temperature, latitude, and sunlight exposure.BMC public health · 2025Article
- Clinical prediction models of rheumatoid arthritis and its complications: focus on cardiovascular disease and interstitial lung disease.Arthritis research & therapy · 2023Review
- A stronger association of depression with rheumatoid arthritis in presence of obesity and hypertriglyceridemia.Frontiers in epidemiology · 2023Article
- A Roadmap for Investigating Preclinical Autoimmunity Using Patient-Oriented and Epidemiologic Study Designs: Example of Rheumatoid Arthritis.Frontiers in immunology · 2022Review
- Assessing improved risk prediction of rheumatoid arthritis by environmental, genetic, and metabolomic factors.Seminars in arthritis and rheumatism · 2021Article
- A Bayesian Model to Analyze the Association of Rheumatoid Arthritis With Risk Factors and Their Interactions.Frontiers in public health · 2021Article
- Review
- Polygenic approaches to detect gene-environment interactions when external information is unavailable.Briefings in bioinformatics · 2019Review
- Porphyromonas gingivalis infection exacerbates the onset of rheumatoid arthritis in SKG mice.Clinical and experimental immunology · 2016Article
- Preventive Treatments for Rheumatoid Arthritis: Issues Regarding Patient Preferences.Current rheumatology reports · 2016Review
- Associations of Smoking and Age With Inflammatory Joint Signs Among Unaffected First-Degree Relatives of Rheumatoid Arthritis Patients: Results From Studies of the Etiology of Rheumatoid Arthritis.Arthritis & rheumatology (Hoboken, N.J.) · 2016Article
- Decision support for risk prioritisation of environmental health hazards in a UK city.Environmental health : a global access science source · 2016Article
- The Roles of Cigarette Smoking and the Lung in the Transitions Between Phases of Preclinical Rheumatoid Arthritis.Current rheumatology reports · 2016Review
- The genetics of rheumatoid arthritis: risk and protection in different stages of the evolution of RA.Rheumatology (Oxford, England) · 2016Review
- Article
- Strategies to predict rheumatoid arthritis development in at-risk populations.Rheumatology (Oxford, England) · 2016Review
- Epidemiology research in rheumatology-progress and pitfalls.Nature reviews. Rheumatology · 2015Review
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Authors and funding
8 authors.
Funding
Abstract
objectiveWe developed rheumatoid arthritis (RA) risk models based on validated environmental factors (E), genetic risk scores (GRS), and gene-environment interactions (GEI) to identify factors that can improve accuracy and reclassification.
methodsModels including E, GRS, and GEI were developed among 317 white seropositive RA cases and 551 controls from the Nurses' Health Studies (NHS) and validated in 987 white anti-citrullinated protein antibody-positive cases and 958 controls from the Swedish Epidemiologic Investigation of Rheumatoid Arthritis (EIRA), stratified by sex. Primary analyses included age, smoking, alcohol, parity, weighted GRS using 31 non-HLA alleles and 8 HLA-DRB1 alleles, and the HLA × smoking interaction. Expanded models included reproductive, geographic, and occupational factors and additional GEI terms. Hierarchical models were compared for discriminative accuracy using the area under the receiver operating characteristic curve (AUC) and reclassification using the integrated discrimination improvement (IDI) and the continuous net reclassification improvement.
resultsThe mean age at RA diagnosis was 56 years in the NHS and 51 years in the EIRA. Primary models produced AUCs of 0.716 in the NHS, 0.716 in women in the EIRA, and 0.756 in men in the EIRA. Expanded models produced improvements in discrimination with AUCs of 0.738 in the NHS, 0.724 in women in the EIRA, and 0.769 in men in the EIRA. Models including genetic factors (G) or G + GEI improved reclassification over E models; the full E + G + GEI model provided the optimal predictive ability by IDI analyses.
conclusionWe have developed comprehensive RA risk models incorporating E, G, and GEI that have improved the discriminative accuracy for RA. Further work developing and assessing highly specific prediction models in prospective cohorts is still needed to inform primary RA prevention trials.
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