# Causal risk and protective factors for rheumatoid arthritis: a comprehensive mendelian randomization systematic review and meta-analysis

**Authors:** Xu Han, Zhenzhen Han, Siyu Wang, Yafei Zhang, Ying Liu, Jing Zhang, Jinlong Yu, Danyang Cui, Xiaoxia Ma, Jiazhu Jin, Lei Zhang, Hongtao Guo, Miao Jiang

PMC · DOI: 10.3389/fgene.2026.1774582 · Frontiers in Genetics · 2026-03-19

## TL;DR

This study uses genetic data to identify risk and protective factors for rheumatoid arthritis, finding smoking and hypothyroidism as key risk factors.

## Contribution

A comprehensive meta-analysis of Mendelian randomization studies to clarify causal factors for rheumatoid arthritis.

## Key findings

- Smoking behavior and hypothyroidism are significant risk factors for rheumatoid arthritis.
- Cognitive function and Interleukins-1 receptor antagonist are protective factors.
- Basal metabolic rate is a potential shared risk factor for both RA subtypes.

## Abstract

To systematically synthesize Mendelian randomization (MR) evidence exploring causal associations between various exposures and rheumatoid arthritis (RA).

Systematic searches were conducted to identify eligible two-sample MR studies evaluating causal links between exposures and RA. Data extraction encompassed exposure types, genetic instruments, and analytical methods. The quality of evidence was evaluated based on STROBE-MR guidelines and evidence strength grades. Meta-analyses were performed using random-effects model with restricted maximum likelihood estimation and Hartung-Knapp-Sidik-Jonkman confidence intervals to summarize causal estimates.

A total of 117 studies were included, comprising 496 MR associations across 248 unique exposures. Of these, 200 exposure-RA associations across 65 unique exposures were eligible for meta-analysis. The primary analysis identified smoking behavior (OR = 1.39, 95% CI 1.30–1.49) and hypothyroidism (OR = 1.55, 1.34–1.81) as significant risk factors with high-quality evidence. While television viewing (OR = 2.27, 1.77–2.90) and cholangitis (OR = 1.14, 1.06–1.23) showed nominal positive associations. Conversely, cognitive function (OR = 0.74, 0.68–0.81) and Interleukins-1 receptor antagonist (OR = 0.82, 95% CI 0.73–0.92) were identified as a nominally protective factor. In subtype analyses, basal metabolic rate emerged as a potential shared risk factor for both seropositive and seronegative RA. Overall, 7.66% and 26.01% of all associations were classified as providing Robust (I) and Probable (II) evidence, respectively.

This comprehensive review clarifies the causal landscape of RA by distinguishing between significant causal drivers and potential associations. The findings highlight smoking cessation and thyroid function management as critical, evidence-based targets for RA prevention. However, the high proportion of low-quality evidence underscores the need for future high-quality MR studies to validate weaker signals.

https://www.crd.york.ac.uk/PROSPERO/view/CRD42024573056, identifier CRD42024573056.

## Linked entities

- **Diseases:** rheumatoid arthritis (MONDO:0008383), hypothyroidism (MONDO:0005420), cholangitis (MONDO:0004789)

## Full-text entities

- **Diseases:** cholangitis (MESH:D002761), hypothyroidism (MESH:D007037), RA (MESH:D001172), smoking (MESH:D015208)

## Full text

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## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13043126/full.md

## References

163 references — full list in the complete paper: https://tomesphere.com/paper/PMC13043126/full.md

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Source: https://tomesphere.com/paper/PMC13043126