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Exploration of Risk Factors for Cardiovascular Disease in Patients with Rheumatoid Arthritis: A Retrospective Study
Min Feng1, Fanxing Meng2, Yuhan Jia2
1Department of Rheumatology, the Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China.
Rheumatoid arthritis (RA) patients with cardiovascular disease (CVD) risk factors show altered serum lipids, lipoproteins, and regulatory T (Treg) cells. These findings aid in predicting CVD in RA patients.
Area of Science:
- Cardiovascular Medicine
- Rheumatology
- Immunology
Background:
- Rheumatoid arthritis (RA) is associated with increased cardiovascular disease (CVD) risk.
- Early detection of CVD in RA patients is crucial for improving prognosis but remains challenging.
Purpose of the Study:
- To investigate the specific risk factors for CVD incidence in patients diagnosed with RA.
- To develop predictive models for CVD likelihood in RA patients.
Main Methods:
- Retrospective study of RA patients categorized by CVD risk and presence.
- Utilized univariate analysis, LASSO, RF, and LR models to screen characteristic variables.
- Established individualized nomograms for CVD risk assessment in RA.
Main Results:
- Elevated levels of WBC, BUN, creatinine, CK, LDH, VEGF, serum lipids (TC, TG, LDL), and apolipoproteins (ApoB100, ApoE) were observed in RA patients with CVD.
- Decreased levels of ApoA1 and HDL/TC ratio, along with a reduced ratio of regulatory T (Treg) cells, were noted in RA patients with CVD.
- Machine learning models and univariate analysis identified key indicators for a predictive nomogram.
Conclusions:
- Serum lipids, lipoproteins, and a reduction in Treg cells are significant risk factors for CVD in RA patients.
- Three nomograms were developed to predict the likelihood of CVD in RA patients, incorporating various identified risk factors.
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