美国对心血管疾病 (CVD) 的肥胖归因风险:贝叶斯网络分析
Sunny Sheth1, Samantha Clark2, Anthony Fabricatore1
1Novo Nordisk Inc., 800 Scudders Mill Road, Plainsboro, NJ 08536.
American journal of preventive cardiology
|November 19, 2025
概括
肥胖显著导致心血管疾病 (CVD) 病例,贝叶斯网络显示了比传统方法更高的可归因分数. 解决肥胖问题对于管理心血管疾病和减少健康负担至关重要.
科学领域:
- 心脏病学 心脏病学
- 公共卫生 公共卫生
- 数据科学数据科学数据科学
背景情况:
- 肥胖会带来重大的临床和财务负担.
- 了解肥胖对心血管疾病 (CVD) 的影响对于有效管理至关重要.
- 量化肥胖和心血管疾病之间的关系是一个关键的公共卫生目标.
研究的目的:
- 使用贝叶斯网络分析肥胖和心血管疾病之间的关系.
- 将传统方法与贝叶斯网络进行比较,以估计肥胖对心血管疾病的影响.
- 量化各种心血管疾病结果的可归因于肥胖的分数.
主要方法:
- 利用了来自国家健康和营养检查调查 (1999-2018) 的纵向数据.
- 包括年龄≥35岁的受访者,有体重史和至少一个心血管疾病结局.
- 使用传统和贝叶斯网络方法估计的人口归因分数.
主要成果:
- 31%-32%患有心血管疾病的受访者患有肥胖.
- 传统方法估计<4%的CVD结果归因于肥胖.
- 贝叶斯网络显示,21%的心肌梗塞,16%中风,38%心力衰竭和19%心血管疾病病例是由于肥胖引起的.
结论:
- 肥胖是心血管疾病的重要危险因素.
- 贝叶斯网络揭示了肥胖对心血管疾病的影响要比之前估计的要高得多.
- 增加对肥胖管理的临床重点是必要的,以减轻下游心血管疾病并发症.
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