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机器学习揭示了脂蛋白对肝脏甘油三含量和炎症的贡献
Federica Tavaglione1,2, Giuseppe Marafioti3, Stefano Romeo3,4,5,6
1Operative Unit of Clinical Medicine and Hepatology, Fondazione Policlinico Universitario Campus Bio-Medico, 00128 Rome, Italy.
The Journal of clinical endocrinology and metabolism
|June 4, 2024
概括
孤立的高甘油三血症显著增加了与代谢功能障碍相关的脂肪性肝病 (MASLD) 和脂肪性肝炎 (MASH) 的风险. 与高胆固醇不同的是,高甘油三醇的人需要进行肝脏疾病查.
科学领域:
- 肝病学 肝病学是一种肝病学.
- 心脏病学 心脏病学
- 代谢障碍 代谢障碍 代谢障碍
背景情况:
- 与代谢功能障碍相关的脂肪性肝病 (MASLD) 是一种普遍存在的全球性肝病.
- MASLD与代谢性并发症密切相关,特别是脱脂症.
研究的目的:
- 在欧洲人中确定MASLD和MASH的流行率,这些人患有孤立的高胆固醇血和高甘油三血.
- 评估脂蛋白对肝脏甘油三含量的独立贡献.
主要方法:
- 来自英国生物库的218,732名欧洲人的分析,详细数据包括14937人.
- 利用肝脏磁共振成像和机器学习进行预测建模.
- 使用交叉验证的平均平方误差 (MSE) 的机器学习算法进行比较.
主要成果:
- 在单独的高甘油三血症患者中,MASLD和MASH的含量显著增加 (分别为3倍和4倍).
- 孤立的高胆固醇血症只显示MASLD的边际增加,MASH率没有变化.
- 循环中的甘油三是肝脏脂肪含量第二强的独立预测因素,仅次于BMI.
结论:
- 孤立的高甘油三血是MASLD/MASH的关键独立预测因子,仅次于肥胖.
- 对于患有高甘油三血症,但不是高胆固醇血症的人,建议对肝病进行查.
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