The risk of ischemic stroke and hemorrhagic stroke in Chinese adults with low-density lipoprotein cholesterol concentrations < 70 mg/dL

被引:15
|
作者
Wu, Zhijun [1 ]
Huang, Zhe [2 ]
Lichtenstein, Alice H. [3 ]
Liu, Yesong [4 ]
Chen, Shuohua [5 ]
Jin, Yao [1 ]
Na, Muzi [6 ]
Bao, Le [7 ]
Wu, Shouling [2 ]
Gao, Xiang [6 ]
机构
[1] Shanghai Jiao Tong Univ, Ruijin Hosp, Dept Cardiol, Sch Med, Shanghai, Peoples R China
[2] Kailuan Gen Hosp, Dept Cardiol, 57 Xinhua East Rd, Tangshan 063000, Peoples R China
[3] Tufts Univ, Cardiovasc Nutr Lab, JM USDA Human Nutr Res Ctr Aging, Boston, MA 02111 USA
[4] Kailuan Gen Hosp, Dept Neurol, Tangshan, Peoples R China
[5] Kailuan Med Grp, Hlth Care Ctr, Tangshan, Peoples R China
[6] Penn State Univ, Dept Nutr Sci, State Coll, PA 16801 USA
[7] Penn State Univ, Dept Stat, 109 Chandlee Lab, University Pk, PA 16802 USA
基金
美国国家卫生研究院;
关键词
Low-density lipoprotein cholesterol; Stroke; Metabolic diseases; Machine learning; Conditional inference tree; LIPID PARADOX; GUIDELINES; INFARCTION; GLUCOSE; PROFILE; TREES;
D O I
10.1186/s12916-021-02014-4
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: The risk of stroke in individuals with very low low-density lipoprotein cholesterol (LDL-C) concentrations remains high. We sought to prioritize predictive risk factors for stroke in Chinese participants with LDL-C concentrations < 70 mg/dL using a survival conditional inference tree, a machine learning method. Methods: The training dataset included 9327 individuals with LDL-C concentrations < 70 mg/dL who were free of cardiovascular diseases and did not use lipid- modifying drugs from the Kailuan I study (N = 101,510). We examined the validity of this algorithm in a second Chinese cohort of 1753 participants with LDL-C concentrations < 70 mg/ dL from the Kailuan II study (N = 35,856). Results: During a mean 8.5-9.0-year follow-up period, we identified 388 ischemic stroke cases and 145 hemorrhagic stroke cases in the training dataset and 20 ischemic stroke cases and 8 hemorrhagic stroke cases in the validation dataset. Of 15 examined predictors, poorly controlled blood pressure and very low LDL-C concentrations (<= 40 mg/dL) were the top hierarchical predictors of both ischemic stroke risk and hemorrhagic stroke risk. The groups, characterized by the presence of 2-3 of aforementioned risk factors, were associated with a higher risk of ischemic stroke (hazard ratio (HR) 7.03; 95% confidence interval (CI) 5.01-9.85 in the training dataset; HR 4.68, 95%CI 1.58-13.9 in the validation dataset) and hemorrhagic stroke (HR 3.94, 95%CI 2.54-6.11 in the training dataset; HR 4.73, 95%CI 0.81-27.6 in the validation dataset), relative to the lowest risk groups (presence of 0-1 of these factors). There was a linear association between cumulative average LDL-C concentrations and stroke risk. LDL-C concentrations <= 40 mg/dL was significantly associated with increased risk of ischemic stroke (HR 2.07, 95%CI 1.53, 2.80) and hemorrhagic stroke (HR 2.70, 95%CI 1.70, 4.30) compared to LDL-C concentrations of 55-70 mg/dL, after adjustment for age, hypertension status, and other covariates. Conclusion: Individuals with extremely low LDL-C concentrations without previous lipid-modifying treatment could still be at high stroke risk.
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页数:11
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