Derivation of a Protein Risk Score for Cardiovascular Disease Among a Multiracial and Multiethnic HIV plus Cohort

被引:0
作者
Safo, Sandra [1 ,2 ]
Haine, Lillian [2 ]
Baker, Jason [3 ]
Reilly, Cavan [2 ]
Duprez, Daniel D. [2 ]
Neaton, James K. [2 ]
Jain, Mamta [4 ]
Arenas-Pinto, Alejandro [5 ]
Polizzotto, Mark [6 ]
Staub, Therese [7 ]
机构
[1] Univ Minnesota, Sch Publ Hlth, Div Biostat, 420 Delaware St SE, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Minneapolis, MN USA
[3] Hennepin Cty Med Ctr, Minneapolis, MN USA
[4] Univ Texas Southwestern, Dallas, TX USA
[5] UCL, Inst Clin Trials & Methodol, MRC Clin Trials Unit, London, England
[6] Australian Natl Univ, Canberra, Australia
[7] Luxembourg Hosp Ctr, Luxembourg City, Luxembourg
来源
JOURNAL OF THE AMERICAN HEART ASSOCIATION | 2023年 / 12卷 / 13期
基金
美国国家卫生研究院;
关键词
cardiovascular disease; HIV; Olink; protein biomarkers; proteomics; INFECTED INDIVIDUALS; ANTIRETROVIRAL THERAPY; MYOCARDIAL-INFARCTION; PHOSPHOLIPASE A(2); DEATH; REGULARIZATION; RATIONALE; DESIGN; PEOPLE; HEALTH;
D O I
10.1161/JAHA.122.027273
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BackgroundCardiovascular disease risk prediction models underestimate CVD risk in people living with HIV (PLWH). Our goal is to derive a risk score based on protein biomarkers that could be used to predict CVD in PLWH. Methods and ResultsIn a matched case-control study, we analyzed normalized protein expression data for participants enrolled in 1 of 4 trials conducted by INSIGHT (International Network for Strategic Initiatives in Global HIV Trials). We used dimension reduction, variable selection and resampling methods, and multivariable conditional logistic regression models to determine candidate protein biomarkers and to generate a protein score for predicting CVD in PLWH. We internally validated our findings using bootstrap. A protein score that was derived from 8 proteins (including HGF [hepatocyte growth factor] and interleukin-6) was found to be associated with an increased risk of CVD after adjustment for CVD and HIV factors (odds ratio: 2.17 [95% CI: 1.58-2.99]). The protein score improved CVD prediction when compared with predicting CVD risk using the individual proteins that comprised the protein score. Individuals with a protein score above the median score were 3.10 (95% CI, 1.83-5.41) times more likely to develop CVD than those with a protein score below the median score. ConclusionsA panel of blood biomarkers may help identify PLWH at a high risk for developing CVD. If validated, such a score could be used in conjunction with established factors to identify CVD at-risk individuals who might benefit from aggressive risk reduction, ultimately shedding light on CVD pathogenesis in PLWH.
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页数:48
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