Proteomic Assessment of the Risk of Secondary Cardiovascular Events among Individuals with CKD

被引:1
作者
Deo, Rajat [1 ]
Dubin, Ruth F. [2 ]
Ren, Yue [3 ]
Wang, Jianqiao [3 ]
Feldman, Harold [4 ]
Shou, Haochang [3 ]
Coresh, Josef [5 ,6 ,7 ]
Grams, Morgan E. [8 ]
Surapaneni, Aditya L. [8 ]
Cohen, Jordana B. [3 ,9 ]
Kansal, Mayank [10 ]
Rahman, Mahboob [11 ]
Dobre, Mirela [11 ]
He, Jiang [12 ]
Kelly, Tanika [12 ]
Go, Alan S. [13 ,14 ]
Kimmel, Paul L. [15 ]
Vasan, Ramachandran S. [16 ,17 ,18 ]
Segal, Mark R. [19 ]
Li, Hongzhe [3 ]
Ganz, Peter [20 ,21 ]
机构
[1] Univ Penn, Perelman Sch Med, Div Cardiovasc Med, Philadelphia, PA 19104 USA
[2] Univ Texas Southwestern Med Ctr, Dept Med, Dallas, TX USA
[3] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Philadelphia, PA USA
[4] Patient Ctr Outcomes Res Inst, Washington, DC USA
[5] Johns Hopkins Univ, Dept Epidemiol, Bloomberg Sch Publ Hlth, Baltimore, MD USA
[6] Johns Hopkins Univ, Welch Ctr Prevent Epidemiol & Clin Res, Baltimore, MD USA
[7] Johns Hopkins Univ, Dept Med, Baltimore, MD USA
[8] NYU, Div Precis Med, Dept Med, Grossman Sch Med, New York, NY USA
[9] Univ Penn, Perelman Sch Med, Renal Electrolyte & Hypertens Div, Philadelphia, PA USA
[10] Univ Illinois, Div Cardiol, Chicago, IL USA
[11] Case Western Reserve Univ, Dept Med, Sch Med, Cleveland, OH USA
[12] Tulane Univ, Dept Epidemiol, Sch Publ Hlth & Trop Med, New Orleans, LA USA
[13] Kaiser Permanente Northern Calif, Div Res, Oakland, CA USA
[14] Kaiser Permanente Bernard J Tyson Sch Med, Dept Hlth Syst Sci, Pasadena, CA USA
[15] NIDDK, Div Kidney Urol & Hematol Dis, NIH, Bethesda, MD USA
[16] Boston Univ, Dept Med, Sect Prevent Med & Epidemiol, Sch Med, Boston, MA USA
[17] Boston Univ, Dept Med, Sect Cardiol, Sch Med, Boston, MA USA
[18] Boston Univ, Dept Epidemiol, Sch Publ Hlth, Boston, MA USA
[19] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA USA
[20] Zuckerberg San Francisco Gen Hosp, Div Cardiol, San Francisco, CA USA
[21] Univ Calif San Francisco, Dept Med, San Francisco, CA USA
来源
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY | 2025年 / 36卷 / 02期
关键词
cardiovascular; cardiovascular disease; cardiovascular events; CKD non-dialysis; congestive heart failure; coronary artery disease; risk factors; survival; CORONARY-HEART-DISEASE; CHRONIC KIDNEY-DISEASE; ATHEROSCLEROSIS RISK; REGULARIZATION PATHS; SURVIVAL; PREDICTION; MORTALITY; OUTCOMES;
D O I
10.1681/ASN.0000000502
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Background Cardiovascular risk models have been developed primarily for incident events. Well-performing models are lacking to predict secondary cardiovascular events among people with a history of coronary heart disease, stroke, or heart failure who also have CKD. We sought to develop a proteomic risk score for cardiovascular events in individuals with CKD and a history of cardiovascular disease. Methods We measured 4638 plasma proteins among 1067 participants from the Chronic Renal Insufficiency Cohort (CRIC) and 536 individuals from the Atherosclerosis Risk in Communities (ARIC) Cohort. All had non-dialysis-dependent CKD and coronary heart disease, heart failure, or stroke at study baseline. A proteomic risk model for secondary cardiovascular events was derived by elastic net regression in CRIC, validated in ARIC, and compared with clinical models. Biologic mechanisms of secondary events were characterized through proteomic pathway analysis. Results A 16-protein risk model was superior to the Framingham Risk Score for secondary events, including a modified score that included eGFR. In CRIC, the annualized area under the receiver operating characteristic curve (area under the curve) within 1-5 years ranged between 0.77 and 0.80 for the protein model and 0.57 and 0.72 for the clinical models. These findings were replicated in the ARIC validation cohort. Biologic pathway analysis identified pathways and proteins for cardiac remodeling and fibrosis, vascular disease, and thrombosis. Conclusions The proteomic risk model for secondary cardiovascular events outperformed clinical models on the basis of traditional risk factors and eGFR.
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收藏
页码:231 / 241
页数:11
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