Predictive Performance of Cardiovascular Disease Risk Prediction Algorithms in People Living With HIV

被引:26
作者
van Zoest, Rosan A. [1 ,2 ]
Law, Matthew [3 ]
Sabin, Caroline A. [4 ]
Vaartjes, Ilonca [5 ]
Van der Valk, Marc [6 ,10 ,14 ]
Arends, Joop E. [7 ,34 ]
Reiss, Peter [1 ,2 ,6 ,8 ,10 ]
Wit, Ferdinand W. [1 ,2 ,6 ,8 ,9 ]
Geerlings, S. E. [10 ]
Godfried, M. H. [10 ]
Goorhuis, A. [10 ]
Hovius, J. W. [10 ]
Kuijpers, T. W. [10 ]
Nellen, F. J. B. [10 ]
van der Poll, D. T. [10 ]
Prins, J. M. [10 ]
van Vugt, H. J. M. [10 ]
Wiersinga, W. J. [10 ]
van Duinen, M.
van Eden, J.
van Hes, A. M. H.
Pijnappel, F. J. J.
Weijsenfeld, A. M.
Jurriaans, S.
Back, N. K. T.
Zaaijer, H. L.
Berkhout, B.
Cornelissen, M. T. E.
Schinkel, C. J.
Wolthers, K. C.
Peters, E. J. G. [11 ]
van Agtmael, M. A. [11 ]
Bomers, M. [11 ]
Heitmuller, M.
Laan, L. M.
Ang, C. W.
van Houdt, R.
Pettersson, A. M.
Vandenbroucke-Grauls, C. M. J. E.
van den Berge, M. [12 ]
Stegeman, A. [12 ]
Baas, S.
de Looff, L. Hage
Wintermans, B.
Veenemans, J.
Pronk, M. J. H. [13 ]
Ammerlaan, H. S. M. [13 ]
de Munnik, E. S.
Jansz, A. R.
Tjhie, J.
机构
[1] Univ Amsterdam, Amsterdam Univ Med Ctr Amsterdam UMC, Amsterdam Publ Hlth Res Inst, Dept Global Hlth, Amsterdam, Netherlands
[2] Amsterdam Inst Global Hlth & Dev, Amsterdam, Netherlands
[3] Univ New South Wales, Kirby Inst, Sydney, NSW, Australia
[4] UCL, Inst Global Hlth, London, England
[5] Univ Utrecht, UMCU, Julius Ctr Hlth Sci & Primary Care, Utrecht, Netherlands
[6] Univ Amsterdam, Amsterdam Infect & Immun Inst, Amsterdam UMC, Dept Internal Med,Div Infect Dis, Amsterdam, Netherlands
[7] Univ Utrecht, UMCU, Sect Infect Dis, Dept Internal Med, Utrecht, Netherlands
[8] HIV Monitoring Fdn, Amsterdam, Netherlands
[9] Amsterdam Hlth Technol Ctr, Acad Med Ctr, Amsterdam Inst Global Hlth & Dev, Dept Global Hlth, Tower C4,Paasheuvelweg 25, NL-1105 BP Amsterdam, Netherlands
[10] Amsterdam UMC, AMC Site, Amsterdam, Netherlands
[11] Amsterdam UMC, VUmc Site, Amsterdam, Netherlands
[12] Admiraal De Ruyter Ziekenhuis, Goes, Netherlands
[13] Catharina Hosp, Eindhoven, Netherlands
[14] DC Klinieken Lairesse, Hiv Focus Centrum, Amsterdam, Netherlands
[15] ETZ, Tilburg, Netherlands
[16] Erasmus MC, Rotterdam, Netherlands
[17] SD Pas Flevoziekenhuis, Almere, Netherlands
[18] HMC Haaglan Med Centrum, The Hague, Netherlands
[19] Isala, Zwolle, Netherlands
[20] Leids Univ, Med Centrum, Leiden, Netherlands
[21] Maasstad Ziekenhuis, Rotterdam, Netherlands
[22] Maastricht UMC, Maastricht, Netherlands
[23] MC Slotervaart, Amsterdam, Netherlands
[24] MC Zuiderzee, Lelystad, Netherlands
[25] Med Centrum Leeuwarden, Leeuwarden, Netherlands
[26] Med Spectrum Twente, Enschede, Netherlands
[27] Noordwest Ziekenhuisgroep, Alkmaar, Netherlands
[28] OLVG, Amsterdam, Netherlands
[29] Radboudumc, Nijmegen, Netherlands
[30] Rijnstate, Arnhem, Netherlands
[31] Spaarne Gasthuis, Haarlem, Netherlands
[32] Med Centrum Jan van Goyen, Amsterdam, Netherlands
[33] Univ Med Centrum Groningen, Groningen, Netherlands
[34] Univ Med Centrum Utrecht, Utrecht, Netherlands
关键词
HIV; cardiovascular disease; risk prediction algorithms; HUMAN-IMMUNODEFICIENCY-VIRUS; CARDIOLOGY/AMERICAN HEART ASSOCIATION; INFECTED PATIENTS; MYOCARDIAL-INFARCTION; SUBCLINICAL ATHEROSCLEROSIS; AMERICAN-COLLEGE; DATA-COLLECTION; FRAMINGHAM; SCORE; EVENTS;
D O I
10.1097/QAI.0000000000002069
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: People living with HIV (PLWH) experience a higher cardiovascular disease (CVD) risk. Yet, traditional algorithms are often used to estimate CVD risk. We evaluated the performance of 4 commonly used algorithms. Setting: The Netherlands. Methods: We used data from 16,070 PLWH aged > 18 years, who were in care between 2000 and 2016, had no pre-existing CVD, had initiated first combination antiretroviral therapy >1 year ago, and had available data on CD4 count, smoking status, cholesterol, and blood pressure. Predictive performance of 4 algorithms [Data Collection on Adverse Effects of Anti-HIV Drugs Study (D: A: D); Systematic COronary Risk Evaluation adjusted for national data (SCORE-NL); Framingham CVD Risk Score (FRS); and American College of Cardiology and American Heart Association Pooled Cohort Equations (PCE)] was evaluated using a Kaplan-Meier approach. Model discrimination was assessed using Harrell's C-statistic. Calibration was assessed using observed-versusexpected ratios, calibration plots, and Greenwood-Nam-D'Agostino goodness-of-fit tests. Results: All algorithms showed acceptable discrimination (Harrell's C-statistic 0.73-0.79). On a population level, D: A: D, SCORE-NL, and PCE slightly underestimated, whereas FRS slightly overestimated CVD risk (observed-versus-expected ratios 1.35, 1.38, 1.14, and 0.92, respectively). D: A: D, FRS, and PCE best fitted our data but still yielded a statistically significant lack of fit (Greenwood-Nam-D'Agostino chi(2) ranged from 24.57 to 34.22, P < 0.05). Underestimation of CVD risk was particularly observed in low-predicted CVD risk groups. Conclusions: All algorithms perform reasonably well in PLWH, with SCORE-NL performing poorest. Prediction algorithms are useful for clinical practice, but clinicians should be aware of their limitations (ie, lack of fit and slight underestimation of CVD risk in low-risk groups).
引用
收藏
页码:562 / 571
页数:10
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