2018
DOI: 10.1161/jaha.118.009217
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Estimated Life Expectancy Without Recurrent Cardiovascular Events in Patients With Vascular Disease: The SMART‐REACH Model

Abstract: BackgroundIn patients with vascular disease, risk models may support decision making on novel risk reducing interventions, such as proprotein convertase subtilisin/kexin type 9 inhibitors or anti‐inflammatory agents. We developed and validated an innovative model to estimate life expectancy without recurrent cardiovascular events for individuals with coronary, cerebrovascular, and/or peripheral artery disease that enables estimation of preventive treatment effect in lifetime gained.Methods and ResultsStudy par… Show more

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Cited by 64 publications
(74 citation statements)
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“…SMART‐REACH uses ten predictors: age, sex, current smoking (yes/no), diabetes mellitus (yes/no), systolic BP, total cholesterol, creatinine, number of locations of cardiovascular disease (coronary artery disease, PAD), history of atrial fibrillation (yes/no) and history of congestive heart failure (yes/no). Missing variables were handled by means of imputation using predictive mean matching (aregImpute, Hmisc package, R software; R Project for Statistical Computing, Vienna, Austria) and reported population frequencies and medians from REACH Western Europe. The SMART‐REACH model consists of two complementary competing‐risk‐adjusted left‐truncated cause‐specific hazard functions: one for cardiovascular events, and one for non‐cardiovascular mortality.…”
Section: Methodsmentioning
confidence: 99%
“…SMART‐REACH uses ten predictors: age, sex, current smoking (yes/no), diabetes mellitus (yes/no), systolic BP, total cholesterol, creatinine, number of locations of cardiovascular disease (coronary artery disease, PAD), history of atrial fibrillation (yes/no) and history of congestive heart failure (yes/no). Missing variables were handled by means of imputation using predictive mean matching (aregImpute, Hmisc package, R software; R Project for Statistical Computing, Vienna, Austria) and reported population frequencies and medians from REACH Western Europe. The SMART‐REACH model consists of two complementary competing‐risk‐adjusted left‐truncated cause‐specific hazard functions: one for cardiovascular events, and one for non‐cardiovascular mortality.…”
Section: Methodsmentioning
confidence: 99%
“…These include the LIFE-CVD model for apparently healthy people aged 45-80 years), 55 the DIAL-model for diabetes patients aged 30-85 years 56 and the SMART-REACH model for vascular patients aged 45-80 years. 57 All U-Prevent risk algorithms have been extensively validated in contemporary European and North American populations and geographical updates are applied when appropriate. This tool has a timely and user-friendly interface and offers infographics that can support doctor-patient communication and shared decision-making in clinical practice.…”
Section: Recommendationsmentioning
confidence: 99%
“…Individualized 10-year risk reduction and lifetime benefit treatment effects of treatment with a PCSK9-mAb versus no treatment were estimated using the SMART-REACH model [7]. The SMART-REACH model is a model to estimate life expectancy free of a recurrent CVD in patients with a history of CVD.…”
Section: Individual Treatment Effect Estimationsmentioning
confidence: 99%
“…A recently developed prediction model for secondary prevention, the SMART-REACH model, is able to estimate individual benefit of medication for prevention of CVD in patients with a history of stable CVD as 10-year risk reduction or as months gained from a lifetime perspective, the lifetime benefit (supplemental methods) [7]. Estimation of treatment effects expressed by a lifetime benefit could overcome some disadvantages of the 10year risk-based strategies.…”
Section: Introductionmentioning
confidence: 99%