2017
DOI: 10.1016/s2213-8587(17)30015-3
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Laboratory-based and office-based risk scores and charts to predict 10-year risk of cardiovascular disease in 182 countries: a pooled analysis of prospective cohorts and health surveys

Abstract: Summary Background Worldwide implementation of risk-based cardiovascular disease (CVD) prevention requires risk prediction tools that are contemporarily recalibrated for the target country and can be used where laboratory measurements are unavailable. We present two cardiovascular risk scores, with and without laboratory-based measurements, and the corresponding risk charts for 182 countries to predict 10-year risk of fatal and non-fatal CVD in adults aged 40–74 years. Methods Based on our previous laborato… Show more

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Cited by 114 publications
(153 citation statements)
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References 29 publications
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“…Furthermore, mortality differences between countries may not translate to corresponding differences in disease incidence, as case fatality rates may differ. A recently published cardiovascular risk score estimating fatal and nonfatal event risk calibrated to current baseline event rates in different countries suggests that 10‐year event incidence in nondiabetic men aged 40–65 may actually be fairly similar in the four countries represented in our sample …”
Section: Discussionmentioning
confidence: 92%
“…Furthermore, mortality differences between countries may not translate to corresponding differences in disease incidence, as case fatality rates may differ. A recently published cardiovascular risk score estimating fatal and nonfatal event risk calibrated to current baseline event rates in different countries suggests that 10‐year event incidence in nondiabetic men aged 40–65 may actually be fairly similar in the four countries represented in our sample …”
Section: Discussionmentioning
confidence: 92%
“…It may seem bold to seek one risk score for Latin America as a region, but still worth trying because it could bring great benefits in population screening and disease prevention. With relevant methods, as shown in cardiovascular medicine , along with support from stakeholders and professional bodies, one or a series of country‐specific risk scores could be acceptable and strongly recommended throughout Latin America.…”
Section: Discussionmentioning
confidence: 99%
“…The desire to increase convenience has now led to the wish to simplify the process further by abolishing the most logistically difficult (and expensive) aspect which comprises the cholesterol blood tests. In fact, the Framingham risk engine can be easily reformatted by substituting body mass index for lipids but surprisingly this has not achieved great popularity for initial risk stratification despite its simplicity …”
Section: Suggested Data Transparency and Quality Assessment Criteria mentioning
confidence: 99%
“…The top features in all machine learning models include some conventional CVD risk factors such as age, blood pressure (BP) and total cholesterol, as well as several new features not included in standard CVD risk calculators such as body mass index (BMI), creatinine, glucose . However, all of these have been previously identified in the Framingham study or have been used other CVD scoring systems (eg QRISK) . Among drug therapies use of anti‐platelet agents was also predictive.…”
Section: Suggested Data Transparency and Quality Assessment Criteria mentioning
confidence: 99%