National Heart, Lung and Blood Institute, Quantitative Clinical Cardiovascular Epidemiology Project
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The National Heart, Lung and Blood Institute (NHLBI) plans to non-competitively negotiate a contract with the Cleveland Clinic in Cleveland, Ohio, to advance the development of methodological procedures for analyzing large sets of censored cardiovascular data. This project aims to explore innovative algorithmic approaches, specifically Logical Analysis of Data (LAD) and Random Survival Forests (RSF), applied to diverse patient cohorts including those undergoing coronary artery bypass surgery, screening studies, valve disease treatment, exercise testing, and heart failure management. The Cleveland Clinic brings extensive expertise through its use of cutting-edge methodologies and collaborations with top mathematicians and biostatisticians, enabling the application of these advanced analytical techniques to real-world clinical questions. The research will leverage the Cleveland Clinic’s Heart and Vascular Center’s Cardiovascular Information Registry, a comprehensive epidemiological database containing millions of diagnostic tests and hundreds of thousands of procedures, with detailed follow-up data extending back to the early 1970s. This robust data resource supports the development of sophisticated algorithmic methods that surpass the limitations of traditional regression models. The Clinic’s established infrastructure and expert personnel ensure effective data management and method development. Outcomes from this work will include widely disseminated software tools available at no cost to the research community. This initiative provides NHLBI with access to a rich data repository and specialized expertise, facilitating groundbreaking advancements in quantitative cardiovascular clinical epidemiology through a sole-source agreement under federal acquisition regulations.
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Cleveland Clinic 9500 Euclid Avenue| Cleveland, OH 44195, CLEVELAND, OH, 44195, USASet-Aside
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