A Fit-Fat Index for Predicting Incident Diabetes in Apparently Healthy Men: A Prospective Cohort Study

The purpose of this study was to examine the impact of combined cardiorespiratory fitness and waist-to-height ratio in the form of a fit-fat index on incident diabetes risk. Additionally, the independent predictive performance of cardiorespiratory fitness, waist-to-height ratio, and body mass index...

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Published inPloS one Vol. 11; no. 6; p. e0157703
Main Authors Sloan, Robert A, Haaland, Benjamin A, Sawada, Susumu S, Lee, I-Min, Sui, Xuemei, Lee, Duck-Chul, Ridouane, Yassine, Müller-Riemenschneider, Falk, Blair, Steven N
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 24.06.2016
Public Library of Science (PLoS)
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Summary:The purpose of this study was to examine the impact of combined cardiorespiratory fitness and waist-to-height ratio in the form of a fit-fat index on incident diabetes risk. Additionally, the independent predictive performance of cardiorespiratory fitness, waist-to-height ratio, and body mass index also were estimated and compared. This was a prospective cohort study of 10,381 men who had a normal electrocardiogram and no history of major chronic disease at baseline from 1979 to 2005. Random survival forest models and traditional Cox proportional hazards models were used to predict diabetes at 5-, 10-, and 15-year incidence horizons. Overall, 4.8% of the participants developed diabetes. Receiver operating characteristic curve analyses for incidence risk demonstrated good discrimination using random survival forest models across fitness and fatness measures; Cox models were poor to fair. The differences between fitness and fatness measures across horizons were clinically negligible. Smoothed random survival forest estimates demonstrated the impact of each fitness and fatness measure on incident diabetes was intuitive and graded. Although fitness and fatness measures showed a similar discriminative ability in predicting incident diabetes, unique to the study was the ability of the fit-fat index to demonstrate a better indication of incident risk when compared to fitness or fatness alone. A single index combining cardiorespiratory fitness and waist-to-height ratio may be more useful because it can indicate improvements in either or both of the measures.
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Conceived and designed the experiments: RAS BAH. Performed the experiments: RAS BAH. Analyzed the data: BAH YR SSS. Contributed reagents/materials/analysis tools: RAS BAH YR SSS IML XS DCL FMR SNB. Wrote the paper: RAS BAH IML SSS. Critical revision of the manuscript for important intellectual content: SSS IML XS DCL FMR SNB.
Competing Interests: The authors have declared that no competing interests exist.
These authors also contributed equally to this work.
ISSN:1932-6203
1932-6203
DOI:10.1371/journal.pone.0157703