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Carvajal-Juarez, Isabel

Mayo Clinic

Instituto Nacional de Cardiología

Citations 1

CT Attenuation Map–Derived Body Composition Is Associated with Cardiorespiratory Fitness in Multicenter External Validation
Miller, Robert J.H. , Yi, Jirong, Shanbhag, Aakash, Feher, Attila, Miller, Edward J. , Ramirez, Giselle, Travin, Mark I. , Carvajal-Juarez, Isabel, Packard, René R S, Al-Mallah, M., Mason, Steve, Wopperer, Samuel, Buechel, R M, Rosamond, Thomas, Berman, Daniel S., Dey, Damini, Carli, Marcelo F. Di , Slomka, Piotr, Buechel, Ronny R. , Carvajal-Juarez, Isabel , Miller, Edward J , Slipczuk, Leandro , Packard, Rene R S , Al-Mallah, Mouaz H , Buechel, Ronny R , Slomka, Piotr J , Carvajal-Juarez, Isabel , Miller, Robert J H , Patel, Krishna , Ruddy, Terrence D , Einstein, Andrew Jeffrey , Feher, Attila , Liang, Joanna X., Slipczuk, Leandro , Alexanderson, Erick , Packard, René R. Sevag , Al‐Mallah, Mouaz H. , Acampa, Wanda , Knight, Stacey , Le, Viet T. , Mason, Steve, Wopperer, Samuel, Chareonthaitawee, Panithaya , Berman, Daniel S. , Dey, Damini

No container title available | May 8, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.05.07.26352573 Get It

ABSTRACT Aims Exercise capacity is a powerful predictor of cardiovascular risk. In patients unable to exercise, body composition analysis can potentially be used to estimate cardiorespiratory fitness. We developed a body composition “fitness” score, then validated its utility in two external populations. Methods and Results We included patients from four sites undergoing single photon emission computed tomography (SPECT) and twelve sites undergoing positron emission tomography (PET). We quantified body composition using deep learning. We evaluated associations between body composition and good exercise capacity (defined as completing ≥7 minutes on a Bruce protocol) then developed a body composition “fitness” score. We then assessed the associations of “fitness” score with exercise capacity and all-cause mortality in external populations. In total, 36471 patients were included with median age 67 (interquartile range 58 – 74). Median skeletal muscle density was higher among patients with good exercise capacity. In the external SPECT population, the body composition “fitness” score had higher prediction performance for good exercise capacity (AUC 0.771, 95% CI 0.752 – 0.789) than age (AUC 0.717, p<0.01). In the external PET population, high body composition “fitness” score was associated with lower cardiovascular death (adjusted hazard ratio 0.70, 95% CI 0.62 – 0.79, p<0.001). Conclusions We demonstrated that a comprehensive body composition “fitness” score could identify patients with good cardiorespiratory fitness. This approach transforms routinely acquired CT data into a surrogate marker of fitness which can be applied in patients undergoing PET, or other CT imaging, where exercise testing is not performed. Graphical Abstract Overview of study design. The overall population (n=36471) was split as outlined above. Body composition was analyzed from available computed tomography imaging. The distribution of body composition measures were analyzed in the combined single photon emission computed tomography (SPECT) populations. A body composition “fitness” score was derived to predict good exercise capacity in the internal population, with associations assessed in the two external testing populations.