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BMI-adjusted adipose tissue volumes exhibit depot-specific and divergent associations with cardiometabolic diseases

Saaket Agrawal, Marcus D. R. Klarqvist, Nathaniel Diamant, Takara L. Stanley, Patrick T. Ellinor, Nehal N. Mehta, Anthony Philippakis, Kenney Ng, Melina Claussnitzer, Steven K. Grinspoon, Puneet Batra and Amit V. Khera ()
Additional contact information
Saaket Agrawal: Broad Institute of MIT and Harvard
Marcus D. R. Klarqvist: Broad Institute of MIT and Harvard
Nathaniel Diamant: Broad Institute of MIT and Harvard
Takara L. Stanley: Massachusetts General Hospital
Patrick T. Ellinor: Broad Institute of MIT and Harvard
Nehal N. Mehta: National Institutes of Health
Anthony Philippakis: Broad Institute of MIT and Harvard
Kenney Ng: IBM Research
Melina Claussnitzer: Broad Institute of MIT and Harvard
Steven K. Grinspoon: Massachusetts General Hospital
Puneet Batra: Broad Institute of MIT and Harvard
Amit V. Khera: Broad Institute of MIT and Harvard

Nature Communications, 2023, vol. 14, issue 1, 1-10

Abstract: Abstract For any given body mass index (BMI), individuals vary substantially in fat distribution, and this variation may have important implications for cardiometabolic risk. Here, we study disease associations with BMI-independent variation in visceral (VAT), abdominal subcutaneous (ASAT), and gluteofemoral (GFAT) fat depots in 40,032 individuals of the UK Biobank with body MRI. We apply deep learning models based on two-dimensional body MRI projections to enable near-perfect estimation of fat depot volumes (R2 in heldout dataset = 0.978-0.991 for VAT, ASAT, and GFAT). Next, we derive BMI-adjusted metrics for each fat depot (e.g. VAT adjusted for BMI, VATadjBMI) to quantify local adiposity burden. VATadjBMI is associated with increased risk of type 2 diabetes and coronary artery disease, ASATadjBMI is largely neutral, and GFATadjBMI is associated with reduced risk. These results – describing three metabolically distinct fat depots at scale – clarify the cardiometabolic impact of BMI-independent differences in body fat distribution.

Date: 2023
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DOI: 10.1038/s41467-022-35704-5

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