Beyond BMI: Deep Learning Segmentation-Driven CT Reveals Body Composition Changes After Metabolic and Bariatric Surgery

BMI incompletely reflects postoperative tissue remodeling, particularly sustained VAT reduction, after MBS. AI-enabled CT volumetric analysis demonstrates proof-of-concept for compartment-specific assessment beyond BMI. Prospective validation is required to determine whether VAT-derived metrics more accurately predict cardiometabolic outcomes.

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Publication Details

Journal
Journal of the American College of Surgeons
Published
2026-03-03
DOI
https://doi.org/10.1097/xcs.0000000000001902
Primary Topic
Cardiovascular Function and Risk Factors
Type
article
Field-Weighted Citation Impact
0.00
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article

Beyond BMI: Deep Learning Segmentation-Driven CT Reveals Body Composition Changes After Metabolic and Bariatric Surgery

Jayasuriya Senthilvelan, Chengli Shen, Andrew Gillikin, Emily P. Rabinovich et al.
Journal of the American College of Surgeons
Cardiovascular Function and Risk Factors
article

Beyond BMI: Deep Learning Segmentation-Driven CT Reveals Body Composition Changes After Metabolic and Bariatric Surgery

Jayasuriya Senthilvelan, Chengli Shen, Andrew Gillikin, Emily P. Rabinovich, Thomas H. Shin, Claire K Foley, Arun Krishnaraj
article en

Abstract

BMI incompletely reflects postoperative tissue remodeling, particularly sustained VAT reduction, after MBS. AI-enabled CT volumetric analysis demonstrates proof-of-concept for compartment-specific assessment beyond BMI. Prospective validation is required to determine whether VAT-derived metrics more accurately predict cardiometabolic outcomes.

Journal of the American College of Surgeons
University of Virginia Health System (US)
Openalex Percentile: Top 42%
Cardiovascular Function and Risk Factors
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