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Updated: Feb 24, 2026

Assessment of Child Anthropometry in a Large Epidemiologic Study
Published on: February 2, 2017
Diagnostic Performance of BMI and Waist Circumference in Detecting Excess Adiposity
John C Lin1, Clara E Tandar2, Simar S Bajaj3
1Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.
Objective:
This study compared the diagnostic performance of BMI, waist circumference (WC), and Lancet Commission (LC) criteria for assessing excess adiposity measured by dual-energy X-ray absorptiometry (DEXA) in US adults.
Methods:
Using 2011-2018 NHANES data, we included 10,747 adults aged 20-59 years with relevant data. We evaluated the diagnostic performance (sensitivity, specificity, positive and negative predictive values [PPV, NPV], area under the curve [AUC]) of BMI thresholds, waist-based measures, and LC criteria for excess adiposity, as defined by DEXA.
Results:
The weighted prevalence of DEXA-defined excess adiposity was 36.4%. CDC BMI thresholds demonstrated 74.6% sensitivity and 82.2% specificity (PPV, 67.0%; NPV, 87.0%). Waist-based measures showed higher sensitivity and lower specificity than BMI; NHLBI WC thresholds produced 88.5% sensitivity and 66.7% specificity. LC criteria performed variably: BMI plus ≥ 1 waist measure had 74.6% sensitivity and 82.2% specificity, whereas ≥ 2 waist measures had 88.5% sensitivity and 66.8% specificity. The AUC values were 0.876 for BMI, 0.882 for WC, 0.887 for waist to height ratio, and 0.715 for waist to hip ratio.
Conclusions:
Waist-based definitions were more sensitive than BMI, whereas BMI provided greater specificity. LC criteria performed comparably to existing definitions. Incorporating WC into screening may improve the detection of excess adiposity.
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