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Article

Sum of Skinfold-Corrected Girths Correlates with Resting Energy Expenditure: Development of the NRGCO Equation

by
Diego A. Restrepo-Botero
1,2,
Camilo A. Rincón-Yepes
1,2,
Katherine Franco-Hoyos
2,
Alejandra Agudelo-Martínez
2,
Luis A. Cardozo
3,
Leidy T. Duque-Zuluaga
1,
Jorge M. Vélez-Gutiérrez
1,4,
Andrés Rojas-Jaramillo
1,5,
Jorge L. Petro
1,6,
Richard B. Kreider
7,
Roberto Cannataro
1,8 and
Diego A. Bonilla
1,2,9,*
1
Research Division, Dynamical Business & Science Society—DBSS International SAS, Bogotá 110311, Colombia
2
Grupo de Investigación NUTRAL, Facultad Ciencias de la Nutrición y los Alimentos, Universidad CES, Medellín 050021, Colombia
3
Research and Measurement Group in Sports Training (IMED), Faculty of Health Sciences and Sports, Fundación Universitaria del Área Andina, Bogotá 111221, Colombia
4
ARTHROS Centro de Fisioterapia y Ejercicio, Medellín 050012, Colombia
5
Research Group of Sciences Applied to Physical Activity and Sport, Universidad de Antioquia, Medellín 050010, Colombia
6
Research Group in Physical Activity, Sports and Health Sciences (GICAFS), Universidad de Córdoba, Monteria 230002, Colombia
7
Exercise & Sport Nutrition Laboratory, Human Clinical Research Facility, Texas A&M University, College Station, TX 77843, USA
8
Department of Pharmacy, Health and Nutritional Sciences, University of Calabria, 87036 Rende, Italy
9
Hologenomiks Research Group, Department of Genetics, Physical Anthropology and Animal Physiology, University of the Basque Country (UPV/EHU), 48940 Leioa, Spain
*
Author to whom correspondence should be addressed.
Nutrients 2024, 16(18), 3121; https://doi.org/10.3390/nu16183121
Submission received: 19 August 2024 / Revised: 27 August 2024 / Accepted: 14 September 2024 / Published: 15 September 2024

Abstract

Our study aimed to validate existing equations and develop the new NRGCO equation to estimate resting energy expenditure (REE) in the Colombian population with moderate-to-high physical activity levels. Upon satisfying the inclusion criteria, a total of 86 (43F, 43M) healthy adults (mean [SD]: 27.5 [7.7] years; 67.0 [13.8] kg) were evaluated for anthropometric variables and REE by indirect calorimetry using wearable gas analyzers (COSMED K4 and K5). Significant positive correlations with REE were found for body mass (r = 0.65), body mass-to-waist (r = 0.58), arm flexed and tensed girth (r = 0.66), corrected thigh girth (r = 0.56), corrected calf girth (r = 0.61), and sum of breadths (∑3D, r = 0.59). As a novelty, this is the first time a significant correlation between REE and the sum of corrected girths (∑3CG, r = 0.63) is reported. Although existing equations such as Harris–Benedict (r = 0.63), Mifflin–St. Jeor (r = 0.67), and WHO (r = 0.64) showed moderate-to-high correlations with REE, the Bland-Altman analysis revealed significant bias (p < 0.05), indicating that these equations may not be valid for the Colombian population. Thus, participants were randomly distributed into either the equation development group (EDG, n = 71) or the validation group (VG, n = 15). A new model was created using body mass, sum of skinfolds (∑8S), corrected thigh, corrected calf, and age as predictors (r = 0.755, R2 = 0.570, RMSE = 268.41 kcal). The new NRGCO equation to estimate REE (kcal) is: 386.256 + (24.309 × BM) − (2.402 × ∑8S) − (21.346 × Corrected Thigh) + (38.629 × Corrected Calf) − (7.417 × Age). Additionally, a simpler model was identified through Bayesian analysis, including only body mass and ∑8S (r = 0.724, R2 = 0.525, RMSE = 282.16 kcal). Although external validation is needed, our validation resulted in a moderate correlation and concordance (bias = 91.5 kcal) between measured and estimated REE values using the new NRGCO equation.
Keywords: energy expenditure; indirect calorimetry; physical activity; validation study energy expenditure; indirect calorimetry; physical activity; validation study

Share and Cite

MDPI and ACS Style

Restrepo-Botero, D.A.; Rincón-Yepes, C.A.; Franco-Hoyos, K.; Agudelo-Martínez, A.; Cardozo, L.A.; Duque-Zuluaga, L.T.; Vélez-Gutiérrez, J.M.; Rojas-Jaramillo, A.; Petro, J.L.; Kreider, R.B.; et al. Sum of Skinfold-Corrected Girths Correlates with Resting Energy Expenditure: Development of the NRGCO Equation. Nutrients 2024, 16, 3121. https://doi.org/10.3390/nu16183121

AMA Style

Restrepo-Botero DA, Rincón-Yepes CA, Franco-Hoyos K, Agudelo-Martínez A, Cardozo LA, Duque-Zuluaga LT, Vélez-Gutiérrez JM, Rojas-Jaramillo A, Petro JL, Kreider RB, et al. Sum of Skinfold-Corrected Girths Correlates with Resting Energy Expenditure: Development of the NRGCO Equation. Nutrients. 2024; 16(18):3121. https://doi.org/10.3390/nu16183121

Chicago/Turabian Style

Restrepo-Botero, Diego A., Camilo A. Rincón-Yepes, Katherine Franco-Hoyos, Alejandra Agudelo-Martínez, Luis A. Cardozo, Leidy T. Duque-Zuluaga, Jorge M. Vélez-Gutiérrez, Andrés Rojas-Jaramillo, Jorge L. Petro, Richard B. Kreider, and et al. 2024. "Sum of Skinfold-Corrected Girths Correlates with Resting Energy Expenditure: Development of the NRGCO Equation" Nutrients 16, no. 18: 3121. https://doi.org/10.3390/nu16183121

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