RT info:eu-repo/semantics/article T1 Physical activity is directly associated with total energy expenditure without evidence of constraint or compensation A1 Howard, Kristen R. A1 Prado‐Nóvoa, Olalla A1 Zorrilla Revilla, Guillermo A1 Laskaridou, Eleni A1 Reid, Glen R. A1 Marinik, Elaina L. A1 Stamatiou, Marina A1 Hambly, Catherine A1 Davy, Brenda M. A1 Speakman, John R. A1 Davy, Kevin P. K1 Physical activity K1 Energy expenditure K1 Doubly-labelled water K1 Constraint K1 Compensation K1 Fisiología humana K1 Human physiology K1 Ejercicio físico K1 Exercise K1 Metabolismo energético K1 Energy metabolism AB The prevailing linear model of physical activity (PA) and total energy expenditure (TEE) has been challenged by models that predict an upper limit of TEE linked to a compensatory reduction elsewhere in the energy budget in response to increased PA. We determined the equation of best fit between PA and TEE and explored relationships between PA and behavioral and physiological compensation. Using linear and nonlinear modeling, we observed a positive linear relationship between PA and TEE either without or after adjustment for fat-free mass (R2= 0.3492, TEE = 0.00685*PA + 7.124: R2=0.3667, TEE_ADJ(FFM) = 0.00511*PA + 8.598). Higher PA was associated with lower sedentary time (R2= 0.7207, %SPA= −0.0211*X + 91.261). There was no association between PA, TEE, or resting metabolic rate and adjusted biomarkers of immune, reproductive, or thyroid function after Bonferroni correction. The findings of this observational study do not support the constrained/compensated model but affirm the conventional additive relationship between PA and TEE across a broad range of PA levels. PB National Academy of Sciences SN 0027-8424 YR 2025 FD 2025-10 LK https://hdl.handle.net/10259/11212 UL https://hdl.handle.net/10259/11212 LA eng NO K.R.H. is funded by a Virginia Tech Translational Obesity Research Interdisciplinary Graduate Education Predoctoral Fellowship, O.P.-N. is funded by a Virginia Tech Presidential Postdoctoral Fellowship, and G.Z.-R. is funded by Next Generation European Union funds Margarita Salas Postdoctoral Fellowship. DS Repositorio Institucional de la Universidad de Burgos RD 11-may-2026