Healthy profile in physically active adults according to training patterns and physiological condition
DOI:
https://doi.org/10.47197/retos.v75.118163Keywords:
Body composition, resistance training, high-intensity interval training, heart rateAbstract
Introduction. Training patterns in physically active adults influence body composition and physiological responses; however, uncertainty remains regarding which combinations of these variables define a physiologically healthy profile under free-practice conditions, where exercise intensity and stimulus control are not standardized.
Objective. To determine the body composition factors, physiological responses, and training characteristics associated with a physiologically healthy profile in physically active adults engaged in different exercise modalities.
Methodology. A cross-sectional study was conducted with 973 participants. Sociodemographic data, training variables, and physiological indicators were obtained through smartwatches. BMI and body fat percentage were measured using standardized anthropometry and bioelectrical impedance. Kruskal–Wallis tests and Spearman correlations were applied. A binary logistic regression model was adjusted for age, gender, and training variables (p < 0.05).
Results. No significant differences were found in BMI (p = 0.298), body fat percentage (p = 0.135), or heart rate parameters across yoga, strength training, HIIT, and cardio. Session duration (OR = 3.91; p < 0.001), weekly training frequency (OR = 1.35; p = 0.003), daily water intake (OR = 1.42; p = 0.043), and female sex (OR = 4.84; p < 0.001) significantly increased the likelihood of a healthy profile. Exercise modality showed no independent effects.
Discussion. The similarity across modalities suggests that, under free-practice conditions, training volume, hydration, and internal load influence physiological adaptation more than the type of exercise performed. Body fat percentage was a better discriminator than BMI.
Conclusions. Weekly training volume, hydration, and female sex were associated with a physiologically healthy profile, whereas exercise modality was not a determining factor.
References
Ahsan, M., & Abualait, T. (2024). Salud mental y actividad física durante y después de la pandemia de COVID-19: una revisión (Mental health and physical activity during and after the COVID-19 pandemic: A review). Retos, 56, 419-426. https://doi.org/10.47197/retos.v56.104572
Aira, T., Kokko, S. P., Heinonen, O. J., Korpelainen, R., Kotkajuuri, J., Parkkari, J., Savonen, K., Toivo, K., Uusitalo, A., Valtonen, M., Villberg, J., Niemelä, O., Vähä-Ypyä, H., & Vasankari, T. (2023). Longi-tudinal physical activity patterns and the development of cardiometabolic risk factors during adolescence. Scandinavian Journal of Medicine & Science in Sports, 33(9), 1807–1820. https://doi.org/10.1111/sms.14415
Al-Mhanna, S. B., Franklin, B. A., Jakicic, J. M., Stamatakis, E., Pescatello, L. S., Riebe, D., Thompson, W. R., Skinner, J., Colberg, S. R., Alkhamees, N. H., Bin Sheeha, B., Gülü, M., Alghannam, A. F., & Ba-trakoulis, A. (2025). Impact of resistance training on cardiometabolic health-related indices in patients with type 2 diabetes and overweight/obesity: a systematic review and meta-analysis of randomised controlled trials. British Journal of Sports Medicine, 59(10), 733–746. https://doi.org/10.1136/bjsports-2024-108947
Amato, A., Petrigna, L., Sortino, M., & Musumeci, G. (2024). Visceral fat affects heart rate recovery but not the heart rate response post-single bout of vigorous exercise: A cross-sectional study in non-obese and healthy participants. Sports, 12(12), 323. https://doi.org/10.3390/sports12120323
An, J., Su, Z., & Meng, S. (2024). Effect of aerobic training versus resistance training for improving cardi-orespiratory fitness and body composition in middle-aged to older adults: A systematic review and meta-analysis of randomized controlled trials. Archives of Gerontology and Geriatrics, 126(105530), 105530. https://doi.org/10.1016/j.archger.2024.105530
Andrade, L. S., Botton, C. E., David, G. B., Pinto, S. S., Häfele, M. S., & Alberton, C. L. (2022). Cardiorespira-tory parameters comparison between incremental protocols performed in aquatic and land en-vironments by healthy individuals: A systematic review and meta-analysis. Sports Medicine, 52(9), 2247–2270. https://doi.org/10.1007/s40279-022-01687-y
Batrakoulis, A. (2022). Psychophysiological adaptations to yoga practice in overweight and obese indi-viduals: A topical review. Diseases, 10(4), 107. https://doi.org/10.3390/diseases10040107
Batrakoulis, A., Jamurtas, A. Z., Metsios, G. S., Perivoliotis, K., Liguori, G., Feito, Y., Riebe, D., Thompson, W. R., Angelopoulos, T. J., Krustrup, P., Mohr, M., Draganidis, D., Poulios, A., & Fatouros, I. G. (2022). Comparative efficacy of 5 exercise types on cardiometabolic health in overweight and obese adults: A systematic review and network meta-analysis of 81 randomized controlled tri-als. Circulation. Cardiovascular Quality and Outcomes, 15(6), e008243. https://doi.org/10.1161/CIRCOUTCOMES.121.008243
Binmahfoz, A., Johnston, L., Dunning, E., Gray, C. M., & Gray, S. R. (2025). The effects of a home-based resistance training programme on body composition and muscle function during weight loss in people living with overweight or obesity: a randomised controlled pilot trial. Nutrition & Me-tabolism, 22(1), 90. https://doi.org/10.1186/s12986-025-00986-1
Buttar, K. K., Kacker, S., & Saboo, N. (2025a). The association between cardiorespiratory fitness and obesity predictors in healthy young adults: An observational study. APIK Journal of Internal Medicine, 13(2), 133–138. https://doi.org/10.4103/ajim.ajim_43_24
Buttar, K. K., Kacker, S., & Saboo, N. (2025b). To assess the prevalence of physical activity and physical fitness in young adults: A cross-sectional study. Current Medicine Research and Practice, 15(4), 132–138. https://doi.org/10.4103/cmrp.cmrp_141_24
Byker Shanks, C., Bruening, M., & Yaroch, A. L. (2025). BMI or not to BMI? Debating the value of body mass index as a measure of health in adults. The International Journal of Behavioral Nutrition and Physical Activity, 22(1), 23. https://doi.org/10.1186/s12966-025-01719-6
de Beukelaar, T. T., & Mantini, D. (2023). Monitoring resistance training in real time with wearable technology: Current applications and future directions. Bioengineering, 10(9), 1085. https://doi.org/10.3390/bioengineering10091085
Estrada Bonilla, Y. C., Tunjano Bautista, J. C., Varela Millán, J. M. ., García González, D. E. ., & Sánchez Del-gado, J. C. (2024). Efectos de tres tipos de ejercicio físico sobre los niveles de actividad física y el perfil de estados de ánimo en personal administrativo de una institución de educación superior (Effects of three types of physical exercise on the levels of physical activity and the profile of mood states in administrative personnel of a higher education institution). Retos, 52, 588-599. https://doi.org/10.47197/retos.v52.103408
Guo, J., Liu, J., Zhu, R., Liu, G., Zheng, M., & Cao, C. (2024). The impact of different types of exercise on executive functions in overweight/obese individuals: A systematic review and network meta-analysis. Behavioral Sciences, 14(12), 1227. https://doi.org/10.3390/bs14121227
Ho, M.-H., Peng, C.-Y., Liao, Y., & Yen, H.-Y. (2024). Efficacy of a wearable activity tracker with step-by-step goal-setting on older adults’ physical activity and sarcopenia indicators: Clustered trial. Journal of Medical Internet Research, 26, e60183. https://doi.org/10.2196/60183
Huang, T., Feng, H., Xie, Z., Wang, Y., Wang, Q., & Wang, Z. (2025). Effects of exercise on body fat per-centage and cardiorespiratory fitness in sedentary adults: a systematic review and network me-ta-analysis. Frontiers in Public Health, 13, 1624562. https://doi.org/10.3389/fpubh.2025.1624562
Huang, Z., Li, J., Liu, Y., & Zhou, Y. (2023). Effects of different exercise modalities and intensities on body composition in overweight and obese children and adolescents: a systematic review and net-work meta-analysis. Frontiers in Physiology, 14, 1193223. https://doi.org/10.3389/fphys.2023.1193223
Kelley, G. A., Kelley, K. S., & Stauffer, B. L. (2023). Effects of resistance training on body weight and body composition in older adults: An inter-individual response difference meta-analysis of random-ized controlled trials. Science Progress, 106(2), 368504231179062. https://doi.org/10.1177/00368504231179062
Lafontant, K., Rukstela, A., Hanson, A., Chan, J., Alsayed, Y., Ayers-Creech, W. A., Bale, C., Ohigashi, Y., Solis, J., Shelton, G., Alur, I., Resler, C., Heath, A., Ericksen, S., Forbes, S. C., & Campbell, B. I. (2025). Comparison of concurrent, resistance, or aerobic training on body fat loss: a systematic review and meta-analysis. Journal of the International Society of Sports Nutrition, 22(1), 2507949. https://doi.org/10.1080/15502783.2025.2507949
Liguori, G., & American College of Sports Medicine (ACSM). (2021). ACSM’s guidelines for exercise test-ing and prescription (11a ed.). Wolters Kluwer Health.
Lisboa de Serpa, G., Nogueira Godinho, W. D., & Carneiro Loureiro, A. C. (2025). Comparación entre el entrenamiento periodizado y no periodizado en fitness: una revisión general. Retos, 70, 882-892. https://doi.org/10.47197/retos.v70.114374
Loewenthal, J. V., Farkas, E. J., McGough, K., Tomita, B., Wayne, P. M., & Orkaby, A. R. (2024). The impact of yoga on aging physiology: A review. The Journal of Nutrition, Health & Aging, 28(2), 100005. https://doi.org/10.1016/j.jnha.2023.100005
Lopez, P., Taaffe, D. R., Galvão, D. A., Newton, R. U., Nonemacher, E. R., Wendt, V. M., Bassanesi, R. N., Turella, D. J. P., & Rech, A. (2022). Resistance training effectiveness on body composition and body weight outcomes in individuals with overweight and obesity across the lifespan: A sys-tematic review and meta-analysis. Obesity Reviews: An Official Journal of the International As-sociation for the Study of Obesity, 23(5), e13428. https://doi.org/10.1111/obr.13428
Mehra, A., Starkoff, B. E., & Nickerson, B. S. (2025). The evolution of bioimpedance analysis: From tradi-tional methods to wearable technology. Nutrition, 129(112601), 112601. https://doi.org/10.1016/j.nut.2024.112601
Mi, M. Y., Perry, A. S., Krishnan, V., & Nayor, M. (2025). Epidemiology and cardiovascular benefits of physical activity and exercise. Circulation Research, 137(2), 120–138. https://doi.org/10.1161/CIRCRESAHA.125.325526
Mun, S., Park, K., Kim, J.-K., Kim, J., & Lee, S. (2024). Assessment of heart rate measurements by com-mercial wearable fitness trackers for early identification of metabolic syndrome risk. Scientific Reports, 14(1), 23865. https://doi.org/10.1038/s41598-024-74619-7
Nazaret, A., Tonekaboni, S., Darnell, G., Ren, S. Y., Sapiro, G., & Miller, A. C. (2023). Modeling personalized heart rate response to exercise and environmental factors with wearables data. Npj Digital Medicine, 6(1), 207. https://doi.org/10.1038/s41746-023-00926-4
Paluch, A. E., Boyer, W. R., Franklin, B. A., Laddu, D., Lobelo, F., Lee, D.-C., McDermott, M. M., Swift, D. L., Webel, A. R., Lane, A., & on behalf the American Heart Association Council on Lifestyle and Car-diometabolic Health; Council on Arteriosclerosis, Thrombosis and Vascular Biology; Council on Clinical Cardiology; Council on Cardiovascular and Stroke Nursing; Council on Epidemiology and Prevention; and Council on Peripheral Vascular Disease. (2024). Resistance exercise train-ing in individuals with and without cardiovascular disease: 2023 update: A scientific statement from the American Heart Association. Circulation, 149(3), e217–e231. https://doi.org/10.1161/CIR.0000000000001189
Poon, E. T.-C., Li, H.-Y., Gibala, M. J., Wong, S. H.-S., & Ho, R. S.-T. (2024). High-intensity interval training and cardiorespiratory fitness in adults: An umbrella review of systematic reviews and meta-analyses. Scandinavian Journal of Medicine & Science in Sports, 34(5), e14652. https://doi.org/10.1111/sms.14652
Poon, E. T.-C., Wongpipit, W., Li, H.-Y., Wong, S. H.-S., Siu, P. M., Kong, A. P.-S., & Johnson, N. A. (2024). High-intensity interval training for cardiometabolic health in adults with metabolic syndrome: a systematic review and meta-analysis of randomised controlled trials. British Journal of Sports Medicine, 58(21), 1267–1284. https://doi.org/10.1136/bjsports-2024-108481
Reljic, D., Herrmann, H. J., Neurath, M. F., & Zopf, Y. (2025). Impact of different low-volume concurrent training regimens on cardiometabolic health, inflammation, and fitness in obese metabolic syn-drome patients. Nutrients, 17(3), 561. https://doi.org/10.3390/nu17030561
Rubino, F., Cummings, D. E., Eckel, R. H., Cohen, R. V., Wilding, J. P. H., Brown, W. A., Stanford, F. C., Bat-terham, R. L., Farooqi, I. S., Farpour-Lambert, N. J., le Roux, C. W., Sattar, N., Baur, L. A., Morrison, K. M., Misra, A., Kadowaki, T., Tham, K. W., Sumithran, P., Garvey, W. T., … Mingrone, G. (2025). Definition and diagnostic criteria of clinical obesity. The Lancet. Diabetes & Endocrinology, 13(3), 221–262. https://doi.org/10.1016/S2213-8587(24)00316-4
Sabbahi, A., Canada, J. M., Babu, A. S., Severin, R., Arena, R., & Ozemek, C. (2022). Exercise training in car-diac rehabilitation: Setting the right intensity for optimal benefit. Progress in Cardiovascular Diseases, 70, 58–65. https://doi.org/10.1016/j.pcad.2022.02.001
Sert, H., Gulbahar Eren, M., Gurcay, B., & Koc, F. (2025). The effectiveness of a high-intensity interval exercise on cardiometabolic health and quality of life in older adults: a systematic review and meta-analysis. BMC Sports Science, Medicine and Rehabilitation, 17(1), 128. https://doi.org/10.1186/s13102-025-01176-5
Sharafi, M., Afrashteh, S., Farjam, M., Keshavarzian, O., Annabi Toolgilani, M. A., Aboughadare, H., Dastmanedh, S., & Moghaddam, M. T. (2025). Association between body composition compo-nents and electrocardiogram parameters: results from the Fasa Adults Cohort Study (FACS). European Journal of Medical Research, 30(1), 309. https://doi.org/10.1186/s40001-025-02569-5
Valle Flores, J. A., Olvera Vera, L. A., Rosado Álvarez, M. M., Albán Jácome, G. E., & Quezada Calle, E. R. (2025). Percepción terapéutica del ejercicio físico y su asociación con rutina, evaluación médi-ca y conocimiento. Retos, 67, 1377-1384. https://doi.org/10.47197/retos.v67.115175
Voudouris, D., Horianopoulou, M., Apostolopoulou, Z., Chryssanthopoulos, C., Bardopoulou, M., Marida-ki, M., Vassilakopoulos, T., Koutsilieris, M., & Philippou, A. (2023). The effects of a short-term combined exercise program on liver steatosis indices and the lipidemic and glycemic profile in NAFLD individuals: A pilot study. Metabolites, 13(10), 1074. https://doi.org/10.3390/metabo13101074
Zheng, C., Chen, X.-K., Sit, C. H.-P., Liang, X., Li, M.-H., Ma, A. C.-H., & Wong, S. H.-S. (2024). Effect of physi-cal exercise-based rehabilitation on long COVID: A systematic review and meta-analysis. Medi-cine and Science in Sports and Exercise, 56(1), 143–154. https://doi.org/10.1249/MSS.0000000000003280
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Copyright (c) 2025 José Antonio Valle Flores, María Magdalena Rosado Álvarez, Sebastían González Iglesias, Michele Rios Espinoza

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