Associations Between Weekly Training Load, Recovery Status, and Lean Body Mass in Amateur Bodybuilders
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Abstract
Weekly training load is a central programming variable in bodybuilding, but its association with lean body mass is difficult to interpret without accounting for recovery status and the broader nutritional and sleep context. This cross-sectional field study examined associations between weekly resistance-training load, recovery status, and lean body mass in amateur bodybuilders. A mixed-sex sample of 240 amateur bodybuilders (120 women and 120 men; age 25.8 +/- 4.2 years) completed a seven-day training and recovery log, nutrition screening, readiness and soreness ratings, and standardized body-composition assessment. Weekly training load was calculated from session duration multiplied by session rating of perceived exertion and summarized alongside weekly hard sets. Lean body mass and lean body mass index (LBMI) were used as primary outcomes. Statistical significance was set at p < 0.05. Training load showed a positive but curvilinear association with LBMI, with the strongest profile observed in athletes completing high but not excessive weekly loads. Recovery status was independently associated with LBMI after adjustment for age, sex, training experience, protein intake, sleep duration, and training load (beta = 0.26 kg/m2 per recovery point, 95% CI: 0.15 to 0.37, p < 0.001). The training load-by-recovery interaction was significant (p < 0.001), indicating that higher load was most strongly associated with lean mass when recovery ratings were moderate to high. Athletes in stronger recovery profiles had greater odds of achieving a sex-specific high lean-mass profile. Associations were similar in women and men. These findings support a balanced interpretation of bodybuilding adaptation: greater weekly loading is associated with higher lean body mass, but recovery status helps determine whether that load is likely to support adaptation rather than accumulated strain.
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1. American College of Sports Medicine, "Progression models in resistance training for healthy adults," Medicine & Science in Sports & Exercise, vol. 41, no. 3, pp. 687-708, 2009, doi: 10.1249/MSS.0b013e3181915670. DOI: https://doi.org/10.1249/MSS.0b013e3181915670
2. W. J. Kraemer and N. A. Ratamess, "Fundamentals of resistance training: progression and exercise prescription," Medicine & Science in Sports & Exercise, vol. 36, no. 4, pp. 674-688, 2004, doi: 10.1249/01.MSS.0000121945.36635.61. DOI: https://doi.org/10.1249/01.MSS.0000121945.36635.61
3. M. Wernbom, J. Augustsson, and R. Thomee, "The influence of frequency, intensity, volume and mode of strength training on whole muscle cross-sectional area in humans," Sports Medicine, vol. 37, no. 3, pp. 225-264, 2007, doi: 10.2165/00007256-200737030-00004. DOI: https://doi.org/10.2165/00007256-200737030-00004
4. B. J. Schoenfeld, "The mechanisms of muscle hypertrophy and their application to resistance training," Journal of Strength and Conditioning Research, vol. 24, no. 10, pp. 2857-2872, 2010, doi: 10.1519/JSC.0b013e3181e840f3. DOI: https://doi.org/10.1519/JSC.0b013e3181e840f3
5. J. W. Krieger, "Single vs. multiple sets of resistance exercise for muscle hypertrophy: a meta-analysis," Journal of Strength and Conditioning Research, vol. 24, no. 4, pp. 1150-1159, 2010, doi: 10.1519/JSC.0b013e3181d4d436. DOI: https://doi.org/10.1519/JSC.0b013e3181d4d436
6. B. J. Schoenfeld, D. Ogborn, and J. W. Krieger, "Dose-response relationship between weekly resistance training volume and increases in muscle mass: a systematic review and meta-analysis," Journal of Sports Sciences, vol. 35, no. 11, pp. 1073-1082, 2017, doi: 10.1080/02640414.2016.1210197. DOI: https://doi.org/10.1080/02640414.2016.1210197
7. G. W. Ralston, L. Kilgore, F. B. Wyatt, and J. S. Baker, "The effect of weekly set volume on strength gain: a meta-analysis," Sports Medicine, vol. 47, no. 12, pp. 2585-2601, 2017, doi: 10.1007/s40279-017-0762-7. DOI: https://doi.org/10.1007/s40279-017-0762-7
8. J. Grgic, B. J. Schoenfeld, T. B. Davies, B. Lazinica, J. W. Krieger, and Z. Pedisic, "Effect of resistance training frequency on gains in muscular strength: a systematic review and meta-analysis," Sports Medicine, vol. 48, no. 5, pp. 1207-1220, 2018, doi: 10.1007/s40279-018-0872-x. DOI: https://doi.org/10.1007/s40279-018-0872-x
9. B. J. Schoenfeld, D. Ogborn, and J. W. Krieger, "Effects of resistance training frequency on measures of muscle hypertrophy: a systematic review and meta-analysis," Sports Medicine, vol. 46, no. 11, pp. 1689-1697, 2016, doi: 10.1007/s40279-016-0543-8. DOI: https://doi.org/10.1007/s40279-016-0543-8
10. B. J. Schoenfeld et al., "Resistance training volume enhances muscle hypertrophy but not strength in trained men," Medicine & Science in Sports & Exercise, vol. 51, no. 1, pp. 94-103, 2019, doi: 10.1249/MSS.0000000000001764. DOI: https://doi.org/10.1249/MSS.0000000000001764
11. R. W. Morton et al., "Neither load nor systemic hormones determine resistance training-mediated hypertrophy or strength gains in resistance-trained young men," Journal of Applied Physiology, vol. 121, no. 1, pp. 129-138, 2016, doi: 10.1152/japplphysiol.00154.2016. DOI: https://doi.org/10.1152/japplphysiol.00154.2016
12. N. A. Burd et al., "Low-load high volume resistance exercise stimulates muscle protein synthesis more than high-load low volume resistance exercise in young men," Journal of Physiology, vol. 588, no. 16, pp. 3119-3130, 2010, doi: 10.1113/jphysiol. 2010.192856.
13. C. J. Mitchell et al., "Resistance exercise load does not determine training-mediated hypertrophic gains in young men," Journal of Applied Physiology, vol. 113, no. 1, pp. 71-77, 2012, doi: 10.1152/japplphysiol. 00307.2012. DOI: https://doi.org/10.1152/japplphysiol.00307.2012
14. D. A. Hackett, N. A. Johnson, and C.-M. Chow, "Training practices and ergogenic aids used by male bodybuilders," Journal of Strength and Conditioning Research, vol. 27, no. 6, pp. 1609-1617, 2013, doi: 10.1519/JSC.0b013e318271272a. DOI: https://doi.org/10.1519/JSC.0b013e318271272a
15. E. R. Helms, A. A. Aragon, and P. J. Fitschen, "Evidence-based recommendations for natural bodybuilding contest preparation: nutrition and supplementation," Journal of the International Society of Sports Nutrition, vol. 11, article 20, 2014, doi: 10.1186/1550-2783-11-20. DOI: https://doi.org/10.1186/1550-2783-11-20
16. J. Iraki, P. Fitschen, S. Espinar, and E. Helms, "Nutrition recommendations for bodybuilders in the off-season: a narrative review," Sports, vol. 7, no. 7, article 154, 2019, doi: 10.3390/sports7070154. DOI: https://doi.org/10.3390/sports7070154
17. R. W. Morton et al., "A systematic review, meta-analysis and meta-regression of the effect of protein supplementation on resistance training-induced gains in muscle mass and strength in healthy adults," British Journal of Sports Medicine, vol. 52, no. 6, pp. 376-384, 2018, doi: 10.1136/bjsports-2017-097608. DOI: https://doi.org/10.1136/bjsports-2017-097608
18. S. M. Phillips and L. J. C. van Loon, "Dietary protein for athletes: from requirements to optimum adaptation," Journal of Sports Sciences, vol. 29, Suppl. 1, pp. S29-S38, 2011, doi: 10.1080/02640414.2011.619204. DOI: https://doi.org/10.1080/02640414.2011.619204
19. J. L. Areta et al., "Timing and distribution of protein ingestion during prolonged recovery from resistance exercise alters myofibrillar protein synthesis," Journal of Physiology, vol. 591, no. 9, pp. 2319-2331, 2013, doi: 10.1113/jphysiol. 2012.244897. DOI: https://doi.org/10.1113/jphysiol.2012.244897
20. K. D. Tipton et al., "Timing of amino acid-carbohydrate ingestion alters anabolic response of muscle to resistance exercise," American Journal of Physiology-Endocrinology and Metabolism, vol. 281, no. 2, pp. E197-E206, 2001, doi: 10.1152/ajpendo. 2001.281.2.E197. DOI: https://doi.org/10.1152/ajpendo.2001.281.2.E197
21. C. Foster et al., "A new approach to monitoring exercise training," Journal of Strength and Conditioning Research, vol. 15, no. 1, pp. 109-115, 2001, doi: 10.1519/1533-4287(2001)015<0109:ANATME>2.0.CO;2. DOI: https://doi.org/10.1519/1533-4287(2001)015<0109:ANATME>2.0.CO;2
22. S. L. Halson, "Monitoring training load to understand fatigue in athletes," Sports Medicine, vol. 44, Suppl. 2, pp. S139-S147, 2014, doi: 10.1007/s40279-014-0253-z. DOI: https://doi.org/10.1007/s40279-014-0253-z
23. A. E. Saw, L. C. Main, and P. B. Gastin, "Monitoring the athlete training response: subjective self-reported measures trump commonly used objective measures: a systematic review," British Journal of Sports Medicine, vol. 50, no. 5, pp. 281-291, 2016, doi: 10.1136/bjsports-2015-094758. DOI: https://doi.org/10.1136/bjsports-2015-094758
24. R. Meeusen et al., "Prevention, diagnosis, and treatment of the overtraining syndrome: joint consensus statement," Medicine & Science in Sports & Exercise, vol. 45, no. 1, pp. 186-205, 2013, doi: 10.1249/MSS.0b013e318279a10a. DOI: https://doi.org/10.1249/MSS.0b013e318279a10a
25. M. Kellmann, "Preventing overtraining in athletes in high-intensity sports and stress/recovery monitoring," Scandinavian Journal of Medicine & Science in Sports, vol. 20, Suppl. 2, pp. 95-102, 2010, doi: 10.1111/j.1600-0838.2010.01192.x. DOI: https://doi.org/10.1111/j.1600-0838.2010.01192.x
26. F. M. Impellizzeri, E. Rampinini, A. J. Coutts, A. Sassi, and S. M. Marcora, "Use of RPE-based training load in soccer," Medicine & Science in Sports & Exercise, vol. 36, no. 6, pp. 1042-1047, 2004, doi: 10.1249/01.MSS.0000128199.23901.2F. DOI: https://doi.org/10.1249/01.MSS.0000128199.23901.2F
27. A. Nana, G. J. Slater, A. D. Stewart, and L. M. Burke, "Methodology review: using dual-energy X-ray absorptiometry for the assessment of body composition in athletes and active people," International Journal of Sport Nutrition and Exercise Metabolism, vol. 25, no. 2, pp. 198-215, 2015, doi: 10.1123/ijsnem. 2013-0228. DOI: https://doi.org/10.1123/ijsnem.2013-0228
28. T. R. Ackland et al., "Current status of body composition assessment in sport: review and position statement on behalf of the Ad Hoc Research Working Group on Body Composition Health and Performance," Sports Medicine, vol. 42, no. 3, pp. 227-249, 2012, doi: 10.2165/11597140-000000000-00000. DOI: https://doi.org/10.2165/11597140-000000000-00000
29. A. M. Batterham and W. G. Hopkins, "Making meaningful inferences about magnitudes," International Journal of Sports Physiology and Performance, vol. 1, no. 1, pp. 50-57, 2006, doi: 10.1123/ijspp. 1.1.50. DOI: https://doi.org/10.1123/ijspp.1.1.50
30. W. G. Hopkins, S. W. Marshall, A. M. Batterham, and J. Hanin, "Progressive statistics for studies in sports medicine and exercise science," Medicine & Science in Sports & Exercise, vol. 41, no. 1, pp. 3-13, 2009, doi: 10.1249/MSS.0b013e31818cb278. DOI: https://doi.org/10.1249/MSS.0b013e31818cb278
31. D. Lakens, "Calculating and reporting effect sizes to facilitate cumulative science: a practical primer for t-tests and ANOVAs," Frontiers in Psychology, vol. 4, article 863, 2013, doi: 10.3389/fpsyg. 2013.00863. DOI: https://doi.org/10.3389/fpsyg.2013.00863
32. J. Cohen, "A power primer," Psychological Bulletin, vol. 112, no. 1, pp. 155-159, 1992, doi: 10.1037/0033-2909.112.1.155. DOI: https://doi.org/10.1037/0033-2909.112.1.155