SynthesisSports medicine (Auckland, N.Z.)2024
Exploring the Dose-Response Relationship Between Estimated Resistance Training Proximity to Failure, Strength Gain, and Muscle Hypertrophy: A Series of Meta-Regressions.
Synthesis in Sports medicine (Auckland, N.Z.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 31 papers, 6 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
31 citing papers in PubMed, 6 syntheses or guidelines pooled it.
- Effects of Resistance Training on Muscle Hypertrophy in Children and Adolescents: A Systematic Review and Meta-Analysis.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- The Effects of Advanced Resistance Training Prescription Methods on Strength, Power, Hypertrophy, and Performance Adaptations in Healthy Adults: A Systematic Review and Bayesian Network Meta-analysis.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- Effects of resistance training performed to repetition non-failure on exercise performance in healthy adults: a systematic review and meta-analysis.BMC sports science, medicine & rehabilitation · 2026Pooled it
- The Resistance Training Dose Response: Meta-Regressions Exploring the Effects of Weekly Volume and Frequency on Muscle Hypertrophy and Strength Gains.Sports medicine (Auckland, N.Z.) · 2026Pooled it
- Relative effectiveness of different resistance training modalities on lower-body strength and explosive power: a systematic review and network meta-analysis.Frontiers in physiology · 2026Pooled it
- Acute effects of re-warm-up on physical performance, muscle temperature, and perceived exertion in basketball players: a systematic review and meta-analysis with individual participant data.Frontiers in physiology · 2026Pooled it
- Effects of deload periods in resistance training on muscle hypertrophy and strength endurance in untrained young men using a randomized within subject design.Scientific reports · 2026Trial
- Submaximal low-load resistance exercise with blood flow restriction produces similar results to low-load exercise to failure for muscle size and strength, but not endurance.European journal of applied physiology · 2026Trial
- An Evidence-Based and Mechanistic Approach to Reducing the Risk of Anterior Cruciate Ligament Injury: An Exercise and Sport Science Australia Position Statement.Sports medicine (Auckland, N.Z.) · 2026Article
- Elbow Flexor Adaptations to Failure Versus Repetitions-in-Reserve Training: A Unilateral Within-Participant Study in Resistance-Trained Adults.Muscles (Basel, Switzerland) · 2026Article
- Trainability of repetitions-in-reserve estimation in younger and older adults: a parallel-group repeated-measures study.BMC sports science, medicine & rehabilitation · 2026Article
- Research into resistance training response heterogeneity: a summary of the 2025 conference at the University of Jyväskylä.Journal of applied physiology (Bethesda, Md. : 1985) · 2026Review
- What is resistance exercise? A review of current uses and potential ways forward.European journal of applied physiology · 2026Review
- Objective Accuracy in Estimating Repetitions in Reserve in the Back Squat: An Analysis between Experienced vs. Novice Subjects.Journal of human kinetics · 2026Article
- American College of Sports Medicine Position Stand. Resistance Training Prescription for Muscle Function, Hypertrophy, and Physical Performance in Healthy Adults: An Overview of Reviews.Medicine and science in sports and exercise · 2026 · on this mapReview
- Resistance training effects on gait parameters in older adults-a systematic review with multilevel meta-analysis and meta-regression.GeroScience · 2026Review
- Effects of Performing Eccentric Contractions to Failure After Concentric Muscle Failure in Resistance Training Sessions: Protocol for a Within-Participant Randomized Trial.JMIR research protocols · 2026Article
- Does Performing Partial Repetitions Beyond Momentary Failure Enhance Muscle Hypertrophy in Volume-Load-Equated Calf-Raise Resistance Training?International journal of exercise science · 2026Article
- Article
- Exercise and physical activity interventions in type 2 diabetes mellitus.Frontiers in endocrinology · 2026Review
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe proximity to failure in which sets are terminated has gained attention in the scientific literature as a potentially key resistance training variable. Multiple meta-analyses have directly (i.e., failure versus not to failure) or indirectly (e.g., velocity loss, alternative set structures) evaluated the effect of proximity to failure on strength and muscle hypertrophy outcomes categorically; however, the dose-response effects of proximity to failure have not been analyzed collectively in a continuous manner.
objectiveTo meta-analyze the aforementioned areas of relevant research, proximity to failure was quantified as the number of repetitions in reserve (RIR). Importantly, the RIR associated with each effect in the analysis was estimated on the basis of the available descriptions of the training interventions in each study. Data were extracted and a series of exploratory multilevel meta-regressions were performed for outcomes related to both strength and muscle hypertrophy. A range of sensitivity analyses were also performed. All models were adjusted for the effects of load, method of volume equating, duration of intervention, and training status.
resultsThe best fit models for both strength and muscle hypertrophy outcomes demonstrated modest quality of overall fit. In all of the best-fit models for strength, the confidence intervals of the marginal slopes for estimated RIR contained a null point estimate, indicating a negligible relationship with strength gains. However, in all of the best-fit models for muscle hypertrophy, the marginal slopes for estimated RIR were negative and their confidence intervals did not contain a null point estimate, indicating that changes in muscle size increased as sets were terminated closer to failure.
conclusionsThe dose-response relationship between proximity to failure and strength gain appears to differ from the relationship with muscle hypertrophy, with only the latter being meaningfully influenced by RIR. Strength gains were similar across a wide range of RIR, while muscle hypertrophy improves as sets are terminated closer to failure. Considering the RIR estimation procedures used, however, the exact relationship between RIR and muscle hypertrophy and strength remains unclear. Researchers and practitioners should be aware that optimal proximity to failure may differ between strength and muscle hypertrophy outcomes, but caution is warranted when interpreting the present analysis due to its exploratory nature. Future studies deliberately designed to explore the continuous nature of the dose-response effects of proximity to failure in large samples should be considered.
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Identifiers
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.