Evidence mapPaperPMID 41456014Full record

ArticleBMC sports science, medicine & rehabilitation2025

Autoregulated macro-microcycle training enhances physiological reserve and adaptability in competitive speed skaters.

Peng Di, Lian Hongye, Shi Donglin

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Article in BMC sports science, medicine & rehabilitation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Peng DiTianjin Institute of Physical Education, Tianjin, China.
Lian HongyeHebei Institute of Physical Education, Shijiazhuang, Hebei, China.
Shi DonglinHebei Institute of Physical Education, Shijiazhuang, Hebei, China. shidonglin1ok@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe personalization of training is one of the main pillars of performance science, but multidomain reserve modelling based on aerobic, neuromuscular, and autonomic systems remains under-researched. Unlike fixed-load models, the approach uses real-time heart rate variability (HRV) and performance load ratio (PLR) feedback to tune training and recovery, offering a new, evidence-based approach to maintaining the adaptive potential of speed skating. This study tested whether an autoregulated macro–microcycle using readiness signals improves physiological reserve versus volume-matched conventional programming.

methodsEighteen intercollegiate athletes underwent 24 weeks of closely supervised training with the same volume but different load-modulation guidelines. The intervention arm maintained daily intensity using HRV-based readiness thresholds and session-RPE feedback, whereas the control group followed preset linear periodization. Outcomes included maximal oxygen uptake (VO₂max), lactate threshold (LT), Wingate anaerobic peak power, countermovement jump (CMJ), heart rate recovery at 1 min (HRR-1), root mean square of successive differences (RMSSD), the low-frequency to high-frequency ratio (LF/HF), and a composite Performance Reserve Index (PRI). Linear mixed model analysis, subgroup contrast, correlation matrices, and cluster segmentation analyses were done.

resultsCompared with conventional programming, larger gains were observed for VO₂max (+ 3.9 mL/kg/min, p = 0.010, d = 0.92), lactate threshold (+ 0.57 mmol/L, p = 0.003, d = 1.04), Wingate peak power (+ 67 W, p = 0.005, d = 1.00), CMJ height (+ 4.2 cm, p = 0.021, d = 0.83), HRR-1 (+ 8.3 bpm, p = 0.009, d = 0.93), RMSSD (to 47.6 ms, p = 0.007, d = 0.96), and PRI (0.62→0.85, p < 0.001, d = 2.41). The coordinated aerobic, neuromuscular, and autonomic pattern indicates tighter stimulus–recovery coupling under autoregulation.

conclusionThe autoregulated macro-microcycle training resulted in combined advantages in aerobic capacity, neuromuscular power, and autonomic balance, demonstrating the effectiveness of individualized feedback control as the next-generation paradigm for maximizing long-term adaptation in competitive speed skating. Coaches can apply simple HRV thresholds and sRPE bounds to cap or extend sessions and use PLR bands to schedule deloads and Zone-2 extensions.

trial registrationThe study was retrospectively registered with the UK ISRCTN registry (ISRCTN16362421) on 04 September 2025.

Indexed as

Athletic performanceAutonomic nervous systemHeart rate variabilityNeuromuscular functionOxygen consumptionResistance training

Identifiers

PMID41456014
PMCPMC12859854

What Socratic holds

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LicenceCC BY-NC-ND
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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.