Longitudinal Metabolic and Perceptual Responses to an Individualized, Biochemically Guided Interval-Swimming Protocol: A Non-Randomized Controlled Pilot Study

Individualized regulation of training load may help characterize athlete-specific responses during competitive swimming. This controlled longitudinal pilot study evaluated metabolic and perceptual responses to an individualized, biochemically guided interval-swimming protocol. Twelve competitive swimmers were included (experimental group, n = 5; control group, n = 7) and completed six serial assessments (T0–T5). Group allocation was non-randomized. In the experimental group, work-bout duration was progressively modified using repeated biochemical and perceptual information, whereas the control group followed a predominantly fixed-duration protocol. The principal outcome analyzed in this report was blood lactate measured 1 min after exercise. Post-exercise blood lactate decreased from 11.78 to 7.94 mmol/L in the experimental group and from 12.19 to 11.43 mmol/L in controls. The T0–T5 reduction was greater in the experimental group (−3.84 vs. −0.76 mmol/L), with a between-group difference in change of −3.08 mmol/L (95% CI, −3.72 to −2.45; p < 0.001). Ammonia showed a supportive longitudinal difference, whereas uric acid was exploratory because it guided load adjustment. Perceived exertion showed a supportive but borderline change after multiplicity adjustment. Recorded interval pace remained broadly stable while work-bout duration increased substantially in the experimental group; however, no standardized time-trial or competitive-performance outcome was assessed. These preliminary findings support further evaluation of individualized, biochemically guided interval-training protocols in larger, prospectively standardized studies.

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Publication Details

Journal
Sports
Published
2026-11-02
DOI
https://doi.org/10.3390/sports14110479
Primary Topic
Sports Performance and Training
Type
article
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article

Longitudinal Metabolic and Perceptual Responses to an Individualized, Biochemically Guided Interval-Swimming Protocol: A Non-Randomized Controlled Pilot Study

Nurlan T. Jainakbayev, S. Muzrapova, R. Sapargaliyev, N. B. Baisynov et al.
Sports
Sports Performance and Training
article

Longitudinal Metabolic and Perceptual Responses to an Individualized, Biochemically Guided Interval-Swimming Protocol: A Non-Randomized Controlled Pilot Study

Nurlan T. Jainakbayev, S. Muzrapova, R. Sapargaliyev, N. B. Baisynov, Firuza Numanova, Rimma Sembaeva
article en

Abstract

Individualized regulation of training load may help characterize athlete-specific responses during competitive swimming. This controlled longitudinal pilot study evaluated metabolic and perceptual responses to an individualized, biochemically guided interval-swimming protocol. Twelve competitive swimmers were included (experimental group, n = 5; control group, n = 7) and completed six serial assessments (T0–T5). Group allocation was non-randomized. In the experimental group, work-bout duration was progressively modified using repeated biochemical and perceptual information, whereas the control group followed a predominantly fixed-duration protocol. The principal outcome analyzed in this report was blood lactate measured 1 min after exercise. Post-exercise blood lactate decreased from 11.78 to 7.94 mmol/L in the experimental group and from 12.19 to 11.43 mmol/L in controls. The T0–T5 reduction was greater in the experimental group (−3.84 vs. −0.76 mmol/L), with a between-group difference in change of −3.08 mmol/L (95% CI, −3.72 to −2.45; p < 0.001). Ammonia showed a supportive longitudinal difference, whereas uric acid was exploratory because it guided load adjustment. Perceived exertion showed a supportive but borderline change after multiplicity adjustment. Recorded interval pace remained broadly stable while work-bout duration increased substantially in the experimental group; however, no standardized time-trial or competitive-performance outcome was assessed. These preliminary findings support further evaluation of individualized, biochemically guided interval-training protocols in larger, prospectively standardized studies.

SportsVol. 14(11)
Kazakhstan-Russian Medical University (KZ)
Openalex Percentile: Top 12%
Sports Performance and Training
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Longitudinal Metabolic and Perceptual Responses to an Individualized, Biochemically Guided Interval-Swimming Protocol: A Non-Randomized Controlled Pilot Study — Nurlan T. Jainakbayev, S. Muzrapova, et al. · Sports (2026) | TGRS Research Map | TGRS