Evidence map›Paper›PMID 40689957›Full record

ArticleEuropean journal of applied physiology2026

Time-variability of muscle oxygen saturation during graded maximal exercise.

Lluc Montull, Natàlia Balagué, Monika Petelczyc, Karol Marszalek, Pablo Vázquez

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Article in European journal of applied physiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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0cells of the map it votes in
2citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Lluc MontullComplex Systems in Sport Research Group, National Institute of Physical Education of Catalonia (INEFC), University of Lleida, La Seu d'Urgell, Spain.ORCID http://orcid.org/0000-0002-4983-9371
Natàlia BalaguéComplex Systems in Sport Research Group, National Institute of Physical Education of Catalonia (INEFC), University of Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0001-5076-9166
Monika PetelczycCardiovascular Physics Group, Faculty of Physics, Warsaw University of Technology, Warsaw, Poland.ORCID http://orcid.org/0000-0001-8051-0577
Karol MarszalekFaculty of Physics, Warsaw University of Technology, Warsaw, Poland.
Pablo VázquezComplex Systems in Sport Research Group, Autonomous University of Barcelona (UAB), Bellaterra (Cerdanyola del Vallès), Spain. Pablo.Vazquez@uab.cat.ORCID http://orcid.org/0000-0002-4764-9857

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The time-variability of physiological and kinematic variables, extracted at mesoscopic and macroscopic levels, respectively, has shown potential in detecting changes in exercise workload and associated fatigue effects. However, the sensitivity of microscopic variables -such as muscle oxygen saturation, which reflect the dynamics of muscle metabolism-remains unexplored. This study aimed to compare the time-variability structure of the tissular saturation index (TSI) during a graded maximal exercise performed until exhaustion. Nineteen participants started running at 8 km/h with the speed increasing by 1 km/h every 100 s until they could not keep the prescribed velocity. The time-variability of TSI, recorded from the quadriceps, was analyzed using Detrended fluctuation analysis (DFA) and Sample entropy (SampEn) over the first and last 2048 recorded data points (corresponding to 204 s each). Wilcoxon test and Cohen's d were used to compare the initial and final parts of the test. Results revealed a significant decrease in the Hurst (H) exponent (from H = 0.84 ± 0.21 to H = 0.49 ± 0.10; p < 0.01; d = -1.57) and a corresponding increase in SampEn (from 1.12 ± 0.20 to 1.40 ± 0.13; p < 0.01; d = 1.17). These findings indicate a shift towards uncorrelated white-noise as exhaustion approached, suggesting reduced efficacy of oxygen transportation with increasing workloads. The time-variability of muscle oxygen saturation appears to be a) a promising measure for assessing exercise intensity, and b) allow the study of physiological network interactions extracted from different levels (from microscopic to macroscopic).

Indexed as

ExerciseMuscle, SkeletalOxygenOxygen ConsumptionOxygen SaturationAdultFemaleHumansMaleRunningYoung AdultOxygenAcute fatigueDetrended fluctuation analysisNear infrared spectroscopyPhysiological networksSample entropyTime series analyses

Identifiers

PMID40689957
PMCPMC12881109

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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 OpenQuestion graph.