Evidence map›Paper›PMID 40521953›Full record

ArticleScandinavian journal of medicine & science in sports2025

A Multiscale In Silico Analysis Identifies Plasma Levels of miR-223-3p as an Emerging Biomarker of Cardiac Response to Acute Exercise and Training in Olympic Medallists.

D Fernandez-Vivero, N Terrados, P Pinto-Hernandez, C Noguero-Lopez, B Fernandez-Garcia, M Whitham, E Iglesias-Gutierrez, M Fernandez-Sanjurjo

Abstract read
In one paragraph

Article in Scandinavian journal of medicine & science in sports, 2025. 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
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Review
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

8 authors.

D Fernandez-ViveroDepartment of Functional Biology (Physiology), University of Oviedo, Oviedo, Spain.
N TerradosHealth Research Institute of the Principality of Asturias (ISPA), Oviedo, Spain.
P Pinto-HernandezDepartment of Functional Biology (Physiology), University of Oviedo, Oviedo, Spain.
C Noguero-LopezDepartment of Functional Biology (Physiology), University of Oviedo, Oviedo, Spain.
B Fernandez-GarciaHealth Research Institute of the Principality of Asturias (ISPA), Oviedo, Spain.
M WhithamSchool of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Birmingham, UK.
E Iglesias-GutierrezDepartment of Functional Biology (Physiology), University of Oviedo, Oviedo, Spain.
M Fernandez-SanjurjoDepartment of Functional Biology (Physiology), University of Oviedo, Oviedo, Spain.

Funding

Fundación para el Fomento en Asturias de la Investigación Científica Aplicada y la TecnologíaFundación Tatiana Pérez de Guzmán el BuenoMinisterio de Economía y Competitividad
6 · The paper itself

Abstract

Exercise induces a systemic response that involves complex gene regulation influenced by circulating miRNAs, which are post-transcriptional regulators and communication molecules between tissues. Although previous studies have shown that exercise alters plasma miRNA profiles in amateur or highly trained athletes, the impact on Olympic athletes remains unexplored. Therefore, this study aimed to evaluate changes in the whole circulating miRNA profile and their functional implications based on acute exercise and training responses in Olympic medallists. We conducted a study involving four Olympic medallists who completed two maximal aerobic tests during two moments of the Olympic season. Plasma samples were extracted before and after both tests. A total of 752 miRNAs were profiled using high-throughput qRT-PCR, followed by functional characterization via integrated bioinformatics analyses (target prediction, pathway enrichment, and protein interaction network modeling). Our findings revealed two distinct circulating miRNA profiles in response to the maximal aerobic capacity test, depending on training status. Functional in silico analysis across multiple biological scales of the different acute exercise profiles revealed a regulatory shift from broad, canonical coordination to a more fragmented regulatory function. Notably, miR-223-3p was significantly upregulated with acute exercise and downregulated due to training. A correlation between miR-223-3p and maximal heart rate was observed, alongside our in silico analysis describing the association with heart contraction, membrane depolarization, cardiac conduction and atrial cardiac muscle action potential. In conclusion, the specific miRNA profiles identified in Olympic medallists provide new insights into biomarkers of exercise during an Olympic season, introducing the miR-223-3p as a novel indicator of acute exercise and training cardiac exercise adaptations.

Indexed as

ExerciseMicroRNAsAdultAthletesBiomarkersComputer SimulationExercise TestHeart RateHumansMaleYoung AdultBiomarkersMicroRNAsMIR223, humancirculating microRNAelite performanceexercise adaptationsexercise biomarkerOlympic athlete

Identifiers

PMID40521953
PMCPMC12169095

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Registered trials

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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.