Evidence mapPaperPMID 41373948Full record

ReviewNutrients2025

Personalized Nutritional Assessment and Intervention for Athletes: A Network Physiology Approach.

Ainhoa Prieto, Maria Antonia Lizarraga, Natàlia Balagué

Abstract readReview
In one paragraph

Review in Nutrients, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

3 authors.

Ainhoa PrietoDepartament de Biología Cel.lular, de Fisiología i d'Immunología, Facultat de Biologia, Universitat de Barcelona (UB), 08028 Barcelona, Spain.
Maria Antonia LizarragaDepartament Nutrició, Ciencies de l'Alimentació i Gastronomía, Universitat de Barcelona (UB), 08921 Barcelona, Spain.
Natàlia BalaguéInstitut Nacional d'Educació Fisica de Catalunya (INEFC), Complex Systems in Sport Research Group, Universitat de Barcelona (UB), 08195 Barcelona, Spain.ORCID 0000-0001-5076-9166

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nutritional assessment and intervention in athletes, a central focus of sports medicine and healthcare, has increasingly shifted in recent years toward precision nutrition-an approach that individualizes dietary recommendations according to genetic profile, microbiome composition, lifestyle factors, and health status. Despite its promising potential, this approach faces significant limitations, including the challenge of integrating complex and dynamic interactions among multilevel indicators, and the relatively high costs associated with omics technologies. The aim of this paper is to propose a nutritional assessment and intervention model grounded in the Network Physiology of Exercise, an emerging scientific field that investigates the horizontal and vertical dynamic interactions among nested physiological levels and conceptualizes athletes as complex adaptive systems (CAS). The proposal integrates social, environmental, behavioral and psychobiological information, extracted particularly from semi-structured interviews based on CAS properties. Accordingly, the traditional dietary assessment tools are replaced by open and guided interviews that allow professionals and practitioners to co-construct meaningful insights and extract qualitative data through a reflexive thematic analysis. From a CAS perspective, the multidimensional and multi-timescale personal and environmental constrains affecting their eating behavior were integrated through a hierarchically nested organization. Eliciting the dynamics of emotional contexts, behavioral patterns, and psychophysiological states, the interviews become both a method of assessment and an intervention in itself.

Indexed as

AthletesNutrition AssessmentPrecision MedicineSports Nutritional Physiological PhenomenaExerciseHumansNutritional Statusathlete’s healthcarecircadian rhythmscomplex adaptive systemsconstraints-led approacheating habitsgut microbiotanetwork physiology of exerciseomicssemi-structured interviews

Identifiers

PMID41373948
PMCPMC12693827

What Socratic holds

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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 Socratic graph.