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Background <p>Fixture congestion has emerged as one of the defining challenges of modern professional soccer, exposing players to repeated high-intensity demands with limited opportunities for recovery. Such cumulative exposure taxes multiple physiological systems and may lead to sustained biological strain throughout the competitive season. However, the integrated systemic impact of congested schedules remains incompletely characterized.</p> Objective <p>We aimed to characterize the systemic physiological impact of cumulative competitive load across a full professional soccer season using an integrated biomarker framework.</p> Methods <p>In this prospective longitudinal investigation, we employed the systemic degree of perturbation score, an adaptation of the molecular degree of perturbation, to circulating biochemical, hematological, and metabolic biomarkers obtained from professional soccer players across a full competitive season. Multi-dimensional analyses were employed to characterize systemic alterations associated with cumulative competitive load.</p> Results <p>A progressive increase in systemic perturbation was observed across the competitive season. The relative contribution of individual biomarkers shifted over time, with late-season phases characterized by more integrated muscular-inflammatory-metabolic profiles. Myoglobin and monocyte-related markers consistently contributed to systemic degree of perturbation values across competitive quarters, and network analyses demonstrated progressive changes in correlation architecture involving muscular, inflammatory, and metabolic mediators.</p> Conclusions <p>These results provide a comprehensive view of the physiological burden imposed by a professional soccer season and describe a progressive integration of muscular, inflammatory, and metabolic responses under cumulative competitive load. This integrated perspective supports the potential utility of biomarker-based monitoring frameworks for characterizing seasonal biological strain in elite athletes.</p>

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Systemic Degree of Perturbation of Plasma Markers Reveals Cumulative Biological Stress Across the Competitive Season in Professional Soccer Players

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年6月22日

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  • Deivide Oliveira-de-Souza,
  • Diego Viana Gomes,
  • Juliano Spineti,
  • Antônio Pedro Farias Neto,
  • Humberto Miranda,
  • Bruna Karoline Lima Piazera,
  • Ricardo Luzardo,
  • Artur T. L. Queiroz,
  • Beatriz Barreto-Duarte,
  • Bruno B. Andrade

摘要

Background

Fixture congestion has emerged as one of the defining challenges of modern professional soccer, exposing players to repeated high-intensity demands with limited opportunities for recovery. Such cumulative exposure taxes multiple physiological systems and may lead to sustained biological strain throughout the competitive season. However, the integrated systemic impact of congested schedules remains incompletely characterized.

Objective

We aimed to characterize the systemic physiological impact of cumulative competitive load across a full professional soccer season using an integrated biomarker framework.

Methods

In this prospective longitudinal investigation, we employed the systemic degree of perturbation score, an adaptation of the molecular degree of perturbation, to circulating biochemical, hematological, and metabolic biomarkers obtained from professional soccer players across a full competitive season. Multi-dimensional analyses were employed to characterize systemic alterations associated with cumulative competitive load.

Results

A progressive increase in systemic perturbation was observed across the competitive season. The relative contribution of individual biomarkers shifted over time, with late-season phases characterized by more integrated muscular-inflammatory-metabolic profiles. Myoglobin and monocyte-related markers consistently contributed to systemic degree of perturbation values across competitive quarters, and network analyses demonstrated progressive changes in correlation architecture involving muscular, inflammatory, and metabolic mediators.

Conclusions

These results provide a comprehensive view of the physiological burden imposed by a professional soccer season and describe a progressive integration of muscular, inflammatory, and metabolic responses under cumulative competitive load. This integrated perspective supports the potential utility of biomarker-based monitoring frameworks for characterizing seasonal biological strain in elite athletes.