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Model for predicting metabolic activity in athletes based on biochemical blood test analysis
Victoria A Zaborova1, Evgenii I Balakin2, Ksenia A Yurku2
1Institute of Clinical Medicine, I.M. Sechenov First Moscow State Medical University, 119048, Moscow, Russia.
Sports Medicine and Health Science
|February 24, 2025
Summary
A new diagnostic model predicts athletic metabolic processes using blood tests, improving training and recovery. This helps prevent overtraining and enhances performance by identifying adaptive stages.
Area of Science:
- Sports Science
- Biochemistry
- Exercise Physiology
Background:
- Optimizing athletic performance and preventing overtraining depend on effective training organization.
- Athlete adaptation to physical stress involves specific biochemical and functional changes.
- Predicting metabolic states aids in tailoring training and recovery programs.
Purpose of the Study:
- To develop a diagnostic model for predicting metabolic processes in athletes.
- To utilize standard biochemical blood analysis indicators for this prediction.
- To enhance the organization of the training process for improved efficiency.
Main Methods:
- Involved track and field athletes (n=42).
- Collected capillary blood samples over an annual cycle for biochemical analysis (3,625 tests).
- Derived equations from a linear discriminant function to predict anabolic or catabolic processes.
Main Results:
- Developed a predictive model for athletic metabolic processes with 92.1% information capacity.
- The model's discriminant function showed statistical significance (p < 0.01).
- Confirmed by neuroendocrine system activity, reflecting adaptive regulatory mechanisms.
Conclusions:
- An informative mathematical model reliably predicts metabolic activity phases in athletes.
- The model aids in assessing adaptation, identifying weaknesses, and forecasting performance.
- Enables timely adjustments to training and recovery programs for optimal results.
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