The exploration of immune system function changes in marathon athletes after high-intensity training by Agent-Based
Hao Tian1,2, Renzheng Zuo3, Deng Wang4
1Department of Physical Culture, Gdansk University of Physical Education and Sport, Gdańsk, Poland.
Frontiers in Sports and Active Living
|May 1, 2026
Summary
Intensified marathon training in elite athletes causes immune system changes, including lower white blood cells and a CD4+/CD8+ imbalance. An agent-based model visualized these complex, chronic immune responses to high-intensity training.
Area of Science:
- Immunology
- Exercise Physiology
- Computational Biology
Background:
- Marathon running causes significant metabolic stress.
- Chronic effects of high-intensity training (HIT) on elite athlete immunity are complex and debated.
- The role of post-exercise lymphopenia (reduced lymphocytes) is unclear, with ongoing discussion about immunosuppression versus immune cell redistribution.
Purpose of the Study:
- To investigate the chronic impact of a four-week HIT block on immune markers in professional marathon runners.
- To assess the effectiveness of an Agent-Based Model (ABM) in visualizing immune system dynamics during intensified training.
Main Methods:
- Twenty-two professional marathon athletes completed a four-week HIT protocol.
- Blood samples were analyzed pre- and post-training for leukocytes, immunoglobulins (Ig), cytokines (IL-6, IL-8, IL-10, TNF-α), and lymphocyte subsets.
- A NetLogo-based Agent-Based Model (ABM) was developed to simulate immune system responses.
Main Results:
- Significant decreases in total leukocyte counts and serum IgG levels were observed post-training.
- A CD4+/CD8+ T-cell ratio inversion occurred, decreasing to 0.98 due to reduced CD4+ cells.
- Cytokine analysis showed increased pro-inflammatory markers (IL-6, IL-8, TNF-α) and a significant decrease in anti-inflammatory IL-10, indicating a 'resolution failure'.
Conclusions:
- A four-week HIT block induces immunometabolic perturbation in elite marathoners, marked by reduced leukocytes, CD4+/CD8+ imbalance, and impaired cytokine regulation.
- While plasma volume expansion might influence cell concentrations, suppressed IL-10 and CD4+ cells suggest a potentially maladaptive response to training load.
- The ABM effectively visualized complex immune dynamics and potential immunological tipping points during intensified training.
Related Concept Videos
What is the Immune System?
99.2K
Overview
99.2K
Physiological Pharmacokinetic Models: Blood Flow-Limited Versus Diffusion-Limited Models
502
Physiological pharmacokinetic models, often called flow-limited or perfusion models, typically assume a swift drug distribution between tissue and venous blood, creating a rapid drug equilibrium. This premise is based on the idea that drug diffusion is extremely fast, and the cell membrane presents no barrier to drug permeation. In this scenario, where no drug binding occurs, the drug concentration in the tissue equals that of the venous blood leaving the tissue. This greatly simplifies the...
502
Cell-mediated Immune Responses
64.7K
Overview
64.7K
Introduction to Lymphatic and Immune System
12.1K
Immunity is a crucial biological concept about our body's inherent capacity to prevent infections and diseases. A complex network of cells and tissues collectively known as the immune system facilitates this natural defense mechanism. The immune system plays an integral role in maintaining our health and well-being, shielding us from potential health threats.
The immune responses can be categorized into two types: innate and adaptive. Innate immunity comprises nonspecific defenses we are born...
The immune responses can be categorized into two types: innate and adaptive. Innate immunity comprises nonspecific defenses we are born...
12.1K


