开发一个个性化的预测模型,用于与耐力运动员的饮食模式相关的性能和免疫功能的动态适应,使用机器学习
Yun Hou1, Meijia Chen2, Gang Qin3
1School of Physical Education, Shandong Sport University, Rizhao, Shandong, People's Republic of China.
Journal of the International Society of Sports Nutrition
|January 31, 2026
概括
对于运动员来说,心理性是响应营养变化的关键,影响免疫功能. 早期的弹性评估可以为应激和免疫健康提供个性化的营养指导.
科学领域:
- 心理神经免疫学 心理神经免疫学
- 运动营养 运动营养
- 机器学习在健康中的应用
背景情况:
- 在高压力群体中,营养,心理和免疫之间的相互作用是不太了解的.
- 心理性显著影响免疫功能和健康结果.
- 这项研究旨在澄清这些相互作用,并为个性化治疗提供信息.
研究的目的:
- 为营养-心理学-免疫相互作用开发个性化的预测模型.
- 将饮食模式与心理和免疫适应相结合.
- 为高压人群提供个性化治疗方法.
主要方法:
- 在12个月内对200名耐力运动员进行了回顾性队列分析.
- 分类为高碳水化合物,高蛋白或均衡微量营养素的饮食模式.
- 混合LSTM-XGBoost模型与SHAP分析预测个人反应使用心理变量和免疫标记 (IL-6,TNF-α,CRP,IGA).
主要成果:
- 心理性是饮食模式反应的主要预测因素 (SHAP重要性=0.342).
- 在心理上的改善之前,免疫恢复的时间为1-2个月.
- 一个预测模型在识别不响应者时实现了91.2%的灵敏度和87.6%的特异性.
结论:
- 心理性预测了通过心理神经免疫路径对饮食模式的反应能力.
- 基线心理评估对于指导个性化的营养策略至关重要.
- 这种方法对于患有慢性压力和免疫功能障碍的临床患者来说至关重要.
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