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饮食炎症指数与剧烈体育活动对表型年龄加速的关联:一项基于机器学习的横断面研究

Association of dietary inflammatory index and vigorous physical activity on phenotypic age acceleration: a cross-sectional study with machine learning.

作者信息

Li Shuoqi, Zhou Jianming, Zhang Dandan, Du Qiuyu

机构信息

School of Sports Science, Nantong University, Nantong, China.

Department of Physical Education, Nanjing Xiaozhuang University, Nanjing, China.

出版信息

Front Nutr. 2025 Jul 28;12:1602821. doi: 10.3389/fnut.2025.1602821. eCollection 2025.

DOI:10.3389/fnut.2025.1602821
PMID:40791234
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12338044/
Abstract

BACKGROUND

Diet and inflammation are intricately correlated to the aging process. Diet has also been hypothesized to influence aging by regulating inflammation. The phenotypic age acceleration (PhenoAgeAccel) reflects the difference between an individual's phenotypic and chronological age; a positive value suggests accelerated aging, whereas a negative value indicates slower biological aging. Accordingly, this study investigated the independent and comprehensive influences of vigorous-intensity exercises (VPA) and dietary inflammatory index (DII) on the PhenoAgeAccel in American adults.

METHODS

The study enrolled 4,167 adults sourced from the National Health and Nutrition Examination Survey (NHANES) from 2007-2010 to 2015-2018. The NHANES is designed with a sophisticated, multistage probability sampling methodology and is specifically tailored to comprehensively assess the health and nutritional conditions of the non-institutionalized population. Five machine learning models were constructed to predict participants' PhenoAgeAccel.

RESULTS

The PhenoAgeAccel of participants in Groups 3 (anti-inflammatory diet + insufficient VPA) and 4 (anti-inflammatory diet + sufficient VPA) were -2.72 (95% CI - 3.44, -1.93;  < 0.001), and -1.61 (95% CI - 2.65, -0.63;  < 0.001), respectively, when compared to the participants under 60 years old in Group 1 (pro-inflammatory diet + insufficient VPA). Conversely, a significantly increased PhenoAgeAccel was exhibited by Group 2 (pro-inflammatory diet + sufficient VPA), recording 0.81 (multivariable-adjusted , 95% CI 0.13-1.75, and  < 0.01).

CONCLUSION

Low levels of VPA and anti-inflammatory diet consumption were associated with reduced biological aging. Anti-inflammatory diets can also aid in counteracting the harmful effects of significant levels of VPA on biological aging.

摘要

背景

饮食与炎症与衰老过程密切相关。也有假说认为饮食可通过调节炎症来影响衰老。表型年龄加速(PhenoAgeAccel)反映了个体表型年龄与实际年龄之间的差异;正值表明衰老加速,而负值则表示生物衰老较慢。因此,本研究调查了剧烈强度运动(VPA)和饮食炎症指数(DII)对美国成年人PhenoAgeAccel的独立和综合影响。

方法

该研究纳入了4167名成年人,数据来源于2007 - 2010年至2015 - 2018年的美国国家健康与营养检查调查(NHANES)。NHANES采用了复杂的多阶段概率抽样方法,专门用于全面评估非机构化人群的健康和营养状况。构建了五个机器学习模型来预测参与者的PhenoAgeAccel。

结果

与第1组(促炎饮食 + 不足的VPA)中60岁以下的参与者相比,第3组(抗炎饮食 + 不足的VPA)和第4组(抗炎饮食 + 充足的VPA)参与者的PhenoAgeAccel分别为-2.72(95%置信区间 - 3.44,-1.93;<0.001)和-1.61(95%置信区间 - 2.65,-0.63;<0.001)。相反,第2组(促炎饮食 + 充足的VPA)的PhenoAgeAccel显著增加,为0.81(多变量调整后,95%置信区间0.13 - 1.75,<0.01)。

结论

低水平的VPA和抗炎饮食消费与生物衰老的降低有关。抗炎饮食还可以帮助抵消高水平VPA对生物衰老的有害影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/73e5159fd95a/fnut-12-1602821-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/dd8884ef8447/fnut-12-1602821-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/75590f992da2/fnut-12-1602821-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/b95e0362b557/fnut-12-1602821-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/73e5159fd95a/fnut-12-1602821-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/dd8884ef8447/fnut-12-1602821-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/75590f992da2/fnut-12-1602821-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/b95e0362b557/fnut-12-1602821-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d41d/12338044/73e5159fd95a/fnut-12-1602821-g004.jpg

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