ORIGINAL RESEARCH article
Front. Nutr.
Sec. Clinical Nutrition
This article is part of the Research TopicNutrition and Aging: Multidisciplinary Approaches to Address Nutritional Deficiencies and their Impact on Health OutcomesView all 6 articles
Latent classes of energy and nutrient intake and their associations with oxidative stress in rural older adults: a cross-sectional study
Provisionally accepted- 1General Hospital of Ningxia Medical University, Yinchuan, China
- 2Ningxia Medical University, Yinchuan, China
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Background Research indicates that diet correlates with oxidative stress; however, the influence of specific energy and nutrient classes has been scarcely studied. The purpose of this study is to investigate the categories of energy and nutrient intake among rural older adults through latent class analysis and to explore the association between each category and biomarkers of oxidative stress. Methods It is a cross-sectional study. Dietary information was obtained from three days of 24-hour dietary diaries. Levels of oxidative stress markers were measured from fasting venous blood samples. Latent class analysis was used to analyze energy and nutrient intake classes. Analysis of variance and post-hoc comparisons were used to examine the relationships between energy and nutrient classes and oxidative stress. Results This analysis was performed on 376 adults aged 65 years and older. The latent analysis category was found that energy and nutrient intake could be divided into three classes: Over-adequate Nutrition - High Energy (n = 141, 37.50 % to the total samples), Adequate Nutrition 2 - Low in Energy and Protein (n = 69, 18.35 % to the total samples), and Inadequate Nutrition (n = 166, 44.15% to the total samples). 8-iso-PGF2α (F=6.004, p = 0.003) and SOD (F=5.559, p = 0.004) are associated with different energy and nutrient latent classes. Conclusions This study explores how classes of energy and nutrients relate to oxidative stress in rural older adults. The findings provide a basis for future research on oxidative stress and nutrition in the elderly.
Keywords: Energy, nutrient, Oxidative Stress, latent class analysis, older adults
Received: 28 Aug 2025; Accepted: 20 Nov 2025.
Copyright: © 2025 Li, Kong, Jiang and Ning. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Yanhua Ning, nyhl_ning@126.com
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