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体重调整腰围指数(WWI)与老年人认知功能之间的关联:一项基于2011 - 2014年美国国家健康与营养检查调查(NHANES)的横断面研究。

The association between Weight-adjusted-Waist Index (WWI) and cognitive function in older adults: a cross-sectional NHANES 2011-2014 study.

作者信息

Qiu Xichenhui, Kuang Jiahao, Huang Yiqing, Wei Changning, Zheng Xujuan

机构信息

Health Science Center, Shenzhen University, No. 1066, Xueyuan Avenue, Nanshan District, Shenzhen, Guangdong Province, 518060, People's Republic of China.

School of Tech X Academy, Shenzhen Polytechnic University, No. 7098, Liuxian Avenue Nanshan District, Shenzhen, Guangdong Province, 518118, People's Republic of China.

出版信息

BMC Public Health. 2024 Aug 8;24(1):2152. doi: 10.1186/s12889-024-19332-w.

DOI:10.1186/s12889-024-19332-w
PMID:39118100
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11308487/
Abstract

BACKGROUND

The impact of obesity on cognitive function has engendered considerable interest. Weight-adjusted waist index (WWI) has emerged as a novel and innovative marker of obesity that reflects weight-independent abdominal obesity. However, the association between WWI and cognitive function remains unclear. To address this gap, the present study aims to explore the relationship between weight-adjusted waist index (WWI) and cognitive performance in older adults.

METHODS

We conducted a cross-sectional investigation using datasets from the National Health and Nutrition Examination Survey (NHANES) 2011-2014. The study included 3,472 participants (48.59% male, 51.41% female) of various races (Mexican American, Other Hispanic, Non-Hispanic White, Non-Hispanic Black, and Other), with a mean age of 69.95 years (SD = 6.94). Multivariate regression and smoothing curve fitting were used to investigate the linear and nonlinear relationship between WWI and cognitive performance in the following domains: learning and memory, verbal fluency, and processing speed, as measured by Consortium to Establish a Registry for Alzheimer's Disease Word Learning subtest (CERAD-WL), Animal Fluency Test (AFT), and Digit Symbol Substitution Test (DSST), respectively. Subgroup analysis and interaction tests were conducted to examine the stability of this relationship across groups. Machine learning models based on random forests were used to analyze the predictive performance of WWI for cognitive function.

RESULTS

A total of 3,472 participants were included in the analysis. The results revealed significant negative associations between WWI and low scores on the CERAD-WL [-0.96 (-1.30, -0.62)], AFT [-0.77 (-1.05, -0.49)], and DSST [-3.67 (-4.55, -2.79)]. This relationship remained stable after converting WWI to a categorical variable. In addition, this significant negative association was more pronounced in men than women and diminished with advancing age. Non-linear threshold effects were observed, with correlations intensifying between WWI and CERAD-WL when WWI surpassed 12.25, AFT when WWI surpassed 11.54, and DSST when WWI surpassed 11.66.

CONCLUSIONS

A higher WWI, indicating increased abdominal obesity, was associated with deficits in learning, memory, verbal fluency, and processing speed among older adults. These findings suggest that abdominal obesity may play a crucial role in cognitive decline in this population. The stronger relationship observed between WWI and cognition in men highlights the need for gender-specific considerations in interventions targeting abdominal obesity. The results demonstrate the importance of interventions targeting abdominal obesity to preserve cognitive performance in older adults.

摘要

背景

肥胖对认知功能的影响引发了广泛关注。体重调整腰围指数(WWI)已成为一种反映与体重无关的腹部肥胖的新型肥胖标志物。然而,WWI与认知功能之间的关联仍不明确。为填补这一空白,本研究旨在探讨体重调整腰围指数(WWI)与老年人认知表现之间的关系。

方法

我们使用2011 - 2014年美国国家健康与营养检查调查(NHANES)的数据集进行了一项横断面调查。该研究纳入了3472名参与者(男性占48.59%,女性占51.41%),涵盖不同种族(墨西哥裔美国人、其他西班牙裔、非西班牙裔白人、非西班牙裔黑人以及其他种族),平均年龄为69.95岁(标准差 = 6.94)。采用多元回归和平滑曲线拟合来研究WWI与以下认知领域表现之间的线性和非线性关系:学习与记忆、语言流畅性和处理速度,分别通过阿尔茨海默病注册协会词汇学习子测试(CERAD - WL)、动物流畅性测试(AFT)和数字符号替换测试(DSST)进行测量。进行亚组分析和交互作用测试以检验这种关系在不同组间的稳定性。基于随机森林的机器学习模型用于分析WWI对认知功能的预测性能。

结果

共有3472名参与者纳入分析。结果显示,WWI与CERAD - WL低分[-0.96(-1.30, -0.62)]、AFT低分[-0.77(-1.05, -0.49)]和DSST低分[-3.67(-4.55, -2.79)]之间存在显著负相关。将WWI转换为分类变量后,这种关系仍然稳定。此外,这种显著负相关在男性中比女性更明显,且随着年龄增长而减弱。观察到非线性阈值效应,当WWI超过12.25时,WWI与CERAD - WL之间的相关性增强;当WWI超过11.54时,与AFT之间的相关性增强;当WWI超过11.66时,与DSST之间的相关性增强。

结论

较高的WWI表明腹部肥胖增加,与老年人的学习、记忆、语言流畅性和处理速度缺陷相关。这些发现表明腹部肥胖可能在该人群的认知衰退中起关键作用。在男性中观察到的WWI与认知之间更强的关系凸显了在针对腹部肥胖的干预措施中考虑性别差异的必要性。结果表明针对腹部肥胖的干预措施对于保持老年人认知表现的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/7c322e0b9e74/12889_2024_19332_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/83f8b4b9255e/12889_2024_19332_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/17a12817cc45/12889_2024_19332_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/7c322e0b9e74/12889_2024_19332_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/83f8b4b9255e/12889_2024_19332_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/17a12817cc45/12889_2024_19332_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6587/11308487/7c322e0b9e74/12889_2024_19332_Fig3_HTML.jpg

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本文引用的文献

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2
Trends in cognitive function before and after stroke in China.中国脑卒中患者认知功能的变化趋势。
BMC Med. 2023 Jun 6;21(1):204. doi: 10.1186/s12916-023-02908-5.
3
The Role of Oxidative Stress and Inflammation in Obesity and Its Impact on Cognitive Impairments-A Narrative Review.
Association between cognitive impairment and comprehensive weight phenotypes among older adults in China: a nationwide survey.
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Aging Clin Exp Res. 2025 Jul 3;37(1):206. doi: 10.1007/s40520-025-03068-7.
4
Multinational evaluation of AnthropoAge as a measure of biological age in the USA, England, Mexico, Costa Rica, and China: a population-based longitudinal study.在美国、英国、墨西哥、哥斯达黎加和中国对AnthropoAge作为生物年龄衡量指标的多国评估:一项基于人群的纵向研究。
NPJ Aging. 2025 Jun 21;11(1):52. doi: 10.1038/s41514-025-00232-1.
5
The joint effect of weight-adjusted waist index and physical activity on all-cause mortality in Chinese elderly patients with multimorbidity: A study based on the CLHLS from 2011 to 2018.体重调整腰围指数与身体活动对中国老年多病患者全因死亡率的联合影响:基于2011年至2018年中国老年健康影响因素跟踪调查(CLHLS)的研究
PLoS One. 2025 Jun 9;20(6):e0325886. doi: 10.1371/journal.pone.0325886. eCollection 2025.
6
Central adiposity indices and inflammatory markers mediate the association between life's crucial 9 and periodontitis in US adults.在美国成年人中,中心性肥胖指数和炎症标志物介导了生命关键9要素与牙周炎之间的关联。
Lipids Health Dis. 2025 Jun 3;24(1):199. doi: 10.1186/s12944-025-02619-1.
7
The association between weight-adjusted waist index and respiratory symptoms in U.S adults: A national cross-sectional study.美国成年人中体重调整腰围指数与呼吸道症状的关联:一项全国性横断面研究。
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8
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9
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Sci Rep. 2025 Apr 18;15(1):13455. doi: 10.1038/s41598-025-95273-7.
10
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Clin Interv Aging. 2025 Jan 25;20:69-79. doi: 10.2147/CIA.S499221. eCollection 2025.
氧化应激和炎症在肥胖中的作用及其对认知障碍的影响——一篇叙述性综述
Antioxidants (Basel). 2023 May 10;12(5):1071. doi: 10.3390/antiox12051071.
4
Cardiometabolic multimorbidity, lifestyle behaviours, and cognitive function: a multicohort study.心血管代谢性共病、生活方式行为与认知功能:一项多队列研究。
Lancet Healthy Longev. 2023 Jun;4(6):e265-e273. doi: 10.1016/S2666-7568(23)00054-5. Epub 2023 May 4.
5
Sex Differences in Obesity and Cognitive Function in Chinese Elderly Patients With Chronic Schizophrenia.中国老年慢性精神分裂症患者肥胖与认知功能的性别差异。
Front Endocrinol (Lausanne). 2022 Apr 1;13:742474. doi: 10.3389/fendo.2022.742474. eCollection 2022.
6
The Obese Brain: Mechanisms of Systemic and Local Inflammation, and Interventions to Reverse the Cognitive Deficit.肥胖的大脑:全身及局部炎症机制,以及逆转认知缺陷的干预措施
Front Integr Neurosci. 2022 Mar 29;16:798995. doi: 10.3389/fnint.2022.798995. eCollection 2022.
7
The effect of intranasal insulin on appetite and mood in women with and without obesity: an experimental medicine study.鼻腔内给予胰岛素对肥胖和非肥胖女性食欲和情绪的影响:一项实验医学研究。
Int J Obes (Lond). 2022 Jul;46(7):1319-1327. doi: 10.1038/s41366-022-01115-1. Epub 2022 Apr 9.
8
Associations between Weight-Adjusted Waist Index and Abdominal Fat and Muscle Mass: Multi-Ethnic Study of Atherosclerosis.体重调整腰围指数与腹部脂肪和肌肉量的关系:动脉粥样硬化多民族研究。
Diabetes Metab J. 2022 Sep;46(5):747-755. doi: 10.4093/dmj.2021.0294. Epub 2022 Mar 30.
9
Association of weight-adjusted-waist index with all-cause and cardiovascular mortality in China: A prospective cohort study.体重调整腰围指数与全因和心血管死亡率的关联在中国:一项前瞻性队列研究。
Nutr Metab Cardiovasc Dis. 2022 May;32(5):1210-1217. doi: 10.1016/j.numecd.2022.01.033. Epub 2022 Feb 3.
10
Diabetes and Cognitive Impairment: A Role for Glucotoxicity and Dopaminergic Dysfunction.糖尿病与认知障碍:糖毒性与多巴胺能功能障碍的作用。
Int J Mol Sci. 2021 Nov 16;22(22):12366. doi: 10.3390/ijms222212366.