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Association of serum melatonin with dietary patterns and dietary nutrients in chinese population: a cross-sectional study. 血清褪黑素与中国人群饮食模式和膳食营养素的关系:一项横断面研究。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-11-06 DOI: 10.1007/s00394-025-03842-3
Hui Jiao Zhou, Huan Su, Chunyue Zhao, Xueran Huang, Yongfen Gao, Yuqing Deng, Xuefei Zhang, Zouyan He, Zengnan Mo, Haiying Zhang, Rui Lin

Objective: Dietary intake plays a pivotal role in sustaining optimal melatonin levels, while the relationship between dietary patterns and circulating melatonin levels remains unclear. This study aims to investigate the associations between dietary patterns, nutrient intake, and serum melatonin levels in the Chinese population.

Methods: This cross-sectional study included 6,521 Chinese adults. Three dietary patterns were identified through principal component analysis. Multivariable linear regression was used to assess the associations between dietary patterns and serum melatonin levels. The covariance analysis and partial least squares regression was used to evaluate the association between micronutrient intake and serum melatonin concentrations.

Results: The Dietary pattern 2 (DP2), characterized by high intake of fatty foods and red meat with the lowest Dietary Variety Score (DVS), and DP3 featuring high consumption of red meat, fruits, and vegetables but low intake of white meat and aquatic products with low DVS, were significantly associated with lower serum melatonin levels (DP2: β = - 0.12, P-trend < 0.001; DP3: β = - 0.13, P-trend < 0.001). Insufficient nutrient and quality intake of dietary fiber, potassium, vitamin B2, calcium, and magnesium was found in DP2, whereas DP3 showed inadequate intake of protein, cholesterol, vitamin B2, niacin, calcium, phosphorus, magnesium, selenium, and iron.

Conclusion: Specific dietary patterns, low dietary diversity and nutrient deficiencies are associated to reduced melatonin levels. These findings reveal distinct mechanisms linking overall dietary patterns to serum melatonin concentrations, underscoring the importance of appropriate dietary patterns and nutrients intake in sustaining optimal circulating melatonin homeostasis in humans.

目的:饮食摄入在维持最佳褪黑激素水平中起着关键作用,而饮食模式与循环褪黑激素水平之间的关系尚不清楚。本研究旨在探讨中国人群饮食模式、营养摄入和血清褪黑激素水平之间的关系。方法:本横断面研究包括6521名中国成年人。通过主成分分析确定了三种饮食模式。多变量线性回归用于评估饮食模式与血清褪黑素水平之间的关系。采用协方差分析和偏最小二乘回归评价微量营养素摄入量与血清褪黑激素浓度之间的关系。结果:饮食模式2 (DP2)多摄入脂肪类食物和红肉(DVS),而饮食模式3 (DP2)多摄入红肉、水果和蔬菜,少摄入白肉和水产品(DVS),与血清褪黑激素水平降低显著相关(DP2: β = - 0.12, p趋势)。结论:特定饮食模式、低饮食多样性和营养缺乏与褪黑激素水平降低有关。这些发现揭示了将整体饮食模式与血清褪黑激素浓度联系起来的独特机制,强调了适当的饮食模式和营养摄入对维持人体最佳循环褪黑激素稳态的重要性。
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引用次数: 0
Association between sustainable and healthy diet adherence and nutritional adequacy among portuguese adults. 葡萄牙成年人的可持续和健康饮食坚持与营养充足之间的关系。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-11-03 DOI: 10.1007/s00394-025-03830-7
Sandra Abreu, Carolina Monteiro, Margarida Liz Martins

Purpose: Healthy and sustainable diets promote individual health and well-being while minimizing environmental impact. Although the concept of sustainable diets has gained increasing attention, the extent to which nutritional adequacy aligns with overall dietary sustainability remains unclear, particularly in the Portuguese context, where dietary patterns reflect both Mediterranean and Western influences. The study aims to assess the association between sustainable and healthy diet adherence and nutritional adequacy among Portuguese adults.

Methods: Data was gathered using a self-administered questionnaire between October and December 2022 from 347 adults. The Sustainable and Healthy Eating Diet index was used to assess adherence to a sustainable and healthy diet. A semi-quantitative food frequency questionnaire was used to record dietary consumption. Nutrient inadequacy was defined as an intake below the dietary reference values set by the European Food Safety Authority for 18 selected nutrients.

Results: The prevalence of inadequacy for dietary fibre, vitamins A, E, C, folate and potassium was higher in participants with low adherence to a sustainable and healthy diet. After adjusting for confounders, participants with higher adherence to a sustainable and healthy diet were less likely to have inadequate intake of dietary fibre (OR = 0.14, 95% CI: 0.06,0.32), vitamin A (OR = 0.11, 95% CI: 0.02, 0.54), vitamin E (OR = 0.13, 95% CI: 0.06, 0.29), B6 (OR = 0.26, 95% CI: 0.09, 0.81), folate (OR = 0.14, 95% CI: 0.06, 0.31), vitamin C (OR = 0.19, 95% CI: 0.09, 0.43), selenium (OR = 0.35, 95% CI: 0.12, 0.99), and potassium (OR = 0.19, 95% CI: 0.07, 0.51). Participants with higher adherence to a sustainable and healthy diet were also less likely to have six or more inadequacies in nutrient intake (OR: 0.08, 95% CI: 0.03, 0.23).

Conclusion: Individuals who more closely follow a sustainable and healthy diet tend to achieve better nutritional adequacy.

目的:健康和可持续的饮食促进个人健康和福祉,同时尽量减少对环境的影响。尽管可持续饮食的概念越来越受到关注,但营养充足与总体饮食可持续性的一致程度仍不清楚,特别是在葡萄牙的情况下,那里的饮食模式反映了地中海和西方的影响。该研究旨在评估葡萄牙成年人中可持续和健康饮食坚持与营养充足之间的关系。方法:在2022年10月至12月期间,对347名成年人使用自填问卷收集数据。可持续和健康饮食指数被用来评估对可持续和健康饮食的坚持。采用半定量食物频率问卷记录饮食消费情况。营养不足的定义是摄入量低于欧洲食品安全局设定的18种选定营养素的膳食参考值。结果:膳食纤维、维生素A、E、C、叶酸和钾缺乏的患病率在坚持可持续健康饮食的参与者中更高。混杂因素调整后,高的参与者坚持可持续的,健康的饮食不太可能摄入膳食纤维不足(OR = 0.14, 95% CI: 0.06, 0.32),维他命a (OR = 0.11, 95% CI: 0.02, 0.54),维生素E (OR = 0.13, 95% CI: 0.06, 0.29), B6 (OR = 0.26, 95% CI: 0.09, 0.81),叶酸(OR = 0.14, 95% CI: 0.06, 0.31),维生素C (OR = 0.19, 95% CI: 0.09, 0.43),硒(OR = 0.35, 95% CI: 0.12, 0.99),和钾(OR = 0.19, 95% CI: 0.07, 0.51)。坚持可持续和健康饮食的参与者也不太可能有六种或更多的营养摄入不足(or: 0.08, 95% CI: 0.03, 0.23)。结论:更密切地遵循可持续和健康饮食的个体往往能获得更好的营养充足性。
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引用次数: 0
Caffeine consumption and behavioral symptoms: influence of ADORA2A and DRD2 genes on inattention. 咖啡因摄入与行为症状:ADORA2A和DRD2基因对注意力不集中的影响
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-11-01 DOI: 10.1007/s00394-025-03832-5
Júlia Pasqualini Genro, Fabiane Dresch, Camile Wünsch, Thailan Teles Fraporti, Luciana Tovo-Rodrigues, Verônica Contini
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引用次数: 0
Association of added sugar intake and its forms with hyperuricemia in general adults: the TCLSIH cohort study. 普通成人添加糖摄入量及其形式与高尿酸血症的关系:TCLSIH队列研究
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-31 DOI: 10.1007/s00394-025-03831-6
Jinjin Zhang, Piaoyi Tong, Mengyi Zhai, Hao Yu, Di Wang, Yeqing Gu, Ge Meng, Qing Zhang, Li Liu, Hongmei Wu, Xuehui Wu, Dandan Zhu, Yinxiao Chen, Dongli Wang, Yaxiao Wang, Lirui Jiao, Hao Geng, Shaomei Sun, Xing Wang, Qiyu Jia, Kun Song, Kaijun Niu

Background: Added sugars are now acknowledged as a risk factor for obesity, insulin resistance, and purine degradation pathways. However, there has been limited evidence on the association between added sugars and hyperuricemia. Therefore, we designed a cohort study to examine whether added sugar intake increased the risk of hyperuricemia in Chinese adults.

Methods: This prospective cohort study investigated 19,745 participants (mean age: 39.5 years; 9,837 [49.8%] males) who were free of hyperuricemia, cardiovascular disease, and cancer at baseline. Added sugar intake was estimated from a validated 100-item self-administered food frequency questionnaire. Hyperuricemia was defined as serum uric acid levels ≥ 7.0 mg/dL in males and ≥ 6 mg/dL in females. Multivariable Cox proportional hazards regression models were used to assess the association between added sugar intake and the risk of hyperuricemia.

Results: During a median follow-up of 4.2 years, a total of 4,246 first incident cases of hyperuricemia occurred. After adjusting for various potential confounders, the multivariable hazard ratios (95% confidence intervals) for the risk of hyperuricemia in the highest quartile of total, liquid, and solid sugar intake compared with the lowest quartile were 1.29 (1.17, 1.42), 1.32 (1.21, 1.45), and 1.11 (1.01, 1.22), respectively.

Conclusions: This population-based prospective cohort study firstly demonstrated that increased added sugar intake was associated with the risk of hyperuricemia in Chinese adults.

背景:添加糖现在被认为是肥胖、胰岛素抵抗和嘌呤降解途径的危险因素。然而,关于添加糖和高尿酸血症之间的关联的证据有限。因此,我们设计了一项队列研究,以检验添加糖摄入是否会增加中国成年人高尿酸血症的风险。方法:这项前瞻性队列研究调查了19,745名参与者(平均年龄:39.5岁;9,837名[49.8%]男性),他们在基线时没有高尿酸血症、心血管疾病和癌症。添加糖的摄入量是根据一份经过验证的100项自我管理的食物频率问卷来估计的。高尿酸血症定义为男性血清尿酸水平≥7.0 mg/dL,女性血清尿酸水平≥6 mg/dL。采用多变量Cox比例风险回归模型评估添加糖摄入量与高尿酸血症风险之间的关系。结果:在4.2年的中位随访期间,总共发生了4246例高尿酸血症首次发病病例。在对各种潜在混杂因素进行调整后,总糖、液体糖和固体糖摄入量最高四分位数与最低四分位数高尿酸血症风险的多变量风险比(95%置信区间)分别为1.29(1.17,1.42)、1.32(1.21,1.45)和1.11(1.01,1.22)。结论:这项基于人群的前瞻性队列研究首次证明,添加糖摄入量的增加与中国成年人高尿酸血症的风险相关。
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引用次数: 0
Novel approach to substantiate cause-and-effect relationships: combining study ranking and statistical modelling, with a crucial role of data sharing. 证实因果关系的新方法:结合研究排名和统计建模,并发挥数据共享的关键作用。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-29 DOI: 10.1007/s00394-025-03798-4
Wim Calame, Isabel A L Slurink, Andrea Budelli

Purpose: The present study aims at substantiation of cause-and-effect relationships via a combination of ranking studies and statistical modelling of the highest scoring studies.

Methods: Due to the fact that independent datasets of studies identified in the ranking part of the study were difficult to obtain the second part was performed using a different aim. The ranking part concentrated around studies on the association between vitamin D status and severity (morbidity/mortality) of COVID-19 infection in hospitalized patients with criteria focussing on physiological and statistical relevance. The topic of the second part of our study changed into the impact of postbiotic consumption on infectious episodes in children to accommodate testing the statistical modelling approach. The latter consisted of the construction of a multivariate confounding model based on the data of one study and subsequent validation of the achieved model via data of an independent study with a similar experimental design. Sensitivity and specificity were assessed in both studies applying discriminant analysis.

Results: The first part of our project consisted of five statistically-based criteria to rank the various studies resulting in the highest score obtained by Hernandez et al. (J Clin Endocrinol Metab 106, e1343-e1353. 10.1210/clinem/dgaa733, 2021). Subsequently, the second part using the datasets of the postbiotic studies yielded a significant model showing impact by consumption of the postbiotic on the reduction of infectious episodes. The sensitivity and specificity outcome ranged between 68 to 94%. Importantly changing the datasets did not affect the significant impact of the postbiotic.

Conclusion: The combination of a ranking and a statistical modelling approach supports the validation of causal-effect relationships via objective criteria.

目的:本研究旨在通过结合排名研究和最高得分研究的统计建模来证实因果关系。方法:由于在研究排名部分中识别的研究的独立数据集难以获得,因此第二部分采用不同的目的进行。排名部分集中在维生素D状态与住院患者COVID-19感染严重程度(发病率/死亡率)之间关系的研究,标准侧重于生理和统计相关性。我们研究的第二部分的主题变成了后生物消费对儿童感染事件的影响,以适应测试统计建模方法。后者包括基于一项研究的数据构建多元混杂模型,然后通过具有类似实验设计的独立研究的数据验证所获得的模型。采用判别分析对两项研究的敏感性和特异性进行了评估。结果:我们项目的第一部分包括五个基于统计的标准,对Hernandez等人(J clinendocrinol Metab 106, e1343-e1353)得出的最高分的各种研究进行排名。10.1210 / clinem dgaa733, 2021)。随后,第二部分使用后生物研究的数据集产生了一个重要的模型,显示了后生物对减少感染事件的影响。结果的敏感性和特异性在68%至94%之间。重要的是,改变数据集并没有影响后生物时代的重大影响。结论:排序和统计建模方法的结合支持通过客观标准验证因果关系。
{"title":"Novel approach to substantiate cause-and-effect relationships: combining study ranking and statistical modelling, with a crucial role of data sharing.","authors":"Wim Calame, Isabel A L Slurink, Andrea Budelli","doi":"10.1007/s00394-025-03798-4","DOIUrl":"10.1007/s00394-025-03798-4","url":null,"abstract":"<p><strong>Purpose: </strong>The present study aims at substantiation of cause-and-effect relationships via a combination of ranking studies and statistical modelling of the highest scoring studies.</p><p><strong>Methods: </strong>Due to the fact that independent datasets of studies identified in the ranking part of the study were difficult to obtain the second part was performed using a different aim. The ranking part concentrated around studies on the association between vitamin D status and severity (morbidity/mortality) of COVID-19 infection in hospitalized patients with criteria focussing on physiological and statistical relevance. The topic of the second part of our study changed into the impact of postbiotic consumption on infectious episodes in children to accommodate testing the statistical modelling approach. The latter consisted of the construction of a multivariate confounding model based on the data of one study and subsequent validation of the achieved model via data of an independent study with a similar experimental design. Sensitivity and specificity were assessed in both studies applying discriminant analysis.</p><p><strong>Results: </strong>The first part of our project consisted of five statistically-based criteria to rank the various studies resulting in the highest score obtained by Hernandez et al. (J Clin Endocrinol Metab 106, e1343-e1353. 10.1210/clinem/dgaa733, 2021). Subsequently, the second part using the datasets of the postbiotic studies yielded a significant model showing impact by consumption of the postbiotic on the reduction of infectious episodes. The sensitivity and specificity outcome ranged between 68 to 94%. Importantly changing the datasets did not affect the significant impact of the postbiotic.</p><p><strong>Conclusion: </strong>The combination of a ranking and a statistical modelling approach supports the validation of causal-effect relationships via objective criteria.</p>","PeriodicalId":12030,"journal":{"name":"European Journal of Nutrition","volume":"64 8","pages":"309"},"PeriodicalIF":4.3,"publicationDate":"2025-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145400293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Vitamin D status and its determinants among Chinese infants and toddlers in Hong Kong. 更正:香港中国婴幼儿维生素D状况及其决定因素。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-28 DOI: 10.1007/s00394-025-03811-w
Keith T S Tung, Hung Kwan So, Chen Chen, Joanna Y L Tung, Hing Wai Tsang, Rosa S Wong, Sophie S F Leung, Calvin K M Cheung, Albert Lee, Jason C S Yam, Wing Cheong Leung, Patrick Ip
{"title":"Correction: Vitamin D status and its determinants among Chinese infants and toddlers in Hong Kong.","authors":"Keith T S Tung, Hung Kwan So, Chen Chen, Joanna Y L Tung, Hing Wai Tsang, Rosa S Wong, Sophie S F Leung, Calvin K M Cheung, Albert Lee, Jason C S Yam, Wing Cheong Leung, Patrick Ip","doi":"10.1007/s00394-025-03811-w","DOIUrl":"10.1007/s00394-025-03811-w","url":null,"abstract":"","PeriodicalId":12030,"journal":{"name":"European Journal of Nutrition","volume":"64 8","pages":"308"},"PeriodicalIF":4.3,"publicationDate":"2025-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12568828/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145388072","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Correction: Selenium, zinc, and copper intake and status of vegetarian, vegan, and omnivore children and adolescents: results of the VeChi youth study. 修正:素食者、纯素食者和杂食者儿童和青少年的硒、锌、铜摄入量和状况:维奇青年研究的结果。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-27 DOI: 10.1007/s00394-025-03803-w
Rebecca Simon, Elisa Richter, Kristina Lossow, Morwenna Fischer, Alfred Längler, Andreas Michalsen, Stine Weder, Markus Keller, Anna P Kipp, Ute Alexy
{"title":"Correction: Selenium, zinc, and copper intake and status of vegetarian, vegan, and omnivore children and adolescents: results of the VeChi youth study.","authors":"Rebecca Simon, Elisa Richter, Kristina Lossow, Morwenna Fischer, Alfred Längler, Andreas Michalsen, Stine Weder, Markus Keller, Anna P Kipp, Ute Alexy","doi":"10.1007/s00394-025-03803-w","DOIUrl":"10.1007/s00394-025-03803-w","url":null,"abstract":"","PeriodicalId":12030,"journal":{"name":"European Journal of Nutrition","volume":"64 8","pages":"306"},"PeriodicalIF":4.3,"publicationDate":"2025-10-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12559070/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145376663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effects of rare sugar on cardiometabolic alterations: a recent update from basic science to clinical application. 稀有糖对心脏代谢改变的影响:从基础科学到临床应用的最新进展。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-27 DOI: 10.1007/s00394-025-03781-z
Donglin Lu, Chayodom Maneechote, Chanisa Thonusin, Masaaki Tokuda, Siriporn C Chattipakorn, Nipon Chattipakorn

Purpose: The main purpose of this review is to explore the potential of rare sugars as an innovative nutritional intervention for obesity-related type 2 diabetes mellitus (T2DM) and associated cardiometabolic diseases. The central research question is whether rare sugars, due to their unique metabolic properties, can serve as effective alternatives to traditional treatments, helping to manage or prevent T2DM while minimizing long-term side effects linked to anti-diabetic drugs.

Methods: This review synthesizes evidence from in vitro, ex vivo, in vivo, and clinical studies to assess the effects of rare sugars on glucose metabolism, insulin sensitivity, lipid regulation, and overall cardiometabolic health. Studies were examined for their contributions to understanding the mechanistic pathways and therapeutic implications of rare sugars in comparison with conventional interventions.

Results: Evidence indicates that rare sugars differ significantly from regular sugars in their metabolic impact. Findings highlight their anti-hyperglycemic and anti-hyperlipidemic effects, with demonstrated improvements in insulin sensitivity and glucose regulation. Both animal and human studies suggest that rare sugars may reduce cardiometabolic risks associated with obesity and T2DM, supporting their role as promising functional sweeteners.

Conclusions: Rare sugars present a novel and promising strategy for managing obesity-related T2DM and preventing cardiometabolic complications. While current evidence underscores their beneficial metabolic properties, more comprehensive clinical trials in diverse populations are necessary to validate their efficacy and safety in long-term use. These findings open a pathway for rare sugars to be considered as part of dietary strategies aimed at improving cardiovascular and metabolic health.

目的:本综述的主要目的是探讨罕见糖作为一种创新的营养干预治疗肥胖相关2型糖尿病(T2DM)和相关心脏代谢疾病的潜力。研究的核心问题是,由于其独特的代谢特性,稀有糖是否可以作为传统治疗的有效替代品,帮助控制或预防2型糖尿病,同时最大限度地减少与抗糖尿病药物相关的长期副作用。方法:本综述综合了体外、离体、体内和临床研究的证据,以评估稀有糖对葡萄糖代谢、胰岛素敏感性、脂质调节和整体心脏代谢健康的影响。与传统干预措施相比,研究对理解稀有糖的机制途径和治疗意义的贡献进行了检查。结果:有证据表明,稀有糖与普通糖在代谢影响方面有显著差异。研究结果强调了其抗高血糖和抗高脂血症的作用,并证明了胰岛素敏感性和葡萄糖调节的改善。动物和人类研究都表明,稀有糖可能降低与肥胖和2型糖尿病相关的心脏代谢风险,支持它们作为有前途的功能性甜味剂的作用。结论:罕见糖为管理肥胖相关的T2DM和预防心脏代谢并发症提供了一种新颖而有前途的策略。虽然目前的证据强调了其有益的代谢特性,但需要在不同人群中进行更全面的临床试验来验证其长期使用的有效性和安全性。这些发现为将稀有糖作为改善心血管和代谢健康的饮食策略的一部分开辟了一条途径。
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引用次数: 0
Trends in dietary supplement use among U.S. adults between 2011 and 2023. 2011年至2023年美国成年人膳食补充剂使用趋势
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-23 DOI: 10.1007/s00394-025-03825-4
Longgang Zhao, Yiwen Zhang, Jihong Liu, James R Hébert, Edward Giovannucci, Xuehong Zhang, Susan E Steck

Purpose: Recent trends in dietary supplement use, particularly non-vitamin, non-mineral products, are not well characterized. We assessed patterns of dietary supplement use among U.S. adults from 2011 to 2023.

Methods: We used data from five cycles of the National Health and Nutrition Examination Survey (NHANES 2011-2023, n = 29,216). Dietary supplement information was collected with in-home or telephone interviews by asking participants whether they used any dietary supplements in the preceding 30 days. Survey-weighted prevalence of overall and individual supplement use was calculated to be nationally representative of U.S. adults aged 20 years and older. We evaluated trends across cycles and conducted subgroup analyses by age, sex, race and ethnicity, education, body mass index, and self-reported health status.

Results: The overall use of any dietary supplements increased from 51.8% in 2011-2012 to 61.4% in 2021-2023 (Ratio = 1.19, 95% confidence intervals: 1.10, 1.27; Difference = 9.6% [5.6%, 13.5%]; P trend < 0.001). Use of four or more supplement products increased from 10.0 to 16.2% between 2011-2012 and 2021-2023 cycles (Ratio = 1.63 [1.35, 1.96], Difference = 6.3% [3.9%, 8.6%], P trend < 0.001). The observed increasing trend was consistent across different groups of age, sex, race and ethnicity, education, body mass index, and self-reported health status. There has been a steady rise in the use of ten supplements: biotin, vitamin B1, B12, C, D, zinc, co-enzyme Q10, fiber, ginger, and probiotic.

Conclusion: Dietary supplement uses among U.S. adults increased significantly during the last decade, with notable growth in the use of specific products like fiber and probiotic.

目的:最近的趋势在膳食补充剂的使用,特别是非维生素,非矿物质产品,没有很好地表征。我们评估了2011年至2023年美国成年人膳食补充剂的使用模式。方法:我们使用来自全国健康与营养检查调查(NHANES 2011-2023, n = 29,216)五个周期的数据。膳食补充剂的信息是通过家庭或电话采访收集的,询问参与者在过去30天内是否使用过膳食补充剂。总体和个人补充剂使用的调查加权患病率计算为20岁及以上的美国成年人的全国代表性。我们评估了各个周期的趋势,并根据年龄、性别、种族和民族、教育程度、体重指数和自我报告的健康状况进行了亚组分析。结果:膳食补充剂的总体使用率从2011-2012年的51.8%上升到2021-2023年的61.4% (Ratio = 1.19, 95%可信区间:1.10,1.27;Difference = 9.6% [5.6%, 13.5%]; P趋势趋势)结论:在过去十年中,美国成年人对膳食补充剂的使用显著增加,纤维和益生菌等特定产品的使用显著增加。
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引用次数: 0
Identifying and predicting dietary patterns in the Dutch population using machine learning. 使用机器学习识别和预测荷兰人的饮食模式。
IF 4.3 2区 医学 Q2 NUTRITION & DIETETICS Pub Date : 2025-10-23 DOI: 10.1007/s00394-025-03817-4
Marlijn L van Houwelingen, Yinjie Zhu

Purpose: Nutritional epidemiological research is shifting its focus from individual nutrients to dietary patterns, which challenges traditional statistical methods. Here, we aim to apply various machine learning algorithms to identify and predict dietary patterns in the Dutch population.

Methods: Data on food consumption, sociodemographic and lifestyle factors from 867 males and 866 females participating in the Dutch National Food Consumption Survey (DNFCS) were analysed. K-means, K-medoids, and hierarchical clustering were compared to identify dietary patterns by sex. Six classifiers (naïve Bayes, K-nearest neighbours, decision tree, random forest, support vector machine and xgboost) were used to predict identified dietary patterns based on sociodemographic and lifestyle factors.

Results: After comparison, the optimal clustering method, K-means clustering, identified two distinct dietary patterns for both sexes, i.e. Traditional and Health-conscious patterns. The Traditional pattern was characterised by a higher energy intake and consumption of bread, potatoes, red and processed meat, coffee, fats and oils, and sugary drinks. Conversely, a higher intake of fruit, vegetables, tea, nuts, seeds, and breakfast cereals characterised the Health-conscious pattern. The classification models demonstrated moderate predictive accuracies (60-68%). According to the classifiers, the most important predictors for both sexes were education level, age, and BMI.

Conclusion: Machine learning algorithms can be useful in identifying dietary patterns in population studies. We identified Health-conscious and Traditional patterns in a Dutch population, suggesting tailored public health interventions towards individuals adhering to a Traditional pattern. Future research should improve model validity and reproducibility to enhance its applicability in public health interventions and dietary guidelines.

目的:营养流行病学研究的重点正在从单个营养素转向饮食模式,这对传统的统计方法提出了挑战。在这里,我们的目标是应用各种机器学习算法来识别和预测荷兰人口的饮食模式。方法:对参加荷兰国家食品消费调查(DNFCS)的867名男性和866名女性的食品消费、社会人口和生活方式因素数据进行分析。通过比较k -均值、k -中位数和分层聚类来确定按性别划分的饮食模式。6种分类器(naïve贝叶斯、k近邻、决策树、随机森林、支持向量机和xgboost)用于预测基于社会人口统计学和生活方式因素确定的饮食模式。结果:经过比较,最优聚类方法K-means聚类确定了两种不同的性别饮食模式,即传统模式和健康意识模式。传统饮食模式的特点是高能量摄入和消耗面包、土豆、红肉和加工肉、咖啡、脂肪和油以及含糖饮料。相反,更多地摄入水果、蔬菜、茶、坚果、种子和早餐谷物是健康意识模式的特征。分类模型显示出中等的预测准确度(60-68%)。根据分类器,男女最重要的预测因素是教育水平、年龄和体重指数。结论:机器学习算法在确定人口研究中的饮食模式方面是有用的。我们在荷兰人群中确定了健康意识和传统模式,建议针对坚持传统模式的个人量身定制公共卫生干预措施。未来的研究应提高模型的有效性和可重复性,以增强其在公共卫生干预和饮食指南中的适用性。
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引用次数: 0
期刊
European Journal of Nutrition
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