{"title":"Vitamin D and Cognitive Performance in Older Adults: A Cross-Sectional and Mendelian Randomization Study.","authors":"Pei-Ying Li, Nan-Xi Li, Bin Zhang","doi":"10.5152/alphapsychiatry.2024.231486","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Cognitive decline is a prevalent health problem in older adults, and effective treatments remain to be produced. Serum vitamin D, a commonly used biochemical marker, is widely recognized as an indicator of various diseases. Existing research has not fully elucidated the relationship between vitamin D and cognitive function. The aim of this study is to investigate the real relationship between vitamin D and cognitive function and to identify indicators that have a strong predictive effect on cognitive decline.</p><p><strong>Methods: </strong>At first, we used the dataset of the genome-wide association studies studying vitamin D and cognitive performance to conduct Mendelian randomization analysis. Subsequently, we employed linear regression and smooth curve fitting methods to assess the relationship using the National Health and Nutrition Examination Survey data. Finally, we investigated other predictive features of cognitive performance utilizing a machine learning model.</p><p><strong>Results: </strong>We found that a 1-unit increase in vitamin D is associated with a 6.51% reduction (<i>P</i> < .001) in the risk of cognitive decline. The correlation between vitamin D and cognitive performance is nonlinear, with the inflection point at 79.9 nmol/L (left: <i>β</i> = 0.043, <i>P</i> < .001; right: <i>β</i> = -0.007, <i>P</i> = .420). In machine learning, the top 5 predictors are vitamin D, weight, height, age, and body mass index.</p><p><strong>Conclusion: </strong>There is a causal relationship between vitamin D and cognitive performance. 79.9 nmol/L could be the optimal dose for vitamin D supplementation in the elderly. Further consideration of other factors in vitamin D interventions is necessary.</p>","PeriodicalId":72151,"journal":{"name":"Alpha psychiatry","volume":null,"pages":null},"PeriodicalIF":1.3000,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11322728/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Alpha psychiatry","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5152/alphapsychiatry.2024.231486","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Cognitive decline is a prevalent health problem in older adults, and effective treatments remain to be produced. Serum vitamin D, a commonly used biochemical marker, is widely recognized as an indicator of various diseases. Existing research has not fully elucidated the relationship between vitamin D and cognitive function. The aim of this study is to investigate the real relationship between vitamin D and cognitive function and to identify indicators that have a strong predictive effect on cognitive decline.
Methods: At first, we used the dataset of the genome-wide association studies studying vitamin D and cognitive performance to conduct Mendelian randomization analysis. Subsequently, we employed linear regression and smooth curve fitting methods to assess the relationship using the National Health and Nutrition Examination Survey data. Finally, we investigated other predictive features of cognitive performance utilizing a machine learning model.
Results: We found that a 1-unit increase in vitamin D is associated with a 6.51% reduction (P < .001) in the risk of cognitive decline. The correlation between vitamin D and cognitive performance is nonlinear, with the inflection point at 79.9 nmol/L (left: β = 0.043, P < .001; right: β = -0.007, P = .420). In machine learning, the top 5 predictors are vitamin D, weight, height, age, and body mass index.
Conclusion: There is a causal relationship between vitamin D and cognitive performance. 79.9 nmol/L could be the optimal dose for vitamin D supplementation in the elderly. Further consideration of other factors in vitamin D interventions is necessary.
背景:认知能力下降是老年人普遍存在的健康问题,而有效的治疗方法仍有待开发。血清维生素 D 是一种常用的生化指标,被广泛认为是各种疾病的指示剂。现有研究尚未完全阐明维生素 D 与认知功能之间的关系。本研究旨在探究维生素 D 与认知功能之间的真实关系,并找出对认知功能下降有较强预测作用的指标:首先,我们利用维生素 D 与认知能力的全基因组关联研究数据集进行孟德尔随机分析。随后,我们采用线性回归和平滑曲线拟合方法,利用美国国家健康与营养调查数据评估了两者之间的关系。最后,我们利用机器学习模型研究了认知能力的其他预测特征:我们发现,维生素 D 每增加 1 个单位,认知能力下降的风险就会降低 6.51%(P < .001)。维生素 D 与认知能力之间的相关性是非线性的,拐点在 79.9 nmol/L(左:β = 0.043,P < .001;右:β = -0.007,P = .420)。在机器学习中,前 5 个预测因子是维生素 D、体重、身高、年龄和体重指数:结论:维生素 D 与认知能力之间存在因果关系。79.9 nmol/L 可能是老年人补充维生素 D 的最佳剂量。有必要进一步考虑维生素 D 干预的其他因素。