The Association of Intake of Vitamin Mixtures With Periodontitis: A Machine Learning Approach on NHANES.

IF 3.4 3区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE
Qinglian Zhang, Hanxin Que, Shengming Xu, Leyan Xu, Jian Lin, Hui Deng, Ke Deng, Yi Wang
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引用次数: 0

Abstract

Aims: Previous studies have focused on the association of single vitamin intake with periodontitis. However, the consumption of vitamins is commonly in the form of mixtures. The relationship between the consumption of multiple vitamins and the prevalence of periodontitis needs to be investigated.

Methods: In this cross-sectional study, 8512 participants with full-mouth periodontal examination records and vitamin intake (vitamins A, B1, B2, B6, B12, C, D, E, and K) data from the US National Health and Nutrition Examination Survey (NHANES, 2009-2014) datasets were included. GLM and Bayesian kernel machine regression (BKMR) were used to estimate the association of individual and mixed vitamins with periodontitis, respectively. Sensitivity analyses were performed using mean probing depth and mean clinical attachment loss as continuous indicators of periodontitis severity.

Results: Vitamins A (OR = 0.90, 95% CI: 0.95-0.99) and E (OR = 0.95, 95% CI: 0.93-0.97) were both negatively associated with periodontitis in GLM estimates and BKMR modeling in the context of vitamin mixtures. Moreover, the intake of vitamin mixtures within a certain range (< 75% percentile) was negatively associated with the estimated risk of periodontitis, which was predominantly driven by vitamins A and E. A potential interaction between vitamins A and E in their association with periodontitis was observed. Similar findings were found in sensitive analyses.

Conclusions: BKMR estimates suggested that higher intake of vitamin mixtures might account for decreased odds of periodontitis, with vitamins A and E identified as the most influential factors. Future studies are highly warranted to clarify the underlying mechanisms.

维生素混合物摄入与牙周炎的关系:基于NHANES的机器学习方法。
目的:以前的研究主要集中在单一维生素摄入与牙周炎的关系。然而,维生素的摄入通常是以混合物的形式。多种维生素的摄入与牙周炎患病率之间的关系需要调查。方法:在这项横断面研究中,纳入了8512名有全口牙周检查记录和维生素摄入量(维生素A、B1、B2、B6、B12、C、D、E和K)数据的参与者,这些数据来自美国国家健康与营养检查调查(NHANES, 2009-2014)数据集。GLM和贝叶斯核机回归(BKMR)分别用于估计单独和混合维生素与牙周炎的关系。使用平均探诊深度和平均临床附着丧失作为牙周炎严重程度的连续指标进行敏感性分析。结果:维生素A (OR = 0.90, 95% CI: 0.95-0.99)和E (OR = 0.95, 95% CI: 0.93-0.97)在维生素混合物的GLM估计和BKMR模型中都与牙周炎呈负相关。此外,在一定范围内摄入维生素混合物(结论:BKMR估计表明,摄入更多的维生素混合物可能会降低牙周炎的发病率,维生素a和E被认为是最具影响力的因素。)未来的研究非常有必要澄清潜在的机制。
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来源期刊
Journal of periodontal research
Journal of periodontal research 医学-牙科与口腔外科
CiteScore
6.90
自引率
5.70%
发文量
103
审稿时长
6-12 weeks
期刊介绍: The Journal of Periodontal Research is an international research periodical the purpose of which is to publish original clinical and basic investigations and review articles concerned with every aspect of periodontology and related sciences. Brief communications (1-3 journal pages) are also accepted and a special effort is made to ensure their rapid publication. Reports of scientific meetings in periodontology and related fields are also published. One volume of six issues is published annually.
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