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偏最小二乘法在识别骨骼健康饮食模式中的应用。

An application of partial least squares for identifying dietary patterns in bone health.

作者信息

Yang Tiffany C, Aucott Lorna S, Duthie Garry G, Macdonald Helen M

机构信息

Department of Health Sciences, University of York, Seebohm Rowntree, York, YO10 5DD, UK.

Health Sciences Building, University of Aberdeen, Foresterhill, Aberdeen, AB25 2ZD, UK.

出版信息

Arch Osteoporos. 2017 Dec;12(1):63. doi: 10.1007/s11657-017-0355-y. Epub 2017 Jul 12.

Abstract

UNLABELLED

In a large cohort of older women, a mechanism-driven statistical technique for assessing dietary patterns that considers a potential nutrient pathway found two dietary patterns associated with lumbar spine and femoral neck bone mineral density. A "healthy" dietary pattern was observed to be beneficial for bone mineral density.

INTRODUCTION

Dietary patterns represent a broader, more realistic representation of how foods are consumed, compared to individual food or nutrient analyses. Partial least-squares (PLS) is a data-reduction technique for identifying dietary patterns that maximizes correlation between foods and nutrients hypothesized to be on the path to disease, is more hypothesis-driven than previous methods, and has not been applied to the study of dietary patterns in relation to bone health.

METHODS

Women from the Aberdeen Prospective Osteoporosis Screening Study (2007-2011, n = 2129, age = 66 years (2.2)) provided dietary intake using a food frequency questionnaire; 37 food groups were created. We applied PLS to the 37 food groups and 9 chosen response variables (calcium, potassium, vitamin C, vitamin D, protein, alcohol, magnesium, phosphorus, zinc) to identify dietary patterns associated with bone mineral density (BMD) cross-sectionally. Multivariable regression was used to assess the relationship between the retained dietary patterns and BMD at the lumbar spine and femoral neck, adjusting for age, body mass index, physical activity level, smoking, and national deprivation category.

RESULTS

Five dietary patterns were identified, explaining 25% of the variation in food groups and 77% in the response variables. Two dietary patterns were positively associated with lumbar spine (per unit increase in factor 2: 0.012 g/cm [95% CI: 0.006, 0.01]; factor 4: 0.007 g/cm [95% CI: 0.00001, 0.01]) and femoral neck (factor 2: 0.006 g/cm [95% CI: 0.002, 0.01]; factor 4: 0.008 g/cm [95% CI: 0.003, 0.01)]) BMD. Dietary pattern 2 was characterized by high intakes of milk, vegetables, fruit and vegetable juices, and wine, and low intakes of processed meats, cheese, biscuits, cakes, puddings, confectionary, sweetened fizzy drinks and spirits while dietary pattern 4 was characterized by high intakes of fruits, red and white meats, and wine, and low intakes of vegetables and sweet spreads.

CONCLUSION

Our findings using a robust statistical technique provided important support to initiatives focusing on what constitutes a healthy diet and its implications.

摘要

未标注

在一大群老年女性中,一种基于机制的统计技术用于评估饮食模式,该技术考虑了潜在的营养途径,发现了两种与腰椎和股骨颈骨矿物质密度相关的饮食模式。观察到一种“健康”的饮食模式对骨矿物质密度有益。

引言

与单独的食物或营养分析相比,饮食模式更广泛、更真实地反映了食物的摄入方式。偏最小二乘法(PLS)是一种数据简化技术,用于识别饮食模式,它能使假设与疾病发生途径相关的食物和营养之间的相关性最大化,比以前的方法更具假设驱动性,且尚未应用于与骨骼健康相关的饮食模式研究。

方法

来自阿伯丁前瞻性骨质疏松症筛查研究(2007 - 2011年,n = 2129,年龄 = 66岁(2.2))的女性使用食物频率问卷提供饮食摄入量;创建了37个食物组。我们将PLS应用于37个食物组和9个选定的反应变量(钙、钾、维生素C、维生素D、蛋白质、酒精、镁、磷、锌),以横断面方式识别与骨矿物质密度(BMD)相关的饮食模式。使用多变量回归评估保留的饮食模式与腰椎和股骨颈BMD之间的关系,并对年龄、体重指数、身体活动水平、吸烟情况和国家贫困类别进行了调整。

结果

识别出五种饮食模式,解释了食物组中25%的变异和反应变量中77%的变异。两种饮食模式与腰椎(因子2每单位增加:0.012 g/cm [95% CI:0.006,0.01];因子4:0.007 g/cm [95% CI:0.00001,0.01])和股骨颈(因子2:0.006 g/cm [95% CI:0.002,0.01];因子4:0.008 g/cm [95% CI:0.003,0.01])BMD呈正相关。饮食模式2的特点是牛奶、蔬菜、果汁和葡萄酒摄入量高,加工肉类、奶酪、饼干、蛋糕、布丁、糖果、甜味汽水和烈酒摄入量低,而饮食模式4的特点是水果、红肉和白肉以及葡萄酒摄入量高,蔬菜和甜味酱摄入量低。

结论

我们使用稳健统计技术的研究结果为关注健康饮食构成及其影响的倡议提供了重要支持。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/772d/5506508/66508178a811/11657_2017_355_Fig1_HTML.jpg

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