2018
DOI: 10.1177/0962280218790110
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Compositional analysis of dietary patterns

Abstract: Instead of looking at individual nutrients or foods, dietary pattern analysis has emerged as a promising approach to examine the relationship between diet and health outcomes. Despite dietary patterns being compositional (i.e. usually a higher intake of some foods implies that less of other foods are being consumed), compositional data analysis has not yet been applied in this setting. We describe three compositional data analysis approaches (compositional principal component analysis, balances and principal b… Show more

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Cited by 14 publications
(22 citation statements)
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References 58 publications
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“…We performed clustering of dietary data on the percentage of total energy intake from foods consumed, which can account for differences in energy needs (e.g., age, sex, physical activity level) ( 48 ) and provide more interpretable results ( 49 ). In addition, while compositional analysis has recently arisen in the nutrition field ( 50 ), our work employed a similar approach (DMM models), which is used in the microbiome field ( 51 ). This resulted in 5 a posteriori dietary patterns (the DP5) which take into consideration global diet and were best associated with the gut microbiome.…”
Section: Discussionmentioning
confidence: 99%
“…We performed clustering of dietary data on the percentage of total energy intake from foods consumed, which can account for differences in energy needs (e.g., age, sex, physical activity level) ( 48 ) and provide more interpretable results ( 49 ). In addition, while compositional analysis has recently arisen in the nutrition field ( 50 ), our work employed a similar approach (DMM models), which is used in the microbiome field ( 51 ). This resulted in 5 a posteriori dietary patterns (the DP5) which take into consideration global diet and were best associated with the gut microbiome.…”
Section: Discussionmentioning
confidence: 99%
“…In general, healthy dietary patterns can be generally described as those that are rich in health-promoting foods, including plant-based foods, fresh vegetables and fruits, and soybean and soybean products [ 63 ]. Since a typical diet contains a mixture of various foods, the intakes of various foods are positively or negatively correlated with the intakes of others [ 64 ]. In our study, the increase of vegetable intake was associated with the lower intake of rice and the higher intake of soybean and soybean products (Table S 1 ).…”
Section: Discussionmentioning
confidence: 99%
“…This could be due to lack of consideration of the complex interactions and synergies that may exist between combinations of different nutrients and foods [ 16 ]. Furthermore, it is difficult to analyze the role of individual foods because a typical diet is characterized by a mixture of different foods, where an increase in the consumption of some foods will lead to a decrease in the consumption of others [ 17 ]. In this way, the focus of nutritional epidemiology has gradually shifted from single nutrients to dietary patterns [ 18 ].…”
Section: Introductionmentioning
confidence: 99%