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Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns
Background: This study aims to derive habitual dietary patterns of the Portuguese adult population by applying two methodological approaches: a latent class model and a latent transition model. The novel application of the latent transition model allows us to determine the day-to-day variability of...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7823363/ https://www.ncbi.nlm.nih.gov/pubmed/33396483 http://dx.doi.org/10.3390/nu13010133 |
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author | Oliveira, Andreia Lopes, Carla Torres, Duarte Ramos, Elisabete Severo, Milton |
author_facet | Oliveira, Andreia Lopes, Carla Torres, Duarte Ramos, Elisabete Severo, Milton |
author_sort | Oliveira, Andreia |
collection | PubMed |
description | Background: This study aims to derive habitual dietary patterns of the Portuguese adult population by applying two methodological approaches: a latent class model and a latent transition model. The novel application of the latent transition model allows us to determine the day-to-day variability of diet and to calculate the usual prevalence of dietary patterns. Methods: Participants are from the National Food, Nutrition and Physical Activity Survey of the Portuguese population, 2015–2016 (2029 women; 1820 men, aged ≥18 years). Diet was collected by two 24 h dietary recalls (8–15 days apart). Dietary patterns were derived by: (1) a latent class model using the arithmetic mean of food weigh intake, with concomitant variables (age and sex); (2) a latent transition model allowing the transition from one pattern to another, with the same concomitant variables. Results: Six dietary patterns were identified by a latent class model. By using a latent transition model, three dietary patterns were identified: “In-transition to Western” (higher red meat and alcohol intake; followed by middle-aged men), “Western” (higher meats/eggs and energy-dense foods intake; followed by younger men), and “Traditional-Healthier” (higher intake of fruit, vegetables and fish, characteristic of older women). Most individuals followed the same pattern on both days, but around 26% transited between “In-transition to Western” and “Western”. The prevalence of the dietary patterns using a single recall day (40%, 27%, 33%, respectively) is different from the usual prevalence obtained by the latent transition probabilities (48%, 36%, 16%). Conclusion: Three dietary patterns, largely dependent on age and sex, were identified for the Portuguese adult population: “In-transition to Western” (48%), “Western” (36%), and “Traditional-Healthier” (16%), but 26% were transient between patterns. Dietary patterns are, in general, deviating from traditional habits. |
format | Online Article Text |
id | pubmed-7823363 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78233632021-01-24 Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns Oliveira, Andreia Lopes, Carla Torres, Duarte Ramos, Elisabete Severo, Milton Nutrients Article Background: This study aims to derive habitual dietary patterns of the Portuguese adult population by applying two methodological approaches: a latent class model and a latent transition model. The novel application of the latent transition model allows us to determine the day-to-day variability of diet and to calculate the usual prevalence of dietary patterns. Methods: Participants are from the National Food, Nutrition and Physical Activity Survey of the Portuguese population, 2015–2016 (2029 women; 1820 men, aged ≥18 years). Diet was collected by two 24 h dietary recalls (8–15 days apart). Dietary patterns were derived by: (1) a latent class model using the arithmetic mean of food weigh intake, with concomitant variables (age and sex); (2) a latent transition model allowing the transition from one pattern to another, with the same concomitant variables. Results: Six dietary patterns were identified by a latent class model. By using a latent transition model, three dietary patterns were identified: “In-transition to Western” (higher red meat and alcohol intake; followed by middle-aged men), “Western” (higher meats/eggs and energy-dense foods intake; followed by younger men), and “Traditional-Healthier” (higher intake of fruit, vegetables and fish, characteristic of older women). Most individuals followed the same pattern on both days, but around 26% transited between “In-transition to Western” and “Western”. The prevalence of the dietary patterns using a single recall day (40%, 27%, 33%, respectively) is different from the usual prevalence obtained by the latent transition probabilities (48%, 36%, 16%). Conclusion: Three dietary patterns, largely dependent on age and sex, were identified for the Portuguese adult population: “In-transition to Western” (48%), “Western” (36%), and “Traditional-Healthier” (16%), but 26% were transient between patterns. Dietary patterns are, in general, deviating from traditional habits. MDPI 2020-12-31 /pmc/articles/PMC7823363/ /pubmed/33396483 http://dx.doi.org/10.3390/nu13010133 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Oliveira, Andreia Lopes, Carla Torres, Duarte Ramos, Elisabete Severo, Milton Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title | Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title_full | Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title_fullStr | Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title_full_unstemmed | Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title_short | Application of a Latent Transition Model to Estimate the Usual Prevalence of Dietary Patterns |
title_sort | application of a latent transition model to estimate the usual prevalence of dietary patterns |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7823363/ https://www.ncbi.nlm.nih.gov/pubmed/33396483 http://dx.doi.org/10.3390/nu13010133 |
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