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Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran
BACKGROUND: In this study, we aimed to determine comprehensive maternal characteristics associated with birth weight using Bayesian modeling. MATERIALS AND METHODS: A total of 526 participants were included in this prospective study. Nutritional status, supplement consumption during the pregnancy, d...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Medknow Publications & Media Pvt Ltd
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5629829/ https://www.ncbi.nlm.nih.gov/pubmed/29026423 http://dx.doi.org/10.4103/jrms.JRMS_926_16 |
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author | Mansourian, Marjan Mohammadi, Raziyeh Marateb, Hamid Reza Yazdani, Akram Goodarzi-Khoigani, Masoomeh Molavi, Sajedeh |
author_facet | Mansourian, Marjan Mohammadi, Raziyeh Marateb, Hamid Reza Yazdani, Akram Goodarzi-Khoigani, Masoomeh Molavi, Sajedeh |
author_sort | Mansourian, Marjan |
collection | PubMed |
description | BACKGROUND: In this study, we aimed to determine comprehensive maternal characteristics associated with birth weight using Bayesian modeling. MATERIALS AND METHODS: A total of 526 participants were included in this prospective study. Nutritional status, supplement consumption during the pregnancy, demographic and socioeconomic characteristics, anthropometric measures, physical activity, and pregnancy outcomes were considered as effective variables on the birth weight. Bayesian approach of complex statistical models using Markov chain Monte Carlo approach was used for modeling the data considering the real distribution of the response variable. RESULTS: There was strong positive correlation between infant birth weight and the maternal intake of Vitamin C, folic acid, Vitamin B3, Vitamin A, selenium, calcium, iron, phosphorus, potassium, magnesium as micronutrients, and fiber and protein as macronutrients based on the 95% high posterior density regions for parameters in the Bayesian model. None of the maternal characteristics had statistical association with birth weight. CONCLUSION: Higher maternal macro- and micro-nutrient intake during pregnancy was associated with a lower risk of delivering low birth weight infants. These findings support recommendations to expand intake of nutrients during pregnancy to high level. |
format | Online Article Text |
id | pubmed-5629829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Medknow Publications & Media Pvt Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-56298292017-10-12 Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran Mansourian, Marjan Mohammadi, Raziyeh Marateb, Hamid Reza Yazdani, Akram Goodarzi-Khoigani, Masoomeh Molavi, Sajedeh J Res Med Sci Original Article BACKGROUND: In this study, we aimed to determine comprehensive maternal characteristics associated with birth weight using Bayesian modeling. MATERIALS AND METHODS: A total of 526 participants were included in this prospective study. Nutritional status, supplement consumption during the pregnancy, demographic and socioeconomic characteristics, anthropometric measures, physical activity, and pregnancy outcomes were considered as effective variables on the birth weight. Bayesian approach of complex statistical models using Markov chain Monte Carlo approach was used for modeling the data considering the real distribution of the response variable. RESULTS: There was strong positive correlation between infant birth weight and the maternal intake of Vitamin C, folic acid, Vitamin B3, Vitamin A, selenium, calcium, iron, phosphorus, potassium, magnesium as micronutrients, and fiber and protein as macronutrients based on the 95% high posterior density regions for parameters in the Bayesian model. None of the maternal characteristics had statistical association with birth weight. CONCLUSION: Higher maternal macro- and micro-nutrient intake during pregnancy was associated with a lower risk of delivering low birth weight infants. These findings support recommendations to expand intake of nutrients during pregnancy to high level. Medknow Publications & Media Pvt Ltd 2017-09-26 /pmc/articles/PMC5629829/ /pubmed/29026423 http://dx.doi.org/10.4103/jrms.JRMS_926_16 Text en Copyright: © 2017 Journal of Research in Medical Sciences http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 3.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms. |
spellingShingle | Original Article Mansourian, Marjan Mohammadi, Raziyeh Marateb, Hamid Reza Yazdani, Akram Goodarzi-Khoigani, Masoomeh Molavi, Sajedeh Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title | Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title_full | Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title_fullStr | Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title_full_unstemmed | Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title_short | Comprehensive maternal characteristics associated with birth weight: Bayesian modeling in a prospective cohort study from Iran |
title_sort | comprehensive maternal characteristics associated with birth weight: bayesian modeling in a prospective cohort study from iran |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5629829/ https://www.ncbi.nlm.nih.gov/pubmed/29026423 http://dx.doi.org/10.4103/jrms.JRMS_926_16 |
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