Cargando…

Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh

INTRODUCTION: WHO has set a goal to reduce the prevalence of stunted child growth by 40% by the year 2025. To reach this goal, it is imperative to establish the relative importance of risk factors for stunting to deliver appropriate interventions. Currently, most interventions take place in late inf...

Descripción completa

Detalles Bibliográficos
Autores principales: Svefors, Pernilla, Sysoev, Oleg, Ekstrom, Eva-Charlotte, Persson, Lars Ake, Arifeen, Shams E, Naved, Ruchira T, Rahman, Anisur, Khan, Ashraful Islam, Selling, Katarina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6687011/
https://www.ncbi.nlm.nih.gov/pubmed/31383692
http://dx.doi.org/10.1136/bmjopen-2018-025154
_version_ 1783442660685512704
author Svefors, Pernilla
Sysoev, Oleg
Ekstrom, Eva-Charlotte
Persson, Lars Ake
Arifeen, Shams E
Naved, Ruchira T
Rahman, Anisur
Khan, Ashraful Islam
Selling, Katarina
author_facet Svefors, Pernilla
Sysoev, Oleg
Ekstrom, Eva-Charlotte
Persson, Lars Ake
Arifeen, Shams E
Naved, Ruchira T
Rahman, Anisur
Khan, Ashraful Islam
Selling, Katarina
author_sort Svefors, Pernilla
collection PubMed
description INTRODUCTION: WHO has set a goal to reduce the prevalence of stunted child growth by 40% by the year 2025. To reach this goal, it is imperative to establish the relative importance of risk factors for stunting to deliver appropriate interventions. Currently, most interventions take place in late infancy and early childhood. This study aimed to identify the most critical prenatal and postnatal determinants of linear growth 0–24 months and the risk factors for stunting at 2 years, and to identify subgroups with different growth trajectories and levels of stunting at 2 years. METHODS: Conditional inference tree-based methods were applied to the extensive Maternal and Infant Nutrition Interventions in Matlab trial database with 309 variables of 2723 children, their parents and living conditions, including socioeconomic, nutritional and other biological characteristics of the parents; maternal exposure to violence; household food security; breast and complementary feeding; and measurements of morbidity of the mothers during pregnancy and repeatedly of their children up to 24 months of age. Child anthropometry was measured monthly from birth to 12 months, thereafter quarterly to 24 months. RESULTS: Birth length and weight were the most critical factors for linear growth 0–24 months and stunting at 2 years, followed by maternal anthropometry and parental education. Conditions after birth, such as feeding practices and morbidity, were less strongly associated with linear growth trajectories and stunting at 2 years. CONCLUSION: The results of this study emphasise the benefit of interventions before conception and during pregnancy to reach a substantial reduction in stunting.
format Online
Article
Text
id pubmed-6687011
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher BMJ Publishing Group
record_format MEDLINE/PubMed
spelling pubmed-66870112019-08-23 Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh Svefors, Pernilla Sysoev, Oleg Ekstrom, Eva-Charlotte Persson, Lars Ake Arifeen, Shams E Naved, Ruchira T Rahman, Anisur Khan, Ashraful Islam Selling, Katarina BMJ Open Global Health INTRODUCTION: WHO has set a goal to reduce the prevalence of stunted child growth by 40% by the year 2025. To reach this goal, it is imperative to establish the relative importance of risk factors for stunting to deliver appropriate interventions. Currently, most interventions take place in late infancy and early childhood. This study aimed to identify the most critical prenatal and postnatal determinants of linear growth 0–24 months and the risk factors for stunting at 2 years, and to identify subgroups with different growth trajectories and levels of stunting at 2 years. METHODS: Conditional inference tree-based methods were applied to the extensive Maternal and Infant Nutrition Interventions in Matlab trial database with 309 variables of 2723 children, their parents and living conditions, including socioeconomic, nutritional and other biological characteristics of the parents; maternal exposure to violence; household food security; breast and complementary feeding; and measurements of morbidity of the mothers during pregnancy and repeatedly of their children up to 24 months of age. Child anthropometry was measured monthly from birth to 12 months, thereafter quarterly to 24 months. RESULTS: Birth length and weight were the most critical factors for linear growth 0–24 months and stunting at 2 years, followed by maternal anthropometry and parental education. Conditions after birth, such as feeding practices and morbidity, were less strongly associated with linear growth trajectories and stunting at 2 years. CONCLUSION: The results of this study emphasise the benefit of interventions before conception and during pregnancy to reach a substantial reduction in stunting. BMJ Publishing Group 2019-08-05 /pmc/articles/PMC6687011/ /pubmed/31383692 http://dx.doi.org/10.1136/bmjopen-2018-025154 Text en © Author(s) (or their employer(s)) 2019. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/.
spellingShingle Global Health
Svefors, Pernilla
Sysoev, Oleg
Ekstrom, Eva-Charlotte
Persson, Lars Ake
Arifeen, Shams E
Naved, Ruchira T
Rahman, Anisur
Khan, Ashraful Islam
Selling, Katarina
Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title_full Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title_fullStr Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title_full_unstemmed Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title_short Relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the MINIMat cohort, Bangladesh
title_sort relative importance of prenatal and postnatal determinants of stunting: data mining approaches to the minimat cohort, bangladesh
topic Global Health
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6687011/
https://www.ncbi.nlm.nih.gov/pubmed/31383692
http://dx.doi.org/10.1136/bmjopen-2018-025154
work_keys_str_mv AT sveforspernilla relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT sysoevoleg relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT ekstromevacharlotte relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT perssonlarsake relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT arifeenshamse relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT navedruchirat relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT rahmananisur relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT khanashrafulislam relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh
AT sellingkatarina relativeimportanceofprenatalandpostnataldeterminantsofstuntingdataminingapproachestotheminimatcohortbangladesh