Cargando…

Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis

BACKGROUND: Anaemia during pregnancy and at delivery is an important public health problem in low- and middle-income countries. Its association with the children’s haemoglobin level over time remains unclear. Our goals were to identify distinct haemoglobin level trajectories using latent class analy...

Descripción completa

Detalles Bibliográficos
Autores principales: Koura, Kobto G., Ouédraogo, Smaïla, Cottrell, Gilles, Le Port, Agnès, Massougbodji, Achille, Garcia, André
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3503763/
https://www.ncbi.nlm.nih.gov/pubmed/23185556
http://dx.doi.org/10.1371/journal.pone.0050136
_version_ 1782250503036469248
author Koura, Kobto G.
Ouédraogo, Smaïla
Cottrell, Gilles
Le Port, Agnès
Massougbodji, Achille
Garcia, André
author_facet Koura, Kobto G.
Ouédraogo, Smaïla
Cottrell, Gilles
Le Port, Agnès
Massougbodji, Achille
Garcia, André
author_sort Koura, Kobto G.
collection PubMed
description BACKGROUND: Anaemia during pregnancy and at delivery is an important public health problem in low- and middle-income countries. Its association with the children’s haemoglobin level over time remains unclear. Our goals were to identify distinct haemoglobin level trajectories using latent class analysis and to assess the association between these trajectories and maternal anaemia and other risk factors. METHOD: A prospective study of children from birth to 18 months of life was conducted in a rural setting in Tori-Bossito, Benin. The main outcome measure was the haemoglobin levels repeatedly measured at 3, 6, 9, 12, 15 and 18 months. Variables were collected from the mothers at delivery and from their children at birth and during the follow-up. The analyses were performed by means of Latent Class Analysis which has never been used for this kind of data. All the analyses were performed with Stata software, version 11.0, using the generalized linear latent and mixed model (GLLAMM) framework. RESULTS: We showed that 33.7% of children followed a low haemoglobin trajectory and 66.3% a high trajectory during the first 18 months of life. Newborn anaemia, placental malaria, malaria attack, sickle cell trait and male gender were significantly associated with a lower children’s haemoglobin level over time, whereas maternal age, children living in a polygamous family and with good feeding practices had a higher Hb level in the first18 months. We also showed that maternal anaemia was a predictor for ‘low haemoglobin level trajectory’ group membership but have no significant effect on children haemoglobin level over time. CONCLUSION: Latent Class Analyses framework seems well suited to analyse longitudinal data under the hypothesis that different subpopulations of subjects are present in the data, each with its own set of parameters, with distinctive evolutions that themselves may reflect distinctive aetiologies.
format Online
Article
Text
id pubmed-3503763
institution National Center for Biotechnology Information
language English
publishDate 2012
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-35037632012-11-26 Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis Koura, Kobto G. Ouédraogo, Smaïla Cottrell, Gilles Le Port, Agnès Massougbodji, Achille Garcia, André PLoS One Research Article BACKGROUND: Anaemia during pregnancy and at delivery is an important public health problem in low- and middle-income countries. Its association with the children’s haemoglobin level over time remains unclear. Our goals were to identify distinct haemoglobin level trajectories using latent class analysis and to assess the association between these trajectories and maternal anaemia and other risk factors. METHOD: A prospective study of children from birth to 18 months of life was conducted in a rural setting in Tori-Bossito, Benin. The main outcome measure was the haemoglobin levels repeatedly measured at 3, 6, 9, 12, 15 and 18 months. Variables were collected from the mothers at delivery and from their children at birth and during the follow-up. The analyses were performed by means of Latent Class Analysis which has never been used for this kind of data. All the analyses were performed with Stata software, version 11.0, using the generalized linear latent and mixed model (GLLAMM) framework. RESULTS: We showed that 33.7% of children followed a low haemoglobin trajectory and 66.3% a high trajectory during the first 18 months of life. Newborn anaemia, placental malaria, malaria attack, sickle cell trait and male gender were significantly associated with a lower children’s haemoglobin level over time, whereas maternal age, children living in a polygamous family and with good feeding practices had a higher Hb level in the first18 months. We also showed that maternal anaemia was a predictor for ‘low haemoglobin level trajectory’ group membership but have no significant effect on children haemoglobin level over time. CONCLUSION: Latent Class Analyses framework seems well suited to analyse longitudinal data under the hypothesis that different subpopulations of subjects are present in the data, each with its own set of parameters, with distinctive evolutions that themselves may reflect distinctive aetiologies. Public Library of Science 2012-11-21 /pmc/articles/PMC3503763/ /pubmed/23185556 http://dx.doi.org/10.1371/journal.pone.0050136 Text en © 2012 Koura et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Koura, Kobto G.
Ouédraogo, Smaïla
Cottrell, Gilles
Le Port, Agnès
Massougbodji, Achille
Garcia, André
Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title_full Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title_fullStr Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title_full_unstemmed Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title_short Maternal Anaemia at Delivery and Haemoglobin Evolution in Children during Their First 18 Months of Life Using Latent Class Analysis
title_sort maternal anaemia at delivery and haemoglobin evolution in children during their first 18 months of life using latent class analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3503763/
https://www.ncbi.nlm.nih.gov/pubmed/23185556
http://dx.doi.org/10.1371/journal.pone.0050136
work_keys_str_mv AT kourakobtog maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis
AT ouedraogosmaila maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis
AT cottrellgilles maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis
AT leportagnes maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis
AT massougbodjiachille maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis
AT garciaandre maternalanaemiaatdeliveryandhaemoglobinevolutioninchildrenduringtheirfirst18monthsoflifeusinglatentclassanalysis