Cargando…

Analysis of heterogeneous growth changes in longitudinal height of children

BACKGROUND: There have been methodologies developed for a wide range of longitudinal data types; nevertheless, the conventional growth study is restricted if individuals in the sample have heterogeneous growth trajectories across time. Using growth mixture modeling approaches, we aimed to investigat...

Descripción completa

Detalles Bibliográficos
Autores principales: Wake, Senahara Korsa, Zewotir, Temesgen, Muluneh, Essey Kebede
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10410835/
https://www.ncbi.nlm.nih.gov/pubmed/37553690
http://dx.doi.org/10.1186/s41043-023-00425-y
_version_ 1785086537910714368
author Wake, Senahara Korsa
Zewotir, Temesgen
Muluneh, Essey Kebede
author_facet Wake, Senahara Korsa
Zewotir, Temesgen
Muluneh, Essey Kebede
author_sort Wake, Senahara Korsa
collection PubMed
description BACKGROUND: There have been methodologies developed for a wide range of longitudinal data types; nevertheless, the conventional growth study is restricted if individuals in the sample have heterogeneous growth trajectories across time. Using growth mixture modeling approaches, we aimed to investigate group-level heterogeneities in the growth trajectories of children aged 1 to 15 years. METHOD: This longitudinal study examined group-level growth heterogeneities in a sample of 3401 males and 3200 females. Data were analyzed using growth mixture modeling approaches. RESULTS: We examined different trajectories of growth change in children across four low- and middle-income countries using a data-driven growth mixture modeling technique. The study identified two-group trajectories: the most male samples group (n = 4260, 69.7%) and the most female samples group (n = 2341, 81.6%). The findings show that the two groups had different growth trajectories. Gender and country differences were shown to be related to growth factors; however, the association varied depending on the trajectory group. In both latent groups, females tended to have lower growth factors (initial height and rate of growth) than their male counterparts. Compared with children from Ethiopia, children from Peru and Vietnam tended to exhibit faster growth in height over time: In contrast, children from India showed a lower rate of change in both latent groups than that of children from Ethiopia. CONCLUSIONS: The height of children in four low- and middle-income countries showed heterogeneous changes over time with two different groups of growth trajectories.
format Online
Article
Text
id pubmed-10410835
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-104108352023-08-10 Analysis of heterogeneous growth changes in longitudinal height of children Wake, Senahara Korsa Zewotir, Temesgen Muluneh, Essey Kebede J Health Popul Nutr Research BACKGROUND: There have been methodologies developed for a wide range of longitudinal data types; nevertheless, the conventional growth study is restricted if individuals in the sample have heterogeneous growth trajectories across time. Using growth mixture modeling approaches, we aimed to investigate group-level heterogeneities in the growth trajectories of children aged 1 to 15 years. METHOD: This longitudinal study examined group-level growth heterogeneities in a sample of 3401 males and 3200 females. Data were analyzed using growth mixture modeling approaches. RESULTS: We examined different trajectories of growth change in children across four low- and middle-income countries using a data-driven growth mixture modeling technique. The study identified two-group trajectories: the most male samples group (n = 4260, 69.7%) and the most female samples group (n = 2341, 81.6%). The findings show that the two groups had different growth trajectories. Gender and country differences were shown to be related to growth factors; however, the association varied depending on the trajectory group. In both latent groups, females tended to have lower growth factors (initial height and rate of growth) than their male counterparts. Compared with children from Ethiopia, children from Peru and Vietnam tended to exhibit faster growth in height over time: In contrast, children from India showed a lower rate of change in both latent groups than that of children from Ethiopia. CONCLUSIONS: The height of children in four low- and middle-income countries showed heterogeneous changes over time with two different groups of growth trajectories. BioMed Central 2023-08-08 /pmc/articles/PMC10410835/ /pubmed/37553690 http://dx.doi.org/10.1186/s41043-023-00425-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Wake, Senahara Korsa
Zewotir, Temesgen
Muluneh, Essey Kebede
Analysis of heterogeneous growth changes in longitudinal height of children
title Analysis of heterogeneous growth changes in longitudinal height of children
title_full Analysis of heterogeneous growth changes in longitudinal height of children
title_fullStr Analysis of heterogeneous growth changes in longitudinal height of children
title_full_unstemmed Analysis of heterogeneous growth changes in longitudinal height of children
title_short Analysis of heterogeneous growth changes in longitudinal height of children
title_sort analysis of heterogeneous growth changes in longitudinal height of children
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10410835/
https://www.ncbi.nlm.nih.gov/pubmed/37553690
http://dx.doi.org/10.1186/s41043-023-00425-y
work_keys_str_mv AT wakesenaharakorsa analysisofheterogeneousgrowthchangesinlongitudinalheightofchildren
AT zewotirtemesgen analysisofheterogeneousgrowthchangesinlongitudinalheightofchildren
AT mulunehesseykebede analysisofheterogeneousgrowthchangesinlongitudinalheightofchildren