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      Weight-for-Height, Body Fat, and Development in Children in the East Asia and Pacific Region

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          Key Points

          Question

          What is the combined association of weight-for-height z score and body fat with early development in the East Asia and Pacific region?

          Findings

          This cross-sectional study of 6815 children found that compared with children with normal weight and normal body fat, children with low body fat, either with wasting or normal weight, were more likely to have poor total, cognitive, language, and socioemotional development independent of confounding factors.

          Meaning

          These findings reinforce the potential to use body fat, in addition to weight-for-height z score, to identify children who are not on track developmentally.

          Abstract

          This cross-sectional study examines the combined association of weight-for-height z score and body fat with early childhood development in the East Asia and Pacific region.

          Abstract

          Importance

          Weight-for-height z score (WHZ) is a standard indicator of children’s nutritional status even though it does not fully reflect body fat.

          Objective

          To examine the combined association of WHZ and body fat with early development in the East Asia and Pacific region.

          Design, Setting, and Participants

          Children from the East Asia–Pacific Early Child Development Scales validation study, with full data available regarding their nutritional status and outcomes, were included in this cross-sectional analysis. In brief, a multilevel stratified random sampling was used to select representative samples from each participating country in the study. WHZ and body fat were independently trichotomized using established references and were combined to form a 9-category exposure variable. Data collection was performed between 2012 and 2014, and the analyses were conducted in June 2021.

          Main Outcomes and Measures

          The binary outcome variable of not being developmentally on track (hereafter referred to as poor development) was defined as a score less than the 25th percentile in the following domains: cognitive, language, socioemotional, motor development, and total development score. Poisson regression models were used to analyze the associations between the combined categories and poor development, adjusted for sociodemographic factors.

          Results

          A total of 6815 children (mean [SD] age, 4.02 [0.8] years; 3434 girls [50.4%]) had full data available and were included in this study. Compared with children with normal weight and normal fat, those with wasting and low body fat had the highest likelihood of total poor development (prevalence ratio, 1.47; 95% CI, 1.28-1.70), followed by those with normal weight but low fat (prevalence ratio, 1.23; 95% CI, 1.11-1.36). Similar associations were found in language, cognitive, and socioemotional development, but not in motor development.

          Conclusions and Relevance

          Poor development was more commonly found in children with low body fat independent of WHZ (wasted or normal weight). Early public health strategies may consider using a combination of WHZ and body fat as an indicator of poor development.

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          Most cited references20

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          A modified poisson regression approach to prospective studies with binary data.

          G Zou (2004)
          Relative risk is usually the parameter of interest in epidemiologic and medical studies. In this paper, the author proposes a modified Poisson regression approach (i.e., Poisson regression with a robust error variance) to estimate this effect measure directly. A simple 2-by-2 table is used to justify the validity of this approach. Results from a limited simulation study indicate that this approach is very reliable even with total sample sizes as small as 100. The method is illustrated with two data sets.
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            Constructing socio-economic status indices: how to use principal components analysis.

            Theoretically, measures of household wealth can be reflected by income, consumption or expenditure information. However, the collection of accurate income and consumption data requires extensive resources for household surveys. Given the increasingly routine application of principal components analysis (PCA) using asset data in creating socio-economic status (SES) indices, we review how PCA-based indices are constructed, how they can be used, and their validity and limitations. Specifically, issues related to choice of variables, data preparation and problems such as data clustering are addressed. Interpretation of results and methods of classifying households into SES groups are also discussed. PCA has been validated as a method to describe SES differentiation within a population. Issues related to the underlying data will affect PCA and this should be considered when generating and interpreting results.
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              Developmental potential in the first 5 years for children in developing countries

              Summary Many children younger than 5 years in developing countries are exposed to multiple risks, including poverty, malnutrition, poor health, and unstimulating home environments, which detrimentally affect their cognitive, motor, and social-emotional development. There are few national statistics on the development of young children in developing countries. We therefore identified two factors with available worldwide data—the prevalence of early childhood stunting and the number of people living in absolute poverty—to use as indicators of poor development. We show that both indicators are closely associated with poor cognitive and educational performance in children and use them to estimate that over 200 million children under 5 years are not fulfilling their developmental potential. Most of these children live in south Asia and sub-Saharan Africa. These disadvantaged children are likely to do poorly in school and subsequently have low incomes, high fertility, and provide poor care for their children, thus contributing to the intergenerational transmission of poverty.
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                Author and article information

                Journal
                JAMA Netw Open
                JAMA Netw Open
                JAMA Network Open
                American Medical Association
                2574-3805
                6 January 2022
                January 2022
                6 January 2022
                : 5
                : 1
                : e2142458
                Affiliations
                [1 ]Institute of Health and Wellbeing, University of Glasgow, Glasgow, United Kingdom
                [2 ]Faculty of Medicine, Universidad Diego Portales, Santiago, Chile
                [3 ]Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, United Kingdom
                [4 ]Faculty of Education, The University of Hong Kong, Hong Kong
                [5 ]Centre of Exercise Physiology Research, Universidad Mayor, Providencia, Chile
                [6 ]Laboratorio de Rendimiento Humano, Grupo de Estudio en Educación, Actividad Física y Salud, Universidad Católica del Maule, Talca, Chile
                [7 ]Department of Pharmacology and Pharmacy, The University of Hong Kong, Hong Kong
                [8 ]University College London School of Pharmacy, London, United Kingdom
                [9 ]Department of Paediatrics and Adolescent Medicine, Queen Mary Hospital, The University of Hong Kong, Hong Kong
                Author notes
                Article Information
                Accepted for Publication: November 11, 2021.
                Published: January 6, 2022. doi:10.1001/jamanetworkopen.2021.42458
                Open Access: This is an open access article distributed under the terms of the CC-BY License. © 2022 Petermann-Rocha F et al. JAMA Network Open.
                Corresponding Author: Patrick Ip, MPH, MBBS, Department of Paediatrics and Adolescent Medicine, Queen Mary Hospital, The University of Hong Kong, New Clinical Building, Rm 123, Hong Kong ( patricip@ 123456hku.hk ).
                Author Contributions: Drs Petermann-Rocha and Ho had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis. Drs Petermann-Rocha and Rao are joint first authors. Drs Ho and Ip are joint senior authors.
                Concept and design: Petermann-Rocha, Rao, Celis-Morales, Wong, Ho, Ip.
                Acquisition, analysis, or interpretation of data: Petermann-Rocha, Rao, Pell, Ho, Ip.
                Drafting of the manuscript: Petermann-Rocha, Celis-Morales.
                Critical revision of the manuscript for important intellectual content: All authors.
                Statistical analysis: Petermann-Rocha, Celis-Morales, Ho.
                Administrative, technical, or material support: Petermann-Rocha, Rao, Celis-Morales.
                Supervision: Rao, Pell, Wong, Ho, Ip.
                Conflict of Interest Disclosures: None reported.
                Funding/Support: This study was funded by the UNICEF East Asia and Pacific Regional Office, the Asia-Pacific Regional Network for Early Childhood, and the Open Society Foundations.
                Role of the Funder/Sponsor: The funders had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
                Additional Contributions: We thank the participants of the East Asia–Pacific Early Child Development Scales study and all institutes that assisted the study.
                Additional Information: There was no patient involvement in this study and there are no plans to disseminate the results of the research to study participants. The data are available from Dr Rao upon reasonable request.
                Article
                zoi211184
                10.1001/jamanetworkopen.2021.42458
                8739761
                34989793
                84eba566-9f7c-4b8a-837e-cf082e84921b
                Copyright 2022 Petermann-Rocha F et al. JAMA Network Open.

                This is an open access article distributed under the terms of the CC-BY License.

                History
                : 13 August 2021
                : 11 November 2021
                Categories
                Research
                Original Investigation
                Online Only
                Global Health

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