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运用功能主成分分析对孟加拉国一个城市贫民窟队列中儿童的年龄别身高早期生长模式进行特征描述。

Characterizing early child growth patterns of height-for-age in an urban slum cohort of Bangladesh with functional principal component analysis.

作者信息

Zhang Yin, Zhou Jianhui, Niu Feiyang, Donowitz Jeffrey R, Haque Rashidul, Petri William A, Ma Jennie Z

机构信息

Department of Statistics, University of Virginia, Charlottesville, VA, USA.

Division of Pediatric Infectious Diseases, Children's Hospital of Richmond at Virginia Commonwealth University, Richmond, VA, USA.

出版信息

BMC Pediatr. 2017 Mar 21;17(1):84. doi: 10.1186/s12887-017-0831-y.

Abstract

BACKGROUND

Early childhood is a critical stage of physical and cognitive growth that forms the foundation of future wellbeing. Stunted growth is presented in one of every 4 children worldwide and contributes to developmental impairment and under-five mortality. Better understanding of early growth patterns should allow for early detection and intervention in malnutrition. We aimed to characterize early child growth patterns and quantify the change of growth curves from the World Health Organization (WHO) Child Growth Standards.

METHODS

In a cohort of 626 Bangladesh children, longitudinal height-for-age z-scores (HAZ) were modelled over the first 24 months of life using functional principal component analysis (FPCA). Deviation of individual growth from the WHO standards was quantified based on the leading functional principal components (FPCs), and growth faltering was detected as it occurred. The risk factors associated with growth faltering were identified in a linear regression.

RESULTS

Ninety-eight percent of temporal variation in growth trajectories over the first 24 months of life was captured by two leading FPCs (FPC1 for overall growth and FPC2 for change in growth trajectory). A derived index, adj-FPC2, quantified the change in growth trajectory (i.e., growth faltering) relative to the WHO standards. In addition to HAZ at birth, significant risk factors associated with growth faltering in boys included duration of breastfeeding, family size and income and in girls maternal weight and water source.

CONCLUSIONS

The underlying growth patterns of HAZ in the first 2 years of life were delineated with FPCA, and the deviations from the WHO standards were quantified from the two leading FPCs. The adj-FPC2 score provided a meaningful measure of growth faltering in the first 2 years of life, which enabled us to identify the risk factors associated with poor growth that would have otherwise been missed. Understanding faltering patterns and associated risk factors are important in the development of effective intervention strategies to improve childhood growth globally.

TRIAL REGISTRATION

ClinicalTrials.gov Identifier: NCT02734264 , registered 22 March, 2016.

摘要

背景

幼儿期是身体和认知发展的关键阶段,为未来的健康奠定基础。全球每4名儿童中就有1名发育迟缓,这会导致发育障碍和五岁以下儿童死亡。更好地了解早期生长模式有助于早期发现和干预营养不良问题。我们旨在描述幼儿的生长模式,并量化世界卫生组织(WHO)儿童生长标准中生长曲线的变化。

方法

在一组626名孟加拉国儿童中,使用功能主成分分析(FPCA)对出生后头24个月的纵向年龄别身高Z评分(HAZ)进行建模。基于主要功能主成分(FPC)对个体生长偏离WHO标准的情况进行量化,并在生长发育迟缓发生时进行检测。通过线性回归确定与生长发育迟缓相关的风险因素。

结果

出生后头24个月生长轨迹的98%的时间变化由两个主要FPC捕获(FPC1代表总体生长,FPC2代表生长轨迹变化)。一个派生指数adj-FPC2量化了相对于WHO标准的生长轨迹变化(即生长发育迟缓)。除了出生时的HAZ外,与男孩生长发育迟缓相关的显著风险因素包括母乳喂养持续时间、家庭规模和收入,与女孩生长发育迟缓相关的显著风险因素包括母亲体重和水源。

结论

通过FPCA描绘了生命最初2年HAZ的潜在生长模式,并从两个主要FPC中量化了与WHO标准的偏差。adj-FPC2评分提供了生命最初2年生长发育迟缓的有意义指标,使我们能够识别与生长不良相关的风险因素,否则这些因素可能会被遗漏。了解生长发育迟缓模式及其相关风险因素对于制定有效的干预策略以改善全球儿童生长发育至关重要。

试验注册

ClinicalTrials.gov标识符:NCT02734264,于2016年3月22日注册。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f228/5359797/d4c6aed569c9/12887_2017_831_Fig1_HTML.jpg

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