University Grenoble Alpes, Inserm U 1209, CNRS UMR 5309, Team of Environmental Epidemiology applied to Development and Respiratory Health, Institute for Advanced Biosciences, Grenoble, France.
Parc de Recerca Biomèdica de Barcelona (PRBB), ISGlobal-Instituto de Salud Global de Barcelona Campus MAR, 08003, Barcelona, Spain.
Environ Health. 2023 Jul 21;22(1):53. doi: 10.1186/s12940-023-01001-x.
Early-life environmental exposures are suspected to be involved in the development of chronic diseases later in life. Most studies conducted so far considered single or few exposures and single-health parameter. Our study aimed to identify a childhood general health score and assess its association with a wide range of pre- and post-natal environmental exposures.
The analysis is based on 870 children (6-12 years) from six European birth cohorts participating in the Human Early-Life Exposome project. A total of 53 prenatal and 105 childhood environmental factors were considered, including lifestyle, social, urban and chemical exposures. We built a general health score by averaging three sub-scores (cardiometabolic, respiratory/allergy and mental) built from 15 health parameters. By construct, a child with a low score has a low general health status. Penalized multivariable regression through Least Absolute Shrinkage and Selection Operator (LASSO) was fitted in order to identify exposures associated with the general health score.
The results of LASSO show that a lower general health score was associated with maternal passive and active smoking during pregnancy and postnatal exposure to methylparaben, copper, indoor air pollutants, high intake of caffeinated drinks and few contacts with friends and family. Higher child's general health score was associated with prenatal exposure to a bluespace near residency and postnatal exposures to pets, cobalt, high intakes of vegetables and more physical activity. Against our hypotheses, postnatal exposure to organochlorine compounds and perfluorooctanoate were associated with a higher child's general health score.
By using a general health score summarizing the child cardiometabolic, respiratory/allergy and mental health, this study reinforced previously suspected environmental factors associated with various child health parameters (e.g. tobacco, air pollutants) and identified new factors (e.g. pets, bluespace) warranting further investigations.
人们怀疑生命早期的环境暴露与日后的慢性疾病的发展有关。到目前为止,大多数研究都考虑了单一或少数暴露和单一健康参数。我们的研究旨在确定儿童一般健康评分,并评估其与广泛的产前和产后环境暴露的关联。
该分析基于来自六个欧洲出生队列的 870 名儿童(6-12 岁),他们参与了人类早期暴露组学项目。共考虑了 53 种产前和 105 种儿童环境因素,包括生活方式、社会、城市和化学暴露。我们通过从 15 个健康参数中构建三个子评分(心血管代谢、呼吸/过敏和精神)来构建一般健康评分。从结构上讲,得分低的儿童一般健康状况较差。通过最小绝对收缩和选择算子(LASSO)进行惩罚性多变量回归,以确定与一般健康评分相关的暴露因素。
LASSO 的结果表明,一般健康评分较低与母亲怀孕期间被动和主动吸烟以及产后接触甲基对羟基苯甲酸、铜、室内空气污染物、高咖啡因饮料摄入量以及与朋友和家人的接触较少有关。儿童一般健康评分较高与产前接触居住地附近的蓝区以及产后接触宠物、钴、蔬菜摄入量高和更多身体活动有关。与我们的假设相反,产后接触有机氯化合物和全氟辛酸酯与儿童更高的一般健康评分有关。
通过使用综合儿童心血管代谢、呼吸/过敏和心理健康的一般健康评分,本研究加强了先前怀疑与各种儿童健康参数相关的环境因素(例如烟草、空气污染物),并确定了需要进一步调查的新因素(例如宠物、蓝区)。