ISGlobal, Barcelona, Spain; Universitat Pompeu Fabra (UPF), Barcelona, Spain; CIBER Epidemiologa y Salud Pública (CIBERESP), Madrid, Spain.
ISGlobal, Barcelona, Spain; CIBER Epidemiologa y Salud Pública (CIBERESP), Madrid, Spain; Institut d'Investigació Sanitària Pere Virgili (IISPV), Hospital Universitari Sant Joan de Reus, Reus, Spain.
Environ Int. 2021 Aug;153:106523. doi: 10.1016/j.envint.2021.106523. Epub 2021 Mar 25.
Environmental exposures in early life influence the development of behavioral outcomes in children, but research has not considered multiple exposures. We therefore aimed to investigate the impact of a broad spectrum of pre- and postnatal environmental exposures on child behavior.
We used data from the HELIX (Human Early Life Exposome) project, which was based on six longitudinal population-based birth cohorts in Europe. At 6-11 years, children underwent a follow-up to characterize their exposures and assess behavioral problems. We measured 88 prenatal and 123 childhood environmental factors, including outdoor, indoor, chemical, lifestyle and social exposures. Parent-reported behavioral problems included (1) internalizing, (2) externalizing scores, using the child behavior checklist (CBCL), and (3) the Conner's Attention Deficit Hyperactivity Disorder (ADHD) index, all outcomes being discrete raw counts. We applied LASSO penalized negative binomial regression models to identify which exposures were associated with the outcomes, while adjusting for co-exposures. In the 1287 children (mean age 8.0 years), 7.3% had a neuropsychiatric medical diagnosis according to parent's reports. During pregnancy, smoking and car traffic showing the strongest associations (e.g. smoking with ADHD index, aMR:1.31 [1.09; 1.59]) among the 13 exposures selected by LASSO, for at least one of the outcomes. During childhood, longer sleep duration, healthy diet and higher family social capital were associated with reduced scores whereas higher exposure to lead, copper, indoor air pollution, unhealthy diet were associated with increased scores. Unexpected decreases in behavioral scores were found with polychlorinated biphenyls (PCBs) and organophosphate (OP) pesticides.
Our systematic exposome approach identified several environmental contaminants and healthy lifestyle habits that may influence behavioral problems in children. Modifying environmental exposures early in life may limit lifetime mental health risk.
儿童生命早期的环境暴露会影响其行为结果的发展,但目前的研究尚未考虑多种暴露因素。因此,本研究旨在调查广泛的产前和产后环境暴露对儿童行为的影响。
我们使用了欧洲六个纵向基于人群的出生队列的 HELIX(人类早期外显子组)项目的数据。在 6-11 岁时,儿童接受了随访以描述其暴露情况并评估行为问题。我们测量了 88 种产前和 123 种儿童期环境因素,包括户外、室内、化学、生活方式和社会暴露。父母报告的行为问题包括:(1)使用儿童行为检查表(CBCL)评估的内化问题,(2)外化问题,以及(3)Conner's 注意力缺陷多动障碍(ADHD)指数,所有结果均为离散原始计数。我们应用 LASSO 惩罚负二项回归模型来识别与结果相关的暴露因素,同时调整了共暴露因素。在 1287 名儿童(平均年龄 8.0 岁)中,根据父母的报告,有 7.3%的儿童被诊断出患有神经精神疾病。在怀孕期间,吸烟和汽车交通与 ADHD 指数的关联最强(例如,吸烟与 ADHD 指数的比值比[aMR]为 1.31[1.09;1.59]),这是 LASSO 选择的 13 种暴露因素中的至少一种。在儿童时期,睡眠时间较长、饮食健康和家庭社会资本较高与评分降低有关,而更多接触铅、铜、室内空气污染、不健康饮食与评分增加有关。多氯联苯(PCBs)和有机磷(OP)农药的存在与行为评分的意外下降有关。
我们系统的外显子组方法确定了一些环境污染物和健康的生活方式习惯,这些因素可能会影响儿童的行为问题。早期改变环境暴露可能会限制终生的心理健康风险。