Islam Muhammad, Ali Shaukat, Majeed Haris, Ali Rafey, Ahmed Imran, Soofi Sajid, Bhutta Zulfiqar A
Centre for Global Child Health, Hospital for Sick Children, Toronto, Ontario, Canada.
Centre for Global Child Health, Hospital for Sick Children, Toronto, Ontario, Canada; Global Change Impact Studies Centre, Ministry of Climate Change, Islamabad, Pakistan.
Am J Clin Nutr. 2025 Mar;121(3):610-619. doi: 10.1016/j.ajcnut.2025.01.003. Epub 2025 Jan 7.
The impact of direct and indirect drivers on linear growth and wasting in young children is of public health interest. Although the contributions of poverty, maternal education, empowerment, and birth weight to early childhood growth are well recognized, the contribution of environmental factors like heat, precipitation, agriculture outputs, and food security in comparable datasets is less well established.
This study aims to investigate the association of length-for-age z-score (LAZ) and weight-for-length z-score (WLZ) with various indicators among children aged under 2 y in Pakistan using representative household-level nutrition surveys and ecological datasets.
Using geo-tagged metadata from Pakistan's 2011 and 2018 National Nutrition Surveys, anthropometric data from 29,887 children (9231 from 2011 and 20,656 from 2018) were analyzed. Dietary intake and food security data for 140 districts were linked to gridded data on temperature, precipitation and soil moisture, and district measures of agriculture production of edible crops. Multiple linear regressions assessed factors associated with LAZ and WLZ in index children.
LAZ was positively associated with improved socioeconomic conditions (β = 0.06), food security (β = 0.10), birth size (β = 0.26), maternal age (β = 0.02), body mass index (β = 0.02), height (β = 0.02), and dietary score (β = 0.03). Negative associations with LAZ were found for increased temperature, precipitation, diarrhea, household crowding, and parity. Similar patterns were observed with WLZ for higher surface temperatures and precipitation was associated with declines in linear growth, alongside increased diarrhea prevalence and higher maternal parity.
Apart from recognized multifactorial drivers of stunting and wasting among children such as poverty, food insecurity, and maternal undernutrition, our analysis suggests the potential independent association with climatic factors such as heat and excess precipitation over time. These findings underscore the need for further research and the potential integration of climatic mitigation and adaptation with nutrition response strategies.
直接和间接驱动因素对幼儿线性生长和消瘦的影响具有公共卫生意义。尽管贫困、母亲教育程度、赋权和出生体重对幼儿生长的影响已得到充分认识,但在可比数据集中,诸如热量、降水、农业产出和粮食安全等环境因素的影响尚不明确。
本研究旨在利用具有代表性的家庭层面营养调查和生态数据集,调查巴基斯坦2岁以下儿童年龄别身长Z评分(LAZ)和身长别体重Z评分(WLZ)与各种指标之间的关联。
利用巴基斯坦2011年和2018年全国营养调查的地理标记元数据,分析了29887名儿童(2011年9231名,2018年20656名)的人体测量数据。将140个地区的饮食摄入量和粮食安全数据与温度、降水和土壤湿度的网格化数据以及食用作物农业生产的地区测量数据相关联。多元线性回归评估了指数儿童中与LAZ和WLZ相关的因素。
LAZ与社会经济状况改善(β = 0.06)、粮食安全(β = 0.10)、出生大小(β = 0.26)、母亲年龄(β = 0.02)、体重指数(β = 0.02)、身高(β = 0.02)和饮食评分(β = 0.03)呈正相关。LAZ与温度升高、降水增加、腹泻、家庭拥挤和平产呈负相关。对于WLZ,也观察到类似的模式,较高的地表温度和降水与线性生长下降相关,同时腹泻患病率增加和母亲产次较高。
除了贫困、粮食不安全和母亲营养不良等公认的儿童发育迟缓及消瘦的多因素驱动因素外,我们的分析表明,随着时间的推移,热量和过多降水等气候因素可能存在独立关联。这些发现强调了进一步研究的必要性,以及将气候缓解和适应与营养应对策略潜在整合的必要性。