TY - JOUR
T1 - Drivers of stunting and wasting across serial cross-sectional household surveys of children under 2 years of age in Pakistan
T2 - potential contribution of ecological factors
AU - Islam, Muhammad
AU - Ali, Shaukat
AU - Majeed, Haris
AU - Ali, Rafey
AU - Ahmed, Imran
AU - Soofi, Sajid
AU - Bhutta, Zulfiqar A.
N1 - Publisher Copyright:
© 2025 The Authors
PY - 2025/3
Y1 - 2025/3
N2 - Background: 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. Objectives: 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. Methods: 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. Results: 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. Conclusions: 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.
AB - Background: 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. Objectives: 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. Methods: 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. Results: 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. Conclusions: 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.
KW - Pakistan
KW - agriculture outputs
KW - environmental heat
KW - food security
KW - linear growth
KW - precipitation
KW - risk factors
KW - wasting
UR - https://www.scopus.com/pages/publications/85215960631
U2 - 10.1016/j.ajcnut.2025.01.003
DO - 10.1016/j.ajcnut.2025.01.003
M3 - Article
C2 - 39788298
AN - SCOPUS:85215960631
SN - 0002-9165
VL - 121
SP - 610
EP - 619
JO - American Journal of Clinical Nutrition
JF - American Journal of Clinical Nutrition
IS - 3
ER -