Multilevel analysis of unhealthy bodyweight among women in Malawi: Does urbanisation matter?
Open Access
- 29 March 2021
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 16 (3) , e0249289
Abstract
Background: Underweight and overweight constitute unhealthy bodyweight and their coexistence is symptomatic of the dual burden of malnutrition (DBM) of high public health concern in many sub-Saharan Africa countries. Little is known about DBM and its correlates in Malawi, a country undergoing urbanisation. The study examined net effects of urban residence on unhealthy weights amidst individual- and community-level factors among women in Malawi. Methods: Data on 7231 women aged 15–49 years nested within 850 communities extracted from 2015–16 Malawi Demographic and Health Survey were analysed. Women’s weight status measured by body mass index, operationally categorised as underweight, normal and overweight, was the outcome variable while urban-rural residence was the main explanatory variable. Multilevel multinomial logistic regression analysis was employed at 5% significant level; the relative-risk ratio (RR) and its 95% confidence interval (CI) were presented. Results: Urban residents had a significantly higher prevalence of overweight than rural (36.4% vs. 17.2%; p< 0.001) but a -non-significant lower prevalence of underweight (6.2% vs. 7.4%; p = 0.423). Having adjusted for both individual- and community-level covariates, compared to rural, living in urban (aRR = 1.25; CI: 1.02–1.53) accounted for about 25% higher risk of being overweight relative to normal weight. Higher education attainment, being married and belonging to Chewa, Lomwe or Mang’anja ethnic group significantly reduced the risk of being underweight but heightened the risk of being overweight. Being older and living in wealthier households respectively accounted for about 3- and 2-times higher likelihood of being overweight, while breastfeeding (aRR = 0.65; CI: 0.55–0.76) was protective against overweight. Living in communities with higher poverty and higher education levels reduced and increased the risk of being overweight, respectively. Evidence of community’s variability in unhealthy weights was observed in that 11.1% and 3.0% respectively of the variance in the likelihood of being overweight and underweight occurred across communities. Conclusions: The study demonstrated association between urban residence and women overweight. Other important associated factors of overweight included breastfeeding, community education- and poverty-level, while education attainment, marital status and ethnicity were associated with the dual unhealthy weight. Thus, both individual- and community-level characteristics are important considerations for policy makers in designing interventions to address DBM in Malawi.Keywords
This publication has 44 references indexed in Scilit:
- Double burden of malnutrition: increasing overweight and obesity and stall underweight trends among Ghanaian womenBMC Public Health, 2015
- Recent Underweight and Overweight Trends by Rural–Urban Residence among Women in Low- and Middle-Income Countries,The Journal of Nutrition, 2015
- Mortality risk associated with underweight: a census-linked cohort of 31,578 individuals with up to 32 years of follow-upBMC Public Health, 2014
- Associations Between Macrolevel Economic Factors and Weight Distributions in Low- and Middle-Income Countries: A Multilevel Analysis of 200 000 Adults in 40 CountriesAmerican Journal of Public Health, 2014
- Maternal and child undernutrition and overweight in low-income and middle-income countriesThe Lancet, 2013
- Urban-rural differences in BMI in low- and middle-income countries: the role of socioeconomic statusThe American Journal of Clinical Nutrition, 2013
- Malnutrition in Sub-Saharan Africa: burden, causes and prospectsPan African Medical Journal, 2013
- Anthropometric measurements and prevalence of underweight, overweight and obesity in adult Malawians: nationwide population based NCD STEPS surveyPan African Medical Journal, 2013
- Impact of small group size on neighbourhood influences in multilevel modelsJournal of Epidemiology and Community Health, 2010
- Geography of underweight and overweight among women in India: A multilevel analysis of 3204 neighborhoods in 26 statesEconomics & Human Biology, 2008