The team then examined the relationship between meteorological and environmental factors and childhood malnutrition outcomes. Using data from the National Oceanic and Atmospheric Administration and NASA, they looked at factors such as rainfall, temperature and drought at a village level, from 12 months before the child’s birth to when they were born.
“With this data, we were able to look at the long-term effect of weather and capture periods of drought, not just whether it rained today,” Ssentongo said.
The team mapped the children to their geographical location, down to a one kilometer by one kilometer scale. They found that if a mother lived in a location with higher rainfall 11 months before birth — or up to two months before conception — her child had a lower risk of being malnourished. Conversely, if a mother lived in a location that experienced drought three months before birth, her child had a higher risk of malnutrition.
The researchers also noted that they expected to find that areas of higher poverty were associated with poor growth outcomes, but they didn’t find such a link.
“It’s often assumed that socioeconomic status is a primary driver of malnutrition due to limited access to nutritious food, but our analysis suggests that there are other actionable factors at play,” Ssentongo said.
Understanding how these environmental factors influence nutrition and growth outcomes in children and the spatial distribution of these outcomes can help inform the design of more cost-effective and precise public health programs, the researchers explained. In addition to sending food aid to regions of a country that have the highest burden of malnutrition, public health official could also identify areas that are struggling with water availability.
“We can prevent kids from being malnourished from day one or even before they are born,” Ssentongo said. “We can make water available through irrigation or provide ‘smart seeds,’ which can still grow in harsh and water-poor environments. By doing this even before the babies are born, we are setting up mothers for success, pregnancies for success and these babies will be born healthy.”
Other Penn State authors on the paper include Jessica Erison, associate professor of pediatrics; Helen Greatrex, assistant professor of geography and statistics; and Steven Greybush, associate professor of meteorology. Laila Al-Shaar was an assistant professor at the Penn State College of Medicine during the time of the research.
Other authors on the paper include Claudio Fronterre at Lancaster University in the United Kingdom; Ming Wang at Case Western Reserve University; Philip Omadi, Joseph Muvawala, Pamela Mbabazi and Abraham Muwanguzi at the National Planning Authority in Uganda; Laura Murray-Kolb at Purdue University; and Steven Schiff at Yale University.
Funding from the National Institutes of Health supported this work.