Carrying extra body fat, especially around the middle, may be linked to brain shrinkage, according to a new study touted by the American Academy of Neurology. For the study, researchers determined obesity by measuring body mass index (BMI) and waist-to-hip ratio in study participants and used MRI to discover that those with higher ratios of both had the lowest brain volume.

“Existing research has linked brain shrinkage to memory decline and a higher risk of dementia, but research on whether extra body fat is protective or detrimental to brain size has been inconclusive,” says study author Mark Hamer, PhD, of Loughborough University in Leicestershire, England. “Our research looked at a large group of people and found obesity, specifically around the middle, may be linked with brain shrinkage.”

The study looked at 9,652 people with an average age of 55. Of that group, 19% were determined to be obese. Researchers measured BMI, waist-to-hip ratio, and overall body fat and surveyed participants about their health. Researchers then used MRI to determine brain volumes for white and gray brain matter and volumes in the various regions of the brain. Gray matter contains most of the brain’s nerve cells and includes brain regions involved in self-control, muscle control and sensory perception. White matter contains nerve fiber bundles that connect various regions of the brain.

After adjusting for other factors that may affect brain volume, such as age, physical activity, smoking, and high blood pressure, researchers found that while a high BMI alone was linked to slightly lower brain volumes, those with high BMI and waist-to-hip ratios had lower gray matter brain volumes than participants who did not have a high waist-to-hip ratio.

Specifically, researchers found that 1,291 people who had a high BMI and a high waist-to-hip ratio had the lowest average gray matter brain volume of 786 cubic centimeters, compared to 3,025 people of healthy weight who had an average gray matter brain volume of 798 cubic centimeters and 514 people with a high BMI but without high waist-to-hip ratio who had an average gray matter brain volume of 793 cubic centimeters. They found no significant differences in white matter brain volume.

“While our study found obesity, especially around the middle, was associated with lower gray matter brain volumes, it’s unclear if abnormalities in brain structure lead to obesity or if obesity leads to these changes in the brain,” says Hamer. “We also found links between obesity and shrinkage in specific regions of the brain. This will need further research but it may be possible that someday regularly measuring BMI and waist-to-hip ratio may help determine brain health.”