The research team behind the project included clinical researchers, MRI physicists, health system delivery experts, and AI experts. Investigators at MGH have explored LF-MRI for several years as an alternative to traditional high-field (HF) MRI, which provides detail-rich, cross-sectional images of the body by generating powerful magnetic fields. HF-MRI machines are expensive, require designated imaging centers/suites for operation, and are frequently absent from low-resource settings in the U.S. and around the world. In contrast, LF-MRI machines use magnetic fields 50 times weaker than those required for conventional MRI. This makes LF-MRI scanners smaller and portable, requiring just one electrical outlet for operation, but also results in reduced image quality.
To improve LF-MRI image quality and make it easier to use in the clinic, the researchers leveraged artificial intelligence (AI) tools. The researchers created artificial datasets and matched HF- and LF-MRI scans from both healthy people and patients with neurological conditions. They used these datasets to train an algorithm to recognize features relevant to AD on LF-MRI, including the size of brain structures like the hippocampus (the brain’s memory center), and white matter hyperintensity (WMH) regions, which can indicate neurodegeneration or blood vessel problems. When they tested their method in 54 patients with mild cognitive impairment or AD-related dementia, the AI-based LF-MRI scans closely matched traditional, HF-MRI measurements of the hippocampus and white matter volume.
The new approach will require regulatory clearance and new clinical protocols, but it holds the promise of expanding neuroimaging in settings with limited MRI access. Beyond advancing AD diagnosis, LF-MRI may help streamline care for AD patients who require MRI monitoring during treatment with novel AD drugs. The portable LF-MRI could also be used in emergency rooms, community health centers, or ambulatory units, especially for patients who have experienced or are at risk of stroke.
“Access to traditional MRI is not evenly distributed and not available to everyone,” Kimberly said. “We envision a future where a person with cognitive complaints visiting a primary care physician, geriatrician or neurologist can get a brain scan, a blood test and a cognitive test, all in a single visit. Low-cost, easier to deploy technology can help provide information to clinicians, right at the bedside.”…Read more by
