Health
AI fast-tracks dementia diagnoses by tapping into ‘hidden information’ in brain waves
As dementia becomes more widespread, Mayo Clinic researchers believe that artificial intelligence is the key to enabling earlier and faster diagnoses.
By pairing AI and EEG (electroencephalogram) tests, the team at the Mayo Clinic Neurology AI Program (NAIP) in Rochester, Minnesota, was able to identify specific types of dementia sooner than they would have through human analysis.
Based on these findings, EEGs could eventually provide a more accessible, less expensive and less invasive way to assess brain health earlier, according to a hospital press release.
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The research was published last week in the journal Brain Communications.
What is an EEG?
With an EEG, a technician attaches small metal electrodes to the patient’s scalp, which measure electrical activity in the brain.
The test produces a recording of wavy lines that represent the brain’s electrical impulses.
An electroencephalogram (EEG) is a test that measures electrical activity in the brain using small, metal discs (electrodes) attached to the scalp. This activity shows up as wavy lines on an EEG recording. (iStock)
It is primarily used to diagnose epilepsy, but can also be used to identify other brain conditions, according to Dr. David Jones, a practicing clinician specializing in behavioral neurology, who directs the artificial intelligence program at Mayo Clinic in Minnesota.
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The clinic performs thousands of EEGs each year to evaluate patients with neurological problems.
It’s been known for some time that brain wave patterns change in patients with dementia or cognitive problems caused by Alzheimer’s disease or Lewy body disease, Jones said in a phone interview with Fox News Digital.
“However, it takes a lot of specialized analysis, expertise and manual labor to extract that information, so Alzheimer’s and dementia are not routinely assessed on EEG.”
Tapping into ‘hidden information’
With this study, the researchers set out to find “hidden information” in patients’ brain waves using computer algorithms, without manual labor, Jones said.
The AI tool was built in-house at Mayo Clinic, trained on data from more than 11,000 patients who received EEGs over a decade-long period.
EEGs are primarily used to diagnose epilepsy, but they can also be used to identify other brain conditions. (iStock)
In analyzing complex brain waves, the model identified six specific patterns that appeared in patients with Alzheimer’s or Lewy body disease that were not found in those who had no cognitive trouble, according to Jones.
The correlation was confirmed by also looking at other measures, such as cognitive testing, blood biomarkers and brain PET scans.
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Overall, the AI tool decreased the EEG reading time by 50% and increased the accuracy of those readings “pretty significantly,” Jones said.
“This tells us that there is a lot of unused information in clinically acquired EEGs that we can extract automatically — and now we can begin to build better tools, algorithms and methods,” Jones said.
The team at the Mayo Clinic Neurology AI Program (NAIP) in Rochester, Minnesota, was able to identify specific types of dementia sooner than they would have with human analysis. (iStock)
It would be “very difficult” to perform this type of analysis at scale without AI or machine learning technology, according to the neurologist.
‘Significant leap forward’
Harvey Castro, a Dallas-based board-certified emergency medicine physician and national speaker on artificial intelligence in health care, was not involved in the study but referred to Mayo Clinic’s research as “a significant leap forward.”
“This technology can rapidly and precisely analyze brain wave patterns, identifying early signs of dementia often invisible to the human eye,” he told Fox News Digital.
“There is a lot of unused information in clinically acquired EEGs that we can extract automatically.”
As an ER doctor, Castro said he does not typically use EEGs due to the time required to interpret the results.
“However, AI technology allows for fast processing of large amounts of data, facilitating quicker, more informed decisions about a patient’s cognitive health,” he said.
“As a result, I can see this becoming a new tool for me to use in the ER.”
The end goal is to incorporate brain scans, blood work, cognitive tests and brain waves into “one complete model of brain health,” a researcher said. (iStock)
AI-driven EEG analysis could be a “game-changer” in rural and underserved areas, according to Castro.
“It provides a cost-effective, non-invasive method to screen for cognitive issues early, where advanced diagnostic tools like MRIs or PET scans are limited.”
Next steps
The ultimate goal is to include this AI-driven EEG analysis into a “multimodal” approach to dementia testing, according to Jones.
“That means being able to model brain scans, blood work, cognitive tests and brain waves into one complete model of brain health,” he told Fox News Digital.
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The next step is to implement the AI tool into routine clinical practice.
“So if you’re coming in and having an EEG for epilepsy or a sleep study, we’ll also simultaneously be able to tell you something about your cognitive health, and whether we see something that means you might need to see a behavioral neurologist,” Jones said.
There are still several years of research ahead before this technology becomes widely accessible, the researcher noted. (iStock)
In the future, the neurologist envisions EEGs becoming a “highly scalable and portable” technology, where people can even perform cognitive assessments remotely — “in the same way that you measure blood pressure or heart rate in your own home.”
There are still several years of research ahead before this technology becomes widely accessible, Jones noted.
Potential risks and limitations
Despite the benefits of this type of technology, Castro cautioned that there are challenges with integrating AI into clinical practice.
“While AI can provide valuable insights, the clinician’s expertise and empathy remain irreplaceable.”
“These include the need for substantial training for health care professionals to use these tools effectively and the potential for over-reliance on AI at the expense of clinical judgment,” he told Fox News Digital.
It’s also important to balance the use of AI with a “human touch,” Castro said.
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“While AI can provide valuable insights, the clinician’s expertise and empathy remain irreplaceable in delivering holistic patient care.”
Other considerations include ensuring patient data privacy, obtaining informed consent and working to prevent biases in AI algorithms, the doctor added.
In analyzing complex brain waves, the model identified six specific patterns that appeared in patients with Alzheimer’s or Lewy body disease that were not found in those who had no cognitive trouble. (iStock)
Jones, the Mayo Clinic neurologist, acknowledged that there are risks in relying too heavily on algorithms, but emphasized that the technology is designed using “real-world data for real-world use.”
“Its value is gauged by whether it’s helping us take care of our patients — that’s our focus.”
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The team is “well aware” of potential problems and takes steps to mitigate them, Jones told Fox News Digital.
“We follow good AI and machine learning practices as part of the ethos of our software design and the values of Mayo Clinic.”
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Health
One common type of fat may increase diabetes risk, while another helps fight it
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A new review suggests that the type of fat you eat may affect your risk of developing type 2 diabetes.
Saturated fats rich in palmitic acid – the most common saturated fatty acid in U.S. foods – appear to make it harder for the body to respond to insulin.
Meanwhile, monounsaturated fats rich in oleic acid — such as those found in olive oil — may help protect against insulin resistance, the review concluded.
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“Palmitic acid is found in meats, dairy products, cocoa butter and in the form of palm oil in foods, including margarine, cereal, sweets, baked goods and fast foods,” Tanya Freirich, a registered dietitian nutritionist in Charlotte, North Carolina, told Fox News Digital. She was not involved in the review.
“Oleic acid, on the other hand, is in higher concentration in foods like olive oil, canola oil, nuts, sunflower seeds, eggs, olive, avocados and also in meats (beef, chicken, pork), milk, cheese and pasta.”
Saturated fats rich in palmitic acid – the most common saturated fatty acid in U.S. foods – appear to make it harder for the body to respond to insulin. (iStock)
The review, which was published in the journal Trends in Endocrinology & Metabolism, was led by researchers from the University of Barcelona and the CIBER Area for Diabetes and Associated Metabolic Diseases (CIBERDEM) in Spain.
The findings suggest that fat quality may be more important than total fat quantity when it comes to metabolic health and diabetes risk.
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This appears to support the idea that diets rich in monounsaturated fats, such as the Mediterranean diet, may contribute to lower rates of type 2 diabetes.
“Palmitic acid promotes several molecular processes that impair insulin action,” study investigator Dr. Manuel Vázquez-Carrera, from the Department of Pharmacology, Toxicology and Therapeutic Chemistry at the University of Barcelona, told Fox News Digital.
“Palmitic acid is found in meats, dairy products, cocoa butter and in the form of palm oil in foods, including margarine, cereal, sweets, baked goods and fast foods,” a nutritionist said. (iStock)
Too much palmitic acid can cause harmful fat byproducts to build up in the body, which can impair the body’s ability to respond to insulin, he warned. This makes it harder to control blood sugar and increases the risk of insulin resistance and type 2 diabetes.
“It also promotes inflammation, oxidative stress, mitochondrial dysfunction and cellular stress responses, which contribute to insulin resistance and β-cell dysfunction,” Vázquez-Carrera added.
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By contrast, oleic acid – a hallmark of the Mediterranean diet – does not have these harmful effects, according to the researcher.
“In fact, oleic acid can counteract many of the detrimental effects triggered by palmitic acid, by promoting the storage of fatty acids in relatively inert triglycerides, preserving mitochondrial function and reducing inflammation,” he said.
“All sources of fat in our diet contain a mix of saturated and unsaturated fatty acids.”
Freirich confirmed that the review is consistent with previous research supporting the use of olive oil in the diet for metabolic benefits.
“Also confirming previous research, the consumption of saturated fats is associated with some negative metabolic changes,” she told Fox News Digital.
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Given the complexity of foods and diets, there is an overlap between foods that contain both types of fatty acids, the nutritionist noted.
“Palmitic acid and oleic acid can both be found in olive oil, baked goods and fast foods, in differing amounts,” she said. “All sources of fat in our diet contain a mix of saturated and unsaturated fatty acids.”
Study limitations
Vázquez-Carrera noted that these findings come from a review of numerous experimental, clinical and epidemiological studies rather than a single clinical trial.
“One important limitation is that much of the mechanistic evidence comes from cell culture and animal studies,” he said.
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“Although these studies provide valuable insights into how specific fatty acids affect insulin signaling, further human intervention studies are needed to confirm the extent to which these mechanisms operate in everyday dietary settings.”
In addition, many of the human studies in the review relied on self-reported dietary intake, which can introduce inaccuracies.
Type 2 diabetes develops over many years, with genetics, lifestyle and environmental factors all playing a role, the researcher noted. (iStock)
“Another challenge is that people consume foods containing complex mixtures of fatty acids and bioactive compounds rather than isolated fatty acids,” Vázquez-Carrera added. “Therefore, it remains difficult to fully disentangle the specific contribution of individual fatty acids in free-living populations.”
Nutritional recommendations
The review’s findings appear to support current dietary recommendations that emphasize replacing part of the saturated fat intake with unsaturated fats, according to Vázquez-Carrera.
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“This means favoring dietary patterns rich in foods such as extra-virgin olive oil, nuts, seeds, legumes, vegetables, fruits and fish, while limiting excessive consumption of foods rich in saturated fats, especially highly processed foods,” he advised.
The review does not suggest that a single nutrient alone determines diabetes risk, the researcher pointed out.
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“Rather, maintaining a healthy body weight, engaging in regular physical activity and following an overall healthy dietary pattern, such as the Mediterranean diet, remain fundamental strategies for preventing insulin resistance and type 2 diabetes.”
Type 2 diabetes develops over many years, with genetics, lifestyle and environmental factors all playing a role, Vázquez-Carrera noted.
Improving the quality of dietary fat intake could prove to be an effective strategy for reducing type 2 diabetes risk, the review suggests. (iStock)
“Future research should move beyond simply classifying fats as ‘good’ or ‘bad’ and instead focus on understanding how specific fatty acids, their dietary sources and their interactions within whole dietary patterns affect metabolic health,” he said.
Improving the quality of dietary fat intake could prove to be an effective strategy for reducing type 2 diabetes risk, according to the researcher.
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“A simple takeaway for consumers is to swap out foods high in saturated fat more often with foods rich in heart-healthy fats, like olive oil, nuts and avocados, to better support blood sugar and metabolic health,” advised New Jersey-based registered dietitian Erin Palinski-Wade, who was also not involved in the review.
Anyone at a higher risk for type 2 diabetes should consult a healthcare provider for personalized guidance on nutrition, exercise and other preventive measures, experts say.
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