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How AI could detect dementia sooner

Author
Washington Post,
Publish Date
Wed, 25 Sep 2024, 2:10pm
Using advanced artificial intelligence algorithms, scientists are hoping to identify brain wave patterns associated with the risk of dementia. Photo / 123RF
Using advanced artificial intelligence algorithms, scientists are hoping to identify brain wave patterns associated with the risk of dementia. Photo / 123RF

How AI could detect dementia sooner

Author
Washington Post,
Publish Date
Wed, 25 Sep 2024, 2:10pm

Using advanced artificial intelligence algorithms, scientists are hoping to identify brain wave patterns associated with the risk of dementia.

Imagine a sleek, portable home device that resembles a headband or cap, embedded with tiny electrodes. Placed on the head, these sensors detect subtle brain wave activity, behaving like a pulse-detecting smartwatch, a blood pressure wrist cuff or a heart rate monitor.

But this tool isn鈥檛 checking your heartbeat. Using advanced artificial intelligence algorithms to analyse data in real-time, a device like this could look for signs of Alzheimer鈥檚 disease years before symptoms become apparent. Such a monitor is not yet available, but AI could make it a reality.

鈥淭he readout could be as simple as a traffic light system - green for healthy activity, yellow for something to keep an eye on and red for when it鈥檚 time to consult a health care professional,鈥 said David T. Jones, who directs the Neurology AI Programme at the Mayo Clinic. 鈥淵ou would be able to monitor your brain health the same way you now can monitor your heart rate and blood pressure. We鈥檙e not there yet, but that is the future.鈥

It could be a decade or longer before such technology is in widespread use, but the science is 鈥渕oving quickly鈥, said Jones.

Mayo鈥檚 brain waves research is just one way scientists are working to harness the power of artificial intelligence to pinpoint early indicators of cognitive impairment. Scientists are using AI to study blood biomarkers - several are linked to Alzheimer鈥檚 disease. And AI is helping them search for data that can connect dementia to such chronic health conditions as inflammation, certain vision problems, high cholesterol, hypertension, diabetes and osteoporosis.

AI makes these efforts possible because it can analyse massive amounts of complicated data from electronic patient health records with enormous speed, and often with the ability to detect nuances imperceptible to humans.

鈥淲e want to find ways to detect dementia as early as possible,鈥 said Jennie Larkin, deputy director of the Division of Neuroscience at the National Institute on Ageing. 鈥淎I is primarily helpful in understanding and managing big data too large or complex for traditional analyses. Its potential is to be an incredible assistant in helping us understand rich medical data and identify possibilities we never could unassisted.鈥

AI already is in use in other healthcare settings, including screening mammograms, and researchers are excited about its potential contributions to brain health.

鈥淎I should accelerate our ability to predict an increase in risk for chronic diseases,鈥 said Judy Potashkin, professor and discipline chairwoman of cellular and molecular pharmacology at the Chicago Medical School Centre for Neurodegenerative Disease and Therapeutics.

Alzheimer鈥檚 disease is the most common form of dementia, afflicting an estimated 5.8 million Americans older than 65 in 2020, according to the Centres for Disease Control and Prevention. The number is expected to nearly triple to 14 million by 2060. The disease is marked by progressive memory loss, personality changes, and ultimately the inability to perform routine daily tasks, such as bathing, dressing and paying bills.

Some people are nervous about the growing use of AI, fearing it will replace the work of humans. But experts insist it only will enhance it.

鈥淎I is high-powered and has many databases to search, and can do so with incredible speed,鈥 said Arthur Caplan, professor of bioethics at NYU Langone Health. 鈥淗umans get tired. AI does not.鈥

The number of New Zealanders with dementia is expected to double by 2040. Photo / 123RF
The number of New Zealanders with dementia is expected to double by 2040. Photo / 123RF

AI also has the potential to bridge the gap in expertise between seasoned clinicians and less experienced providers. For example, AI could recognise subtle signs, such as changes in a patient鈥檚 voice, that could help diagnose neurological disorders such as Parkinson鈥檚 disease, Alzheimer鈥檚 or amyotrophic lateral sclerosis (ALS). 鈥淢uch of what experts do involves recognising patterns from training and experience, something AI can help non-experts replicate,鈥 said Jones.

In the brain waves research that Jones believes eventually could result in home-based monitors, Mayo scientists used AI to scan electroencephalograms (EEGs) for abnormal patterns that are characteristic of patients with cognitive problems such as Alzheimer鈥檚 disease.

They studied data from more than 11,000 patients who received EEGs at the Mayo Clinic, identifying specific differences, including changes in brain waves in the front and back of the brain.

鈥淗umans cannot see them, but machines can,鈥 Jones said. The hope is that some day clinicians will use AI to catch these patterns early, before memory problems become apparent.

Read more: What it鈥檚 like to be: Told at 60 you have Alzheimer鈥檚 disease.

A team at Massachusetts General Hospital used AI and magnetic resonance imaging (MRI) to develop an algorithm to detect Alzheimer鈥檚. They trained the model using nearly 38,000 brain images from about 2300 patients with Alzheimer鈥檚 and about 8400 who didn鈥檛 have the disease.

They then tested the model across five datasets of images to see whether it could accurately identify Alzheimer鈥檚. It did so with 90.2% accuracy, said Matthew Leming, a research fellow in radiology at the hospital鈥檚 Center for Systems Biology and one of the study authors.

One challenge in interpreting the MRI data for future research is 鈥減eople only come in to get MRI scans when they have symptoms of something else鈥, which could confound the results. 鈥淚f a person comes into a hospital for an MRI, it鈥檚 not usually because they are healthy,鈥 he said.

At the University of California at San Francisco, researchers used AI to design an algorithm to determine whether having certain health conditions could predict who might develop the disease in the future. The conditions included hypertension, high cholesterol and vitamin D deficiency in both men and women, erectile dysfunction and an enlarged prostate in men, and osteoporosis in women.

They designed the model using a clinical database of more than five million people both with and without Alzheimer鈥檚. In a separate group of non-Alzheimer鈥檚 patients, the algorithm predicted with 72% accuracy those who would eventually receive an Alzheimer鈥檚 diagnosis within seven years.

The research raises the hopeful prospect preventing and treating these conditions might help protect against eventual dementia, said Alice Tang, one of the study authors.

The association of these conditions to Alzheimer鈥檚 鈥渨as stronger than that among people who did not have any of these other health issues鈥, said Tang, a bioengineer and medical student. However, she said it鈥檚 important to remember 鈥渘ot everyone who has Alzheimer鈥檚 has these conditions and not everyone who has these conditions will develop Alzheimer鈥檚. It鈥檚 just a red flag. One predictive tool that needs further study鈥.

Some experts urge caution, emphasising much of the work with AI is still preliminary. 鈥淲e don鈥檛 necessarily have enough data to see if any of these tools have been validated to predict someone鈥檚 risk,鈥 said Rebecca Edelmayer, vice-president of scientific engagement for the Alzheimer鈥檚 Association.

鈥淥verall, AI in this case is a good thing. But it carries a big 鈥榖ut'." Photo / 123RF
鈥淥verall, AI in this case is a good thing. But it carries a big 鈥榖ut'." Photo / 123RF

Today, Alzheimer鈥檚 and other forms of dementia usually are diagnosed only once symptoms appear. There are several drugs that might slow it down, although they don鈥檛 work for everyone, and their efficacy can wane over time.

The potential of AI to enable early diagnosis raises many of the same issues that greeted the early use of genetic testing.

鈥淥verall, AI in this case is a good thing,鈥 Caplan said. 鈥淏ut it carries a big 鈥榖ut,鈥欌 including the potential for health insurance and employer discrimination, he said. But the biggest questions, he added, are: Will people want to know? And if so, what will they do with that information?

鈥淭o be honest, I would do nothing,鈥 said Joel Shurkin, a retired science writer from Baltimore whose wife, marine biologist Carol Howard, suffered from early-onset Alzheimer鈥檚 and died in 2019 at 70. 鈥淓xcept for a few meds, there is nothing to be done,鈥 he said.

Kathleen, 76, from Bethesda, Maryland (using only her first name to protect her privacy), lost her 82-year-old husband in April to Alzheimer鈥檚 complications. His mother and older sister also had died of the disease, so the couple were not surprised when he was diagnosed in his mid-70s.

鈥淲e already were living with the risk and had our affairs in order,鈥 she said. Knowing in advance 鈥渇oretells a long, slow death with devastating psychological and financial consequences鈥, she said.

One of their daughters, now in her 40s, enrolled in research monitoring her brain health with the hope of catching it early. Kathleen believes AI research ultimately will make a dramatic difference in early diagnosis and treatment. 鈥淚 think it will be miraculous,鈥 she said.

Caplan said there are some advantages to knowing that dementia looms in your future.

鈥淵ou can plan your life,鈥 he said. 鈥淭ake that vacation next year instead of waiting. Get your affairs in order. Discuss it so everybody will be ready, which is of great value to others.鈥

NIA鈥檚 Larkin noted finding the disease sooner 鈥渕ay provide opportunities for new treatments鈥.

鈥淚t鈥檚 very hopeful how much we are learning,鈥 she said.

Caplan agrees. 鈥淏y the time you are unable to speak and walk, it鈥檚 very hard to repair the brain,鈥 he said. 鈥淓arly detection raises the hope you will be able to try new interventions before the damage occurs. I鈥檓 not saying this will happen, but the potential of AI certainly opens the door.鈥

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