A recent study in The Lancet Oncology showed that AI found 20 percent more cancers on mammogram screens than radiologists alone.
Published in The Lancet Oncology, the study analyzed the scans of 80,000 Swedish women with a moderate hereditary risk of breast cancer who had undergone a mammogram between April 2021 and July 2022. Half of these scans were read by AI and then a radiologist to double-check the findings. The second group of scans was read by two researchers without the help of AI. (Currently, the standard of care across Europe is to have two radiologists analyze a scan before diagnosing a patient with breast cancer.)
The study showed that the AI group detected cancer in 6 out of every 1,000 scans, while the radiologists detected cancer in 5 per 1,000 scans. In other words, AI found 20 percent more cancers than the highly-trained radiologists.
Scientists have been using MRI images (like the ones pictured here) to train artificial intelligence to detect cancers earlier and with more accuracy. Here, MIT's AI system, MIRAI, looks for patterns in a patient's mammograms to detect breast cancer earlier than ever before. news.mit.edu
But even though the AI was better able to pinpoint cancer on an image, it doesn’t mean radiologists will soon be out of a job. Dr. Laura Heacock, a breast radiologist at NYU, said in an interview with CNN that radiologists do much more than simply screening mammograms, and that even well-trained technology can make errors. “These tools work best when paired with highly-trained radiologists who make the final call on your mammogram. Think of it as a tool like a stethoscope for a cardiologist.”
AI is still an emerging technology, but more and more doctors are using them to detect different cancers. For example, researchers at MIT have developed a program called MIRAI, which looks at patterns in patient mammograms across a series of scans and uses an algorithm to model a patient's risk of developing breast cancer over time. The program was "trained" with more than 200,000 breast imaging scans from Massachusetts General Hospital and has been tested on over 100,000 women in different hospitals across the world. According to MIT, MIRAI "has been shown to be more accurate in predicting the risk for developing breast cancer in the short term (over a 3-year period) compared to traditional tools." It has also been able to detect breast cancer up to five years before a patient receives a diagnosis.
The challenges for cancer-detecting AI tools now is not just accuracy. AI tools are also being challenged to perform consistently well across different ages, races, and breast density profiles, particularly given the increased risks that different women face. For example, Black women are 42 percent more likely than white women to die from breast cancer, despite having nearly the same rates of breast cancer as white women. Recently, an FDA-approved AI device for screening breast cancer has come under fire for wrongly detecting cancer in Black patients significantly more often than white patients.
As AI technology improves, radiologists will be able to accurately scan a more diverse set of patients at a larger volume than ever before, potentially saving more lives than ever.
Jeff Marquis and Kelly Thomas, fellow research participants and spinal cord injury patients, in a rehab session.
Seven years ago, mountain biking near his home in Whitefish, Montana, Jeff Marquis felt confident enough to try for a jump he usually avoided. But he hesitated just a bit as he was going over. Instead of catching air, Marquis crashed.
Researchers' major new insight is that recovery is still possible, even years after an injury.
After 18 days on a ventilator in intensive care and two-and-a-half months in a rehabilitation hospital, Marquis was able to move his arms and wrists, but not his fingers or anything below his chest. Still, he was determined to remain as independent as possible. "I wasn't real interested in having people take care of me," says Marquis, now 35. So, he dedicated the energy he formerly spent biking, kayaking, and snowboarding toward recovering his own mobility.
For generations, those like Marquis with severe spinal cord injuries dreamt of standing and walking again – with no realistic hope of achieving these dreams. But now, a handful of people with such injuries, including Marquis, have stood on their own and begun to learn to take steps again. "I'm always trying to improve the situation but I'm happy with where I'm at," Marquis says.
The recovery Marquis and a few of his fellow patients have achieved proves that our decades-old understanding of the spinal cord was wrong. Researchers' major new insight is that recovery is still possible, even years after an injury. Only a few thousand nerve cells actually die when the spinal cord is injured. The other neurons still have the ability to generate signals and movement on their own, says Susan Harkema, co-principal investigator at the Kentucky Spinal Cord Injury Research Center, where Marquis is being treated.
"The spinal cord has much more responsibility for executing movement than we thought before," Harkema says. "Successful movement can happen without those connections from the brain." Nerve cell circuits remaining after the injury can control movement, she says, but leaving people sitting in a wheelchair doesn't activate those sensory circuits. "When you sit down, you lose all the sensory information. The whole circuitry starts discombobulating."
Harkema and others use a two-pronged approach – both physical rehabilitation and electrical stimulation – to get those spinal cord circuits back into a functioning state. Several research groups are still honing this approach, but a few patients have already taken steps under their own power, and others, like Marquis, can now stand unassisted – both of which were merely fantasies for spinal cord injury patients just five years ago.
"This really does represent a leap forward in terms of how we think about the capacity of the spinal cord to be repaired after injury," says Susan Howley, executive vice president for research for the Christopher & Dana Reeve Foundation, which supports research for spinal cord injuries.
Jeff Marquis biking on a rock before his accident.
This new biological understanding suggests the need for a wholesale change in how people are treated after a spinal cord injury, Howley says. But today, most insurance companies cover just 30-40 outpatient rehabilitation sessions per year, whether you've sprained your ankle or severed your spinal cord. To deliver the kind of therapy that really makes a difference for spinal cord injury patients requires "60-80-90 or 150 sessions," she says, adding that she thinks insurance companies will more than make up for the cost of those therapy sessions if spinal cord injury patients are healthier. Early evidence suggests that getting people back on their feet helps prevent medical problems common among paralyzed people, including urinary tract infections, which can require costly hospital stays.
"Exercise and the ability to fully bear one's own weight are as crucial for people who live with paralysis as they are for able-bodied people," Howley notes, adding that the Reeve Foundation is now trying to expand the network of facilities available in local communities to offer this essential rehabilitation.
"Providing the right kind of training every day to people could really improve their opportunity to recover," Harkema says.
It's not entirely clear yet how far someone could progress with rehabilitation alone, Harkema says, but probably the best results for someone with a severe injury will also require so-called epidural electrical stimulation. This device, implanted in the lower back for a cost of about $30,000, sends an electrical current at varying frequencies and intensities to the spinal cord. Several separate teams of researchers have now shown that epidural stimulation can help restore sensation and movement to people who have been paralyzed for years.
Epidural stimulation boosts the electrical signal that is generated below the point of injury, says Daniel Lu, an associate professor and vice chair of neurosurgery at the UCLA School of Medicine. Before a spinal cord injury, he says, a neuron might send a message at a volume of 10 but after injury, that volume might drop to a two or three. The epidural stimulation potentially trains the neuron to respond to the lower volume, Lu says.
Lu has used such stimulators to improve hand function – "essentially what defines us" – in two patients with spinal cord injuries. Both increased their grip strength so they now can lift a cup to drink by themselves, which they couldn't do before. He's also used non-invasive stimulation to help restore bladder function, which he says many spinal cord injury patients care about as much as walking again.
Not everyone will benefit from these treatments. People whose injury was caused by a cut to the spinal cord, as with a knife or bullet, probably can't be helped, Lu says, adding that they account for less than 5 percent of spinal cord injuries.
The current challenge Lu says is not how to stimulate the spinal cord, but where to stimulate it and the frequency of stimulation that will be most effective for each patient. Right now, doctors use an off-the-shelf stimulator that is used to treat pain and is not optimized for spinal cord patients, Harkema says.
Swiss researchers have shown impressive results from intermittent rather than continuous epidural stimulation. These pulses better reflect the way the brain sends its messages, according to Gregoire Courtine, the senior author on a pair of papers published Nov. 1 in Nature and Nature Neuroscience. He showed that he could get people up and moving within just a few days of turning on the stimulation. Three of his patients are walking again with only a walker or minimal assistance, and they also gained voluntary leg movements even when the stimulator was off. Continuous stimulation, this research shows, actually interferes with the patients' perception of limb position, and thus makes it harder for them to relearn to walk.
Even short of walking, proper physical rehabilitation and electrical stimulation can transform the quality of life of people with spinal cord injury, Howley and Harkema say. Patients don't need to be able to reach the top shelf or run a marathon to feel like they've been "cured" from their paralysis. Instead, recovering bowel, bladder and sexual functions, the ability to regulate their temperature and blood pressure, and reducing the breakdown of skin that can lead to a life-threatening infection can all be transformative – and all appear to improve with the combination of rehabilitation and electrical stimulation.
Howley cites a video of one of Harkema's patients, Stefanie Putnam, who was passing out five to six times a day because her blood pressure was so low. She couldn't be left alone, which meant she had no independence. After several months of rehabilitation and stimulation, she can now sit up for long periods, be left alone, and even, she says gleefully, cook her own dinner. "Every time I watch it, it brings me to tears," Howley says of the video. "She's able to resume her normal life activity. It's mind-boggling."
The work also suggests a transformation in the care of people immediately after injury. They should be allowed to stand and start taking steps as soon as possible, even if they cannot do it under their own power, Harkema says. Research is also likely to show that quickly implanting a stimulator after an injury will make a difference, she says.
There may be medications that can help immediately after an injury, too. One drug currently being studied, called riluzole, has already been approved for ALS and might help limit the damage of a spinal cord injury, Howley says. But testing its effectiveness has been a slow process, she says, because it needs to be given within 12 hours of the initial injury and not enough people get to the testing sites in time.
Stem cell therapy also offers promise for spinal cord injury patients, Howley says – but not the treatments currently provided by commercial stem cell clinics both in the U.S. and overseas, which she says are a sham. Instead, she is carefully following research by a California-based company called Asterias Biotherapeutics, which announced plans Nov. 8 to merge with a company called BioTime.
Asterias and a predecessor company have been treating people since 2010 in an effort to regrow nerves in the spinal cord. All those treated have safely tolerated the cells, but not everyone has seen a huge improvement, says Edward Wirth, who has led the trial work and is Asterias' chief medical director. He says he thinks he knows what's held back those who didn't improve much, and hopes to address those issues in the next 3- to 4-year-long trial, which he's now discussing with the U.S. Food and Drug Administration.
So far, he says, some patients have had an almost complete return of movement in their hands and arms, but little improvement in their legs. The stem cells seem to stimulate tissue repair and regeneration, he says, but only around the level of the injury in the spinal cord and a bit below. The legs, he says, are too far away to benefit.
Wirth says he thinks a combination of treatments – stem cells, electrical stimulation, rehabilitation, and improved care immediately after an injury – will likely produce the best results.
While there's still a long way to go to scale these advances to help the majority of the 300,000 spinal cord injury patients in the U.S., they now have something that's long been elusive: hope.
"Two or three decades ago there was no hope at all," Howley says. "We've come a long way."