Friday, March 29, 2019

How AI and machine learning are changing prosthetics


Imagine a prosthetic arm with the sensory capabilities of a human arm, or a robotic ankle that mimics the healthy ankle's response to changing activity.
Hollywood has long popularized imaginative versions of such ideas. While human engineering may not yet be able to produce superhero-enabling devices, prosthetics are getting "smarter" and more adaptive, approaching a reality in which amputees' artificial appendages offer near-normal function.
Bioengineers are increasingly looking to create "human-machine interfaces embodied by a prosthetic limb that really feel like an extension of the body," said Robert Armiger, project manager for amputee research at Johns Hopkins University's Applied Physics Lab, where scientists have developed an arm with human-like reflexes and sensation.
FDA looked to spur development when it released a 'leapfrog' draft guidance in February outlining a vision for invention and testing of brain-implanted devices capable of controlling prosthetic limbs. And the Defense Advanced Research Projects Agency is funneling tens of millions into new products. 
The nonprofit Amputee Coalition estimates about 2 million amputees in the U.S., and that number is expected to nearly double to 3.6 million by 2050. An estimated 185,000 new lower-limb amputations occur each year. 
Among those living with limb loss, below-knee amputations are the most prevalent, with nearly three-fourths related to circulatory problems. In fact, vascular disease, including diabetes and peripheral artery disease, accounts for 54% of all amputations in the U.S. Other major causes are trauma (45%) and cancer (less than 2%). 
With the numbers of amputations rising, activity is the space has been heating up.
Driving demand are aging populations and rising incidence of vascular diseases, as well as developments in artificial intelligence and machine learning. Advanced materials such as silicone and urethanes are also resulting in lighter-weight prosthetics with "memory" to respond to changes in pressure. 
Among those competing in the space are Ottobock, which sells the bebionic hand, and ReWalk, maker of a powered walking assistance system. Icelandic firm Ă–ssur markets a mind-bionic prosthetic for lower-limb amputees.  
But despite their potential, smart prosthetics are still a ways from becoming a reality for most people who need them, in large part due to the relatively small population, high costs and lack of reimbursement.
Building a robotic system that incorporates all the movements and sensory components of the missing limb, and doing so in a natural and intuitive way, is also challenging. 
Another slowdown is getting technology transitioned out of the lab and into a company that will pursue FDA approval and take it to market.
"The risks are in working with insurance companies to reimburse for these types of devices that are already very expensive and have a high degree of abandonment," Armiger told MedTech Dive. "Insurance companies say, 'we're spending this much money on this device and people don't wear it, and now you're asking us to spend more money on a more advanced technology.'"
To expand access to these devices, companies will need to demonstrate that value proposition, he adds. 

Happy National Assistive Technology Awareness Day!


AT Awareness DayEarlier this month, the United States Senate unanimously adopted a resolution declaring today National Assistive Technology Awareness Day. The resolution noted that "assistive technology devices and services are not luxury items but necessities for millions of people with disabilities and older adults, without which they would be unable to live in their communities, access education, and obtain, retain, and advance gainful, competitive integrated employment,"
ACL is proud to fund Assistive Technology Act programs in every state and territory that help older adults and people with disabilities discover, try, reutilize, and finance assistive technology. In FY18:
  • Over 72,000 individuals participated in assistive technology device demonstrations to find the right device for their community living needs.
  • Nearly 50,000 AT devices were provided on short-term loan to individuals with disabilities, service providers, and agencies.
  • More than 70,000 AT devices were reutilized, allowing consumers to save more than $28 million by obtaining a lightly used or refurbished AT device.
  • 96% percent of consumers who received financing loans from an AT program said they would not be able to purchase or obtain the AT without this financing.