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Robotics, digital health, sustainability, and point-of-care testing are among the myriad of issues shaping the medtech materials sector.
February 28, 2024
By: Michael Barbella
Managing Editor
Sci-fi technology seldom advances in typical fashion. Remember the Six Million Dollar Man? His experimental post-crash transformation into cyborg was nothing short of miraculous, thanks to unspecified (and incredibly far-fetched) mechatronic innovation. “Gentlemen, we can rebuild him,” Steve Austin’s supervisor states in the iconic television series’ opening sequence. “We have the technology.” Austin’s saviors certainly possessed the technology to rebuild him. But the regulatory approval and clinical evidence for those bionic parts was far less certain. In fact, little is known (or was shared) about the composition of the bionic hardware implanted in Austin’s shattered body. Both the “Six Million Dollar Man” television series and its literary inspiration (1972’s “Cyborg”) make only vague references to the “steel” arming their respective main characters with superhuman capabilities. That “steel” presumably gave Austin’s bionic arm deflection skills; radiation, microchip, and electricity detection prowess; and the ability to lift 2,420 pounds six feet off the ground. Sounds like that arm contained materials from Krypton. Even less is known about the building blocks of Austin’s bionic eye. It must have been sourced from the same general area as the arm, since it boasted night/X-ray/slow-motion vision proficiencies as well as sensor/hologram/radiation detection capacities, and both rapid/medical scanning expertise. Other than their incredible potential, little is known about Austin’s implants. Such high performing “steel” clearly does not exist on Earth, at least in the real world. But it is quite possible—if not probable—in Austin’s fictional domain, where legislative rules, biological complexities, product development timelines, and chemical discordance are absent. Without those hurdles, materials like Steve Austin’s miracle steel could potentially be created on demand—similar to 3D printed organs and tissue—shrinking the medtech materials development timeline from years to mere hours or minutes, depending on the level of sci-fi fantasy preferred. Such a scenario may not be fantasy for long, though: Scientists have taken the first steps to reduce that timeline by designing artificial intelligence (AI)-enabled software that predicted the structures of 2.2 million possible new materials—equivalent to nearly 800 years’ worth of knowledge. The deep learning software, GNoME (Graph Networks for Materials Exploration), was trained using data from a catalog of 150,000 known substances; armed with that information, GNoME predicted the structures for 2.2 million new crystals, of which 380,000 were thought to be stable (unlikely to decompose or explode). More than 700 of these new substances have been created in the lab and are now being tested, according to Google DeepMind, which spearheaded the project. “In the past, scientists searched for novel crystal structures by tweaking known crystals or experimenting with new combinations of elements—an expensive, trial-and-error process that could take months to deliver even limited results,” Google research scientists Amil Merchant and Ekin Dogus Cubuk wrote in a blog announcing the new materials discovery last fall. “GNoME shows the potential of using AI to discover and develop new materials at scale. We’ve released our database of newly discovered crystals to the research community. By giving scientists the full catalog of the promising ‘recipes’ for new candidate materials, we hope this helps them to test and potentially make the best ones. Our research—and that of collaborators…shows the potential to use AI to guide materials discovery, experimentation, and synthesis. We hope that GNoME together with other AI tools can help revolutionize materials discovery today and shape the future of the field.” Indeed, AI seems poised to significantly change medtech material development but it is just one of many factors influencing this market. To gain insight into the sector’s other trendsetters both present and future, Medical Product Outsourcing spoke to nearly a half-dozen industry experts over the past few weeks. They included:
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