REJOINT, an Italian medical implant manufacturer, is introducing mass customization and therapy personalization through a combination of additive manufacturing technology with artificial intelligence.
Specifically, the company will be using GE Additive Arcams Electron Beam Melting (EBM) technology and computerized analysis of intraoperative and post-operative data collection through IoT-connected sensorized wearables. This will help REJOINT in fabricating personalized medical devices for patients in the form of knee implants.
Combining AI with 3D printing for medical devices
Based in Bologna, Italy, REJOINT was founded in 2015 by a team with significant experience in the orthopedic sector, with the company recently entered the knee arthroplasty market.
REJOINTs objective centers on providing patients with a customized medical solution; both additive manufacturing and artificial intelligence are integral to its goals and growth strategy. For producing its personalized prostheses, the company opted to use 3D printing technology from GE Additive.
When it came to additive manufacturing, we were initially undecided about the most suitable solution for personalized cobalt-chrome prosthetics and were evaluating DMLM and EBM. Both modalities, in fact offer a good level of resolution and quality, but we ultimately opted for the GE Additive Arcam EBM Q10plus system. The knowledge and industrialization support that GE was able to provide us and the professional experience of their local team here in Italy also informed our decision, comments Gian Guido Riva, CEO at REJOINT.
The market for knee implants is estimated at around five million implants per year worldwide. In 2011 the number of surgical procedures was 150 per 100,000 inhabitants, with peaks of 250 in some markets such as Austria and Switzerland.
Until recently, the knee arthroplasty market solely consisted of standard prosthetic systems, with only a limited range of sizes available. Correct and precise sizing and positioning is a critical factor for the type of prostheses. Typically, knee joints have to withstand point loads that can reach levels of over 300 kilograms. Minimal dimensional differences between the patients bone elements and an implant can lead to pain and inflammation.
For the patient, inadequate sizing means constant awareness of the presence of an artificial joint, as well as leading to muscle and ligament decay. Patient feedback can sometimes reflect issues with an implant. Dissatisfaction is often largely related to the suboptimal sizing of the implanted prosthesis.
As such, to produce tailored prostheses for the patient, REJOINT leverages the design freedom offered by additive manufacturing. The company begins its process by 3D modelling the patients CT scan, and then uses algorithms to analyze the images and identify the most suitable size for each specific case. Artificial intelligence compares the unique anatomy of a patient on several thousand prosthetic dimensions, each with as many dimensional variables in specific areas of the implant.
The optimal configuration is identified and offered to the surgeon, for positioning both the prosthetic components and for simulating the operation. The analytical process forms the core of the prosthesis production process and for patient-specific tools for the planning of the intervention which is carried out with the support of computer-aided surgery tools.
Having all this data made us realize that we could link it to the information recorded during the operation. And in turn, this data could still be further improved upon if we could collect through the use of wearable devices (such as sensorized headbands and socks), both pre- and post-operative measurements, on how the patient loads their limb or bends their knee, until post-operative evaluation questionnaires have been completed, continues Riva.
Professor Maurilio Marcacci, who is head of the Joint Knee Reconstruction Centre at Humanitas Research Hospital in Milan and performed the first implant, claims that the initial application of this technology has achieved a high degree of patient satisfaction.
Currently, REJOINT is in the process of obtaining FDA clearance, which is expected in the first half of 2021. Certification will mean access to the US market, which accounts for 62 percent of the world market for orthopedic devices and more than 70 percent of the value of the global market for knee implants. Furthermore, REJOINT is working with GE Additive to reduce powder-based production costs, focusing on the reduction of cycle times and the optimization of parameters including through the development of remote production control stations.
Personalized healthcare with 3D printing
A key advantage of 3D printing in the medical sector is its ability for providing patient-specific healthcare. For example, customized prosthesis is being provided in Sierra Leone by dutch nonprofit organization 3D Sierra Leone. Using 3D scanning to measure each patient, a tailored device is then produced for the amputees in the country, who are without access to relevant medical care.
Outside of prostheses, 3D printing has also been used by a doctor at Cleveland Clinic to produce patient-specific airway stents, which have also received clearance from the FDA for implantation in patients.
3D printing can also play a significant role in patient-specific preoperative planning. Earlier in June, we reported on an anaesthesia team in Israel that recently used 3D printing and virtual reality to produce an exact model of the airway of a 7-year-old girl, as part of an operation to remove a section of her lung.
The nominations for the 2020 3D Printing Industry Awards are now open. Who do you think should make the shortlists for this years show? Have your say now.
Subscribe to the 3D Printing Industry newsletter for the latest news in additive manufacturing. You can also stay connected by following us on Twitter and liking us on Facebook.
Looking for a career in additive manufacturing? Visit 3D Printing Jobs for a selection of roles in the industry.
Featured image showsArcam Q10plus. Photo via GE Additive.
See the rest here:
- What is Artificial Intelligence (AI)? - Definition from ... [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: June 12th, 2016] [Originally Added On: June 12th, 2016]
- Association for the Advancement of Artificial Intelligence [Last Updated On: June 13th, 2016] [Originally Added On: June 13th, 2016]
- A.I. Artificial Intelligence - Wikipedia, the free ... [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Artificial Intelligence - The New York Times [Last Updated On: June 17th, 2016] [Originally Added On: June 17th, 2016]
- Intro to Artificial Intelligence Course and Training ... [Last Updated On: June 28th, 2016] [Originally Added On: June 28th, 2016]
- Artificial Intelligence | Neuro AI [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- What is Artificial Intelligence (AI)? Webopedia Definition [Last Updated On: July 1st, 2016] [Originally Added On: July 1st, 2016]
- Intro to Artificial Intelligence Course and Training Online ... [Last Updated On: July 5th, 2016] [Originally Added On: July 5th, 2016]
- Artificial Intelligence News -- ScienceDaily [Last Updated On: September 16th, 2016] [Originally Added On: September 16th, 2016]
- Artificial intelligence positioned to be a game-changer - CBS ... [Last Updated On: October 13th, 2016] [Originally Added On: October 13th, 2016]
- Artificial Intelligence: A Modern Approach - amazon.com [Last Updated On: October 31st, 2016] [Originally Added On: October 31st, 2016]
- Artificial Intelligence - IndiaBIX [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- The Non-Technical Guide to Machine Learning & Artificial ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence - Graduate Schools of Science ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence in Medicine: An Introduction [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- What does artificial intelligence mean? - Definitions.net [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Lockheed Martin [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence Course - Computer Science at CCSU [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- FREE Artificial Intelligence Essay - Example Essays [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Elon Musk's artificial intelligence group signs Microsoft ... [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Real FX - Slotless Racing with Artificial Intelligence [Last Updated On: November 23rd, 2016] [Originally Added On: November 23rd, 2016]
- Artificial Intelligence: What It Is and How It Really Works [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Market Size and Forecast by 2024 [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Algorithm-Driven Design: How Artificial Intelligence Is ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- 9 Development in Artificial Intelligence | Funding a ... [Last Updated On: January 4th, 2017] [Originally Added On: January 4th, 2017]
- Artificial Intelligence Tops Humans in Poker Battle What's the Big Deal? - PokerNews.com [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Is AI a Threat to Christianity? - The Atlantic [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Allow mathematicians to pierce artificial intelligence frontiers - Livemint [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Montreal sees its future in smart sensors, artificial intelligence (with video) - Computerworld [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Silicon Valley Hedge Fund Takes On Wall Street With AI Trader - Bloomberg [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- The Observer view on artificial intelligence - The Guardian [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- Artificial Intelligence Is Coming Whether You Like It Or Not - Mother Jones [Last Updated On: February 6th, 2017] [Originally Added On: February 6th, 2017]
- RealDoll Creating Artificial Intelligence System, Robotic Sex Dolls ... - Breitbart News [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Forget lessons, these smart skis are loaded with artificial intelligence - Mashable [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence Correctly Predicted the Patriots' 34-28 Super ... - Digital Trends [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Why C-Levels Need To Think About eLearning And Artificial Intelligence - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial Intelligence-Driven Robots: More Brains Than Brawn - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Artificial intelligence: How to build the business case - ZDNet [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- What 'social artificial intelligence' means for marketers - VentureBeat [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Actress Kristen Stewart's Research Paper On Artificial Intelligence: A Critical Evaluation - Forbes [Last Updated On: February 7th, 2017] [Originally Added On: February 7th, 2017]
- Baidu cut its healthcare business to concentrate on artificial intelligence - Asia Times [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Google Android Wear 2.0 update puts artificial intelligence inside your wristwatch - The Sun [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- How criminals use Artificial Intelligence and Machine Learning - BetaNews [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- In the Labs: Connected vehicles in Ohio, artificial intelligence in Illinois and Massachusetts - Network World [Last Updated On: February 9th, 2017] [Originally Added On: February 9th, 2017]
- Keeping an eye on artificial intelligence - The National Business Review [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Actors, teachers, therapists think your job is safe from artificial intelligence? Think again - The Guardian [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Wells Fargo Innovation Group to Focus on Artificial Intelligence, Payments and APIs - Wall Street Journal (blog) [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- SAP aims to step up its artificial intelligence, machine learning game as S/4HANA hits public cloud - ZDNet [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial Intelligence Is Coming To Police Bodycams, Raising Privacy Concerns - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Nvidia Beats Earnings Estimates As Its Artificial Intelligence Business Keeps On Booming - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Could Artificial Intelligence Ever Become A Threat To Humanity? - Forbes [Last Updated On: February 10th, 2017] [Originally Added On: February 10th, 2017]
- Artificial intuition will supersede artificial intelligence, experts say - Network World [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- The Peril of Inaction with Artificial Intelligence - Gigaom [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- TASER International Bringing Artificial Intelligence to Law Enforcement - Motley Fool [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- LG G6 teasers emphasize battery life, artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Wells Fargo sets up artificial intelligence team in tech push - Reuters [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Ford spending $1 billion on self-driving artificial intelligence - CNET [Last Updated On: February 11th, 2017] [Originally Added On: February 11th, 2017]
- Artificial Intelligence in Business Process Automation - Nanalyze [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- An artificial intelligence gamble that paid off - Minneapolis Star Tribune [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Ford to Invest $1 Billion in Artificial Intelligence Start-Up - New York Times [Last Updated On: February 12th, 2017] [Originally Added On: February 12th, 2017]
- Wells Fargo Pushes Into Artificial Intelligence - Fortune [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Artificial intelligence predictions surpass reality - UT The Daily Texan [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Creating artificial intelligence-driven technology products is almost like unleashing the Frankenstein's monster - Economic Times (blog) [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Inside Intel Corporation's Artificial Intelligence Strategy - Motley Fool [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- The artificial intelligence revolutionising healthcare - Irish Times [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Announces Investment in Artificial Intelligence Company Argo AI - Motor Trend [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Ford Invests $1-Billion in Artificial Intelligence - AutoGuide.com [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- Salesforce adds some artificial intelligence to customer service products - TechCrunch [Last Updated On: February 13th, 2017] [Originally Added On: February 13th, 2017]
- No hype, just fact: Artificial intelligence in simple business terms - ZDNet [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence and The Confusion of Our Age - Patheos (blog) [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- How Artificial Intelligence Startups Struck Gold - Entrepreneur [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Terrifyingly, Google's Artificial Intelligence acts aggressive when cornered - Chron.com [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- This Startup Has Developed A New Artificial Intelligence That Can (Sometimes) Beat Google - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- RPI artificial intelligence expert looks at Westworld - Albany Times Union [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Google's DeepMind artificial intelligence becomes 'highly aggressive' when stressed. Skynet, anyone? - Mirror.co.uk [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Enters The Classroom - News One [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- John Pisarek Talks Artificial Intelligence - Customer Think [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Can Artificial Intelligence Predict Earthquakes? - Scientific American [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]
- Artificial Intelligence Is Becoming A Major Disruptive Force In Banks' Finance Departments - Forbes [Last Updated On: February 15th, 2017] [Originally Added On: February 15th, 2017]