The 7 barriers to the adoption of In Silico Trials we tackled were: better simulations, validation data, and regulatory barriers, better informed stakeholders, computationally efficient simulations, a better educated workforce, and better business models.
Our project further developed 11 In Silico Trials solutions: four are commercially available, and the others are on a trajectory to become available soon. Today, we have much better In Silico Trials simulations.
While it is a drop in the sea, our seven validation collections are inspiring much broader initiatives, such as the new EU flagship initiative named Virtual Human Twins (
https://www.virtualhumantwins.eu/(si apre in una nuova finestra)) whose centrepiece is the sharing of large validation collections.
The regulatory landscape around In Silico Trials is much better today than in 2021. For In Silico Trials aimed at developing medical devices, there are clear regulatory pathways in Europe and the USA, and technical standards that guide the credibility assessment of new solutions. There is cultural resistance to medicinal products, which is slowly being eroded. Already, EMA followed one of the ISW project recommendations and separated the scientific advice on drugs from that of drug development methodologies. Meanwhile, there is a well-defined space of opportunity for In Silico Trials as drug development tools to replace animal testing for preclinical testing, and in specific cases where clinical experimentation is challenging
Policy briefs, Info-kits, YouTube videos, podcasts: thanks to the ISW project, there is plenty of information on In Silico Trials for citizens, policymakers, clinicians, and industrialists.
Computational scalability and efficiency have improved dramatically. Our BoneStrength solution has now predicted the risk of hip fracture as a function of different treatments in more than 6000 virtual patients. Using an AI surrogate model can accelerate some In Silico Trials simulations 1000-fold.
The ISW has produced intended learning outcomes, curricula, and educational materials for teaching In Silico Trials in engineering and biomedical degrees, and also to re-train the technical and non-technical workforce in industry, regulatory agencies, healthcare, and governmental organisations. Less than one year after its release, our teaching materials are already in use in two master’s degrees, one PhD programme, and various professional re-training courses.
ISW has explored 3 different business models to sell In Silico Trials: software-as-a-service, software-support consulting services, and traditional software licensing. Compared to four years ago, meanwhile, there has been a rapid growth in the number of startups that sell In Silico Trials services and products; also, large simulation software companies such as Ansys or Dassault now have a biomedical division.
The ISW project has influenced European and national initiatives, with its outputs now leveraged in numerous ongoing projects (e.g. EDITH, ICS-C, DARE, Heal Italia, Metastra, InSilicoHealth).