Ehsan Samei, Liesbeth Vancoillie, Michael Wilde, Alejandro F Frangi, Ehsan Abadi, Predrag R Bakic, Kristina Bliznakova, Hilde Bosmans, Ann-Katherine Carton, Dimitra G Darambara, Paul Kinahan, Mojtaba Lashgari, Rie Tanaka, Hongkai Wang, Arezoo Zakeri
{"title":"Complementary roles of virtual and real trials in medicine: An interplay of virtuous spirals.","authors":"Ehsan Samei, Liesbeth Vancoillie, Michael Wilde, Alejandro F Frangi, Ehsan Abadi, Predrag R Bakic, Kristina Bliznakova, Hilde Bosmans, Ann-Katherine Carton, Dimitra G Darambara, Paul Kinahan, Mojtaba Lashgari, Rie Tanaka, Hongkai Wang, Arezoo Zakeri","doi":"10.1093/pnasnexus/pgag310","DOIUrl":null,"url":null,"abstract":"<p><p>Virtual trials provide medical knowledge and practical methods for generating evidence through computational methods. But extending beyond those advantages, they offer epistemic opportunities to add mechanistic explainability to predictive inference of real trials. Relating the distinct contributions and ontology of virtual and real trials enables a transformative convergence of biological and clinical insights that they embody.</p>","PeriodicalId":74468,"journal":{"name":"PNAS nexus","volume":"5 9","pages":"pgag310"},"PeriodicalIF":4.8000,"publicationDate":"2026-09-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13618797/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"PNAS nexus","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/pnasnexus/pgag310","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/9/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Virtual trials provide medical knowledge and practical methods for generating evidence through computational methods. But extending beyond those advantages, they offer epistemic opportunities to add mechanistic explainability to predictive inference of real trials. Relating the distinct contributions and ontology of virtual and real trials enables a transformative convergence of biological and clinical insights that they embody.