Ni, Heyuan Michael https://orcid.org/0000-0003-0881-7245
Kouzy, Ramez
Sabbagh, Ali
Rooney, Michael K.
Feng, Jean
Castillo, Simon P. https://orcid.org/0000-0002-0606-2160
Gadoue, Sherif M.
El Kouzi, Zakaria
Hoffman, Karen
Yuan, Yinyin https://orcid.org/0000-0002-8556-4707
Madabhushi, Anant https://orcid.org/0000-0002-5741-0399
Mohamad, Osama
Article History
Accepted: 8 July 2025
First Online: 4 August 2025
Competing interests
: A.M. discloses several commercial and institutional relationships in the field of medical imaging and computational pathology. He maintains a leadership position at Inspirata and holds equity interests in both Inspirata and Elucid Bioimaging. His advisory activities include consulting roles with Merck, Aiforia, Roche, Caris Life Sciences and Cernostics, and he has received honoraria from AstraZeneca and Inspirata. His research programme benefits from institutional funding support from multiple industry partners, including Inspirata, Philips Healthcare, Bristol Myers Squibb, AstraZeneca and Boehringer Ingelheim. Additionally, A.M. reports intellectual property relationships, with patents licensed through his institution to both Inspirata Inc. and Elucid Bioimaging. All other authors declare no competing interests.