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Authors
Pun, Frank W.
Podolskiy, Dmitriy
Izumchenko, Evgeny
Mortlock, Andrew
Oprea, Tudor I.
Scheibye-Knudsen, Morten https://orcid.org/0000-0002-6637-1280
Fortney, Kristen
Morgen, Eric
Ren, Feng
Zhavoronkov, Alex https://orcid.org/0000-0001-7067-8966
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Article History
Accepted: 25 February 2026
First Online: 20 April 2026
Competing interests
: F.W.P., F.R. and A.Z. are affiliated with Insilico Medicine, a commercial company developing and using generative artificial intelligence (AI) and other next-generation AI technologies and robotics for drug discovery, drug development and ageing research. D.P. is an employee of Astellas Pharma Inc. A.M. is an employee of Astellas Pharma Europe EHQ Ltd. T.I.O. is an employee of Expert Systems Inc. K.F. and E.M. are employees of BioAge Labs, Inc. The remaining authors declare no competing interests.
