Kerry Halupka, Bhavna J. Antony, et al.
Biomedical Optics Express
Clinical trials consume the latter half of the 10 to 15 year, 1.5–2.0 billion USD, development cycle for bringing a single new drug to market. Hence, a failed trial sinks not only the investment into the trial itself but also the preclinical development costs, rendering the loss per failed clinical trial at 800 million to 1.4 billion USD. Suboptimal patient cohort selection and recruiting techniques, paired with the inability to monitor patients effectively during trials, are two of the main causes for high trial failure rates: only one of 10 compounds entering a clinical trial reaches the market. We explain how recent advances in artificial intelligence (AI) can be used to reshape key steps of clinical trial design towards increasing trial success rates.
Kerry Halupka, Bhavna J. Antony, et al.
Biomedical Optics Express
Yasmeen George, Suman Sedai, et al.
ISBI 2021
Hsin-Hao Yu, Stefan Maetschke, et al.
Ophthalmology Glaucoma
Shivanthan Yohanandan, Isabell Kiral-Kornek, et al.
EMBC 2018