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Updated: Feb 24, 2026

Predictive Immune Modeling of Solid Tumors
Published on: February 25, 2020
Kelley M Kidwell1, Michael A Postow2,3, Katherine S Panageas4
1Department of Biostatistics, University of Michigan, School of Public Health, Ann Arbor, Michigan. kidwell@umich.edu.
Sequential, multiple assignment, randomized trial (SMART) designs offer a novel approach to optimizing cancer immunotherapy. This adaptive trial method aims to identify the most effective immune checkpoint inhibitor regimens for longer survival and reduced toxicity.
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