Safe model based optimization balancing exploration and reliability for protein sequence design

Abstract Discovering proteins with desired functionalities using protein engineering is time-consuming. Offline Model-Based Optimization (MBO) accelerates protein sequence design by exploring the vast protein sequence space using a trained proxy model. However, the proxy model often yields excessive...

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Bibliographic Details
Main Authors: Shuuki Takizawa, Keita Mori, Naoto Tanishiki, Dai Yoshimura, Atsushi Ohta, Reiji Teramoto
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-12568-5
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