Programmable Protein Stabilization with Language Model-Derived Peptide Guides
Abstract
Dysregulated protein degradation via the ubiquitin-proteasomal pathway can induce numerous disease phenotypes, including cancer, neurodegeneration, and diabetes. While small molecule-based targeted protein degradation (TPD) and targeted protein stabilization (TPS) platforms can address this dysregulation, they rely on structured and stable binding pockets, which do not exist to classically “undruggable” targets. Here, we expand the TPS target space by engineering “deubiquibodies” (duAbs) via fusion of computationally-designed peptide binders to the catalytic domain of the potent OTUB1 deubiquitinase. In human cells, duAbs effectively stabilize exogenous and endogenous proteins in a DUB-dependent manner. Using protein language models to generate target-binding peptides, we engineer duAbs to conformationally diverse target proteins, including key tumor suppressor proteins p53 and WEE1, and heavily-disordered fusion oncoproteins, such as PAX3::FOXO1. We further encapsulate p53-targeting duAbs as mRNA in lipid nanoparticles and demonstrate effective intracellular delivery, p53 stabilization, and apoptosis activation, motivating further in vivo translation.
Cite
Text
Hong et al. "Programmable Protein Stabilization with Language Model-Derived Peptide Guides." ICLR 2025 Workshops: GEM, 2025.Markdown
[Hong et al. "Programmable Protein Stabilization with Language Model-Derived Peptide Guides." ICLR 2025 Workshops: GEM, 2025.](https://mlanthology.org/iclrw/2025/hong2025iclrw-programmable/)BibTeX
@inproceedings{hong2025iclrw-programmable,
title = {{Programmable Protein Stabilization with Language Model-Derived Peptide Guides}},
author = {Hong, Lauren and Wang, Tian Zi and Srijay, Divya and Liu, Howard and Watson, Rio and Zhao, Lin and Vincoff, Sophia and Chen, Leo and Kholina, Kseniia and Goel, Shrey and DeLisa, Matthew and Chatterjee, Pranam},
booktitle = {ICLR 2025 Workshops: GEM},
year = {2025},
url = {https://mlanthology.org/iclrw/2025/hong2025iclrw-programmable/}
}