Programmable protein stabilization with language model-derived peptide guides

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.

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Publication Details

Journal
Nature Communications
Published
2025-04-14
DOI
https://doi.org/10.1038/s41467-025-58872-6
Citations
1
Primary Topic
Protein Degradation and Inhibitors
Type
article
Field-Weighted Citation Impact
0.81

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article

Programmable protein stabilization with language model-derived peptide guides

Sophia Vincoff, Tianlai Chen, Pranam Chatterjee, Howard Liu et al.
1 citations
Nature Communications
Protein Degradation and Inhibitors
0.81
article

Programmable protein stabilization with language model-derived peptide guides

Sophia Vincoff, Tianlai Chen, Pranam Chatterjee, Howard Liu, Tianzheng Ye, Lauren Hong, Matthew P. DeLisa, Kseniia Kholina, Tian Wang, Lin Zhao, Divya Srijay, Rio Watson, Shrey Goel
article en
1 citations

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.

Nature CommunicationsVol. 16(1)
Duke University (US), Cornell University (US)
Hartwell Foundation, National Institutes of Health
Zero hunger
Openalex Percentile: Top 29%
Protein Degradation and Inhibitors
0.81
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