ArticleACS combinatorial science2018
Constrained Combinatorial Libraries of Gp2 Proteins Enhance Discovery of PD-L1 Binders.
Article in ACS combinatorial science, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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Who cites it
13 citing papers in PubMed.
- Engineered B7-H3 Binding in Modular Gp2 Miniproteins.Biotechnology and bioengineering · 2026Article
- Hyperstable Synthetic Mini-Proteins as Effective Ligand Scaffolds.ACS synthetic biology · 2023Article
- Determinants of Developability and Evolvability of Synthetic Miniproteins as Ligand Scaffolds.Journal of molecular biology · 2023Article
- Protein Engineering and High-Throughput Screening by Yeast Surface Display: Survey of Current Methods.Small science · 2023Article
- Predicting and Interpreting Protein Developability Via Transfer of Convolutional Sequence Representation.ACS synthetic biology · 2023Article
- Protein scaffolds: antibody alternatives for cancer diagnosis and therapy.RSC chemical biology · 2022Review
- Machine Learning-driven Protein Library Design: A Path Toward Smarter Libraries.Methods in molecular biology (Clifton, N.J.) · 2022Article
- Site-wise Diversification of Combinatorial Libraries Using Insights from Structure-guided Stability Calculations.Methods in molecular biology (Clifton, N.J.) · 2022Article
- High-throughput developability assays enable library-scale identification of producible protein scaffold variants.Proceedings of the National Academy of Sciences of the United States of America · 2021Article
- Magnetic Bead-Immobilized Mammalian Cells Are Effective Targets to Enrich Ligand-Displaying Yeast.ACS combinatorial science · 2020Article
- Directed Evolution Using Stabilized Bacterial Peptide Display.Journal of the American Chemical Society · 2020Article
- Cellular-Based Selections Aid Yeast-Display Discovery of Genuine Cell-Binding Ligands: Targeting Oncology Vascular Biomarker CD276.ACS combinatorial science · 2019Article
- Hitting Undruggable Targets: Viewing Stabilized Peptide Development through the Lens of Quantitative Systems Pharmacology.Trends in biochemical sciences · 2019Review
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3 authors.
Funding
Abstract
Engineered protein ligands are used for molecular therapy, diagnostics, and industrial biotechnology. The Gp2 domain is a 45-amino acid scaffold that has been evolved for specific, high-affinity binding to multiple targets by diversification of two solvent-exposed loops. Inspired by sitewise enrichment of select amino acids, including cysteine pairs, in earlier Gp2 discovery campaigns, we hypothesized that the breadth and efficiency of de novo Gp2 discovery will be aided by sitewise amino acid constraint within combinatorial library design. We systematically constructed eight libraries and comparatively evaluated their efficacy for binder discovery via yeast display against a panel of targets. Conservation of a cysteine pair at the termini of the first diversified paratope loop increased binder discovery 16-fold ( p < 0.001). Yet two other libraries with conserved cysteine pairs, within the second loop or an interloop pair, did not aid discovery thereby indicating site-specific impact. Via a yeast display protease resistance assay, Gp2 variants from the loop one cysteine pair library were 3.3 ± 2.1-fold ( p = 0.005) more stable than nonconstrained variants. Sitewise constraint of noncysteine residues-guided by previously evolved binders, natural Gp2 homology, computed stability, and structural analysis-did not aid discovery. A panel of binders to programmed death ligand 1 (PD-L1), a key target in cancer immunotherapy, were discovered from the loop 1 cysteine constraint library. Affinity maturation via loop walking resulted in strong, specific cellular PD-L1 affinity ( K
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