Geylan Gökçe, Kabeshov Mikhail, Genheden Samuel, Kannas Christos, Kogej Thierry, De Maria Leonardo, David Florian, Engkvist Ola
Molecular AI, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca Gothenburg Sweden
Division of Systems and Synthetic Biology, Department of Life Sciences, Chalmers University of Technology Gothenburg Sweden.
Chem Sci. 2025 Sep 8. doi: 10.1039/d5sc04898b.
Incorporating non-natural amino acids (NNAAs) into peptides enhances therapeutic properties, including binding affinity, metabolic stability, and half-life time. The pursuit of novel NNAAs for improved peptide designs faces the challenge of effective synthesis of these building blocks as well as the entire peptide itself. Solid-Phase Peptide Synthesis (SPPS) is an essential technology for the automated assembly of peptides with NNAAs, necessitating careful protection for effective coupling of amino acids in the peptide chain. This process requires orthogonal protection of the reactive groups in individual amino acids after synthesizing them, presenting a challenge in bridging peptide design with chemical synthesis. To address this, we have developed a first-of-its-kind synthesis assistance tool, NNAA-Synth, that plans and evaluates the synthesis of individual SPPS-compatible NNAAs. Our tool unifies (i) introducing orthogonal protecting groups to NNAAs, (ii) retrosynthetic prediction to propose synthesis routes, and (iii) scoring the synthetic feasibility of these routes. We demonstrate how the tool facilitates optimal protection strategy selection for individual NNAAs. Additionally, it enables synthesizability-aware NNAA ranking and prioritization during computational screening, enhancing the quality of the design by assessing the accessibility of individual building blocks.
将非天然氨基酸(NNAAs)掺入肽中可增强治疗特性,包括结合亲和力、代谢稳定性和半衰期。寻求新型非天然氨基酸以改进肽设计面临着有效合成这些结构单元以及整个肽本身的挑战。固相肽合成(SPPS)是用非天然氨基酸自动组装肽的一项关键技术,需要仔细保护以实现肽链中氨基酸的有效偶联。这个过程要求在合成单个氨基酸后对其反应基团进行正交保护,这在将肽设计与化学合成联系起来方面构成了挑战。为解决这一问题,我们开发了首个此类合成辅助工具NNAA-Synth,它可规划和评估单个与SPPS兼容的非天然氨基酸的合成。我们的工具统一了以下几点:(i)给非天然氨基酸引入正交保护基团;(ii)逆合成预测以提出合成路线;(iii)对这些路线的合成可行性进行评分。我们展示了该工具如何促进为单个非天然氨基酸选择最佳保护策略。此外,它能在计算筛选过程中对可合成性的非天然氨基酸进行排名和优先级排序,通过评估单个结构单元的可及性来提高设计质量。