AI Article Synopsis

  • Designing effective monoclonal antibody (mAb) therapeutics involves optimizing various factors known as "developability," which influences how well an antibody can progress through development based on its properties.
  • The study highlights that while natural antibodies can inform mAb selection, there's still a lack of understanding regarding the relationship between the developability parameters of natural and engineered antibodies, particularly in terms of redundancy and predictability.
  • By analyzing over two million antibody sequences, researchers found that sequence-based developability parameters are more predictable and show varied sensitivity compared to structure-based parameters, suggesting that engineered antibodies operate within limited areas of the broader natural antibody landscape, contributing valuable insights for improving therapeutic mAb design.

Article Abstract

Designing effective monoclonal antibody (mAb) therapeutics faces a multi-parameter optimization challenge known as "developability", which reflects an antibody's ability to progress through development stages based on its physicochemical properties. While natural antibodies may provide valuable guidance for mAb selection, we lack a comprehensive understanding of natural developability parameter (DP) plasticity (redundancy, predictability, sensitivity) and how the DP landscapes of human-engineered and natural antibodies relate to one another. These gaps hinder fundamental developability profile cartography. To chart natural and engineered DP landscapes, we computed 40 sequence- and 46 structure-based DPs of over two million native and human-engineered single-chain antibody sequences. We find lower redundancy among structure-based compared to sequence-based DPs. Sequence DP sensitivity to single amino acid substitutions varied by antibody region and DP, and structure DP values varied across the conformational ensemble of antibody structures. We show that sequence DPs are more predictable than structure-based ones across different machine-learning tasks and embeddings, indicating a constrained sequence-based design space. Human-engineered antibodies localize within the developability and sequence landscapes of natural antibodies, suggesting that human-engineered antibodies explore mere subspaces of the natural one. Our work quantifies the plasticity of antibody developability, providing a fundamental resource for multi-parameter therapeutic mAb design.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11291509PMC
http://dx.doi.org/10.1038/s42003-024-06561-3DOI Listing

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