Research Articles
Navigating Rugged Fitness Landscapes: Machine Learning Strategies for Protein Engineering and Drug Development
This article explores the transformative role of machine learning (ML) in navigating rugged fitness landscapes, a significant challenge in protein engineering and therapeutic development.
Optimizing Mg2+ and Mn2+ Concentrations for High-Efficiency Polymerase Evolution
This article provides a comprehensive guide for researchers and drug development professionals on optimizing Mg2+ and Mn2+ concentrations to direct polymerase evolution.
Overcoming Insoluble and Gaseous Product Challenges in Directed Enzyme Evolution
Directed evolution is a powerful tool for engineering enzymes, but its application is significantly hindered when target products are insoluble or gaseous, making them difficult to detect and link to...
Beyond Structural Diversity: Functional Strategies for Enhanced Library Coverage in Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on evolving fragment-based drug design (FBDD) beyond traditional structural diversity.
Selection and Activity in Parasites: From Foundational Biology to Modern Drug Discovery
This article provides a comprehensive overview of the critical interplay between parasite selection mechanisms and biological activity, tailored for researchers and drug development professionals.
Navigating the Rugged Terrain: Modern Strategies to Overcome Epistasis in Protein Fitness Landscapes
Epistasis—the context-dependent effect of mutations—creates rugged fitness landscapes that challenge predictable protein evolution and engineering.
Balancing Mutation Rate and Library Quality in Error-Prone PCR: A Strategic Guide for Protein Engineering and Drug Development
This article provides a comprehensive guide for researchers and drug development professionals on optimizing error-prone PCR (epPCR) to generate high-quality mutant libraries.
Strategies for Reducing False Positives in Emulsion-Based Selection Platforms: A Guide for Researchers
Emulsion-based selection platforms, such as droplet microfluidics, are powerful tools for high-throughput screening in directed evolution, antibody discovery, and single-cell analysis.
Optimizing Selection Conditions in Directed Evolution: A Strategic Guide for Biomedical Researchers
This article provides a comprehensive guide for researchers and drug development professionals on optimizing selection conditions in directed evolution.
Engineering the Future: Directed Evolution of XNA Polymerases for Advanced Synthetic Biology
The field of synthetic biology is being transformed by xenonucleic acids (XNAs), synthetic genetic polymers that offer nuclease resistance and novel chemical functionalities not found in nature.