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Finding Effective Charged Polymers for mRNA Delivery Using Large-Scale Testing and Machine Learning
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Abstract
Several lead cationic polymers demonstrated superior effectiveness in delivering mRNA, significantly outperforming benchmark materials.
- A library of cationic polymers was synthesized for mRNA delivery using combinatorial methods.
- The ability of these polymers to bind with mRNA and their biological effects were extensively analyzed.
- High-throughput screening identified polymers that excelled in cellular uptake and mRNA transfection efficiency.
- Machine learning analyses revealed key properties that may predict the performance of these polymers in delivery applications.
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