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(2022) Improving antibody affinity through in vitro mutagenesis in complementarity determining re- gions

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q-bio.BM 1

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2024 1

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CONDITIONAL 1

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Energy-based generative models for monoclonal antibodies

q-bio.BM · 2024-11-20 · conditional · novelty 6.0

Energy-based sampling with a human-antibody prior generates diverse heavy-chain mutants near the wild type that lie on predicted affinity-solubility Pareto fronts and outperform constrained local search in synthetic benchmarks.

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  • Energy-based generative models for monoclonal antibodies q-bio.BM · 2024-11-20 · conditional · none · ref 4

    Energy-based sampling with a human-antibody prior generates diverse heavy-chain mutants near the wild type that lie on predicted affinity-solubility Pareto fronts and outperform constrained local search in synthetic benchmarks.