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VALANCE: a machine learning algorithm to predict antibody neutralization potency

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Zenodo2026-08-04 更新2026-08-13 收录
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VALANCE is a machine learning pipeline that predicts HIV-1 broadly neutralizing antibody (bNAb) resistance from Env sequences. It embeds sequences with ESM2, performs feature down-selection, and classifies neutralization sensitivity/resistance with a fine-tuned TabPFN transformer at a chosen IC₅₀ threshold (0.2, 1, or 50 µg/mL). This site contains pretrained models for all 25 bNAbs across all three thresholds which are available for download.

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Zenodo
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2026-08-04
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