Author

Peter J. Gwynne

Tufts UniversityORCID 0000-0002-4111-5563Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Organism:bacteria (other)· 1 Research Focus:drug response / drug discovery· 1 Approach:machine learning (classical)· 1 Assay:whole-genome sequencing· 1

Frequent Co-Authors

Andrew Zhou· 1 shared Bree B. AldridgeiD· 1 shared Eric Chen· 1 shared Inna V. KriegeriD· 1 shared James C. SacchettiniiD· 1 shared Kee-Lee K. Stocks· 1 shared Lia R. SerranoiD· 1 shared Linden T. HuiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 45 mutual co-author links

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1 shared paperBioinformatics

Andrew Zhou

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1 paper

Recent·Most cited

Improving Generalizability in Whole-Cell Antibiotic Discovery Through Active Learning

Lia R. Serrano, Andrew Zhou, Ziming Wei, Kee-Lee K. Stocks, Yasha Ektefaie, Peter J. Gwynne, Eric Chen, Inna V. Krieger, James C. Sacchettini, Bree B. Aldridge, Linden T. Hu, Maha Reda Farhat

This paper evaluates active learning strategies for whole-cell antibiotic discovery, finding an optimal approach that significantly improves hit rates and generalizability across bacterial species.

bioRxiv · Jul 5, 2026 · PreprintBioinformatics