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The biosecurity benefits of genetic engineering attribution.
Lewis G, Jordan JL, Relman DA, Koblentz GD, Leung J, Dafoe A, Nelson C, Epstein GL, Katz R, Montague M, Alley EC, Filone CM, Luby S, Church GM, Millett P, Esvelt KM, Cameron EE, Inglesby TV. Lewis G, et al. Among authors: alley ec. Nat Commun. 2020 Dec 8;11(1):6294. doi: 10.1038/s41467-020-19149-2. Nat Commun. 2020. PMID: 33293537 Free PMC article. Review.
Analysis of the first genetic engineering attribution challenge.
Crook OM, Warmbrod KL, Lipstein G, Chung C, Bakerlee CW, McKelvey TG Jr, Holland SR, Swett JL, Esvelt KM, Alley EC, Bradshaw WJ. Crook OM, et al. Among authors: alley ec. Nat Commun. 2022 Nov 30;13(1):7374. doi: 10.1038/s41467-022-35032-8. Nat Commun. 2022. PMID: 36450726 Free PMC article.
Low-N protein engineering with data-efficient deep learning.
Biswas S, Khimulya G, Alley EC, Esvelt KM, Church GM. Biswas S, et al. Among authors: alley ec. Nat Methods. 2021 Apr;18(4):389-396. doi: 10.1038/s41592-021-01100-y. Epub 2021 Apr 7. Nat Methods. 2021. PMID: 33828272