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Page 1
Advances in machine learning for directed evolution.
Curr Opin Struct Biol. 2021 Aug;69:11-18. doi: 10.1016/j.sbi.2021.01.008. Epub 2021 Feb 26.
Curr Opin Struct Biol. 2021.
PMID: 33647531
Review.
Machine Learning for Protein Engineering.
Johnston KE, Fannjiang C, Wittmann BJ, Hie BL, Yang KK, Wu Z.
Johnston KE, et al. Among authors: wittmann bj.
ArXiv [Preprint]. 2023 May 26:arXiv:2305.16634v1.
ArXiv. 2023.
PMID: 37292483
Free PMC article.
Preprint.
Item in Clipboard
Diversity-Oriented Enzymatic Synthesis of Cyclopropane Building Blocks.
Wittmann BJ, Knight AM, Hofstra JL, Reisman SE, Kan SBJ, Arnold FH.
Wittmann BJ, et al.
ACS Catal. 2020 Jul 2;10(13):7112-7116. doi: 10.1021/acscatal.0c01888. Epub 2020 Jun 4.
ACS Catal. 2020.
PMID: 33282460
Free PMC article.
Item in Clipboard
Machine learning-assisted directed protein evolution with combinatorial libraries.
Wu Z, Kan SBJ, Lewis RD, Wittmann BJ, Arnold FH.
Wu Z, et al. Among authors: wittmann bj.
Proc Natl Acad Sci U S A. 2019 Apr 30;116(18):8852-8858. doi: 10.1073/pnas.1901979116. Epub 2019 Apr 12.
Proc Natl Acad Sci U S A. 2019.
PMID: 30979809
Free PMC article.
Item in Clipboard
evSeq: Cost-Effective Amplicon Sequencing of Every Variant in a Protein Library.
Wittmann BJ, Johnston KE, Almhjell PJ, Arnold FH.
Wittmann BJ, et al.
ACS Synth Biol. 2022 Mar 18;11(3):1313-1324. doi: 10.1021/acssynbio.1c00592. Epub 2022 Feb 17.
ACS Synth Biol. 2022.
PMID: 35172576
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Informed training set design enables efficient machine learning-assisted directed protein evolution.
Wittmann BJ, Yue Y, Arnold FH.
Wittmann BJ, et al.
Cell Syst. 2021 Nov 17;12(11):1026-1045.e7. doi: 10.1016/j.cels.2021.07.008. Epub 2021 Aug 19.
Cell Syst. 2021.
PMID: 34416172
Free article.
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Transcriptomic analysis illuminates genes involved in chlorophyll synthesis after nitrogen starvation in Acaryochloris sp. CCMEE 5410.
Yoneda A, Wittmann BJ, King JD, Blankenship RE, Dantas G.
Yoneda A, et al. Among authors: wittmann bj.
Photosynth Res. 2016 Aug;129(2):171-82. doi: 10.1007/s11120-016-0279-1. Epub 2016 Jun 9.
Photosynth Res. 2016.
PMID: 27276888
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