Vega A, Planas A, Biarnes X
Int J Mol Sci. 2025; 26(3).
PMID: 39940748
PMC: 11817184.
DOI: 10.3390/ijms26030980.
Hua X, Wang Y, Jin X, Yu H, Wang H, Chen Y
Nat Commun. 2025; 16(1):1170.
PMID: 39885154
PMC: 11782660.
DOI: 10.1038/s41467-025-56463-z.
Staar M, Ahlborn L, Estevez-Gay M, Pallasch K, Osuna S, Schallmey A
ACS Catal. 2024; 14(21):15976-15987.
PMID: 39507489
PMC: 11536340.
DOI: 10.1021/acscatal.4c04815.
Romero M, Garcia Seisdedos H, Ibarra-Molero B
Protein Sci. 2024; 31(9):e4417.
PMID: 39287965
PMC: 9601870.
DOI: 10.1002/pro.4417.
Lipsh-Sokolik R, Fleishman S
Proc Natl Acad Sci U S A. 2024; 121(34):e2314999121.
PMID: 39133844
PMC: 11348311.
DOI: 10.1073/pnas.2314999121.
Enhanced Sequence-Activity Mapping and Evolution of Artificial Metalloenzymes by Active Learning.
Vornholt T, Mutny M, Schmidt G, Schellhaas C, Tachibana R, Panke S
ACS Cent Sci. 2024; 10(7):1357-1370.
PMID: 39071060
PMC: 11273458.
DOI: 10.1021/acscentsci.4c00258.
Opportunities and challenges in design and optimization of protein function.
Listov D, Goverde C, Correia B, Fleishman S
Nat Rev Mol Cell Biol. 2024; 25(8):639-653.
PMID: 38565617
PMC: 7616297.
DOI: 10.1038/s41580-024-00718-y.
Engineering Enzymes for Environmental Sustainability.
Radley E, Davidson J, Foster J, Obexer R, Bell E, Green A
Angew Chem Weinheim Bergstr Ger. 2024; 135(52):e202309305.
PMID: 38516574
PMC: 10952289.
DOI: 10.1002/ange.202309305.
Machine Learning and Deep Learning in Synthetic Biology: Key Architectures, Applications, and Challenges.
Goshisht M
ACS Omega. 2024; 9(9):9921-9945.
PMID: 38463314
PMC: 10918679.
DOI: 10.1021/acsomega.3c05913.
Perspectives on Computational Enzyme Modeling: From Mechanisms to Design and Drug Development.
Nam K, Shao Y, Major D, Wolf-Watz M
ACS Omega. 2024; 9(7):7393-7412.
PMID: 38405524
PMC: 10883025.
DOI: 10.1021/acsomega.3c09084.
Applications of Machine Learning (ML) and Mathematical Modeling (MM) in Healthcare with Special Focus on Cancer Prognosis and Anticancer Therapy: Current Status and Challenges.
Hassan J, Saeed S, Deka L, Jasim Uddin M, Das D
Pharmaceutics. 2024; 16(2).
PMID: 38399314
PMC: 10892549.
DOI: 10.3390/pharmaceutics16020260.
Machine learning for functional protein design.
Notin P, Rollins N, Gal Y, Sander C, Marks D
Nat Biotechnol. 2024; 42(2):216-228.
PMID: 38361074
DOI: 10.1038/s41587-024-02127-0.
ACIDES: on-line monitoring of forward genetic screens for protein engineering.
Nemoto T, Ocari T, Planul A, Tekinsoy M, Zin E, Dalkara D
Nat Commun. 2023; 14(1):8504.
PMID: 38148337
PMC: 10751290.
DOI: 10.1038/s41467-023-43967-9.
Computationally guided bioengineering of the active site, substrate access pathway, and water channels of thermostable cytochrome P450, CYP175A1, for catalyzing the alkane hydroxylation reaction.
Taher M, Dubey K, Mazumdar S
Chem Sci. 2023; 14(48):14316-14326.
PMID: 38098704
PMC: 10718072.
DOI: 10.1039/d3sc02857g.
Accelerating Biocatalysis Discovery with Machine Learning: A Paradigm Shift in Enzyme Engineering, Discovery, and Design.
Markus B, C G, Andreas K, Arkadij K, Stefan L, Gustav O
ACS Catal. 2023; 13(21):14454-14469.
PMID: 37942268
PMC: 10629211.
DOI: 10.1021/acscatal.3c03417.
LibGENiE - A bioinformatic pipeline for the design of information-enriched enzyme libraries.
Patsch D, Eichenberger M, Voss M, Bornscheuer U, Buller R
Comput Struct Biotechnol J. 2023; 21:4488-4496.
PMID: 37736300
PMC: 10510078.
DOI: 10.1016/j.csbj.2023.09.013.
Optimizing the strain engineering process for industrial-scale production of bio-based molecules.
Abbate E, Andrion J, Apel A, Biggs M, Chaves J, Cheung K
J Ind Microbiol Biotechnol. 2023; 50(1).
PMID: 37656881
PMC: 10548853.
DOI: 10.1093/jimb/kuad025.
Engineering Enzymes for Environmental Sustainability.
Radley E, Davidson J, Foster J, Obexer R, Bell E, Green A
Angew Chem Int Ed Engl. 2023; 62(52):e202309305.
PMID: 37651344
PMC: 10952156.
DOI: 10.1002/anie.202309305.
Artificial intelligence-aided protein engineering: from topological data analysis to deep protein language models.
Qiu Y, Wei G
Brief Bioinform. 2023; 24(5).
PMID: 37580175
PMC: 10516362.
DOI: 10.1093/bib/bbad289.
Artificial intelligence-aided protein engineering: from topological data analysis to deep protein language models.
Qiu Y, Wei G
ArXiv. 2023; .
PMID: 37547662
PMC: 10402185.