109. "Integrating Data Science and Machine Learning with an Aldol Condensation Laboratory" Min, D. S.; Fan, F.; Doyle, A. G. J. Chem. Educ. 2026, 103, 1497-1504. [DOI: 10.1021/acs.jchemed.5c00994] Link PDF
107. "Transferable enantioselectivity models from sparse data" Gallarati, S.; Bucci, E. M.; Doyle, A. G.; Sigman, M. S. Nature, 2026, 651, 637-646. [DOI: 10.1038/s41586-026-10239-7] Link PDF
106. "Synergizing Chemical and AI Communities for Advancing Laboratories of the Future" Oh, S.; Fang, X.; Lin, I.-H.; Dee, P.; Dunham, C. S.; Copp, S. M.; Doyle, A. G.; de Alaniz, J. R.; Gu, M. ACS Cent. Sci., 2026, 12, 157-173. [DOI: 10.1021/acscentsci.5c01994] Link PDF
104. "Multi-level QTAIM-Enriched Graph Neural Networks for Resolving Properties of Transition Metal Complexes" Gee, W.; Doyle, A. G.; Vargas, S.; Alexandrova, A. Digital Discovery, 2025, 4, 3378–3388. [DOI:10.1039/D5DD00220F] Link PDF
103. "Considerations in Pursuing Reaction Scope Generality" Zacate, S. B.; Dantas, J. A.; Lin, S.; Doyle, A. G.; Sigman, M. S. Angew. Chem. Int. Ed., 2025, 64, e202511091. [DOI:10.1002/anie.202511091] Link PDF
"Data Science-Guided Development of Deoxyfluorination Reagents with Enhanced Reactivity, Practicality, and Safety" Ruos, M. R.; Romer, N. P.; Deichert, J. A.; Alabanza, L. M.; Gandhi, S. S.; Brown, G. Z.; Walroth, R. C.; Cruz, K.; Gosselin, F.; Hong, A. Y.; Sigman, M. S.; Doyle, A. G. J. Am. Chem. Soc., 2025, 147, 25815–25824. [DOI: 10.1021/jacs.5c07548]
"Fabrication of SERS Substrates Using Silver-Coated Gold Nanostars for Chemical Sensing: A Multiobjective Bayesian Optimization Approach" Giordano, A. N.; Franqui-Rios, S.; Quarin, S. M.; Vang, D.; Austin, D. R.; Doyle, A. G.; Baldwin, L. A.; Strobbia, P.; Rao, R. ACS Appl. Nano Mater., 2025, 8, 11930-11939. [DOI: 10.1021/acsanm.5c01462] Link PDF
"Applying Active Learning toward Building a Generalizable Model for Ni-Photoredox Cross-Electrophile Coupling of Aryl and Alkyl Bromides" Souza, L. W.; Ricke, N. D.; Chaffin, B. C.; Fortunato, M. E.; Jiang, S.; Soylu, C.; Caya, T. C.; Lau, S. H.; Wieser, K. A.; Doyle, A. G.; Tan, K. L. J. Am. Chem. Soc., 2025, 147, 18747-18759.
"Biosourced Functional Hydroxybenzoate-co-Lactide Polymers with Antimicrobial Activity" Salas-Ambrosio, P.; Vexler, S.; Sivasankaran, R. P.; Vlahakis, N.; Lai, R. S.; Johnson, C.; Baas-Maynard, S. I.; Min, D. S.; Lower, H.; Doyle, A. G.; Tang, Y.; Rodriguez, J. A.; Chen, I. A.; Read de Alaniz, J.; Maynard, H. D. J. Am. Chem. Soc., 2025, 147, 19230-19238. [DOI:
"Diversification of acridinium photocatalysts: Property tuning and reactivity in model reactions" Wang, J. Y.; Fan, F.; Ruos, M. E.; Adao Gomes, L.; Lavin, M.; O'Connor, T. J.; Lopez, S. A.; Doyle, A. G. Tet. Lett., 2025, 160, 155546. [DOI: 10.1016/j.tetlet.2025.155546] Link PDF
The Doyle Lab • Prof. Abigail Doyle
Saul Winstein Chair in Organic Chemistry
Department of Chemistry and Biochemistry, UCLA
3515 Molecular Science Building • Los Angeles, CA 90095
abigaildoyle@g.ucla.edu • Phone: (310) 206-1036
