Combining High‐Throughput Experimentation and Automated Flow for Bayesian Optimization of a Metallaphotoredox Reaction

S Stefan Desimpel (SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering Ghent University Ghent Belgium) J Jan Dijkmans (Technology & Engineering Janssen R&D Beerse Belgium) F Florian Medina (Technology & Engineering Janssen R&D Beerse Belgium) K Koen P. L. Kuijpers (Technology & Engineering Janssen R&D Beerse Belgium) L Laurent Lefort (Technology & Engineering Janssen R&D Beerse Belgium) S Santiago Cañellas (Global Discovery Chemistry, Chemical Capabilities, Analytical & Purification, Janssen-Cilag, S.A., E-45007 Toledo, Spain) K Kevin M. Van Geem M Matthieu Dorbec (Technology & Engineering Janssen R&D Beerse Belgium) C Christian V. Stevens (SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering Ghent University Ghent Belgium)

Abstract

ABSTRACT In this work, a metallaphotoredox C(sp 2 )–C(sp 3 ) coupling between aryl (pseudo)halides and alkyl boronic acid pinacol esters was optimized using a two‐stage workflow. In the first stage, high‐throughput experimentation (HTE) is used in conjunction with Bayesian optimization (BO) to select promising discrete parameter values for five categorical reaction variables, including photocatalyst, nickel precursor, nickel ligand, solvent, and amine, from a search space of 30,000 conditions within 120 experiments per substrate across four aryl (pseudo)halides, representing <0.5% of the space. Crucially, the approach proved able to autonomously identify reactivity trends reported in literature without any prior knowledge. In the second stage, the optimal conditions for each substrate are transferred to flow, where eight continuous parameters, including residence time, reaction stoichiometry, temperature, and light intensity, are fine‐tuned. The sequential strategy delivers DMF‐ and precious‐metal‐free protocols for bromides and chlorides and, for the first time, extended this coupling reaction to aryl triflates.

Article Details

Volume / Issue Vol. 65, Issue 29
Published July 13, 2026
ISSN 1433-7851
Publisher Wiley

Journal Info

Angewandte Chemie International Edition

Wiley

ISSN: 1433-7851 Physical Sciences

Authors (9)

S

Stefan Desimpel

SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering Ghent University Ghent Belgium

J

Jan Dijkmans

Technology & Engineering Janssen R&D Beerse Belgium

F

Florian Medina

Technology & Engineering Janssen R&D Beerse Belgium

K

Koen P. L. Kuijpers

Technology & Engineering Janssen R&D Beerse Belgium

L

Laurent Lefort

Technology & Engineering Janssen R&D Beerse Belgium

S

Santiago Cañellas

Global Discovery Chemistry, Chemical Capabilities, Analytical & Purification, Janssen-Cilag, S.A., E-45007 Toledo, Spain

K

Kevin M. Van Geem

M

Matthieu Dorbec

Technology & Engineering Janssen R&D Beerse Belgium

C

Christian V. Stevens

SynBioC Research Group, Department of Green Chemistry and Technology, Faculty of Bioscience Engineering Ghent University Ghent Belgium