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Computationally accelerated organic synthesis: Optimal ligand prediction for generating reactive alkyl ketone radicals

Computationally accelerated organic synthesis – Optimal ligand prediction for generating reactive alkyl ketone radicals
An artistic illustration of an alkyl ketyl radical generated by single-electron reduction with a palladium catalyst. Credit: WPI-ICReDD, Hokkaido University

Because ketones are widespread in organic molecules, chemists are eager to develop new reactions that use them to form chemical bonds. One challenging reaction is the one-electron reduction of ketones to generate ketyl radicals.

Ketyl radicals are reactive intermediates used in natural product synthesis and pharmaceutical chemistry; however, most methodologies are optimized for aryl while simple alkyl ketones remain challenging for chemists. Alkyl ketones are considerably more abundant but intrinsically more difficult to reduce than aryl ketones.

To this end, a team of specialized organic chemists and computational chemists from WPI-ICReDD at Hokkaido University has developed a new catalytic method for generating alkyl ketyl radicals.

This research is in the Journal of the American Chemical Society.

WPI-ICReDD researchers have previously demonstrated a with phosphine ligands that could transform aryl ketones photochemically (reaction activated by shining light) but was ineffective with alkyl ketones.

Their data suggested that alkyl ketyl radicals would form, however, the ketyl radical would transfer an electron back to the palladium, i.e. back (BET), before a ketyl radical reaction could occur. This resulted in no changes to the starting material.

Just like in conventional palladium catalysis, the reactivity of photoexcited palladium catalysts depends greatly on the type of phosphine used.

Therefore, the team hypothesized they could identify an appropriate phosphine ligand capable of engendering reactivity towards alkyl ketones. However, since thousands of phosphine ligands are known, identifying the optimal one for an unknown reaction through experimentation alone would be difficult, time-consuming, and environmentally burdensome due to chemical waste.

Computationally accelerated organic synthesis – Optimal ligand prediction for generating reactive alkyl ketone radicals
New alkyl ketone radical reactions discovered using predictive computational methods developed by WPI-ICReDD. Credit: WPI-ICReDD, Hokkaido University

The researchers effectively circumvented these issues by utilizing to efficiently search for optimal ligands with minimal experiments. Specifically, they employed the Virtual Ligand-Assisted Screening (VLAS) method developed by Associate Professor Wataru Matsuoka and Professor Satoshi Maeda from WPI-ICReDD. For 38 different phosphine ligands, the VLAS generated a heat map that predicted which ligands could best engender reactivity based on their electronics and sterics.

Based on this heat map, the team selected just three promising ligands for experimental testing and successfully identified L4 as the optimal ligand—tris(4-methoxyphenyl) (P(p-OMe-C₆H₄)₃). Using this ligand effectively suppresses BET, enabling the generation of ketyl radicals from alkyl ketones and achieves versatile reactions with high yield.

This work provides chemists with facile access to alkyl ketyl reactivity and highlights the effectiveness of VLAS to rapidly develop and optimize new chemical reactions.

More information: Kosaku Tanaka et al, Virtual Ligand-Assisted Screening for the Generation of Ketyl Radicals from Alkyl Ketones via Photoexcited Palladium Catalysis, Journal of the American Chemical Society (2025).

Provided by Hokkaido University

Citation: Computationally accelerated organic synthesis: Optimal ligand prediction for generating reactive alkyl ketone radicals (2025, October 30) retrieved 2 November 2025 from /news/2025-10-synthesis-optimal-ligand-generating-reactive.html
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