A General Group Testing Strategy for Discovering Chemical Cooperativity.Open Access

Pflüger PM; Katzenburg F; Sandfort F; Teders M; Gómez-Suárez A; Standley EA; Hopkinson MN; Daniliuc CG; Heuer A; Glorius F

Research article (journal) | Peer reviewed

Abstract

The combinatorial explosion inherent to multi-component systems limits their experimental exploration and ultimately chemical discovery. Here, we introduce a statistics-based group-testing strategy, which we couple with luminescence quenching assays to efficiently identify cooperative molecular interactions. Utilizing the quenching of a photosensitizer as a quick readout for chemical activity, 4,950 substrate pairs were screened in only 504 experiments, enabled through a combinatorial design theory-based pooling approach and iterative deconvolution. Therefore, two algorithms-a greedy algorithm for group design and an iterative sectioning deconvolution method to resolve active pairs-were implemented. Fifteen cooperative pairs were identified, and the nature of their interactions and the resulting electronic perturbations were investigated. In a systematic follow-up screen, it was found that the identified active pairs exhibit high reactivity towards a broad group of reaction partners. One such pair led to the discovery of a bench-stable reagent, enabling efficient and regioselective trifluoromethylthiolation reactions. This work establishes a broadly applicable framework for accelerating the discovery of cooperative reactivity through optimized experimental designs.

Details about the publication

JournalAngewandte Chemie International Edition (Angew. Chem. Int. Ed.)
Volume65
Article numbere25278
StatusPublished
Release year2026 (03/02/2026)
Language in which the publication is writtenEnglish
DOI10.1002/anie.202525278
Link to the full texthttps://onlinelibrary.wiley.com/doi/10.1002/anie.202525278
Keywordsscreening; theory; iterations; algorithms; cooperativity

Authors from the University of Münster

Daniliuc, Constantin-Gabriel
Organic Chemistry Institute
Glorius, Frank
Professur für Organische Chemie (Prof. Glorius)
Heuer, Andreas
Professorship of Theory of Complex Systems
Hopkinson, Matthew Neil
Organic Chemistry Institute
Pflüger, Philipp Miro
Professur für Organische Chemie (Prof. Glorius)
Sandfort, Frederik
Professur für Organische Chemie (Prof. Glorius)
Teders, Michael
Professur für Organische Chemie (Prof. Glorius)