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A General Group Testing Strategy for Discovering Chemical Cooperativity.

Philipp M Pflüger1, Felix Katzenburg1, Frederik Sandfort1

  • 1Organisch-Chemisches Institut, Universität Münster, Münster, Germany.

Angewandte Chemie (International Ed. in English)
|February 4, 2026
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Summary
This summary is machine-generated.

This study introduces a group-testing strategy to efficiently discover cooperative molecular interactions in complex chemical systems. This approach accelerates chemical discovery by reducing experiments needed to identify active pairs and new reagents.

Keywords:
combinatorial designscooperativitygroup testingscreeningtrifluoromethylthiolation

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Area of Science:

  • Chemistry
  • Chemical Biology
  • Materials Science

Background:

  • Multi-component chemical systems present a combinatorial challenge for experimental screening.
  • Discovering cooperative molecular interactions is crucial for advancing chemical synthesis and discovery.
  • Traditional screening methods are often inefficient for exploring vast chemical spaces.

Purpose of the Study:

  • To develop an efficient strategy for identifying cooperative molecular interactions within multi-component systems.
  • To accelerate the discovery of novel chemical reactivity and reagents.
  • To overcome the limitations of combinatorial explosion in chemical exploration.

Main Methods:

  • A statistics-based group-testing strategy was coupled with luminescence quenching assays.
  • Combinatorial design theory-based pooling and iterative deconvolution were employed.
  • Two algorithms, a greedy algorithm for group design and iterative sectioning for deconvolution, were implemented.

Main Results:

  • Screened 4,950 substrate pairs in only 504 experiments, identifying 15 cooperative pairs.
  • Identified active pairs demonstrated high reactivity with various reaction partners.
  • Discovered a bench-stable reagent for efficient and regioselective trifluoromethylthiolation.

Conclusions:

  • The developed group-testing framework significantly accelerates the discovery of cooperative reactivity.
  • This approach provides a broadly applicable method for optimizing experimental designs in chemical discovery.
  • The identified cooperative pairs and novel reagents open new avenues in synthetic chemistry.