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Exploring SAR continuity in the vicinity of activity cliffs.

Vigneshwaran Namasivayam1, Preeti Iyer, Jürgen Bajorath

  • 1Department of Life Science Informatics, B-IT, LIMES Program Unit Chemical Biology and Medicinal Chemistry, Rheinische Friedrich-Wilhelms-Universität Bonn, Dahlmannstrasse 2, Germany.

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Activity cliffs, where similar compounds have vastly different potencies, can unexpectedly contain regions of continuous structure-activity relationships. This study used particle swarm optimization to find these rare, continuous areas near activity cliffs.

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Area of Science:

  • Medicinal Chemistry
  • Computational Chemistry
  • Drug Discovery

Background:

  • Activity cliffs represent extreme discontinuity in structure-activity relationships (SARs).
  • SAR data is often heterogeneous, containing both continuous and discontinuous components.
  • Continuity and discontinuity are typically found in separate compound series.

Purpose of the Study:

  • To investigate the presence of SAR continuity in the vicinity of activity cliffs.
  • To develop a computational method for identifying SAR continuity near cliffs.

Main Methods:

  • Designed a computational approach using particle swarm optimization.
  • Examined the structural neighborhood of activity cliffs for continuous SAR components.

Main Results:

  • SAR continuity near activity cliffs was rarely observed.
  • Notable SAR continuity was detected in the structural neighborhood of some prominent activity cliffs.
  • Analysis revealed that SAR environments of activity cliffs are not exclusively discontinuous.

Conclusions:

  • Activity cliffs can exhibit local SAR continuity alongside discontinuity.
  • SAR continuity and discontinuity can coexist in a concerted manner within structurally related compound series.