Turbocharging Matched Molecular Pair Analysis: Optimizing the Identification and Analysis of Pairs

J Chem Inf Model. 2017 Oct 23;57(10):2424-2436. doi: 10.1021/acs.jcim.7b00335. Epub 2017 Oct 2.

Abstract

We have applied the two most commonly used methods for automatic matched pair identification, obtained the optimum settings, and discovered that the two methods are synergistic. A turbocharging approach to matched pair analysis is advocated in which a first round (a conservative categorical approach that uses an analogy with coin flips, heads corresponding to an increase in a measured property, tails to a decrease, and a biased coin to a structural change that reliably causes a change in that property) provides the settings for a second round (which uses the magnitude of the change in properties). Increased chemical specificity allows reliable knowledge to be extracted from smaller sets of pairs, and an assay-specific upper limit can be placed on the number of pairs required before adequate sampling of variability has been achieved.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Drug Design
  • Models, Chemical*
  • Molecular Structure
  • Quantitative Structure-Activity Relationship