Literature DB >> 17125187

Fuzzy tricentric pharmacophore fingerprints. 1. Topological fuzzy pharmacophore triplets and adapted molecular similarity scoring schemes.

Fanny Bonachéra1, Benjamin Parent, Frédérique Barbosa, Nicolas Froloff, Dragos Horvath.   

Abstract

This paper introduces a novel molecular description--topological (2D) fuzzy pharmacophore triplets, 2D-FPT--using the number of interposed bonds as the measure of separation between the atoms representing pharmacophore types (hydrophobic, aromatic, hydrogen-bond donor and acceptor, cation, and anion). 2D-FPT features three key improvements with respect to the state-of-the-art pharmacophore fingerprints: (1) The first key novelty is fuzzy mapping of molecular triplets onto the basis set of pharmacophore triplets: unlike in the binary scheme where an atom triplet is set to highlight the bit of a single, best-matching basis triplet, the herein-defined fuzzy approach allows for gradual mapping of each atom triplet onto several related basis triplets, thus minimizing binary classification artifacts. (2) The second innovation is proteolytic equilibrium dependence, by explicitly considering all of the conjugated acids and bases (microspecies). 2D-FPTs are concentration-weighted (as predicted at pH=7.4) averages of microspecies fingerprints. Therefore, small structural modifications, not affecting the overall pharmacophore pattern (in the sense of classical rule-based assignment), but nevertheless triggering a pKa shift, will have a major impact on 2D-FPT. Pairs of almost identical compounds with significantly differing activities ("activity cliffs" in classical descriptor spaces) were in many cases predictable by 2D-FPT. (3) The third innovation is a new similarity scoring formula, acknowledging that the simultaneous absence of a triplet in two molecules is a less-constraining indicator of similarity than its simultaneous presence. It displays excellent neighborhood behavior, outperforming 2D or 3D two-point pharmacophore descriptors or chemical fingerprints. The 2D-FPT calculator was developed using the chemoinformatics toolkit of ChemAxon (www.chemaxon.com).

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Year:  2006        PMID: 17125187     DOI: 10.1021/ci6002416

Source DB:  PubMed          Journal:  J Chem Inf Model        ISSN: 1549-9596            Impact factor:   4.956


  8 in total

1.  Activity cliffs and activity cliff generators based on chemotype-related activity landscapes.

Authors:  Jaime Pérez-Villanueva; Oscar Méndez-Lucio; Olivia Soria-Arteche; José L Medina-Franco
Journal:  Mol Divers       Date:  2015-07-07       Impact factor: 2.943

2.  Assessment of tautomer distribution using the condensed reaction graph approach.

Authors:  T R Gimadiev; T I Madzhidov; R I Nugmanov; I I Baskin; I S Antipin; A Varnek
Journal:  J Comput Aided Mol Des       Date:  2018-01-29       Impact factor: 3.686

3.  Local neighborhood behavior in a combinatorial library context.

Authors:  Dragos Horvath; Christian Koch; Gisbert Schneider; Gilles Marcou; Alexandre Varnek
Journal:  J Comput Aided Mol Des       Date:  2011-02-12       Impact factor: 3.686

4.  Computational chemogenomics: is it more than inductive transfer?

Authors:  J B Brown; Yasushi Okuno; Gilles Marcou; Alexandre Varnek; Dragos Horvath
Journal:  J Comput Aided Mol Des       Date:  2014-04-27       Impact factor: 3.686

5.  Introducing a Chemically Intuitive Core-Substituent Fingerprint Designed to Explore Structural Requirements for Effective Similarity Searching and Machine Learning.

Authors:  Tiago Janela; Kosuke Takeuchi; Jürgen Bajorath
Journal:  Molecules       Date:  2022-04-04       Impact factor: 4.411

6.  ELIXIR-A: An Interactive Visualization Tool for Multi-Target Pharmacophore Refinement.

Authors:  Haoqi Wang; Nirmitee Mulgaonkar; Lisa M Pérez; Sandun Fernando
Journal:  ACS Omega       Date:  2022-04-05

7.  Improving chemical similarity ensemble approach in target prediction.

Authors:  Zhonghua Wang; Lu Liang; Zheng Yin; Jianping Lin
Journal:  J Cheminform       Date:  2016-04-23       Impact factor: 5.514

8.  Choquet integral-based fuzzy molecular characterizations: when global definitions are computed from the dependency among atom/bond contributions (LOVIs/LOEIs).

Authors:  César R García-Jacas; Lisset Cabrera-Leyva; Yovani Marrero-Ponce; José Suárez-Lezcano; Fernando Cortés-Guzmán; Mario Pupo-Meriño; Ricardo Vivas-Reyes
Journal:  J Cheminform       Date:  2018-10-25       Impact factor: 5.514

  8 in total

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