Molecular Design and QSARs/QSPRs with Molecular Descriptors Family
Sorana D. Bolboaca,
Mircea V. Diudea.
The aim of the present paper is to present the methodology of the molecular descriptors family (MDF) as an
integrative tool in molecular modeling and its abilities as a multivariate QSAR/QSPR modeling tool. An algorithm for
extracting useful information from the topological and geometrical representation of chemical compounds was developed
and integrated to calculate MDF members. The MDF methodology was implemented and the software is available online
(http://l.academicdirect.org/Chemistry/SARs/MDF_SARs/). This integrative tool was developed in order to maximize
performance, functionality, efficiency and portability. The MDF methodology is able to provide reliable and valid
multiple linear regression models. Furthermore, in many cases, the MDF models were better than the published results in
the literature in terms of correlation coefficients (statistically significant Steiger’s Z test at a significance level of 5%)
and/or in terms of values of information criteria and Kubinyi function. The MDF methodology developed and
implemented as a platform for investigating and characterizing quantitative relationships between the chemical structure
and the activity/property of active compounds was used on more than 50 study cases. In almost all cases, the methodology
allowed obtaining of QSAR/QSPR models improved in explanatory power of structure-activity and structure-property
relationships. The algorithms applied in the computation of geometric and topological descriptors (useful in modeling
physicochemical or biological properties of molecules) and those used in searching for reliable and valid multiple linear
regression models certain enrich the pool of low-cost low-time drug design tools.
Keywords: Information criteria, model generation, model validation, molecular descriptors family (MDF), quantitative
structure-activity relationships (QSAR), quantitative structure-property relationships (QSPR).
Rights & PermissionsPrintExport