2012
DOI: 10.2174/157340612801216210
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A QSAR Study of Biphenyl Analogues of 2-Nitroimidazo-[2, 1-b] [1, 3] - oxazines as Antitubercular Agents Using Genetic Function Approximation

Abstract: A QSAR study was performed on ninety eight substituted biphenyl analogues of 2-nitroimidazo-[2, 1-b] [1, 3]-oxazines as antitubercular agents to explore the importance of topological, thermodynamic, spatial and physicochemical properties of the molecules towards the antitubercular activity. Genetic function approximation (GFA) was used as the chemometric tool for the study. The study shows that ortho and meta linked attachments of the biphenyl analogs to 2- nitroimidazo-[2, 1-b] [1, 3]-oxazines are detrimental… Show more

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Cited by 9 publications
(3 citation statements)
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References 23 publications
(34 reference statements)
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“…The GFA uses a genetic-based technique in terms of variable selection, which is a very difficult task in other statistical approaches. This is the combination of Holland's genetic algorithm and Friedman's multivariate adaptive regression splines [46,47]. It is majorly used to reduce the large number of descriptors in to small set that possibly correlate the response [48].…”
Section: Development Of Different Qsar Modelsmentioning
confidence: 99%
“…The GFA uses a genetic-based technique in terms of variable selection, which is a very difficult task in other statistical approaches. This is the combination of Holland's genetic algorithm and Friedman's multivariate adaptive regression splines [46,47]. It is majorly used to reduce the large number of descriptors in to small set that possibly correlate the response [48].…”
Section: Development Of Different Qsar Modelsmentioning
confidence: 99%
“…Simple examples of dioxazines include naturally occurring cinnabarine and cinnabaric acid, which are derived from tryptophan biodegradation [7]. Oxazines play an important role as antihyperglycemic [8], antileishmanial [9], antitubercular [10,11], antiulcer [12], anticancer [13,14] and antibacterial [15]. Patil and his coworkers were synthesized some derivatives of oxazines and some compounds showed moderate potent antibacterial activity while some others showed potent activity towards E.coli, S. aureus, Micrococcus and B. subtilis bacterial strains [16].…”
Section: Introductionmentioning
confidence: 99%
“…Several (Q)SAR models of diverse nature have been reported in literature for different chemical classes of antitubercular compounds involving use of various 2D and 3D MDs. Diverse correlation and classification techniques have been used to development of these models (Kovalishyn et al, 2011;Thengyai et al, 2011;Ray and Roy, 2012;Khunt et al, 2012).…”
Section: Introductionmentioning
confidence: 99%