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3D-QSAR study of 20 (S)-camptothecin analogs.

TLDR
The CoMFA model indicated that bulky negative-charged group at position 9, 10 and 11 of CPT would increase activity, but excessively increasing bulky group at Position 10 is adverse to inhibitory activity; substituents that occupy position 7 with the bulky positive group will enhance the inhibitive activity.
Abstract
To build up a quantitative structure-activity relationship (QSAR) model of 20 (S)-camptothecin (CPT) analogs for the prediction of the activity of new CPT analogs for drug design. A training set of 43 structurally diverse CPT analogs which were inhibitors of topoisomerase I were used to construct a quantitative structure–activity relationship model with a comparative molecular field analysis (CoMFA). The QSAR model was optimized using partial least squares (PLS) analysis. A test set of 10 compounds was evaluated using the model. The CoMFA model was constructed successfully, and a good cross-validated correlation was obtained in which q2 was 0.495. Then, the analysis of the non-cross-validated PLS model in which r2 was 0.935 was built and permitted demonstrations of high predictability for the activities of the 10 CPT analogs in the test set selected in random. The CoMFA model indicated that bulky negative-charged group at position 9, 10 and 11 of CPT would increase activity, but excessively increasing bulky group at position 10 is adverse to inhibitory activity; substituents that occupy position 7 with the bulky positive group will enhance the inhibitive activity. The model can be used to design new CPT analogs and understand the mechanism of action.

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Journal ArticleDOI

Advances in computational methods to predict the biological activity of compounds.

TL;DR: This review presents an overview of the advances in the computational methods utilized for predicting the biological activity of compounds and a conceptual view of the quantitative structure–activity relationship paradigm and the methodological overview of commonly used machine learning algorithms.
Journal ArticleDOI

Camptothecins: a SAR/QSAR study.

TL;DR: The discovery that the primary cellular target of CPT is DNA topoisomerase I (topo I) was the breakthrough that renewed interest in this agent and led to synthesizing more water-soluble analogues.
Journal ArticleDOI

Strategies Targeting DNA Topoisomerase I in Cancer Chemotherapy: Camptothecins, Nanocarriers for Camptothecins, Organic Non-Camptothecin Compounds and Metal Complexes

TL;DR: This review will discuss the whole aspects of strategies targeting Topo I in cancer chemotherapy from past to the recent progresses.
Journal ArticleDOI

QSAR, docking and ADMET studies of camptothecin derivatives as inhibitors of DNA topoisomerase‐I

TL;DR: The quantitative structure–activity relationship (QSAR) models of camptothecin derivatives against DNA Topoisomerase‐I (DNA Topo‐I) were developed by multiple linear regression method using leave‐one‐out validation approach and indicates that chemical descriptors are correlated well with activity.
Journal ArticleDOI

Evaluation of the cytotoxic effect of camptothecin solid lipid nanoparticles on MCF7 cells

TL;DR: The results from this study showed that the cytotoxic effects of CPT in a SLN formulation improved when compared with those seen with free CPT, and could be a promising strategy for enhancing its chemotherapeutic effects.
References
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Journal ArticleDOI

Comparative molecular field analysis (CoMFA). 1. Effect of shape on binding of steroids to carrier proteins.

TL;DR: The main features of the CoMFA approach, exemplified by analyses of the affinities of 21 varied steroids to corticosteroid and testosterone-binding globulins, and a number of advances in the methodology of molecular graphics are described.
Journal ArticleDOI

Camptothecin induces protein-linked DNA breaks via mammalian DNA topoisomerase I.

TL;DR: It is proposed that camptothecin blocks the rejoining step of the breakage-reunion reaction of mammalian DNA topoisomerase I, which results in the accumulation of a cleavable complex which resembles the transient intermediate proposed for eukaryotic DNATopoisomersase I.
Patent

COMPARATIVE MOLECULAR FIELD ANALYSIS (CoMFA)

TL;DR: In this paper, a 3D-QSAR method called comparative molecular field analysis (CoMFA) is proposed for correlating shapes of molecules with their observed biological properties.
Journal ArticleDOI

The mechanism of topoisomerase I poisoning by a camptothecin analog

TL;DR: The x-ray crystal structure of human topoisomerase I covalently joined to double-stranded DNA and bound to the clinically approved anticancer agent Topotecan suggests that there are at least two classes of mutations that can produce a drug-resistant enzyme.
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