Literature DB >> 30230238

Design of multi-drug combinations for poly-pharmacological effects using composition-activity relationship modeling and multi-objective optimization approach: Application in traditional Chinese medicine.

Bo Fan1, Yunfei Li2, Yong Bi3, Ling Tong2, Dongxiang Li2, Yi Wang1.   

Abstract

In recent years, multi-component therapies are increasingly utilized to treat complex diseases such as cancer, diabetes, and other chronic complex diseases. Here, we proposed the protocol for rational design of drug combination with poly-pharmacological effects by integration of design of experiments (DOE), computational modeling, and multiple-objective optimization algorithm. Here, we introduce a common workflow for modeling quantitative relationship of chemical composition and multiple activities of drug combinations. As an example, anti-oxidation, neuroprotective, and anti-platelet activities of three different salvia polyphenols were measured, which were mathematically represented by multivariant regression models to evaluate the effect of combination. In validation, the optimized combination which obtained by weighed-sum method showed good activities in all three models. Our results demonstrate that the multiple-objective optimization strategy is suitable to optimize the ratio of the compounds so to induce the best therapeutic action.
© 2018 John Wiley & Sons A/S.

Entities:  

Keywords:  multi-objective optimization; poly-pharmacological modeling; salvia polyphenols; simplex lattice design

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Year:  2018        PMID: 30230238     DOI: 10.1111/cbdd.13396

Source DB:  PubMed          Journal:  Chem Biol Drug Des        ISSN: 1747-0277            Impact factor:   2.817


  2 in total

1.  Dose Optimization of Anxiolytic Compounds Group in Valeriana jatamansi Jones and Mechanism Exploration by Integrating Network Pharmacology and Metabolomics Analysis.

Authors:  Chengbowen Zhao; Xiaojia Wei; Jianyou Guo; Yongsheng Ding; Jing Luo; Xue Yang; Jiayuan Li; Guohui Wan; Jiahe Yu; Jinli Shi
Journal:  Brain Sci       Date:  2022-04-30

2.  The effects of aqueous extract of Maca on energy metabolism and immunoregulation.

Authors:  Wenting Fei; Yan Hou; Na Yue; Xue Zhou; Yujie Wang; Linyuan Wang; Aimin Li; Jianjun Zhang
Journal:  Eur J Med Res       Date:  2020-06-29       Impact factor: 2.175

  2 in total

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