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PopED lite: an optimal design software for preclinical pharmacokinetic and pharmacodynamic studies
Uppsala universitet, Medicinska och farmaceutiska vetenskapsområdet, Farmaceutiska fakulteten, Institutionen för farmaceutisk biovetenskap.
AstraZeneca, Cardiovasc & Metab Dis, Innovat Med & Early Dev Biotech Unit, Pepparedsleden 1, S-43183 Molndal, Sweden.
Uppsala universitet, Medicinska och farmaceutiska vetenskapsområdet, Farmaceutiska fakulteten, Institutionen för farmaceutisk biovetenskap.
AstraZeneca, Cardiovasc & Metab Dis, Innovat Med & Early Dev Biotech Unit, Pepparedsleden 1, S-43183 Molndal, Sweden.
2016 (engelsk)Inngår i: Computer Methods and Programs in Biomedicine, ISSN 0169-2607, E-ISSN 1872-7565, Vol. 127, s. 126-143Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

Background and Objective

Optimal experimental design approaches are seldom used in preclinical drug discovery. The objective is to develop an optimal design software tool specifically designed for preclinical applications in order to increase the efficiency of drug discovery in vivo studies.

Methods

Several realistic experimental design case studies were collected and many preclinical experimental teams were consulted to determine the design goal of the software tool. The tool obtains an optimized experimental design by solving a constrained optimization problem, where each experimental design is evaluated using some function of the Fisher Information Matrix. The software was implemented in C++ using the Qt framework to assure a responsive user-software interaction through a rich graphical user interface, and at the same time, achieving the desired computational speed. In addition, a discrete global optimization algorithm was developed and implemented.

Results

The software design goals were simplicity, speed and intuition. Based on these design goals, we have developed the publicly available software PopED lite (http://www.bluetree.me/PopED_lite). Optimization computation was on average, over 14 test problems, 30 times faster in PopED lite compared to an already existing optimal design software tool. PopED lite is now used in real drug discovery projects and a few of these case studies are presented in this paper.

Conclusions

PopED lite is designed to be simple, fast and intuitive. Simple, to give many users access to basic optimal design calculations. Fast, to fit a short design-execution cycle and allow interactive experimental design (test one design, discuss proposed design, test another design, etc). Intuitive, so that the input to and output from the software tool can easily be understood by users without knowledge of the theory of optimal design. In this way, PopED lite is highly useful in practice and complements existing tools.

sted, utgiver, år, opplag, sider
2016. Vol. 127, s. 126-143
HSV kategori
Identifikatorer
URN: urn:nbn:se:uu:diva-276491DOI: 10.1016/j.cmpb.2016.02.001ISI: 000372521500012PubMedID: 27000295OAI: oai:DiVA.org:uu-276491DiVA, id: diva2:903183
Forskningsfinansiär
AstraZenecaTilgjengelig fra: 2016-02-15 Laget: 2016-02-15 Sist oppdatert: 2018-01-10bibliografisk kontrollert

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