Experimental designs for drug combination studies
نویسندگان
چکیده
The interest in drug combinations is growing rapidly due to the opportunities they create to increase the therapeutic effect and to reduce the frequency or magnitude of undesirable side effects when single drugs fail to deliver satisfactory results. Considerable effort in studying the mechanisms leading to the benefits of the joint action of drugs has been matched by the development of relevant statistical methods and tools for statistical analysis of the data obtained in such studies that allow important statistical assumptions to be taken into account, i.e. the appropriate statistical model and the distribution of the response of interest (e.g. Gaussian, Binomial, Poisson). However, much less attention has been given to the choice of suitable experimental designs for such studies, while only high quality data can ensure that the objectives of the studies will be fulfilled. We propose methods for construction of such experimental designs which are economical and make most efficient use of the available resources. We also propose simple but flexible experimental designs, which we call ray-contour designs, which are particularly useful when the use of low or high doses is undesirable and hence a standard statistical analysis of the data is not possible.
منابع مشابه
Using different experimental designs in drug-excipient compatibility studies during the preformulation development of a stable solid dosage formulation.
Different types of factorial experimental designs can be used in compatibility studies of drug development, where many different factors and their interactions should be evaluated to predict their effects on the degradation of the drug substance under study. All possible main and interaction effects of different potential excipients that can constitute the drug product should be evaluated in or...
متن کاملEffects of Combination of Intravenous Anesthetic Agents on Human Glycine Receptor evaluated by Artificial Neural Networks
Introduction: Intravenous general anesthetic agents are among the most important and widely used anesthetic drugs in the clinical practice. Many pharmacological studies have shown that potentiation of GABA and glycine on their receptors is the most plausible mechanism. Nevertheless, there is limited information on the effects of co-administration of two or more of these agents. However, expe...
متن کاملارزیابی روششناسی مطالعات تجربی منتشر شده در مجله علمی- پژوهشی دانشکده دامپزشکی دانشگاه تهران در مدت10 سال (1387-1378)ه
Background and Objectives: Designing and application of experimental studies in veterinary medicine have been given paid more attention in recent years. This review aimed to evaluate the methodological quality of all published articles in Journal of the Faculty of Veterinary Medicine, University of Tehran between 2000 and 2009. Methods: Evaluation studies with experimental designs were ident...
متن کاملTheoretical basis, experimental design, and computerized simulation of synergism and antagonism in drug combination studies.
The median-effect equation derived from the mass-action law principle at equilibrium-steady state via mathematical induction and deduction for different reaction sequences and mechanisms and different types of inhibition has been shown to be the unified theory for the Michaelis-Menten equation, Hill equation, Henderson-Hasselbalch equation, and Scatchard equation. It is shown that dose and effe...
متن کاملThe use of nonregular fractional factorial designs in combination toxicity studies.
When there is interest to study n chemicals using x dose levels each, factorial designs that require x(n) treatment groups have been put forward as one of the valuable statistical approaches for hazard assessment of chemical mixtures. Exemplary applications and cost-efficiency comparisons of full factorial designs and regular fractional factorial designs in toxicity studies can be found in Nesn...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Computational Statistics & Data Analysis
دوره 71 شماره
صفحات -
تاریخ انتشار 2014