Detection of Outliers in Bioequivalence Studies Data Analysis with Williams Design
DOI:
https://doi.org/10.6000/1927-5951.2011.01.01.11Keywords:
Bioequivalence, outliers, Williams design, exploratory data analysis, principal, component, Andrews curvesAbstract
Background: Drug Regulatory agencies all over the world generally discourage exclusion of outliers in a BE (BE) study; on the other hand in routine bio-statistical work we take these into the account. If the decision rules for identifying the outliers are clearly mentioned before the start of the study and laid down in protocol by the responsible biostatistician in collaboration with clinicians, the problem of outliers can be dealt smartly without jeopardizing the whole study for redoing. The purpose of this article is to introduce procedure for reliably detecting outlier subject(s) with Williams design.
Experimental: Literature review reveals many different methods for the detection of outlier values in BE studies; most of them are for BE of two treatments. For BE studies with more than two treatments use of Williams design seems imperative; but inclusion and deletion of outlying subjects may lead to profound effect on conclusion of BE which in turn may be dangerous for the health. The suggested method is an adjustment to a previously introduced method using exploratory data analysis technique such as principle component analysis and Andrews curves.
References
Tukey J-W. Exploratory data analysis. Addison-Wesley, Reading, MA. 1977.
Enachescu D, Enachescu C. A new approach for outlying records in bioequivalence trials. Proceedings of the 13th International Conference on Applied Stochastic Models and Data Analysis, Vilnius, Lithuania 2009; 250-257.
Jones B, Kenward M. Design and Analysis of Cross-Over Trials. (2nd edn). Chapman & Hall: London, 2003.
Williams EJ. Experimental designs balanced for the estimation of residual effects of treatments. Australian Journal of Scientific Research 1949; 2: 149-168.
Wang B-S, Wang X-J, Gong L-K. The Construction of a Williams Design and Randomization in Cross-Over Clinical Trials Using SAS. Journal of statistical software 2009; 29.
Andrews D. Plots of high-dimensional data. Biometrics 1972; 28: 125–136.
Purich E. Bioavailability/Bioequivalence Regulations: An FDA Perspective. In K.S. Albert (ed.), Drug Absorption and Disposition: Statistical considerations, American Pharmaceutical Association, Academy of Pharmaceutical Sciences, Washington, DC, 1980, pp. 115-137.
Chow S-C, Liu J-P. Design and analysis of bioavailability and bioequivalence studies. (2nd edn). Dekker: New York, 2000.
Downloads
Published
Issue
Section
License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
How to Cite
Similar Articles
- Rym Messaouda Kerdoun, Mohamed Amine Kerdoun, Laid Touati, Hakim Belkhalfa, Sensitivity of Daphnia magna: Acute Toxicity Evaluation of 22 Metals , Journal of Pharmacy and Nutrition Sciences : Vol. 14 (2024)
- Shaymaa Abdalwahed Abdulameer , Mohanad Naji Sahib , Syed Azhar Syed Sulaiman , Evaluation of Bone Health among Type 2 Diabetes Mellitus Patients , Journal of Pharmacy and Nutrition Sciences : Vol. 11 (2021)
- Shirin Ebrahimi, Rashid Jamei, Abdolmajid Ghasemian, Seyyed Khalil Shokouhi Mostafavi, In Silico Comparison of Disulfide-Bearing and Disulfide-Free Phytases among Microorganisms , Journal of Pharmacy and Nutrition Sciences : Vol. 7 No. 1 (2017)
- Amalia Purnamasari Zainal, Ririen Hardani , Amelia Rumi, Nutritional Formulation and Analysis, and Organoleptic Tests of Functional Chocolate Biscuits “Morisoya” –Supplementation of Moringa Leaves (Moringa oleifera L.) AND Soybeans (Glycine max (L.) Merill) , Journal of Pharmacy and Nutrition Sciences : Vol. 9 No. 1 (2019)
- Abubaker Ibrahim Elbur, Diabetes Self-Care Activities (Diet & Exercise) and Adherence to Treatment: A Hospital –Based Study among Diabetic Male Patients in Taif, Saudi Arabia , Journal of Pharmacy and Nutrition Sciences : Vol. 4 No. 2 (2014)
- Sara Tutunchi, Mehdi Koushki, Nasrin Amiri-Dashatan, Hadi Khodabandehloo, Hossein Hosseini, Godratollah Panahi, Javad Hashemi, Amir Karbalaee-Hasani, Ziba Majidi, Mostafa Rezaei-Tavirani, Effect of Soy Isoflavones Supplementation on Adiponectin Levels in Postmenopausal Women , Journal of Pharmacy and Nutrition Sciences : Vol. 11 (2021)
- Safaa A. Al-Zeidaneen , Mousa A. Ahmad , Ali D. Al-Ebuos, Impact of Chemotherapy Treatments on Dietary Intakes of Macro and Micronutrients among Jordanian Women with Breast Cancer , Journal of Pharmacy and Nutrition Sciences : Vol. 8 No. 3 (2018)
- Tesfaye Girma Legesse , Debela Gemeda Bedane, Prevalence of under Nutrition and Associated Factors among Khat Chewers in Khat Chewing Shops at Gulalle Sub City, Addis Ababa, Ethiopia , Journal of Pharmacy and Nutrition Sciences : Vol. 6 No. 4 (2016)
- Gülderen Güzel, Buket Er, Burak Demirhan, Gülderen Yentür , Aysel Bayhan Öktem, The Investigation of Benzoic Acid Amounts in Some Foodstuffs Consumed in Ankara Region , Journal of Pharmacy and Nutrition Sciences : Vol. 3 No. 4 (2013)
- Mominur Rahman, Razibul Habib, Mohammed Aktar Sayeed, Muhammad Erfan Uddin, Rasheduzzaman Chowdhury, Mohammad A. Rashid, Amer Hasan , Mansoor Ahmed, Sedative and Anxiolytic Activities of Geodorum densiflorum Roots in Swiss Albino Mice , Journal of Pharmacy and Nutrition Sciences : Vol. 3 No. 4 (2013)
You may also start an advanced similarity search for this article.