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[Applying multilevel models in evaluation of bioequivalence (I)]
Qiao-lan Liu1, Zhuo-zhi Shen, Feng Chen
1School of Public Health, Sichuan University, Chengdu 610041, China.
Multilevel models offer a flexible approach for bioequivalence evaluation in drug studies. This method provides consistent results compared to FDA standards, enhancing the assessment of drug efficacy.
Area of Science:
- Pharmacokinetics and Pharmacodynamics
- Statistical Modeling
- Drug Development
Background:
- Bioequivalence studies are crucial for generic drug approval.
- Current FDA methods rely on the Method of Moments.
- Evaluating bioequivalence requires assessing average, population, and individual bioequivalence.
Purpose of the Study:
- To explore the application and value of multilevel models in bioequivalence evaluation.
- To compare multilevel models with existing FDA methods using a real-world antihypertensive drug study.
- To assess the feasibility and applicability of multilevel models for different bioequivalence metrics.
Main Methods:
- Utilized a 2 x 4 cross-over experimental design.
- Applied multilevel models to analyze variance components (total, between-subject, within-subject).
- Compared results with the FDA's standard Method of Moments for antihypertensive drug bioequivalence.
Main Results:
- Variance components estimated by multilevel models closely matched those from the FDA Method of Moments.
- Multilevel models demonstrated feasibility and applicability in assessing average bioequivalence (ABE), population bioequivalence (PBE), and individual bioequivalence (IBE).
- Both multilevel models and FDA criteria yielded consistent bioequivalence evaluation results.
Conclusions:
- Multilevel models are a viable and flexible tool for bioequivalence evaluation in cross-over designs.
- This approach allows for more detailed variance decomposition, aiding in ABE, PBE, and IBE assessment.
- Multilevel modeling presents a novel and practical method for bioequivalence studies.
Related Concept Videos
Bioequivalence of Drugs: Drugs with Multiple Indications
Equivalence: In Vitro and In Vivo Bioequivalence
Bioequivalence: Overview
Bioequivalence Experimental Study Designs: Repeated Measures, Cross-Over, Carry-Over, and Latin Square Designs
Bioequivalence Data: Statistical Interpretation
Bioequivalence studies: Biowaivers