Related Experiment Video
Updated: Jul 19, 2025

Author Spotlight: Evaluating the Adjuvant Efficacy and Safety of Angong Niuhuang Pill in Viral Encephalitis Treatment
Published on: April 19, 2024
Investigation of the Utility of Multivariate Meta-Analysis Methods in Estimating the Summary Dose Response Curve
Melepurakkal Sadanandan Deepthy1, Kalesh Mappilakudy Karun2, Kotten Thazhath Harichandrakumar1
1Department of Biostatistics, Jawaharlal Institute of Postgraduate Medical Education and Research, Puducherry, India.
Background:
Traditional meta-analyses often assess the effectiveness of different doses of the same intervention separately or examine the overall differences between intervention and placebo groups. The present study aimed to model the effect sizes obtained from different doses in multiple studies using a two-stage dose-response meta-analytic approach while taking dose variations into account.
Methods:
Different dose-response meta-analysis models using linear, quadratic, and restricted cubic spline (RCS) functions were fitted. A two-stage approach utilizing multivariate meta-analysis was performed and the obtained results were compared with those of the univariate meta-analysis. A random effect dose-response meta-analysis was performed using data from an existing systematic review on combination therapy with zonisamide and anti-Parkinson drugs for Parkinson's disease. The effective or optimum dose for producing maximum response was also investigated. Moreover, a sensitivity analysis was performed by changing the knots of the RCS model.
Results:
Dose-response meta-analysis was performed using data from four double-blinded randomized controlled trials with 724 and 309 patients with Parkinson's disease in dose and placebo arms, respectively. The quadratic model yielded the smallest Akaike information criterion (AIC), compared to the linear and RCS models, indicating it to be the best fit for the data.
Conclusion:
Compared to the traditional approach, the two-stage approach could model the dose-dependent effect of zonisamide on the Unified Parkinson's Disease Rating Scale (UPRDS) part III score and predict the outcome for different doses through a single analysis.
Related Concept Videos
Dose-Response Relationship: Overview
Dose-Response Relationship: Potency and Efficacy
Analysis of Population Pharmacokinetic Data
Statistical Methods for Analyzing Epidemiological Data
Fundamental Mathematical Principles in Pharmacokinetics: Calculus and Graphs
On the other hand, integral calculus focuses on...
Kaplan-Meier Approach

