Related Experiment Video
Updated: Dec 27, 2025

Optimization of the Epimedii Folium Mutton-Oil Processing Technology and Testing Its Effect on Zebrafish Embryonic Development
Published on: March 17, 2023
Employment of Quality by Design Approach via Response Surface Methodology to Optimize and Develop Modified-release
Vikas D Singhai1, Rahul Maheshwari2, Swapnil Sharma1
1Department of Pharmacy, Banasthali Vidyapith, Banasthali-304022, Rajasthan, India.
Insights
This study developed a 14-hour modified-release tablet for hydrochlorothiazide (HCTZ) using a Quality by Design approach. This ensures a high-quality, long-acting formulation for heart disease prevention.
Area of Science:
- Pharmaceutical Sciences
- Drug Delivery Systems
- Quality by Design (QbD)
Background:
- Heart attacks often occur in the early morning, necessitating effective preventative medications.
- A long-acting formulation of hydrochlorothiazide (HCTZ) is needed, as current options have short durations of action.
- Regulatory bodies advocate for Quality by Design (QbD) in pharmaceutical development to ensure product quality.
Purpose of the Study:
- To develop a quality product profile for hydrochlorothiazide modified-release tablets (MRT) with a ~14-hour release profile.
- To apply Response Surface Methodology (RSM) and computational QbD for formulation development.
- To establish a robust manufacturing process for HCTZ MRT.
Main Methods:
- Risk assessment was used to identify critical factors influencing the HCTZ MRT.
- Response Surface Methodology (RSM) and statistical analysis (p-value, R-squared) were employed to model the formulation.
- Graphical tools (contour plots, 3-D surface plots, overlay plots) were utilized to define the design space.
Main Results:
- The developed HCTZ MRT demonstrated a release profile of approximately 14 hours.
- Reproducible trials showed high Similarity Factor (F2) values (78 and 79) and excellent content uniformity (100.9%, 100.4%).
- Physical parameters including weight, hardness, thickness, diameter, and friability were within acceptable pharmaceutical limits.
Conclusions:
- The Quality by Design (QbD) approach, integrated with quality risk management, proved effective for developing high-quality HCTZ modified-release tablets.
- This QbD-based strategy ensures the consistent production of a reliable, long-acting HCTZ formulation.
- The study provides a framework for developing other modified-release drug products using QbD principles.
Background:
Heart attack predominantly occurs during the last phase of sleep and early morning hours, causing millions of death worldwide. Hydrochlorothiazide (HCTZ) is a recommended drug for the prevention of heart disease, but its long action (>4 h) dosage form is lacking in the commercial market and development of modified-release formulation may have industrial significance. Regulatory agencies emphasize Quality by Design based approach for product development to entrust quality in the product.
Objective:
The current research aimed to develop a quality product profile of HCTZ modifiedrelease tablets (MRT; ~14 h) by applying Response Surface Methodology using the computational QbD approach.
Methods:
Three independent factors were identified by qualitative and quantitative risk assessment. Statistical terms like p-value, lack of fit, the sum of square, R-squared value, model F value, and linear equations were determined. Graphical tools like normal plot of residual, residual vs predicted plot and box cox plot were used to verify the model selection. The graphical relationship among the critical, independent variables was represented using the Contour plot and 3-D surface plot. Design space was identified by designing an overlay plot using response surface design.
Results:
Excellent correlation was observed between actual and predicted values. Similarity Factor (F2) of reproducible trials was 78 and 79, and content uniformity was 100.9% and 100.4%. Average weight, hardness, thickness, diameter, and friability were within acceptable limits.
Conclusion:
QbD approach, along with a quality risk management tool, provided an efficient and effective paradigm to build quality MRT of HCTZ.
More Related Videos
09:16Author Spotlight: Optimization of Processing Technology for Tiebangchui with Zanba Based on CRITIC Combined with Box-Behnken Response Surface Method
Published on: May 12, 2023
09:28Process Optimization using High Throughput Automated Micro-Bioreactors in Chinese Hamster Ovary Cell Cultivation
Published on: May 18, 2020
Related Concept Videos
Biopharmaceutical Factors Influencing Drug Product Design: Overview
Structure-Activity Relationships and Drug Design
SAR studies the intricate relationship between a drug's chemical structure and biological activity. It focuses on understanding how modifications to a drug's structure can influence...
Response Surface Methodology
The process of RSM involves several key steps:
In Vitro Drug Release Testing: Overview, Development and Validation
Factors Influencing Drug Absorption: Pharmaceutical Parameters
Drug Dissolution: Requirements and Profile Comparison