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1.
Pharmaceutics ; 16(3)2024 Mar 13.
Article in English | MEDLINE | ID: mdl-38543285

ABSTRACT

Solid pharmaceutical formulations with class II active pharmaceutical ingredients (APIs) face dissolution challenges due to limited solubility, affecting in vivo behavior. Robust computational tools, via data mining, offer valuable insights into product performance, complementing traditional methods and aiding in scale-up decisions. This study utilizes the design of experiments (DoE) to understand fluidized hot-melt granulation manufacturing technology. Exploratory data analysis (MVDA) highlights similarities and differences in tablet manufacturability and dissolution profiles at both the lab and pilot scales. The study sought to gain insights into the application of multivariate data analysis by identifying variations among batches produced at different manufacturing scales for this technology. DoE and MVDA findings show that the granulation temperature, time, and Macrogol type significantly impact product performance. These factors, by influencing particle size distribution, become key predictors of product quality attributes such as resistance to crushing, disintegration time, and early-stage API dissolution in the profile. Software-aided data mining, with its multivariate and versatile nature, complements the empirical approach, which is reliant on trial and error during product scale-up.

2.
Acta Pharm ; 71(4): 497-526, 2021 Dec 01.
Article in English | MEDLINE | ID: mdl-36651549

ABSTRACT

Current pharmaceutical research directions tend to follow a systematic approach in the field of applied research and development. The concept of quality-by-design (QbD) has been the focus of the current progress of pharmaceutical sciences. It is based on, but not limited, to risk assessment, design of experiments and other computational methods and process analytical technology. These tools offer a well-organized methodology, both to identify and analyse the hazards that should be handled as critical, and are therefore applicable in the control strategy. Once implemented, the QbD approach will augment the comprehension of experts concerning the developed analytical technique or manufacturing process. The main activities are oriented towards the identification of the quality target product profiles, along with the critical quality attributes, the risk management of these and their analysis through in silico aided methods. This review aims to offer an overview of the current standpoints and general applications of QbD methods in pharmaceutical development.

3.
Acta Pharm ; 70(4): 465-482, 2020 Dec 01.
Article in English | MEDLINE | ID: mdl-32412430

ABSTRACT

Offering a systematic and multivariate analysis of the analytical procedure, development and validation of HPLC methods using Quality by Design approach are in the limelight of current research trends. A new, experimental design-aided HPLC method for fampridine was developed and preliminarily validated according to current in-force international guidelines for linearity, accuracy, robustness and precision. The method offers a high throughput sample analysis, with an elution time of 2.9 minutes, and signal detection without excipient interference performed at 262 nm. The method proved to be linear between 1-15 µg mL-1 (R2= 0.9996). The mean recovery was found to be 98.7 ± 1.9 % in the tested range of 2.5-7.5 µg mL-1. Low RSD values (< 1 %) were obtained for both model, intra- and inter-day precision. The limit of detection and limit of quantification were 0.24 and 0.78 µg mL-1, resp. The method proved to be applicable for active substance assay in a pharmaceutical dosage form.


Subject(s)
4-Aminopyridine/analysis , Chromatography, High Pressure Liquid/methods , Drug Design , Potassium Channel Blockers/analysis , Quality Control , Delayed-Action Preparations/analysis , Dosage Forms , Excipients , Indicators and Reagents , Limit of Detection , Reproducibility of Results , Signal Processing, Computer-Assisted , Tablets
4.
Acta Pharm ; 66(2): 191-206, 2016 Jun 01.
Article in English | MEDLINE | ID: mdl-27279063

ABSTRACT

To evaluate the influence of different variables on tablet formulations containing enalapril maleate and indapamide as active substances, two separate experimental designs were employed: one for evaluating powder properties and the other for tablet characteristics. Because of the low active pharmaceutical ingredient content, it was hypothesized that both powder and tablet properties could be determined only by the characteristics of excipients. In order to test this assumption, both experimental designs were done with placebo mixtures. The optimized formulation was then evaluated both with and without APIs. Results indicated that filler and lubricant percentage, along with compression force, were the most important variables during the formulation study. The optimized formulation showed similar characteristics in both cases for all responses, except for angle of repose and friability where only minor differences were observed. The combination of the applied approaches (using placebo composition and fractional experimental design) proved to be efficient, cost effective and time saving.


Subject(s)
Angiotensin-Converting Enzyme Inhibitors/chemistry , Antihypertensive Agents/chemistry , Enalapril/chemistry , Indapamide/chemistry , Sodium Chloride Symporter Inhibitors/chemistry , Drug Combinations , Drug Compounding , Excipients/chemistry , Hardness , Kinetics , Linear Models , Models, Chemical , Powders , Solubility , Tablets , Technology, Pharmaceutical
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