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1.
J Pharm Sci ; 110(8): 3069-3081, 2021 08.
Article in English | MEDLINE | ID: mdl-33878322

ABSTRACT

The physiological properties of the gastrointestinal tract, such as pH, fluid volume, bile salt concentration, and gastrointestinal transit time, are highly variable in vivo. These properties can affect the dissolution and absorption of a drug, depending on its properties and formulation. The effect of gastrointestinal physiology on the bioperformance of a drug was studied in silico for a delayed-release pantoprazole tablet and an immediate-release dolutegravir tablet. Physiologically based absorption models were developed and virtual clinical trials were performed. Reasons for the variability in drug bioperformance between subjects were investigated, taking into account differences in gastrointestinal tract characteristics, pharmacokinetic parameters, and additional parameters (e.g., permeability). Default software parameters describing gastrointestinal physiology in the fasted and fed states, and variation in these parameters, were altered to match variability in these parameters reported in vivo. The altered model physiologies better described the variability of gastrointestinal conditions, and therefore the results of virtual trials using these physiologies are likely to be more relevant in vivo. With such altered gastrointestinal physiologies used to develop models, it is possible to obtain additional knowledge and improve the understanding of subject-formulation interactions.


Subject(s)
Biopharmaceutics , Intestinal Absorption , Administration, Oral , Computer Simulation , Gastrointestinal Tract/metabolism , Humans , Models, Biological , Solubility , Tablets/metabolism
2.
Eur J Pharm Biopharm ; 149: 113-120, 2020 Apr.
Article in English | MEDLINE | ID: mdl-32057907

ABSTRACT

The highly variable physiological conditions within the gastrointestinal tract can cause variable drug release and absorption from the orally administrated dosage forms. The emptying of the gastric content is one of the most critical physiological processes, dictating the amount of the active ingredient available for absorption into the systemic circulation. In this study, we prepared two water gastric emptying regimes on advanced gastric simulator (AGS) with programmable "pyloric" valve. Gastric emptying regimes were designed in such a way to capture the main findings of the MRI (magnetic resonance imaging) in vivo studies, conducted under fasted conditions according to the EMA and FDA guidelines for bioavailability and bioequivalence studies. Four immediate release formulations containing a model drug of BCS class III were tested. Comparative dissolution tests were also performed with the USP2 apparatus. In vitro release profiles were compared to the in vivo data in order to evaluate the importance of gastric emptying for subsequent absorption of the active substance from the tested formulations. Our bio-relevant in vitro dissolution model showed good discriminatory power for all of the tested formulations. Moreover, a better relation to in vivo data was achieved with AGS with respect to the tested conventional dissolution method.


Subject(s)
Gastric Emptying/physiology , Gastrointestinal Tract/metabolism , Pharmaceutical Preparations/metabolism , Administration, Oral , Biological Availability , Drug Liberation , Fasting , Gastrointestinal Contents , Humans , Intestinal Absorption/physiology , Magnetic Resonance Imaging , Pharmaceutical Preparations/chemistry , Therapeutic Equivalency
3.
AAPS PharmSciTech ; 21(1): 18, 2019 Dec 09.
Article in English | MEDLINE | ID: mdl-31820131

ABSTRACT

A physiologically based pharmacokinetic (PBPK) absorption model was developed in GastroPlus™ based on data on intravenous, immediate-release (IR), and modified-release (MR) drug products. The predictability of the model was evaluated by comparing predicted and observed plasma concentration profiles; average prediction errors (PE) were below 10%. IVIVR was developed using mechanistic deconvolution for a MR drug product to evaluate the in vivo effect of a proposed change in dissolution specification. The predictability of the IVIVR was evaluated and PE were below 10%; however, external validation was not possible due to the lack of data. The developed PBPK absorption model and IVIVR were used to predict plasma concentration profiles and pharmacokinetic (PK) parameters for a hypothetical formulation with 0% of drug dissolved in 2 h in in vitro dissolution test. Both methods predicted the insignificant effect of a change in in vitro dissolution profile on in vivo product performance. The bioequivalence of a hypothetical formulation to the test product was evaluated using virtual clinical trial. The performed analysis supported the proposed change in dissolution specification. A validated PBPK absorption model was proposed as an adequate alternative to IVIVC, when IVIVC could not have been developed according to the guidelines.


Subject(s)
Therapeutic Equivalency , Capsules , Humans , Intestinal Absorption , Models, Biological , Solubility
4.
Int J Pharm ; 566: 662-673, 2019 Jul 20.
Article in English | MEDLINE | ID: mdl-31181307

ABSTRACT

Multivariate data analysis (MVDA) and artificial neural networks (ANN) are supporting statistical methodologies required for successful development and manufacturing of drug products. To address this purpose, a complex dataset from 49 industrially produced capsules filled with pellets was first analyzed through the development of a multiple linear regression model focused on determining raw material attributes or process parameters with a significant impact on drug dissolution. Based on the model, the following molecular and micrometrics properties of κ-carrageenan have been identified as critical material attributes with the highest contribution to drug dissolution: molecular weight and polydispersity index, viscosity, content of potassium ions, wettability, particle size, and density. The process parameters identified to control the drug dissolution behavior of pellets were amount of granulation liquid, torque of dry blend, spheronization parameters, and yields after screening. To further scrutinize the dataset, an ANN model was subsequently built, incorporating 29 batches addressing drug particle size and process parameters such as torque during granulation and spheronization time as critical factors. Finally, this study demonstrates the ability of MVDA and ANN to allow prediction of the key performance drivers influencing the drug dissolution of industrially developed capsules filled with pellets and it highlights their complementary relationship.


Subject(s)
Capsules/chemistry , Carrageenan/chemistry , Cellulose/chemistry , Drug Liberation , Excipients/chemistry , Multivariate Analysis , Neural Networks, Computer , Particle Size
5.
Eur J Pharm Biopharm ; 134: 117-125, 2019 Jan.
Article in English | MEDLINE | ID: mdl-30472143

ABSTRACT

Physiologically based absorption modeling was conducted to predict bioequivalence (BE) for immediate release (IR) and controlled release (CR) formulations. In case of the CR formulation of a BCS class 1 drug, sensitivity analyses were conducted to investigate the impact of gastrointestinal (GI) transit time and absorption scaling factors in caecum and colon on formulation PK. The regional absorption profiles of the test and reference formulations were compared to provide additional confidence on the BE predictions. For IR formulation of BCS class 2b drug, the sensitivity of dissolution rate, precipitation time and human permeability were evaluated. Finally for both cases, population simulations were conducted in crossover manner to investigate BE between formulations, and compared with the observed data. These case studies highlight the utility of absorption modeling in prediction of BE. Such modeling can be used for development of innovator and generic products, as well as to address questions arising during regulatory reviews.


Subject(s)
Delayed-Action Preparations/pharmacokinetics , Drug Liberation , Intestinal Absorption/physiology , Models, Biological , Therapeutic Equivalency , Administration, Oral , Computer Simulation , Cross-Over Studies , Delayed-Action Preparations/administration & dosage , Fasting/physiology , Humans
6.
Mol Pharm ; 10(6): 2299-310, 2013 Jun 03.
Article in English | MEDLINE | ID: mdl-23586335

ABSTRACT

The aim of this study was to develop a sirolimus (BCS class II drug substance) solid oral dosage form containing a precipitation inhibitor, which would result in an improved sirolimus absorption in humans compared to the formulation containing nanosized sirolimus without a precipitation inhibitor, i.e., Rapamune. The selection of the precipitation inhibitor was based on the results of a screening campaign that identified two "hit" excipients: HPMC 603 (i.e., Pharmacoat 603) and Poloxamer 407. However, in a confirmatory precipitation inhibitor study using biorelevant media (Fa/FeSSIF) HPMC 603 more effectively inhibited sirolimus precipitation than Poloxamer 407. In the PAMPA assay, HPMC 603, but not Poloxamer 407, significantly increased the flux of the sirolimus across the membrane lipid layer. Additionally, a differential scanning calorimetry (DSC) and an infrared (IR) spectroscopy study revealed that interactions between the sirolimus and HPMC 603 were developed that could lead to the observed precipitation inhibition effect. Based on the above data, two formulations with HPMC 603-coated sirolimus particles were developed, namely, formulation A (d (0.5) = 0.21 µm) and formulation B (d (0.5) = 1.7 µm). A human pharmacokinetic study outlined that significantly higher AUC and Cmax were obtained for formulations A and B in comparison to Rapamune. This result could be attributed to the HPMC 603 (Pharmacoat 603) mediated sirolimus precipitation inhibition resulting in improved sirolimus absorption from the gastrointestinal tract in humans.


Subject(s)
Methylcellulose/analogs & derivatives , Sirolimus/chemistry , Sirolimus/pharmacokinetics , Calorimetry, Differential Scanning , Chemistry, Pharmaceutical/methods , Humans , Hypromellose Derivatives , Methylcellulose/chemistry , Spectrophotometry, Infrared
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