1
|
Beran K, Hermans E, Holm R, Sepassi K, Dressman J. Using the refined Developability Classification System (rDCS) to guide the design of oral formulations. J Pharm Sci 2024; 113:3497-3517. [PMID: 39374693 DOI: 10.1016/j.xphs.2024.09.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2024] [Revised: 09/24/2024] [Accepted: 09/24/2024] [Indexed: 10/09/2024]
Abstract
The refined Developability Classification System (rDCS) provides a comprehensive animal-free approach for assessing biopharmaceutical risks associated with developing oral formulations. This work demonstrates practical application of a recently advanced rDCS framework guiding formulation design for six diverse active pharmaceutical ingredients (APIs) and compares rDCS classifications with those of the Biopharmaceutics Classification System (BCS). While the BCS assigns five of the APIs to class II/IV, indicating potentially unfavorable biopharmaceutical attributes, the rDCS provides a more nuanced risk assessment. Both BCS and rDCS assign acetaminophen to class I at therapeutic doses. Voriconazole and lemborexant (both BCS II) are classified in rDCS class I at therapeutic doses, indicating suitability for development as conventional oral formulations. Fedratinib is classified as BCS IV but the rDCS indicates a stratified risk (class I, IIa or IIb), depending on the relevance of supersaturation/precipitation in vivo. Voxelotor and istradefylline (both BCS II) belong to rDCS class IIb, requiring solubility enhancement to achieve adequate oral bioavailability. Comparing the rDCS analysis with literature on development and pharmacokinetics demonstrates that the rDCS reliably supports oral formulation design over a wide range of API characteristics, thus providing a strong foundation for guiding development.
Collapse
Affiliation(s)
- Kristian Beran
- Fraunhofer Institute for Translational Medicine and Pharmacology, Frankfurt am Main, Germany; Janssen Pharmaceutica NV, Pharmaceutical & Material Sciences, Beerse, Belgium
| | - Eline Hermans
- Janssen Pharmaceutica NV, Pharmaceutical & Material Sciences, Beerse, Belgium
| | - René Holm
- University of Southern Denmark, Department of Physics, Chemistry and Pharmacy, Odense, Denmark
| | - Kia Sepassi
- Janssen Research & Development, LLC, Discovery Pharmaceutics, San Diego, CA, USA
| | - Jennifer Dressman
- Fraunhofer Institute for Translational Medicine and Pharmacology, Frankfurt am Main, Germany.
| |
Collapse
|
2
|
McKinnon Z, Khadra I, Halbert GW, Batchelor HK. Characterisation of colloidal structures and their solubilising potential for BCS class II drugs in fasted state simulated intestinal fluid. Int J Pharm 2024; 665:124733. [PMID: 39317247 DOI: 10.1016/j.ijpharm.2024.124733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 09/17/2024] [Accepted: 09/18/2024] [Indexed: 09/26/2024]
Abstract
A suite of fasted state simulated intestinal fluid (SIF), based on variability observed in a range of fasted state human intestinal fluid (HIF) samples was used to study the solubility of eight poorly soluble drugs (three acidic drugs (naproxen, indomethacin and phenytoin), two basic drugs (carvedilol and tadalafil) and three neutral drugs (felodipine, fenofibrate, griseofulvin)). Particle size of the colloidal structures formed in these SIF in the presence and absence of drugs was measured using dynamic light scattering and nanoparticle tracking analysis. Results indicate that drug solubility tends to increase with increasing total amphiphile concentration (TAC) in SIF with acidic drugs proving to be more soluble than basic or neutral drug in the media evaluated. Dynamic light scattering showed that as the amphiphile concentration increased, the hydrodynamic diameters of the structures decreased. The scattering distribution confirmed the polydispersity of the simulated intestinal fluids compared to the monodisperse distribution observed for FaSSIF v1). There was a large difference in the size of the structures found based on the composition of the SIF, for example, the diameter of the structures measured in felodipine in the minimum TAC media was measured to be 170 ± 5 nm which decreased to 5.1 ± 0.2 nm in the maximum TAC media point. The size measured of the colloidal structures of felodipine in the FaSSIF v1 was 86 ± 1 nm. However, there was no simple correlation between solubility and colloidal size. Nanoparticle tracking analysis was used for the first time to characterise colloidal structures within SIF and the results were compared to those obtained by dynamic light scattering. The particle size measured by dynamic light scattering was generally greater in media with a lower concentration of amphiphiles and smaller in media of a higher concentration of amphiphiles, compared to that of the data yielded by nanoparticle tracking analysis. This work shows that the colloidal structures formed vary depending on the composition of SIF which affects the solubility. Work is ongoing to determine the relationship between colloidal structure and solubility.
Collapse
Affiliation(s)
- Zoe McKinnon
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Gavin W Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Hannah K Batchelor
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom.
| |
Collapse
|
3
|
Heimbach T, Musuamba Tshinanu F, Raines K, Borges L, Kijima S, Malamatari M, Moody R, Veerasingham S, Seo P, Turner D, Fang L, Stillhart C, Bransford P, Ren X, Patel N, Sperry D, Chen H, Rostami-Hodjegan A, Lukacova V, Sun D, Nguefack JF, Carducci T, Grimstein M, Pepin X, Jamei M, Stamatopoulos K, Li M, Sanghavi M, Tannergren C, Mandula H, Zhao Z, Ju TR, Wagner C, Arora S, Wang M, Rullo G, Mitra A, Kollipara S, Chirumamilla SK, Polli JE, Mackie C. PBBM Considerations for Base Models, Model Validation, and Application Steps: Workshop Summary Report. Mol Pharm 2024; 21:5353-5372. [PMID: 39348508 PMCID: PMC11539057 DOI: 10.1021/acs.molpharmaceut.4c00758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 09/05/2024] [Accepted: 09/06/2024] [Indexed: 10/02/2024]
Abstract
The proceedings from the 30th August 2023 (Day 2) of the workshop "Physiologically Based Biopharmaceutics Models (PBBM) Best Practices for Drug Product Quality: Regulatory and Industry Perspectives" are provided herein. Day 2 covered PBBM case studies from six regulatory authorities which provided considerations for model verification, validation, and application based on the context of use (COU) of the model. PBBM case studies to define critical material attribute (CMA) specification settings, such as active pharmaceutical ingredient (API) particle size distributions (PSDs) were shared. PBBM case studies to define critical quality attributes (CQAs) such as the dissolution specification setting or to define the bioequivalence safe space were also discussed. Examples of PBBM using the credibility assessment framework, COU and model risk assessment, as well as scientific learnings from PBBM case studies are provided. Breakout session discussions highlighted current trends and barriers to application of PBBMs including: (a) PBBM credibility assessment framework and level of validation, (b) use of disposition parameters in PBBM and points to consider when iv data are not available, (c) conducting virtual bioequivalence trials and dealing with variability, (d) model acceptance criteria, and (e) application of PBBMs for establishing safe space and failure edges.
Collapse
Affiliation(s)
- Tycho Heimbach
- Pharmaceutical
Sciences and Clinical Supply, Merck &
Co., Inc., Rahway, New Jersey 07065, United States
| | - Flora Musuamba Tshinanu
- Belgian
Federal Agency for Medicines and Health Products, Galileelaan 5/03, Brussels 1210, Belgium
| | - Kimberly Raines
- Office
of
Pharmaceutical Quality (OPQ), Center for Drug Evaluation and Research
(CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United
States
| | - Luiza Borges
- ANVISA, SIA Trecho 5 − Guará, Brasília, DF 71205-050, Brazil
| | - Shinichi Kijima
- Office of
New Drug V, Pharmaceuticals and Medical
Devices Agency (PMDA), Tokyo 100-0013, Japan
| | - Maria Malamatari
- Medicines
& Healthcare Products Regulatory Agency, 10 S Colonnade, London SW1W 9SZ, U.K.
| | - Rebecca Moody
- Office
of
Pharmaceutical Quality (OPQ), Center for Drug Evaluation and Research
(CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United
States
| | - Shereeni Veerasingham
- Pharmaceutical
Drugs Directorate (PDD), Health Canada, 1600 Scott St, Ottawa, Ontario K1A 0K9, Canada
| | - Paul Seo
- Office of
Clinical Pharmacology (OCP), Office of Translational Sciences (OTS),
Center for Drug Evaluation and Research (CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United States
| | - David Turner
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
| | - Lanyan Fang
- Division
of Quantitative Methods and Modeling (DQMM), Office of Research and
Standards (ORS), Office of Generic Drugs (OGD), Center for Drug Evaluation
and Research (CDER), Food and Drug Administration
(FDA), Silver Spring, Maryland 20903-1058, United States
| | - Cordula Stillhart
- Pharmaceutical
R&D, F. Hoffmann-La Roche Ltd., Basel CH-4070, Switzerland
| | - Philip Bransford
- Data and
Computational Sciences, Vertex Pharmaceuticals,
Inc., Boston, Massachusetts 02210, United States
| | - Xiaojun Ren
- PK Sciences/Translational
Medicine, BioMedical Research, Novartis, One Health Plaza, East Hanover, New Jersey 07936, United States
| | - Nikunjkumar Patel
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
| | - David Sperry
- Eli Lilly
and Company, Lilly Corporate
Center, Indianapolis, Indiana 46285, United States
| | - Hansong Chen
- Office
of
Pharmaceutical Quality (OPQ), Center for Drug Evaluation and Research
(CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United
States
| | - Amin Rostami-Hodjegan
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
- Centre
for Applied Pharmacokinetic Research, University
of Manchester, Stopford Building, Oxford Road, Manchester M139PT, U.K.
| | - Viera Lukacova
- Simulations
Plus Inc., 42505 10th Street West, Lancaster, California 93534, United States
| | - Duxin Sun
- The University
of Michigan, North Campus Research Complex
(NCRC), 1600 Huron Parkway, Ann Arbor, Michigan 48109, United States
| | - Jean-Flaubert Nguefack
- Head of
Biopharmacy Team, Montpellier, Synthetics Platform, Global CMC, Sanofi, Paris 75008, France
| | - Tessa Carducci
- Analytical
Commercialization Technology, Merck &
Co., Inc., 126 E. Lincoln
Ave, Rahway, New Jersey 07065, United States
| | - Manuela Grimstein
- Office of
Clinical Pharmacology (OCP), Office of Translational Sciences (OTS),
Center for Drug Evaluation and Research (CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United States
| | - Xavier Pepin
- Simulations
Plus Inc., 42505 10th Street West, Lancaster, California 93534, United States
| | - Masoud Jamei
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
| | | | - Min Li
- Office of
Clinical Pharmacology (OCP), Office of Translational Sciences (OTS),
Center for Drug Evaluation and Research (CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United States
| | - Maitri Sanghavi
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
| | - Christer Tannergren
- Biopharmaceutics
Science, New Modalities & Parenteral Product Development, Pharmaceutical
Technology & Development, Operations, AstraZeneca, Gothenburg 43183, Sweden
| | - Haritha Mandula
- Office
of
Pharmaceutical Quality (OPQ), Center for Drug Evaluation and Research
(CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United
States
| | - Zhuojun Zhao
- Office
of
Pharmaceutical Quality (OPQ), Center for Drug Evaluation and Research
(CDER), Food and Drug Administration (FDA), Silver Spring, Maryland 20903-1058, United
States
| | - Tzuchi Rob Ju
- Analytical
R&D, AbbVie Inc., 1 North Waukegan Road, North
Chicago, Illinois 60064, United States
| | - Christian Wagner
- Global
Drug Product Development, Global CMC Development, the Healthcare Business of Merck KGaA, Darmstadt 64293, Germany
| | - Sumit Arora
- Janssen
Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| | - Michael Wang
- Pharmaceutical
Sciences and Clinical Supply, Merck &
Co., Inc., Rahway, New Jersey 07065, United States
| | - Gregory Rullo
- Regulatory
CMC, AstraZeneca, 1 Medimmune Way, Gaithersburg, Maryland 20878, United States
| | - Amitava Mitra
- Clinical
Pharmacology, Kura Oncology Inc, Boston, Massachusetts 02210, United States
| | - Sivacharan Kollipara
- Biopharmaceutics
Group, Global Clinical Management, Integrated Product Development
Organization (IPDO), Dr. Reddy’s
Laboratories Ltd., Bachupally,
Medchal Malkajgiri District, Hyderabad, 500 090 Telangana, India
| | - Siri Kalyan Chirumamilla
- Certara
Predictive
Technologies, Level 2-Acero, Simcyp Ltd, 1 Concourse Way, Sheffield S1 2BJ, United Kingdom
| | - James E. Polli
- School
of Pharmacy, University of Maryland, Baltimore, Maryland 21201, United States
| | - Claire Mackie
- Janssen
Pharmaceutica NV, Turnhoutseweg 30, 2340 Beerse, Belgium
| |
Collapse
|
4
|
Abuhassan Q, Silva MI, Tamimi RAR, Khadra I, Batchelor HK, Pyper K, Halbert GW. A novel simulated media system for in vitro evaluation of bioequivalent intestinal drug solubility. Eur J Pharm Biopharm 2024; 199:114302. [PMID: 38657741 DOI: 10.1016/j.ejpb.2024.114302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 04/15/2024] [Accepted: 04/21/2024] [Indexed: 04/26/2024]
Abstract
Orally administered solid drug must dissolve in the gastrointestinal tract before absorption to provide a systemic response. Intestinal solubility is therefore crucial but difficult to measure since human intestinal fluid (HIF) is challenging to obtain, varies between fasted (Fa) and fed (Fe) states and exhibits inter and intra subject variability. A single simulated intestinal fluid (SIF) cannot reflect HIF variability, therefore current approaches are not optimal. In this study we have compared literature Fa/FeHIF drug solubilities to values measured in a novel in vitro simulated nine media system for either the fasted (Fa9SIF) or fed (Fe9SIF) state. The manuscript contains 129 literature sampled human intestinal fluid equilibrium solubility values and 387 simulated intestinal fluid equilibrium solubility values. Statistical comparison does not detect a difference (Fa/Fe9SIF vs Fa/FeHIF), a novel solubility correlation window enclosed 95% of an additional literature Fa/FeHIF data set and solubility behaviour is consistent with previous physicochemical studies. The Fa/Fe9SIF system therefore represents a novel in vitro methodology for bioequivalent intestinal solubility determination. Combined with intestinal permeability this provides an improved, population based, biopharmaceutical assessment that guides formulation development and indicates the presence of food based solubility effects. This transforms predictive ability during drug discovery and development and may represent a methodology applicable to other multicomponent fluids where no single component is responsible for performance.
Collapse
Affiliation(s)
- Qamar Abuhassan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom; Department of Pharmaceutics and Pharmaceutical Technology, School of Pharmacy, University of Jordan, Amman 11942, Jordan
| | - Maria Inês Silva
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom
| | - Rana Abu-Rajab Tamimi
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom
| | - Hannah K Batchelor
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom
| | - Kate Pyper
- Department of Mathematics and Statistics, University of Strathclyde, Livingstone Tower, 26 Richmond Street, Glasgow G1 1XH, United Kingdom
| | - Gavin W Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, United Kingdom.
| |
Collapse
|
5
|
Ainousah BE, Khadra I, Halbert GW. Excipient Impact on Fenofibrate Equilibrium Solubility in Fasted and Fed Simulated Intestinal Fluids Assessed Using a Design of Experiment Protocol. Pharmaceutics 2023; 15:2484. [PMID: 37896244 PMCID: PMC10610309 DOI: 10.3390/pharmaceutics15102484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 09/13/2023] [Accepted: 09/27/2023] [Indexed: 10/29/2023] Open
Abstract
Solubility is a critical parameter controlling drug absorption after oral administration. For poorly soluble drugs, solubility is influenced by the complex composition of intestinal media and the influence of dosage form excipients, which can cause bioavailability and bioequivalence issues. This study has applied a small scale design of experiment (DoE) equilibrium solubility approach in order to investigate the impact of excipients on fenofibrate solubility in simulated fasted and fed intestinal media. Seven media parameters (bile salt (BS), phospholipid (PL), fatty acid, monoglyceride, cholesterol, pH and BS/PL ratio) were assessed in the DoE and in excipient-free media, and only pH and sodium oleate in the fasted state had a significant impact on fenofibrate solubility. The impact of excipients were studied at two concentrations, and for polyvinylpyrrolidone (PVP, K12 and K29/32) and hydroxypropylmethylcellulose (HPMC, E3 and E50), two grades were studied. Mannitol had no solubility impact in any of the DoE media. PVP significantly increased solubility in a media-, grade- and concentration-dependent manner, with the biggest change in fasted media. HPMC and chitosan significantly reduced solubility in both fasted and fed states in a media-, grade- and concentration-dependent manner. The results indicate that the impact of excipients on fenofibrate solubility is a complex interplay of media composition in combination with their physicochemical properties and concentration. The results indicate that in vitro solubility studies combining the drug of interest, proposed excipients along with suitable simulated intestinal media recipes will provide interesting information with the potential to guide formulation development.
Collapse
Affiliation(s)
- Bayan E. Ainousah
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Umm Al-Qura University, Makkah 21955, Saudi Arabia;
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, UK;
| | - Gavin W. Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow G4 0RE, UK;
| |
Collapse
|
6
|
Inês Silva M, Khadra I, Pyper K, Halbert GW. Fed Intestinal Solubility Limits and Distributions Applied to the Developability Classification System. Eur J Pharm Biopharm 2023; 186:74-84. [PMID: 36934829 DOI: 10.1016/j.ejpb.2023.03.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 03/06/2023] [Accepted: 03/11/2023] [Indexed: 03/19/2023]
Abstract
For solid oral dosage forms drug solubility in intestinal fluid is an important parameter influencing product performance and bioavailability. Solubility along with permeability are the two parameters applied in the Biopharmaceutics and Developability Classification Systems (DCS) to assess a drug's potential for oral administration. Intestinal solubility varies with the intestinal contents and the differences between the fasted and fed states are recognised to influence solubility and bioavailability. In this study a novel fed state simulated media system comprising of nine media has been utilised to measure the solubility of seven drugs (ibuprofen, mefenamic acid, furosemide, dipyridamole, griseofulvin, paracetamol and acyclovir) previously studied in the fasted state DCS. The results demonstrate that the fed nine media system provides a range of solubility values for each drug and solubility behaviour is consistent with published design of experiment studies conducted in either the fed or fasted state. Three drugs (griseofulvin, paracetamol and acyclovir) exhibit very narrow solubility distributions, a result that matches published behaviour in the fasted state, indicating that this property is not influenced by the concentration of simulated media components. The nine solubility values for each drug can be utilised to calculate a dose/solubility volume ratio to visualise the drug's position on the DCS grid. Due to the derivation of the nine media compositions the range and catergorisation could be considered as bioequivalent and can be combined with the data from the original fed intestinal fluid analysis to provide a population based solubility distribution. This provides further information on the drugs solubility behaviour and could be applied to quality by design formulation approaches. Comparison of the fed results in this study with similar published fasted results highlight that some differences detected match in vivo behaviour in food effect studies. This indicates that a combination of the fed and fasted systems may be a useful in vitro biopharmaceutical performance tool. However, it should be noted that the fed media recipes in this study are based on a liquid meal (Ensure Plus) and this may not be representative of alternative fed states achieved through ingestion of a solid meal. Nevertheless, this novel approach provides greater in vitro detail with respect to possible in vivo biopharmaceutical performance, an improved ability to apply risk-based approaches and the potential to investigate solubility based food effects. The system is therefore worthy of further investigation but studies will be required to expand the number of drugs measured and link the in vitro measurements to in vivo results.
Collapse
Affiliation(s)
- Maria Inês Silva
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161, Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161, Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Kate Pyper
- Department of Mathematics and Statistics, University of Strathclyde, Livingstone Tower, 26, Richmond Street, Glasgow, G1 1XH, United Kingdom
| | - Gavin W Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161, Cathedral Street, Glasgow, G4 0RE, United Kingdom.
| |
Collapse
|
7
|
Inês Silva M, Khadra I, Pyper K, Halbert GW. Small scale in vitro method to determine a potential bioequivalent equilibrium solubility range for fed human intestinal fluid. Eur J Pharm Biopharm 2022; 177:126-134. [PMID: 35718078 DOI: 10.1016/j.ejpb.2022.06.005] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 06/10/2022] [Accepted: 06/13/2022] [Indexed: 11/04/2022]
Abstract
Intestinal drug solubility is a key parameter controlling oral absorption but varies both intra and inter individuals and between the fasted and fed states, with food intake known to alter the bioavailability of many compounds. Intestinal solubility can be measured in vitro either using sampled fed human intestinal fluid (FeHIF) or simulated fed intestinal fluid (SIF) but neither approach is optimal. FeHIF is difficult to obtain and variable, whilst for fed SIF multiple recipes are available with no consensus on the ideal version. A recent study characterised FeHIF aspirates using a multidimensional approach and calculated nine simulated media recipes that covered over ninety percent of FeHIF compositional variability. In this study the equilibrium solubility of thirteen drugs have been measured using the nine simulated media recipes and compared to multiple previous design of experiment (DoE) studies, which have examined the impact of fed SIF media components on solubility. The measured nine media solubility data set is only statistically equivalent to the large scale 92 media DoE in 4 out of 13 drug comparisons, but has improved equivalence against small scale DoEs (9 or 10 media) with 6 out of 9 or 10 out of 12 (9 and 10 media respectively) equivalent. Selective removal of non-biorelevant compositions from the 92 media DoE improves statistical equivalence to 9 out of 13 comparisons. The results indicate that solubility equivalence is linked to media component concentrations and compositions, the nine media system is measuring a similar solubility space to previous systems, with a narrower solubility range than the 92 point DoE but equivalent to smaller DoE systems. Phenytoin and tadalafil display a narrow solubility range, a behaviour consistent with previous studies in fed and fasted states and only revealed through the multiple media approach. Custom DoE analysis of the nine media results to determine the most statistically significant component influencing solubility does not detect significant components. Indicating that the approach has a low statistical resolution and is not appropriate if determination of media component significance is required. This study demonstrates that it is possible to assess the fed intestinal equilibrium solubility envelope using the nine media recipes obtained from a multi-dimensional analysis of fed HIF. The derivation of the nine media compositions coupled with the results in this study indicate that the solubility results are more likely to reflect the fed intestinal solubility envelope than previous DoE studies and highlight that the system is worthy of further investigation.
Collapse
Affiliation(s)
- Maria Inês Silva
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Kate Pyper
- Department of Mathematics and Statistics, University of Strathclyde, Livingstone Tower, 26 Richmond Street, Glasgow, G1 1XH, United Kingdom
| | - Gavin W Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom.
| |
Collapse
|
8
|
Abuhassan Q, Khadra I, Pyper K, Augustijns P, Brouwers J, Halbert GW. Structured solubility behaviour in bioequivalent fasted simulated intestinal fluids. Eur J Pharm Biopharm 2022; 176:108-121. [PMID: 35605926 DOI: 10.1016/j.ejpb.2022.05.010] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 05/15/2022] [Accepted: 05/16/2022] [Indexed: 11/25/2022]
Abstract
Drug solubility in intestinal fluid is a key parameter controlling absorption after the administration of a solid oral dosage form. To measure solubility in vitro simulated intestinal fluids have been developed, but there are multiple recipes and the optimum is unknown. This situation creates difficulties during drug discovery and development research. A recent study characterised sampled fasted intestinal fluids using a multidimensional approach to derive nine bioequivalent fasted intestinal media that covered over 90% of the compositional variability. These media have been applied in this study to examine the equilibrium solubility of twenty one exemplar drugs (naproxen, indomethacin, phenytoin, zafirlukast, piroxicam, ibuprofen, mefenamic acid, furosemide, aprepitant, carvedilol, tadalafil, dipyridamole, posaconazole, atazanavir, fenofibrate, felodipine, griseofulvin, probucol, paracetamol, acyclovir and carbamazepine) to determine if consistent solubility behaviour was present. The bioequivalent media provide in the majority of cases structured solubility behaviour that is consistent with physicochemical properties and previous solubility studies. For the acidic drugs (pKa < 6.3) solubility is controlled by media pH, the profile is identical and consistent and the lowest and highest pH media identify the lowest and highest solubility in over 70% of cases. For weakly acidic (pKa > 8), basic and neutral drugs solubility is controlled by a combination of media pH and total amphiphile concentration (TAC), a consistent solubility behaviour is evident but with variation related to individual drug interactions within the media. The lowest and highest pH x TAC media identify the lowest and highest solubility in over 78% of cases. A subset of the latter category consisting of neutral and drugs non-ionised in the media pH range have been identified with a very narrow solubility range, indicating that the impact of the simulated intestinal media on their solubility is minimal. Two drugs probucol and atazanavir exhibit unusual behaviour. The study indicates that the use of two appropriate bioequivalent fasted intestinal media from the nine will identify in vitro the maximum and minimum solubility boundaries for drugs and due to the media derivation this is probably applicable in vivo. These media could be applied during discovery and development activities to provide a solubility range, which would assist placement of the drug within the BCS/DCS and rationalise drug and formulation decisions.
Collapse
Affiliation(s)
- Qamar Abuhassan
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Ibrahim Khadra
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom
| | - Kate Pyper
- Department of Mathematics and Statistics, University of Strathclyde, Livingstone Tower, 26 Richmond Street, Glasgow, G1 1XH, United Kingdom
| | - Patrick Augustijns
- Drug Delivery and Disposition, KU Leuven, ON2, Herestraat 49 box 921, 3000 Leuven, Belgium
| | - Joachim Brouwers
- Drug Delivery and Disposition, KU Leuven, ON2, Herestraat 49 box 921, 3000 Leuven, Belgium
| | - Gavin W Halbert
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, 161 Cathedral Street, Glasgow, G4 0RE, United Kingdom.
| |
Collapse
|
9
|
Fasted Intestinal Solubility Limits and Distributions Applied to the Biopharmaceutics and Developability Classification Systems. Eur J Pharm Biopharm 2021; 170:160-169. [PMID: 34923138 PMCID: PMC8769049 DOI: 10.1016/j.ejpb.2021.12.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Revised: 12/06/2021] [Accepted: 12/10/2021] [Indexed: 11/22/2022]
Abstract
After oral administration, a drug’s solubility in intestinal fluid is an important parameter influencing bioavailability and if the value is known it can be applied to estimate multiple biopharmaceutical parameters including the solubility limited absorbable dose. Current in vitro measurements may utilise fasted human intestinal fluid (HIF) or simulated intestinal fluid (SIF) to provide an intestinal solubility value. This single point value is limited since its position in relation to the fasted intestinal solubility envelope is unknown. In this study we have applied a nine point fasted equilibrium solubility determination in SIF, based on a multi-dimensional analysis of fasted human intestinal fluid composition, to seven drugs that were previously utilised to investigate the developability classification system (ibuprofen, mefenamic acid, furosemide, dipyridamole, griseofulvin, paracetamol and acyclovir). The resulting fasted equilibrium solubility envelope encompasses literature solubility values in both HIF and SIF indicating that it measures the same solubility space as current approaches with solubility behaviour consistent with previous SIF design of experiment studies. In addition, it identifies that three drugs (griseofulvin, paracetamol and acyclovir) have a very narrow solubility range, a feature that single point solubility approaches would miss. The measured mid-point solubility value is statistically equivalent to the value determined with the original fasted simulated intestinal fluid recipe, further indicating similarity and that existing literature results could be utilised as a direct comparison. Since the multi-dimensional approach covered greater than ninety percent of the variability in fasted intestinal fluid composition, the measured maximum and minimum equilibrium solubility values should represent the extremes of fasted intestinal solubility and provide a range. The seven drugs all display different solubility ranges and behaviours, a result also consistent with previous studies. The dose/solubility ratio for each measurement point can be plotted using the developability classification system to highlight individual drug behaviours. The lowest solubility represents a worst-case scenario which may be useful in risk-based quality by design biopharmaceutical calculations than the mid-point value. The method also permits a dose/solubility ratio frequency distribution determination for the solubility envelope which permits further risk-based refinement, especially where the drug crosses a classification boundary. This novel approach therefore provides greater in vitro detail with respect to possible biopharmaceutical performance in vivo and an improved ability to apply risk-based analysis to biopharmaceutical performance. Further studies will be required to expand the number of drugs measured and link the in vitro measurements to in vivo results.
Collapse
|