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Gamble JF, Al-Obaidi H. Past, Current, and Future: Application of Image Analysis in Small Molecule Pharmaceutical Development. J Pharm Sci 2024; 113:3012-3027. [PMID: 39153662 DOI: 10.1016/j.xphs.2024.08.003] [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: 06/27/2024] [Revised: 08/09/2024] [Accepted: 08/09/2024] [Indexed: 08/19/2024]
Abstract
The often-perceived limitations of image analysis have for many years impeded the widespread application of such systems as first line characterisation tools. Image analysis has, however, undergone a notable resurgence in the pharmaceutical industry fuelled by developments system capabilities and the desire of scientists to characterize the morphological nature of their particles more adequately. The importance of particle shape as well as size is now widely acknowledged. With the increasing use of modelling and simulations, and ongoing developments though the integration of machine learning and artificial intelligence, the utility of image analysis is increasing significantly driven by the richness of the data obtained. Such datasets provide means to circumvent the requirement to rely on less informative descriptors and enable the move towards the use of whole distributions. Combining the improved particle size and shape measurement and description with advances in modelling and simulations is enabling improved means to elucidate the link between particle and bulk powder properties. In addition to improved capabilities to describe input materials, approaches to characterize single components within multicomponent systems are providing scientists means to understand how their material may change during manufacture thus providing a means to link the behaviour of final dosage forms with the particle properties at the point of action. The aim is to provide an overview of image analysis and update readers with innovations and capabilities to other methods in the small molecule arena. We will also describe the use of AI for the improved analysis using image analysis.
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Affiliation(s)
- John F Gamble
- Bristol Myers Squibb, Reeds Lane, Moreton, Wirral, CH46 1QW, UK; Department of Pharmacy, University of Reading, Reading RG6 6AH, UK.
| | - Hisham Al-Obaidi
- Department of Pharmacy, University of Reading, Reading RG6 6AH, UK
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Chaouch W, Msahli S, Jeguirim M, Papamichael I, Zorpas AA. Comprehensive investigation of recycled PVC powder. WASTE MANAGEMENT & RESEARCH : THE JOURNAL OF THE INTERNATIONAL SOLID WASTES AND PUBLIC CLEANSING ASSOCIATION, ISWA 2024; 42:618-633. [PMID: 38549504 DOI: 10.1177/0734242x241231395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/02/2024]
Abstract
This study constitutes a comprehensive investigation centred on comprehending the behaviour and characteristics of recycled polyvinyl chloride (PVC) powders. The overarching objective is to successfully conclude the initial research phase, during which PVC-coated fabric offcuts undergo a transformation into PVC powder while achieving complete separation from polyethylene terephthalate fibres. The study entails a qualitative description of the morphology of PVC powder particles, employing an optical microscope to distinguish the diverse shapes exhibited by these particles. The optical microscope observations of PVC powder reveal a distinct array of non-spherical particles characterized by flat, elongated shapes. These high-magnification images unveil the intricate morphological features of the particles, highlighting their irregular shapes. Subsequently, a quantitative analysis of PVC particle size distribution is performed, comparing results from optical microscopy with those obtained through mechanical sieving. The qualitative and quantitative findings obtained provide robust evidence supporting the correlation and confirm that most particles are smaller than 600 µm (93.6%) using an optical microscope and the sieving process (96.39%). The greatest fraction (83.44%) is in the size range between 200 and 600 µm. Assessing flowability, another significant aspect in the evaluation of powders, provides insights into its behaviour and interparticle interactions. The flowability results indicate a Compressibility Index of approximately 26.84%, which suggests poor flowability. This means that the powder is likely to encounter difficulties in flowing freely. This finding is in line with the Hausner ratio, which measures 1.37. This investigation of recycled PVC powder will offer insights into the potential applications and processing considerations of this powder. More concretely, the use of recycled PVC powder shows promise as a viable alternative to conventional PVC resin in plastisol formulations, offering the potential to maintain the properties of the final PVC product without adverse effects.
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Affiliation(s)
- Walid Chaouch
- Textile Engineering Laboratory - LGTex, University of Monastir, Monastir, Tunisia
| | - Slah Msahli
- Textile Engineering Laboratory - LGTex, University of Monastir, Monastir, Tunisia
| | - Mejdi Jeguirim
- The Institute of Materials Science of Mulhouse (IS2M), University of Haute Alsace, University of Strasbourg, Mulhouse, France
| | - Iliana Papamichael
- Laboratory of Chemical Engineering and Engineering Sustainability, Faculty of Pure and Applied Sciences, Open University of Cyprus, Latsia, Nicosia, Cyprus
| | - Antonis A Zorpas
- Laboratory of Chemical Engineering and Engineering Sustainability, Faculty of Pure and Applied Sciences, Open University of Cyprus, Latsia, Nicosia, Cyprus
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Timoumi A, Nguyen TC, Le T, Kraiem H, Cescut J, Anne-Archard D, Gorret N, Molina-Jouve C, To KA, Fillaudeau L. Comparison of methods to explore the morphology and granulometry of biological particles with complex shapes: Interpretation and limitations. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.118067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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Ferreira C, Cardona J, Agimelen O, Tachtatzis C, Andonovic I, Sefcik J, Chen YC. Quantification of particle size and concentration using in-line techniques and multivariate analysis. POWDER TECHNOL 2020. [DOI: 10.1016/j.powtec.2020.08.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Beran R, Zarybnicka L, Machova D. Recycling of rigid polyurethane foam: Micro‐milled powder used as active filler in polyurethane adhesives. J Appl Polym Sci 2020. [DOI: 10.1002/app.49095] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Rudolf Beran
- Institute of Chemistry and Technology of Macromolecular Materials, Faculty of Chemical TechnologyUniversity of Pardubice Pardubice Czech Republic
| | - Lucie Zarybnicka
- Institute of Theoretical and Applied Mechanics of the Czech Academy of Sciences, Centre Telc Praha 9 Czech Republic
| | - Dita Machova
- Institute of Theoretical and Applied Mechanics of the Czech Academy of Sciences, Centre Telc Praha 9 Czech Republic
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Dave K, Luner PE, Forness C, Baker D, Jankovsky C, Chen S. Feasibility of Focused Beam Reflectance Measurement (FBRM) for Analysis of Pharmaceutical Suspensions in Preclinical Development. AAPS PharmSciTech 2018. [PMID: 28639177 DOI: 10.1208/s12249-017-0819-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
This study examined the use of focused beam reflectance measurement (FBRM) for qualitative and quantitative analysis of pharmaceutical suspensions with particular application to toxicology supply preparations for use in preclinical studies. Aqueous suspensions of ibuprofen were used as prototype formulations. Initial experiments were conducted to examine the effects of operational conditions including FBRM probe angle, probe location, and mixing (method and rate of mixing) on the FBRM analysis. Once experimental conditions were optimized, the homogeneity and sedimentation-redispersion of particles in the suspensions were assessed. Ibuprofen suspension under continuous agitation was monitored using FBRM for 60 h to study particle size change over time. Another study was performed to determine if particle count rates obtained by FBRM could be correlated to suspension concentration. The location and the angle of the FBRM probe relative to the beaker contents, and the rate and the method of mixing the suspension were found to be sensitive parameters during FBRM analysis. FBRM was able to monitor the process of particle sedimentation in the suspension. The attrition of ibuprofen particles was detectable by FBRM during prolonged stirring with an increase in the number of smaller particles and decrease in the number of larger particles. A strong correlation was observed between particle count rate by FBRM and ibuprofen concentration in the suspension. Also, change in content uniformity in the suspension at different locations of the beaker was represented by FBRM particle count. Overall, FBRM has potential to be a useful tool for qualitative and quantitative analysis of pharmaceutical suspensions.
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Agimelen OS, Mulholland AJ, Sefcik J. Modelling of artefacts in estimations of particle size of needle-like particles from laser diffraction measurements. Chem Eng Sci 2017. [DOI: 10.1016/j.ces.2016.10.031] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Tieger E, Kiss V, Pokol G, Finta Z. Crystallisation of a salt hydrate with a complex solid form landscape. CrystEngComm 2017. [DOI: 10.1039/c7ce00041c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Chapeau AL, Tavares GM, Hamon P, Croguennec T, Poncelet D, Bouhallab S. Spontaneous co-assembly of lactoferrin and β-lactoglobulin as a promising biocarrier for vitamin B9. Food Hydrocoll 2016. [DOI: 10.1016/j.foodhyd.2016.02.003] [Citation(s) in RCA: 48] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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de Albuquerque I, Mazzotti M, Ochsenbein DR, Morari M. Effect of needle-like crystal shape on measured particle size distributions. AIChE J 2016. [DOI: 10.1002/aic.15270] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Ian de Albuquerque
- ETH Zurich, Institute of Process Engineering; Sonneggstrasse 3 CH-8092 Zurich Switzerland
| | - Marco Mazzotti
- ETH Zurich, Institute of Process Engineering; Sonneggstrasse 3 CH-8092 Zurich Switzerland
| | - David R. Ochsenbein
- ETH Zurich, Automatic Control Laboratory; Physikstrasse 3 CH-8092 Zurich Switzerland
| | - Manfred Morari
- ETH Zurich, Automatic Control Laboratory; Physikstrasse 3 CH-8092 Zurich Switzerland
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Ooi J, Traini D, Boyd BJ, Gaisford S, Young PM. Determination of physical and chemical stability in pressurised metered dose inhalers: potential new techniques. Expert Opin Drug Deliv 2015; 12:1661-75. [PMID: 26067386 DOI: 10.1517/17425247.2015.1046834] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
INTRODUCTION Pressurised metered dose inhalers (pMDIs) are subject to rigorous physical and chemical stability tests during formulation. Due to the time and cost associated with product development studies, there is a need for online techniques to fast screen new formulations in terms of physical and chemical (physico-chemical) stability. The problem with achieving this is that pMDIs are by their definition, pressurised, making the direct observation of physico-chemical properties in situ difficult. AREAS COVERED This review highlights the characterisation tools that can enhance the product development process for pMDIs. Techniques investigated include: laser diffraction, Raman spectroscopy, isothermal ampoule calorimetry, titration calorimetry and gas perfusion calorimetry. The operational principles behind each technique are discussed and complemented with examples from the literature. EXPERT OPINION Laser diffraction is well placed to analyse real-time physical stability as a function of particle size; however, its use is restricted to suspension pMDIs. Raman spectroscopy can be potentially used to attain both suspension and solution pMDI spectra in real time; however, the majority of experiments are ex-valve chemical composition mapping. Calorimetry is an effective technique in capturing both chemical and physical degradations of APIs in real time but requires redevelopment to withstand pressure for the purposes of pMDI screening.
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Affiliation(s)
- Jesslynn Ooi
- a 1 University of Sydney, The Woolcock Institute of Medical Research, Australia and School of Medicine, Respiratory Technology, Discipline of Pharmacology , Sydney, Australia +61 2 9114 0350 ;
| | - Daniela Traini
- a 1 University of Sydney, The Woolcock Institute of Medical Research, Australia and School of Medicine, Respiratory Technology, Discipline of Pharmacology , Sydney, Australia +61 2 9114 0350 ;
| | - Ben J Boyd
- b 2 Monash University, Monash Institute of Pharmaceutical Sciences , 381 Royal Parade, Parkville, Victoria 3052, Australia
| | - Simon Gaisford
- c 3 University College London, School of Pharmacy , 29-39 Brunswick Square, London, WC1N 1AX, UK
| | - Paul M Young
- a 1 University of Sydney, The Woolcock Institute of Medical Research, Australia and School of Medicine, Respiratory Technology, Discipline of Pharmacology , Sydney, Australia +61 2 9114 0350 ;
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Gamble JF, Tobyn M, Hamey R. Application of Image-Based Particle Size and Shape Characterization Systems in the Development of Small Molecule Pharmaceuticals. J Pharm Sci 2015; 104:1563-74. [DOI: 10.1002/jps.24382] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2014] [Revised: 01/15/2015] [Accepted: 01/20/2015] [Indexed: 11/12/2022]
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Agimelen OS, Hamilton P, Haley I, Nordon A, Vasile M, Sefcik J, Mulholland AJ. Estimation of particle size distribution and aspect ratio of non-spherical particles from chord length distribution. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2014.11.014] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Reinhold A, Schorsch S, Mazzotti M, Briesen H. Modeling and measurement of abraded particles. POWDER TECHNOL 2015. [DOI: 10.1016/j.powtec.2014.10.040] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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Hamilton P, Littlejohn D, Nordon A, Sefcik J, Slavin P, Andrews J, Dallin P. Investigation of factors affecting isolation of needle-shaped particles in a vacuum-agitated filter drier through non-invasive measurements by Raman spectrometry. Chem Eng Sci 2013. [DOI: 10.1016/j.ces.2013.05.035] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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The effects of ultrasonic/microwave assisted treatment on the properties of soy protein isolate/microcrystalline wheat-bran cellulose film. J FOOD ENG 2013. [DOI: 10.1016/j.jfoodeng.2012.08.004] [Citation(s) in RCA: 59] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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