27 results on '"György Marosi"'
Search Results
2. Interpretable artificial neural networks for retrospective QbD of pharmaceutical tablet manufacturing based on a pilot-scale developmental dataset
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Brigitta Nagy, Ágnes Szabados-Nacsa, Gergő Fülöp, Anikó Turák Nagyné, Dorián László Galata, Attila Farkas, Lilla Alexandra Mészáros, Zsombor Kristóf Nagy, and György Marosi
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Pharmaceutical Science - Published
- 2023
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3. Powder filling of electrospun material in vials: A proof-of-concept study
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Edina Szabó, Petra Záhonyi, Dorián L. Galata, Lajos Madarász, Panna Vass, Attila Farkas, Jens Dhondt, Sune K. Andersen, Tamás Vígh, Geert Verreck, István Csontos, György Marosi, and Zsombor K. Nagy
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Emollients ,Pharmaceutical Science ,Technology, Pharmaceutical ,Voriconazole ,Powders ,Proof of Concept Study - Abstract
The present paper reports the powder filling of milled electrospun materials in vials, which contained voriconazole and sulfobutylether-β-cyclodextrin. High-speed electrospinning was used for the production of the fibrous sample, which was divided into 6 parts. Each portion was milled using different milling methods and sizes of sieves to investigate whether the milling influences the powder and filling properties. Bulk and tapped density tests, laser diffraction and angle of repose measurements were applied to characterize the milled powders, while a vibratory feeder was used for the feeding experiments. The correlation between the material property descriptors and the feeding responses was investigated by multivariate data analysis. Based on the results, three samples were chosen for the vial filling, which was accomplished with 3400 mg electrospun material containing 200 mg voriconazole, representative of the commercial product. The feed rate was set to fit the 240 g/h production rate of the electrospinning and the relative standard deviation of three repeated vial filling was determined to see the accuracy of the process. This research shows that by applying a suitable milling method it is possible to process electrospun fibers to a powder, which can be filled into vials and used as reconstitution dosage forms.
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- 2021
4. Development of fast-dissolving dosage forms of curcuminoids by electrospinning for potential tumor therapy application
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László Molnár, Panna Vass, Zsombor Kristóf Nagy, Gábor Mező, József Tóvári, György Marosi, Attila Farkas, Diána Vári-Mező, Kristóf Hegedüs, and Krisztina Kiss
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chemistry.chemical_classification ,Aqueous solution ,Materials science ,Cyclodextrin ,Pharmaceutical Science ,Tumor therapy ,Dosage form ,Electrospinning ,Excipients ,Hypromellose Derivatives ,chemistry ,Chemical engineering ,Solubility ,Solubilization ,Diarylheptanoids ,Neoplasms ,Humans ,Dissolution - Abstract
Curcuminoids (CUs) of antitumor and various other potential biological activities have extremely low water solubility therefore special formulation was elaborated. New fast dissolving reconstitution dosage forms of four CUs were prepared as fibrous form of 2-hydroxypropyl-β-cyclodextin (HP-β-CD). In the electrospinning process HP-β-CD could act both as solubilizer and fiber-forming agent. The solubilization efficiency of the CU-HP-β-CD systems was determined with phase-solubility measurements. The electrospun CUs were amorphous and uniformly distributed in the fibers according to XRD analysis and Raman mappings. The fibrous final products had fast (5 min) and complete dissolution. In typical iv. infusion reconstitution volume (20 mL) fibers containing 40-80 mg of CU could be dissolved, which is similar to the currently proposed dose (120 mg/m
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- 2021
5. Monoclonal antibody formulation manufactured by high-speed electrospinning
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Sune K. Andersen, Tamás Vigh, Geert Verreck, Júlia Domján, Edina Szabó, György Marosi, Panna Vass, Eszter Pantea, Edit Hirsch, and Zsombor Kristóf Nagy
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Aqueous solution ,Aggregate (composite) ,Materials science ,medicine.drug_class ,Size-exclusion chromatography ,Mixing (process engineering) ,Pharmaceutical Science ,Antibodies, Monoclonal ,Water ,02 engineering and technology ,021001 nanoscience & nanotechnology ,Monoclonal antibody ,030226 pharmacology & pharmacy ,Dosage form ,Electrospinning ,2-Hydroxypropyl-beta-cyclodextrin ,Matrix (chemical analysis) ,03 medical and health sciences ,0302 clinical medicine ,Chemical engineering ,Solubility ,medicine ,Desiccation ,Powders ,0210 nano-technology - Abstract
Solid formulations of monoclonal antibodies present several advantages, such as improved stability and increased shelf-life as well as simpler storage and transportation. In this study, we present a gentle drying technology for monoclonal antibodies, applying the water soluble 2-hydroxypropyl-β-cyclodextrin (HP-β-CD) as matrix, to prepare a solid reconstitution dosage form. High-speed electrospinning of an aqueous infliximab-containing HP-β-CD solution was carried out at 25 °C resulting in fibers with an average diameter of 2.5 μm. The mAb-loaded electrospun fibers were successful to preserve the stability of infliximab in solid form. The results of size exclusion chromatography and gel electrophoresis indicated no significant increase in aggregate formation during the electrospinning process compared to the initial matrix solution. The binding activity of infliximab was preserved during electrospinning compared to the reference liquid formulation. Due to the enhanced surface area, excellent reconstitution capability, i.e. clear solution within 2 min without any vigorous mixing, could be achieved in a small-scale reconstitution test. The results of this work demonstrate that high-speed electrospinning is a very promising technique to manufacture the solid formulation of monoclonal antibodies for applications such as fast reconstitutable powders.
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- 2020
6. Integrated twin-screw wet granulation, continuous vibrational fluid drying and milling: A fully continuous powder to granule line
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D. Kovács-Kiss, Edina Szabó, Martin Gyürkés, Tibor Nagy, F. Van der Gucht, Bence Szabó, Lajos Madarász, Balázs Démuth, Attila Farkas, Gergő Fülöp, Dorián László Galata, György Marosi, T. Lendér, András Domokos, and Zsombor Kristóf Nagy
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Materials science ,Drug Compounding ,Granule (cell biology) ,Temperature ,Pharmaceutical Science ,02 engineering and technology ,Continuous manufacturing ,Production efficiency ,021001 nanoscience & nanotechnology ,030226 pharmacology & pharmacy ,Excipients ,03 medical and health sciences ,Granulation ,0302 clinical medicine ,Homogeneous ,Fluidized bed ,SCALE-UP ,Technology, Pharmaceutical ,Composite material ,Particle Size ,Powders ,0210 nano-technology ,Corn starch ,Tablets - Abstract
Highly homogeneous low-dose (50 μg) tablets were produced incorporating perfectly free-flowing granules prepared by a fully integrated Continuous Manufacturing (CM) line. The adopted CM equipment consisted of a Twin-Screw Wet Granulator (TSWG), a Continuous Fluid Bed Dryer (CFBD) and a Continuous Sieving (CS) unit. Throughout the experiments a pre-blend of lactose-monohydrate and corn starch was gravimetrically dosed with 1 kg/h into the TSWG, where they were successfully granulated with the drug containing water-based PVPK30 solution. The wet mass was subsequently dried in the CFBD on a vibratory conveyor belt and finally sieved in the milling unit. Granule production efficiency was maximized by determining the minimal Liquid-to-Solid (L/S) ratio (0.11). Design of Experiments (DoE) were carried out in order to evaluate the influence of the drying process parameters of the CFBD on the Loss-on-Drying (LOD) results. The manufactured granules were compressed into tablets by an industrial tablet rotary press with excellent API homogeneity (RSD 3%). Significant scale-up was realized with the CM line by increasing the throughput rate to 10 kg/h. The manufactured granules yielded very similar results to the previous small-scale granulation runs. API homogeneity was demonstrated (RSD 2%) with Blend Uniformity Analysis (BUA). The efficiency of TSWG granulation was compared to High-Shear Granulation (HSG) with the same L/S ratio. The final results have demonstrated that both the liquid distribution and more importantly API homogeneity was better in case of the TSWG granulation (RSD 1.3% vs. 4.5%).
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- 2020
7. Frequency and waveform dependence of alternating current electrospinning and their uses for drug dissolution enhancement
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Zsombor Kristóf Nagy, Attila Balogh, Attila Farkas, Balázs Farkas, and György Marosi
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Materials science ,Polymers ,Pharmaceutical Science ,02 engineering and technology ,030226 pharmacology & pharmacy ,law.invention ,Polyethylene Glycols ,Matrix (chemical analysis) ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Electricity ,law ,Copolymer ,Dissolution testing ,Fiber ,Sodium dodecyl sulfate ,Composite material ,Povidone ,021001 nanoscience & nanotechnology ,Electrospinning ,Amorphous solid ,Drug Liberation ,chemistry ,Solubility ,0210 nano-technology ,Alternating current - Abstract
The effect of different frequencies and waveforms was investigated for the first time on alternating current electrospinning (ACES). PVPVA64, a polyvinylpyrrolidone-vinyl acetate copolymer was selected for the experiments as an important matrix for amorphous solid dispersions but never processed with ACES. It has been proved that ACES could be operated in a wide range of frequencies (40–250 Hz) and using different waveforms (sinusoidal, square, triangle, saw tooth) without significant changes in fiber morphology. Nevertheless, deterioration of the fiber formation process could be also observed especially at high frequencies. The developed PVPVA64-based fibers containing small amounts of additives (polyethylene oxide (PEO) and sodium dodecyl sulfate (SDS)) served as an excellent carrier for spironolactone (SPIR), a poorly soluble antihypertensive drug. As a result of the amorphously dispersed SPIR and the large surface area of the AC electrospun fibers immediate drug release could be achieved.
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- 2020
8. Real-time feedback control of twin-screw wet granulation based on image analysis
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István Csontos, Zsombor Kristóf Nagy, Kristóf Csorba, Lajos Madarász, István Hoffer, Bence Szabó, György Marosi, Barnabás Szabó, Hajnalka Pataki, and Balázs Démuth
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Quality Control ,Computer science ,Chemistry, Pharmaceutical ,media_common.quotation_subject ,Pharmaceutical Science ,Lactose ,02 engineering and technology ,030226 pharmacology & pharmacy ,Excipients ,03 medical and health sciences ,Granulation ,0302 clinical medicine ,Control theory ,Technology, Pharmaceutical ,Quality (business) ,Particle Size ,Image analysis ,media_common ,business.industry ,Event (computing) ,Process (computing) ,Starch ,021001 nanoscience & nanotechnology ,Particle-size distribution ,Particle size ,0210 nano-technology ,business ,Quality assurance - Abstract
The present paper reports the first dynamic image analysis-based feedback control of continuous twin-screw wet granulation process. Granulation of the blend of lactose and starch was selected as a model process. The size and size distribution of the obtained particles were successfully monitored by a process camera coupled with an image analysis software developed by the authors. The validation of the developed system showed that the particle size analysis tool can determine the size of the granules with an error of less than 5 µm. The next step was to implement real-time feedback control of the process by controlling the liquid feeding rate of the pump through a PC, based on the real-time determined particle size results. After the establishment of the feedback control, the system could correct different real-life disturbances, creating a Process Analytically Controlled Technology (PACT), which guarantees the real-time monitoring and controlling of the quality of the granules. In the event of changes or bad tendencies in the particle size, the system can automatically compensate the effect of disturbances, ensuring proper product quality. This kind of quality assurance approach is especially important in the case of continuous pharmaceutical technologies.
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- 2018
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9. In-line particle size measurement based on image analysis in a fully continuous granule manufacturing line for rapid process understanding and development
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Kristóf Csorba, György Marosi, András Domokos, Lajos Madarász, Viktor Kovacs, Bence Hambalkó, Attila Farkas, László Lengyel, Ákos Köte, and Zsombor Kristóf Nagy
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Materials science ,business.industry ,Chemistry, Pharmaceutical ,Drug Compounding ,Mass flow ,Flow (psychology) ,Process (computing) ,Pharmaceutical Science ,Excipients ,Fluidized bed ,Technology, Pharmaceutical ,Particle ,Particle size ,Particle Size ,Powders ,Process engineering ,business ,Granule (geology) ,Intensity (heat transfer) - Abstract
The present paper serves as a demonstration how an in-line PAT tool can be used for rapid and efficient process development in a fully continuous powder to granule line consisting of an interconnected twin-screw wet granulator, vibrational fluid bed dryer, and a regranulating mill. A new method was investigated for the periodic in-line particle size measurement of high mass flow materials to obtain real-time particle size data of the regranulated product. The system utilises a vibratory feeder with periodically altered feeding intensity in order to temporarily reduce the mass flow of the material passing in front of the camera. This results in the drastic reduction of particle overlapping in the images, making image analysis a viable tool for the in-line particle size measurement of high mass-flow materials. To evaluate the performance of the imaging system, the effect of several milling settings and the liquid-to-solid ratio was investigated on the product’s particle size in the span of a few hours. The particle sizes measured with the in-line system were in accordance with the expected trends as well as with the results of the off-line reference particle size measurements. Based on the results, the in-line imaging system can serve as a PAT tool to obtain valuable real-time information for rapid process development or quality assurance.
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- 2022
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10. Videometric mass flow control: A new method for real-time measurement and feedback control of powder micro-feeding based on image analysis
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Ákos Köte, Hajnalka Pataki, Tibor Casian, György Marosi, Lajos Madarász, Zsombor Kristóf Nagy, Martin Gyürkés, Kristóf Csorba, Attila Farkas, Bence Hambalkó, Gergő Fülöp, and László Lengyel
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Imagination ,Computer science ,Machine vision ,media_common.quotation_subject ,Mass flow ,Video Recording ,Pharmaceutical Science ,02 engineering and technology ,030226 pharmacology & pharmacy ,Feedback ,03 medical and health sciences ,Search engine ,0302 clinical medicine ,Caffeine ,Image Processing, Computer-Assisted ,Technology, Pharmaceutical ,Image analysis ,Simulation ,media_common ,System of measurement ,Process (computing) ,021001 nanoscience & nanotechnology ,Pharmaceutical manufacturing ,Powders ,0210 nano-technology ,Software - Abstract
The present paper reports the first monitoring and control of ultra-low dose powder feeding using a camera image-based mass flow measurement system. Caffeine was fed via a single-screw microfeeder as a model active pharmaceutical ingredient (API). The mass, mass flow and sizes of the particles were successfully monitored in real-time by the developed videometric system consisting of a high-speed process camera coupled with an image analysis software. The system was also tested in feedback control mode to automatically reach the desired mass flow values by adjusting the feeder speed based on the mass flow measured by the image analysis system. Based on these features, the developed videometric system can serve as a multi-purpose PAT-tool and can provide valuable real-time information about the process which is indispensable for modern continuous pharmaceutical manufacturing.
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- 2020
11. Digital UV/VIS imaging: A rapid PAT tool for crushing strength, drug content and particle size distribution determination in tablets
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Lilla Alexandra Mészáros, Edina Szabó, Lajos Madarász, Ákos Köte, András Domokos, Attila Farkas, Brigitta Nagy, Ádám Zoltán Dávid, Zsombor Kristóf Nagy, György Marosi, Kristóf Csorba, and Dorián László Galata
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Time release technology ,Light ,Computer science ,Machine vision ,Ultraviolet Rays ,Process analytical technology ,Chemistry, Pharmaceutical ,Pharmaceutical Science ,02 engineering and technology ,Color space ,Meloxicam ,030226 pharmacology & pharmacy ,03 medical and health sciences ,0302 clinical medicine ,Wavelet ,Pressure ,Technology, Pharmaceutical ,Particle Size ,Process engineering ,Throughput (business) ,business.industry ,Digital imaging ,021001 nanoscience & nanotechnology ,Multivariate Analysis ,RGB color model ,0210 nano-technology ,business ,Algorithms ,Tablets - Abstract
The Process Analytical Technology (PAT) and the Quality-by-Design (QbD) approaches can efficiently facilitate the shift to the desired continuous manufacturing and real time release testing (RTRT). By this, it is vital to develop new, in-line analytical methods which fulfil the pharmaceutical requirements. The fast-developing digital imaging-based machine vision systems can provide revolutionary solutions not just in the automotive industry but in the pharmaceutical technology, as well. This study aimed to explore the capabilities of UV/VIS-based machine vision in tablet inspection as a PAT tool for the determination of compression force and crushing strength, drug content and drug distribution in tablets using meloxicam a yellow model drug. In the case of determining the compression force and crushing strength, the application of multivariate wavelet texture analysis (MWTA) based models provided relatively low prediction errors. To predict the drug content of meloxicam tablets CIELAB or RGB colorspace based algorithms were successfully developed and validated. UV/VIS imaging was also used to map the particle size distribution and spatial distribution of meloxicam, the results were compared to chemical maps obtained by Raman microscopy. Digital imaging combined with multivariate data analysis might be a valuable, high throughput, in-line PAT tool for automated inspection of pharmaceutical tablets.
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- 2019
12. Electrospun amorphous solid dispersions of meloxicam: Influence of polymer type and downstream processing to orodispersible dosage forms
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Kinga Ilyés, Balázs Farkas, Balázs Démuth, Attila Farkas, V. Toma, Attila Balogh, Ioan Tomuță, Zsolt Rapi, Zsombor Kristóf Nagy, Tibor Casian, Sonia Iurian, György Marosi, Cătălina Bogdan, Enikő Borbás, and Rares Știufiuc
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chemistry.chemical_classification ,Materials science ,Polymers ,Drug Compounding ,Anti-Inflammatory Agents, Non-Steroidal ,Pharmaceutical Science ,02 engineering and technology ,Polymer ,021001 nanoscience & nanotechnology ,Meloxicam ,030226 pharmacology & pharmacy ,Dosage form ,Electrospinning ,Amorphous solid ,03 medical and health sciences ,Tableting ,0302 clinical medicine ,chemistry ,Chemical engineering ,Solubility ,Dissolution testing ,0210 nano-technology ,Dissolution ,Tablets - Abstract
The objectives of this work were to develop meloxicam based amorphous solid dispersion through electrospinning technique and evaluate the effect of the polymeric matrix on the physicochemical properties of the fibers and the downstream processing ability to orodispersible dosage forms. Drug – polymer interactions formed between Eudragit E and meloxicam, confirmed through Raman and 1HNMR spectra, enabled the development of fibers from ethanol, thus allowing an increased production rate compared to PVPk30 where a DMF:THF solvent system was suitable. Microflux dissolution-permeation studies showed a significantly higher diffusion from amorphous solid dispersions compared to crystalline meloxicam. The flux through the membrane was influenced by the polymers only under basic conditions, where the precipitation of Eudragit E limited the complete resolubilization of the active ingredient. This phenomenon was not observed during large volume conventional dissolution testing. The effect of formulation on long term stability could not be highlighted as all products were stable up to 15 months, stored in closed holders at 25 °C ± 2 °C and 50%RH ± 10%. The increased surface area of fibers enabled tablet preparation with low pressures due to favorable bonding between particles during compression. PVPk30 formulation presented higher tabletability and compactability, as higher tensile strength compacts could be prepared. Eudragit E formulation had lower detachment and ejection stress, suggesting a lower sticking tendency during tableting. The presence of HPsCD in PVPk30 formulation offered improved morphological features of the fibers, however no significant effect was observed on dissolution, permeation or mechanical properties. Downstream processing was guided by polymer mechanical properties and solubility, thus PVPk30 fibers could be delivered in the form of orodispersible webs and conventional tablets, whereas Eudragit E fibers as orodispersible tablets.
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- 2019
13. Data fusion strategies for performance improvement of a Process Analytical Technology platform consisting of four instruments: An electrospinning case study
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Attila Balogh, György Marosi, Zsolt Rapi, Enikő Borbás, Balázs Démuth, Balázs Farkas, Tibor Casian, Attila Farkas, Zsombor Kristóf Nagy, András Domokos, Kinga Ilyés, Ioan Tomuta, and Lajos Madarász
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Computer science ,Process analytical technology ,Pharmaceutical Science ,02 engineering and technology ,Meloxicam ,Spectrum Analysis, Raman ,030226 pharmacology & pharmacy ,03 medical and health sciences ,0302 clinical medicine ,X-Ray Diffraction ,Calibration ,Range (statistics) ,Photography ,Technology, Pharmaceutical ,Microscopy ,Spectroscopy, Near-Infrared ,Artificial neural network ,business.industry ,Pattern recognition ,021001 nanoscience & nanotechnology ,Sensor fusion ,Anomaly detection ,Colorimetry ,Artificial intelligence ,Neural Networks, Computer ,Performance improvement ,0210 nano-technology ,business ,Powder Diffraction ,Data compression - Abstract
The aim of this work was to develop a PAT platform consisting of four complementary instruments for the characterization of electrospun amorphous solid dispersions with meloxicam. The investigated methods, namely NIR spectroscopy, Raman spectroscopy, Colorimetry and Image analysis were tested and compared considering the ability to quantify the active pharmaceutical ingredient and to detect production errors reflected in inhomogeneous deposition of fibers. Based on individual performance the calculated RMSEP values ranged between 0.654% and 2.292%. Mid-level data fusion consisting of data compression through latent variables and application of ANN for regression purposes proved efficient, yielding an RMSEP value of 0.153%. Under these conditions the model could be validated accordingly on the full calibration range. The complementarity of the PAT tools, demonstrated from the perspective of captured variability and outlier detection ability, contributed to model performance enhancement through data fusion. To the best of the author’s knowledge, this is the first application of data fusion in the field of PAT for efficient handling of big-analytical-data provided by high-throughput instruments.
- Published
- 2019
14. Application of artificial neural networks for Process Analytical Technology-based dissolution testing
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György Marosi, Balázs Démuth, Brigitta Nagy, Enikő Borbás, Zsombor Kristóf Nagy, Dorián László Galata, Attila Farkas, and Dulichár Petra
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Materials science ,Mean squared error ,Process analytical technology ,Pharmaceutical Science ,02 engineering and technology ,Spectrum Analysis, Raman ,030226 pharmacology & pharmacy ,Polyethylene Glycols ,03 medical and health sciences ,Tableting ,0302 clinical medicine ,Caffeine ,Technology, Pharmaceutical ,Dissolution testing ,Least-Squares Analysis ,Cellulose ,Dissolution ,Spectroscopy, Near-Infrared ,Artificial neural network ,021001 nanoscience & nanotechnology ,Sensor fusion ,Drug Liberation ,Nir spectra ,Neural Networks, Computer ,0210 nano-technology ,Biological system ,Stearic Acids ,Tablets - Abstract
This work proposes the application of artificial neural networks (ANN) to non-destructively predict the in vitro dissolution of pharmaceutical tablets from Process Analytical Technology (PAT) data. An extended release tablet formulation was studied, where the dissolution was influenced by the composition of the tablets and the tableting compression force. NIR and Raman spectra of the intact tablets were measured, and the dissolution of the tablets was modeled directly from the spectral data. Partial Least Square (PLS) regression and ANN models were developed for the different spectroscopic measurements individually as well as by combining them together. ANN provided up to 3% lower root mean square error for prediction (RMSEP) than the PLS models, due to its capability of modeling non-linearity between the process parameters and dissolution curves. The ANN model using reflection NIR spectra provided the most accurate predictions with 6.5 and 63 mean f1 and f2 values between the computed and measured dissolution curves, respectively. Furthermore, ANN served as a straightforward data fusion method without the need for additional preprocessing steps. The method could significantly advance data processing in the PAT environment, contribute to an enhanced real-time release testing procedure and hence the increased efficacy of dissolution testing.
- Published
- 2019
15. Real-time release testing of dissolution based on surrogate models developed by machine learning algorithms using NIR spectra, compression force and particle size distribution as input data
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György Marosi, Dorián László Galata, Zsófia Könyves, Zsombor Kristóf Nagy, Attila Farkas, Márk Novák, Brigitta Nagy, Lilla Alexandra Mészáros, and Edina Szabó
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Time release technology ,Materials science ,Process analytical technology ,Pharmaceutical Science ,02 engineering and technology ,Methylcellulose ,Machine learning ,computer.software_genre ,030226 pharmacology & pharmacy ,Machine Learning ,Matrix (chemical analysis) ,03 medical and health sciences ,Hypromellose Derivatives ,0302 clinical medicine ,Particle Size ,Dissolution ,Spectroscopy, Near-Infrared ,Artificial neural network ,business.industry ,021001 nanoscience & nanotechnology ,Support vector machine ,Solubility ,Delayed-Action Preparations ,Particle-size distribution ,Particle size ,Artificial intelligence ,0210 nano-technology ,business ,Algorithm ,computer ,Algorithms ,Tablets - Abstract
In this work spectroscopic measurements, process data and Critical Material Attributes (CMAs) are used to predict the in vitro dissolution profile of sustained-release tablets with three machine learning methods, Artificial Neural Networks (ANN), Support Vector Machines (SVM) and Ensemble of Regression Trees (ERT). Beside the effect of matrix polymer content and compression force, the influence of active pharmaceutical ingredient (API) and matrix polymer particle size distribution (PSD) on the drug release rate of sustained tablets is studied. The matrix polymer PSD was found to be a significant factor, thus this factor was included in the dissolution prediction experiments. In order to evaluate the importance of the inclusion of PSD data, models without PSD data were also prepared and the results were compared. In the developed models, the API and hydroxypropyl-methylcellulose (HPMC) content is predicted from near-infrared (NIR) spectra, the compression force is measured by the tablet press and HPMC particle size is measured off-line. The predictions of ANN, SVM and ERT were compared to the measured dissolution profiles of the validation tablets, ANN yielded the most accurate results. In the presented work, data provided by Process Analytical Technology (PAT) sensors is combined with CMAs for the first time to realize the Real-Time Release Testing (RTRT) of tablet dissolution.
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- 2021
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16. AC and DC electrospinning of hydroxypropylmethylcellulose with polyethylene oxides as secondary polymer for improved drug dissolution
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Zsombor Kristóf Nagy, J. Mensch, György Marosi, Geert Verreck, Enikő Borbás, Brigitta Nagy, Balázs Farkas, and Attila Balogh
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Materials science ,Chemistry, Pharmaceutical ,Drug Compounding ,Pharmaceutical Science ,02 engineering and technology ,Spironolactone ,030226 pharmacology & pharmacy ,Polyvinyl alcohol ,Polyethylene Glycols ,03 medical and health sciences ,chemistry.chemical_compound ,Drug Delivery Systems ,Hypromellose Derivatives ,0302 clinical medicine ,Electricity ,Polymer chemistry ,Dissolution testing ,Dissolution ,chemistry.chemical_classification ,Drug Carriers ,technology, industry, and agriculture ,Polymer ,Polyethylene ,021001 nanoscience & nanotechnology ,Electrospinning ,Molecular Weight ,Solubility ,chemistry ,Chemical engineering ,Nanofiber ,Drug delivery ,0210 nano-technology - Abstract
Alternating current electrospinning (ACES) capable to reach multiple times higher specific productivities than widely used direct current electrospinning (DCES) was investigated and compared with DCES to prepare drug-loaded formulations based on one of the most widespread polymeric matrix used for commercialized pharmaceutical solid dispersions, hydroxypropylmethylcellulose 2910 (HPMC). In order to improve the insufficient spinnability of HPMC (both with ACES and DCES) polyethylene oxide (PEO) as secondary polymer with intense ACES activity was introduced into the electrospinning solution. Different grades of this polymer used at as low concentrations in the fibers as 0.1% or less enabled the production of high quality HPMC-based fibrous mats without altering its physicochemical properties remarkably. Increasing concentrations of higher molecular weight PEOs led to the thickening of fibers from submicronic diameters to several microns of thickness. ACES fibers loaded with the poorly water-soluble model drug spironolactone were several times thinner than drug-loaded fibers prepared with DCES in spite of the higher feeding rates applied. The amorphous HPMC-based fibers with large surface area enhanced the dissolution of spironolactone significantly, the presence of small amounts of PEO did not affect the dissolution rate. The presented results confirm the diverse applicability of ACES, a novel technique to prepare fibrous drug delivery systems.
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- 2016
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17. A solid doxycycline HP-β-CD formulation for reconstitution (i.v. bolus) prepared by scaled-up electrospinning
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Edina Szabó, Gábor Mező, Attila Farkas, Panna Vass, György Marosi, Edit Hirsch, Krisztina Kiss, and Zsombor Kristóf Nagy
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Chemistry, Pharmaceutical ,Pharmaceutical Science ,02 engineering and technology ,030226 pharmacology & pharmacy ,Dosage form ,Excipients ,03 medical and health sciences ,0302 clinical medicine ,Bolus (medicine) ,Spectrophotometry ,medicine ,Technology, Pharmaceutical ,Dissolution ,chemistry.chemical_classification ,Aqueous solution ,Chromatography ,Cyclodextrin ,medicine.diagnostic_test ,Water ,021001 nanoscience & nanotechnology ,Electrospinning ,2-Hydroxypropyl-beta-cyclodextrin ,Anti-Bacterial Agents ,Solvent ,Drug Liberation ,Freeze Drying ,Solubility ,chemistry ,Doxycycline ,Powders ,0210 nano-technology - Abstract
In this study a new intravenous (i.v.) bolus dosage form of doxycycline was prepared by electrospinning. A tetracycline-type antibiotic with low water solubility (doxycycline (DOX)) was used with 2-hydroxypropyl-β-cyclodextrin (HP-β-CD) as solubilizer. The new solid formulation could be produced with high (~80 g/h) productivity rate using high-speed electrospinning (HSES) from a water-based precursor solution. Freeze-dried DOX-HP-β-CD was also prepared from the same precursor solution as HSES for comparison. Raman mapping showed that the amorphous DOX was uniformly distributed in the fibrous powder making precise dosing of the API possible. The new formulation’s viability as an i.v. bolus product was examined with reconstitution test. The samples contained 100 mg of pure DOX (similarly to the products currently on the market). To ensure i.v. bolus applicability, the dissolution was carried out in 1.5 mL water. The final DOX concentration was 66.7 mg/(mL solvent), which is 7 times higher than the currently marketed formulation. The drug release was followed by UV–VIS spectrophotometry. The results confirmed that the reconstitution solution could be applied as an i.v. bolus dosage form. Moreover, the work confirmed that the continuous high-speed electrospinning process can be a viable high productivity alternative to freeze-drying.
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- 2020
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18. End-to-end continuous manufacturing of conventional compressed tablets: From flow synthesis to tableting through integrated crystallization and filtration
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Attila Balogh, Martin Gyürkés, Botond Szilagyi, Zsombor Kristóf Nagy, Yiqing Claire Liu, András Domokos, Kornélia Tacsi, Zoltan K. Nagy, Attila Farkas, György Marosi, Hajnalka Pataki, Brigitta Nagy, and Paul Firth
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Materials science ,Compressive Strength ,Chemistry, Pharmaceutical ,Pharmaceutical Science ,Excipient ,02 engineering and technology ,Raw material ,030226 pharmacology & pharmacy ,law.invention ,03 medical and health sciences ,Tableting ,chemistry.chemical_compound ,0302 clinical medicine ,law ,medicine ,Crystallization ,Cellulose ,Suspension (vehicle) ,Powder mixture ,Filtration ,Spectroscopy, Near-Infrared ,Aspirin ,021001 nanoscience & nanotechnology ,Microcrystalline cellulose ,Chemical engineering ,chemistry ,0210 nano-technology ,Tablets ,medicine.drug - Abstract
An end-to-end continuous pharmaceutical manufacturing process was developed for the production of conventional direct compressed tablets on a proof-of-concept level for the first time. The output reaction mixture of the flow synthesis of acetylsalicylic acid was crystallized continuously in a mixed suspension mixed product removal crystallizer. The crystallizer was directly connected to a continuous filtration carousel device, thus the crystallization, filtration and drying of acetylsalicylic acid (ASA) was carried out in an integrated 2-step process. Steady state was reached during longer operations and the interaction of process parameters was evaluated in a series of experiments. The filtered crystals were ready for further processing in a following continuous blending and tableting experiment due to the good flowability of the material. The ASA collected during the crystallization-filtration experiments was fed into a continuous twin-screw blender along with microcrystalline cellulose as tableting excipient. After continuous blending Near-Infrared spectroscopy was applied to in-line analyze the drug content of the powder mixture. A belt conveyor carried the mixture towards an eccentric lab-scale tablet press, which continuously produced 500 mg ASA-loaded compressed tablets of 100 mg dose strength. Thus, starting from raw materials, the final drug product was obtained by continuous manufacturing steps with appropriate quality.
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- 2020
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19. Corona alternating current electrospinning: A combined approach for increasing the productivity of electrospinning
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Balázs Farkas, György Marosi, Attila Balogh, Richard Cselko, Kolos Molnár, Zsombor Kristóf Nagy, Attila Farkas, and Enikő Borbás
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Materials science ,Drug Compounding ,Pharmaceutical Science ,02 engineering and technology ,Efficiency ,Conductivity ,Spironolactone ,030226 pharmacology & pharmacy ,03 medical and health sciences ,0302 clinical medicine ,Electricity ,medicine ,Technology, Pharmaceutical ,Fiber ,Dissolution ,chemistry.chemical_classification ,Drug Carriers ,Polyvinylpyrrolidone ,Precipitation (chemistry) ,Povidone ,Polymer ,021001 nanoscience & nanotechnology ,Electrospinning ,Amorphous solid ,Drug Liberation ,chemistry ,Chemical engineering ,0210 nano-technology ,medicine.drug - Abstract
Corona alternating current electrospinning (C-ACES), a scaled-up productivity electrospinning method was developed by combining the intense forces of the alternating electrostatic field and a sharp-edged spinneret design with increased free surface. C-ACES reached two orders of magnitude higher productivity (up to 1200 mL/h) than the classical single needle direct current electrospinning (DCES) without any alteration of fiber properties. Polyvinylpyrrolidone K90 (PVPK90), a water soluble high molecular weight nonionic polymer was processed for the first time with single needle alternating current electrospinning (ACES) and C-ACES in order to prepare fast dissolving amorphous solid dispersions of spironolactone (SPIR), a poorly water-soluble antihypertensive model drug. The limited spinnability of PVPK90 with AC high voltage could only be resolved by optimizing the solution conductivity with organophilic salts such as sodium dodecyl sulfate (SDS) demonstrating the importance of conductivity during ACES. The effects of varied solution properties (composition and conductivity) and scaling-up were investigated by SEM imaging. Solid state analyses revealed that SPIR was dispersed in an amorphous form in the fibrous mats. In vitro dissolution tests showed ultrafast drug release in case of the amorphous formulations even when prepared with scaled-up C-ACES. Besides the enhancement of conductivity SDS also prevents SPIR from precipitation from the dissolution media due to its solubilization ability.
- Published
- 2019
20. Comparison of spray drying, electroblowing and electrospinning for preparation of Eudragit E and itraconazole solid dispersions
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Pál Fekete, Zsuzsanna Eke, Éva Kiss, Tamás Vigh, György Marosi, Zsombor Kristóf Nagy, Katalin Bocz, Attila Farkas, Hajnalka Pataki, Geert Verreck, Péter L. Sóti, and István Wagner
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Materials science ,Polymers ,Chemistry, Pharmaceutical ,Analytical chemistry ,Pharmaceutical Science ,Contact angle ,Crystallinity ,Differential scanning calorimetry ,Polymethacrylic Acids ,X-Ray Diffraction ,Methylmethacrylates ,Technology, Pharmaceutical ,Desiccation ,Dissolution ,Drug Carriers ,Calorimetry, Differential Scanning ,Electrospinning ,Amorphous solid ,Solubility ,Chemical engineering ,Spray drying ,Solvents ,Wettability ,Wetting ,Itraconazole ,Powders - Abstract
Three solvent based methods: spray drying (SD), electrospinning (ES) and air-assisted electrospinning (electroblowing; EB) were used to prepare solid dispersions of itraconazole and Eudragit E. Samples with the same API/polymer ratios were prepared in order to make the three technologies comparable. The structure and morphology of solid dispersions were identified by scanning electron microscopy and solid phase analytical methods such as, X-ray powder diffraction (XRPD), differential scanning calorimetry (DSC) and Raman chemical mapping. Moreover, the residual organic solvents of the solid products were determined by static headspace-gas chromatography/mass spectroscopy measurements and the wettability of samples was characterized by contact angle measurement. The pharmaceutical performance of the three dispersion type, evaluated by dissolution tests, proved to be very similar. According to XRPD and DSC analyses, made after the production, all the solid dispersions were free of any API crystal clusters but about 10 wt% drug crystallinity was observed after three months of storage in the case of the SD samples in contrast to the samples produced by ES and EB in which the polymer matrix preserved the API in amorphous state.
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- 2015
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21. Downstream processing of polymer-based amorphous solid dispersions to generate tablet formulations
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Zsombor Kristóf Nagy, Balázs Démuth, György Marosi, Attila Balogh, I. Van Assche, Tamás Vigh, Geert Verreck, and Marcus E. Brewster
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Materials science ,Downstream processing ,Polymers ,Precipitation (chemistry) ,Chemistry, Pharmaceutical ,Drug Compounding ,Pharmaceutical Science ,Nanotechnology ,Dosage form ,law.invention ,Bioavailability ,Tableting ,Biopharmaceutical ,law ,Crystallization ,Rheology ,Dissolution ,Tablets - Abstract
Application of amorphous solid dispersions (ASDs) is considered one of the most promising approaches to increase the dissolution rate and extent of bioavailability of poorly water soluble drugs. Such intervention is often required for new drug candidates in that enablement, bioavailability is not sufficient to generate a useful product. Importantly, tableting of ASDs is often complicated by a number of pharmaceutical and technological challenges including poor flowability and compressibility of the powders, compression-induced phase changes or phase separation and slow disintegration due to the formation of a gelling polymer network (GPN). The design principles of an ASD-based system include its ability to generate supersaturated systems of the drug of interest during dissolution. These metastable solutions can be prone to precipitation and crystallization reducing the biopharmaceutical performance of the dosage form. The main aim of the research in this area is to maintain the supersaturated state and optimally enhance bioavailability, meaning that crystallization should be delayed or inhibited during dissolution, as well as in solid phase (e.g., during manufacturing and storage). Based on the expanding use of ASD technology as well as their downstream processing, there is an acute need to summarize the results achieved to this point to better understand progress and future risks. The aim of this review is to focus on the conversion of ASDs into tablets highlighting results from various viewpoints.
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- 2015
- Full Text
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22. In-line Raman spectroscopic monitoring and feedback control of a continuous twin-screw pharmaceutical powder blending and tableting process
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Attila Farkas, Szofia Komaromy-Hiller, Enikő Borbás, Martin Gyürkés, Dávid Nusser, György Marosi, Balázs Démuth, Brigitta Nagy, Bence Szabó, and Zsombor Kristóf Nagy
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Materials science ,Process analytical technology ,Chemistry, Pharmaceutical ,Pharmaceutical Science ,Excipient ,02 engineering and technology ,Spectrum Analysis, Raman ,030226 pharmacology & pharmacy ,Continuous production ,Excipients ,03 medical and health sciences ,Tableting ,symbols.namesake ,chemistry.chemical_compound ,0302 clinical medicine ,Caffeine ,medicine ,Technology, Pharmaceutical ,Magnesium stearate ,Lubricant ,Process engineering ,Lubricants ,Active ingredient ,Spectroscopy, Near-Infrared ,business.industry ,021001 nanoscience & nanotechnology ,Glucose ,chemistry ,Pharmaceutical Preparations ,symbols ,Powders ,0210 nano-technology ,business ,Raman spectroscopy ,Stearic Acids ,medicine.drug ,Tablets - Abstract
The integration of Process Analytical Technology (PAT) initiative into the continuous production of pharmaceuticals is indispensable for reliable production. The present paper reports the implementation of in-line Raman spectroscopy in a continuous blending and tableting process of a three-component model pharmaceutical system, containing caffeine as model active pharmaceutical ingredient (API), glucose as model excipient and magnesium stearate as lubricant. The real-time analysis of API content, blend homogeneity, and tablet content uniformity was performed using a Partial Least Squares (PLS) quantitative method. The in-line Raman spectroscopic monitoring showed that the continuous blender was capable of producing blends with high homogeneity, and technological malfunctions can be detected by the proposed PAT method. The Raman spectroscopy-based feedback control of the API feeder was also established, creating a ‘Process Analytically Controlled Technology’ (PACT), which guarantees the required API content in the produced blend. This is, to the best of the authors’ knowledge, the first ever application of Raman-spectroscopy in continuous blending and the first Raman-based feedback control in the formulation technology of solid pharmaceuticals.
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- 2017
23. 3D floating tablets: Appropriate 3D design from the perspective of different in vitro dissolution testing methodologies
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Norbert Kovács, Enikő Borbás, Ioan Tomuță, Zsombor Kristóf Nagy, Panna Vass, Lilla Menyhárt, Balázs Démuth, Tibor Casian, Kinga Ilyés, Tamás Igricz, György Marosi, and Attila Balogh
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Drug Liberation ,Materials science ,In Vitro Techniques ,In vitro dissolution ,Chemistry, Pharmaceutical ,Drug Compounding ,Perspective (graphical) ,Pharmaceutical Science ,Solubility ,Drug Design ,Printing, Three-Dimensional ,Technology, Pharmaceutical ,Carvedilol ,Biochemical engineering ,3d design ,Tablets - Published
- 2019
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24. Characterization of melt extruded and conventional Isoptin formulations using Raman chemical imaging and chemometrics
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Hajnalka Pataki, Balázs Vajna, Zsombor Kristóf Nagy, István Farkas, and György Marosi
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Chemical imaging ,Materials science ,Alginates ,Analytical chemistry ,Pharmaceutical Science ,Spectrum Analysis, Raman ,Excipients ,Chemometrics ,Matrix (chemical analysis) ,symbols.namesake ,Glucuronic Acid ,Technology, Pharmaceutical ,Solubility ,Dissolution ,chemistry.chemical_classification ,Ethanol ,Hexuronic Acids ,Polymer ,Verapamil ,chemistry ,Delayed-Action Preparations ,Solvents ,symbols ,Extrusion ,Raman spectroscopy ,Tablets - Abstract
Isoptin SR-E (Meltrex(®)) extruded tablets were assumed in a recent paper to be prepared with a composition different from a conventional (Isoptin SR) formulation. This study reveals, however, using Raman mapping and chemometric evaluation, that in fact the same composition, comprising Na alginate as polymer matrix, is used in both products. It means that only the difference in the manufacturing technology causes the reported sustained release of verapamil hydrochloride even in ethanol containing dissolution media. The products are compared based on the obtained Raman chemical images, which allowed concluding in a new structure-based explanation for the differences in the dissolution profiles in the presence of ethanol. It is also shown that extrusion technology influences the dissolution profile effectively, even in the cases when solid solution is formed only partially.
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- 2011
- Full Text
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25. Detailed stability investigation of amorphous solid dispersions prepared by single-needle and high speed electrospinning
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Balázs Farkas, Enikő Borbás, Geert Verreck, Péter L. Sóti, J. Mensch, Éva Kiserdei, I. Van Assche, Tamás Vigh, Hajnalka Pataki, Attila Farkas, Balázs Démuth, Bence Szabó, György Marosi, Attila Balogh, and Zsombor Kristóf Nagy
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Materials science ,Polymers ,Chemistry, Pharmaceutical ,Pharmaceutical Science ,02 engineering and technology ,030226 pharmacology & pharmacy ,03 medical and health sciences ,symbols.namesake ,Crystallinity ,0302 clinical medicine ,Hypromellose Derivatives ,Drug Stability ,X-Ray Diffraction ,Polymer chemistry ,Copolymer ,Dissolution ,chemistry.chemical_classification ,Povidone ,Polymer ,021001 nanoscience & nanotechnology ,Electrospinning ,Amorphous solid ,Chemical engineering ,chemistry ,Needles ,symbols ,0210 nano-technology ,Glass transition ,Raman spectroscopy - Abstract
In this research the long-term stability (one year) of amorphous solid dispersions (ASDs) prepared by high speed electrospinning was investigated at 25 °C/60% relative humidity (RH) (closed conditions) and 40 °C/75% RH (open conditions). Single needle electrospinning and film casting were applied as reference technologies. Itraconazole (ITR) was used as the model API in 40% concentration and the ASDs consisted of either one of the following polymers as a comparison: polyvinylpyrrolidone-vinyl acetate 6:4 copolymer (no hydrogen bonds between API and polymer) and hydroxypropyl methylcellulose (possible hydrogen bonds between oxo or tertiary nitrogen function of API and hydroxyl moiety of polymer). DSC, XRPD and dissolution characteristics of samples at 0, 3 and 12 months were investigated. In addition, Raman maps of certain electrospun ASDs were assessed to investigate crystallinity. A new chemometric method, based on Multivariate Curve Resolution-Alternating Least Squares algorithm, was developed to calculate the spectrum of amorphous ITR in the matrices and to determine the crystalline/amorphous ratio of aged samples. As it was expected ITR in single needle electrospun SDs was totally amorphous at the beginning, in addition hydroxypropyl methylcellulose could keep ITR in this form at 40 °C/75% RH up to one year due to the hydrogen bonds and high glass transition temperature of the SD. In polyvinylpyrrolidone-vinyl acetate matrix ITR remained amorphous at 25 °C/60% RH throughout one year. Materials prepared by scaled-up, high throughput version of electrospinning, which is compatible with pharmaceutical industry, also gained the same quality. Therefore these ASDs are industrially applicable and with an appropriate downstream process it would be possible to bring them to the market.
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- 2015
26. Alternating current electrospinning for preparation of fibrous drug delivery systems
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Attila Balogh, Geert Verreck, Zsombor Kristóf Nagy, György Marosi, Richard Cselko, J. Mensch, and Balázs Démuth
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Materials science ,Polymers ,Chemistry, Pharmaceutical ,Carbazoles ,Nanofibers ,Pharmaceutical Science ,Nanotechnology ,Physical Phenomena ,Propanolamines ,Drug Delivery Systems ,Electricity ,medicine ,Copolymer ,Technology, Pharmaceutical ,Dissolution ,chemistry.chemical_classification ,Polyvinylpyrrolidone ,Polymer ,Electrospinning ,Drug Liberation ,Chemical engineering ,chemistry ,Nanofiber ,Drug delivery ,Carvedilol ,Weak base ,medicine.drug - Abstract
Alternating current electrospinning (ACES) was compared to direct current electrospinning (DCES) for the preparation of drug-loaded nanofibrous mats. It is generally considered that DCES is the solely technique to produce nanofibers using the electrostatic force from polymer solutions, however, less studied and also capable ACES provides further advantages such as increased specific productivities. A poorly water-soluble drug (carvedilol) was incorporated into the fibers based on three different polymeric matrices (an acid-soluble terpolymer (Eudragit(®) E), a base-soluble copolymer (Eudragit(®) L 100-55) and a nonionic homopolymer (polyvinylpyrrolidone K90)) to improve the dissolution of the weak base drug under different pH conditions. Morphology and fiber diameter evaluation showed similar electrospun fibers regardless the type of the high voltage and the major differences in feeding rates. The amorphous ACES and DCES fibers provided fast and total drug dissolutions in all cases. The presented results show that ACES can be a more feasible novel alternative to formulate fibers for drug delivery purposes.
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- 2015
27. High speed electrospinning for scaled-up production of amorphous solid dispersion of itraconazole
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Geert Verreck, Balázs Démuth, Bence Szabó, György Marosi, Bence T. Schmidt, Peter Horak, Zsombor Kristóf Nagy, Hajnalka Pataki, Marcus E. Brewster, Kolos Molnár, Attila Balogh, Tamás Vigh, and Ivo Van Assche
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Materials science ,Antifungal Agents ,Drug Industry ,Polymers ,Chemistry, Pharmaceutical ,Nanofibers ,Pharmaceutical Science ,Nanotechnology ,X-Ray Diffraction ,Technology, Pharmaceutical ,Dissolution ,chemistry.chemical_classification ,Calorimetry, Differential Scanning ,Polymer ,Casting ,Electrospinning ,Microspheres ,Amorphous solid ,chemistry ,Chemical engineering ,Solubility ,Nanofiber ,Spray drying ,Solvents ,Itraconazole ,Dispersion (chemistry) ,Crystallization - Abstract
High speed electrospinning (HSES), compatible with pharmaceutical industry, was used to demonstrate the viability of the preparation of drug-loaded polymer nanofibers with radically higher productivity than the known single-needle electrospinning (SNES) setup. Poorly water-soluble itraconazole (ITRA) was formulated with PVPVA64 matrix polymer using four different solvent-based methods such as HSES, SNES, spray drying (SD) and film casting (FC). The formulations were assessed in terms of improvement in the dissolution rate of ITRA (using a "tapped basket" dissolution configuration) and analysed by SEM, DSC and XRPD. Despite the significantly increased productivity of HSES, the obtained morphology was very similar to the SNES nanofibrous material. ITRA transformed into an amorphous form, according to the DSC and XRPD results, in most cases except the FC samples. The limited dissolution of crystalline ITRA could be highly improved: fast dissolution occurred (>90% within 10min) in the cases of both (the scaled-up and the single-needle) types of electrospun fibers, while the improvement in the dissolution rate of the spray-dried microspheres was significantly lower. Production of amorphous solid dispersions (ASDs) with the HSES system proved to be flexibly scalable and easy to integrate into a continuous pharmaceutical manufacturing line, which opens new routes for the development of industrially relevant nanopharmaceuticals.
- Published
- 2014
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