Improving liquid distribution by reducing dimensionless spray flux in wet granulation—A pharmaceutical manufacturing case study
Introduction
Granulation is a processing technique commonly used in the pharmaceutical industry to creating porous, free-flowing granules from a mixture of dry powders. During wet granulation, all the dry powder ingredients – the drug and typically 3–8 other excipients – are mixed vigorously while a granulating fluid is added, which may be water or a volatile but non-toxic solvent, such as ethanol or isopropanol, or a mixture. These solvents can be used directly as a granulation liquid or as a delivery agent for a polymeric binder. Binders are a polymeric excipient used to ensure that the particles are still being held together after being dried and commonly come in several grades of varying molecular weights and physical properties.
The granulating liquid is typically sprayed onto to moving powder bed, provided that the fluid is not too viscous. This liquid will be gradually dispersed by wetting and capillary action combined with mechanical agitation from the impeller. The particles will then bond to each other either due to being immersed in a drop, or as a result of the distributed liquid films creating bridges between the particles. In either case, a distribution of nuclei granules will be created – this stage is called wetting and nucleation [1]. The granulation mechanism will then follow by consolidation and growth where the granules are colliding with each others, or with other powders, to form bigger granules [1]. The last stage is attrition and breakage. At this stage, the granules break due to impact, wear or compaction in the granulator [1].
In current industrial practice, the granule is not directly controlled. Instead, the manufacturing proceeds according to a set batch “recipe”, which commonly sets the total liquid quantity to be added, the liquid addition time (i.e. spray rate) and the impeller speed. There may also be an extra period of mixing after the end of the liquid addition step, which is often referred to as “wet massing”. During product development, the granulation recipe is set to provide a process which is as robust as possible. However, it is common on scale-up, or over time during the 10–50-year life of a product, for the process conditions to drift, due to cumulative small changes in equipment (nozzles, pumps, excipient suppliers and grades) and/or variations are the physio-chemical properties of the incoming drug. This latter problem has become more prevalent recently, as the need to reduce manufacturing costs often requires that alternate cheaper sources of a drug be used. It is impossible to completely specify all of the properties of a powder and eliminate all variation, even if all the required properties were known. Although rarely seen in development, all full-scale pharmaceutical manufacturing sites struggle with batch-to-batch variation in raw materials, unit operation performance and subsequently the product performance. Most manufacturing sites have one variable product, and these products often (but not always) have relatively high drug loads. Since there is no on-line, real time control of granule size during manufacture, operators often find that the batch contains three broad types of granules – fine particles (say <100 μm), small to medium granules (100 μm to 1 mm) and “lumps” or “balls”. The size of these balls depends on the granulator scale, but in full-scale pharmaceutical manufacturing these lumps are commonly 2–3 cm in diameter, and may be even be larger (see Fig. 1).
Lumps or balls are undesirable, and cause multiple downstream processing problems can arise. During pharmaceutical manufacturing of a wet-granulated product, the wet granules are dried in a fluidised bed and then passed through a size-selective mill. The drying time is proportional to granule size, and the large lumps are difficult to dry and make it difficult to accurately determine the average moisture content of the batch. Even when the moisture content is low enough to seem “dry” and the drying operation is ended, the large 0.5–1 in. balls often have dry exteriors surrounding a wet centre.
After drying, the granules are milled in a size-selective mill. A screen retains the granules in the milling chamber, where a high-speed impeller is rotating. Granules smaller than the screen hole size (around 0.5–1 mm) pass quickly through with little comminution, while larger granules are held in the milling chamber and subjected to impact and shearing from the impeller blades, until they are small enough to pass through the screen holes and exit the milling chamber. If there are too many large balls which need substantial milling, the milling chamber can become clogged or blocked, and heat build-up can adversely affect the product stability. The large balls experience substantial attrition, which generates new fine particles in the product, effectively “undoing” some of the granulation process. The milled granule flow and ability to form strong tablets are both adversely affected by fine particles. In addition, if the balls contain a wet centre, the moisture is released during milling and can smear the inside of the mill, or re-humidify the entire batch.
Once a batch is in process, there is currently no way to correct or adjust the processing conditions to fix these problems. The only place where adjustments can be made is during tablet compression, where the fine and/or damp powder results in variable tablet weights due to inconsistent flow and variations in tablet hardness and thickness data due to the small particle size or moist patches. Often these issues can be overcome by adjusting the compression force or slowing down the press, but at the very least this represents reduced manufacturing efficiency due to lost time and product while troubleshooting to find a new set of successful tabletting conditions. Ultimately, the failure to reach the specified tablet hardness or thickness may result in batch rejection, which is extremely expensive.
Clearly, it is desirable to minimise the presence of large lumps or balls in a wet-granulated product. There are two main ways that these large balls are thought to form during granulation:
- 1.
Rapid formation and growth of granules due to the presence of highly saturated regions of powder within the granulator (i.e. wet patches).
- 2.
Rapid uncontrolled coalescence of granules, often in the induction growth regime [2]. At the onset of growth, the granule porosity is at a minimum and the granule saturation reaches a maximum, producing surface-wet granules. The tendency for induction behaviour is set by the formulation and the process conditions affecting granule consolidation.
This paper summarises an industrial case study focusing on the first mechanism, where wet patches form large, wet nuclei which then grow rapidly due to their higher saturation. Controlling liquid distribution in a wet granulation process is beneficial to maintaining control of both nucleation and growth, as highly saturated patches created by uneven liquid distribution will have a much higher growth rate and form large balls. After a brief review of the literature on spray flux and liquid distribution, we present a real industrial case study calculating the dimensionless spray flux and using this information to improve the liquid distribution by selecting a new nozzle. The case study was performed on an existing wet-granulated product with a long history of “balls” and unwanted variation in granulation and tabletting performance.
Section snippets
Literature review
Liquid distribution during the nucleation stage of granulation can be described by the dimensionless spray flux parameter, Ψa, which is a measure of the drop density in the spray zone [3], and is calculated using the following formula:where is the volumetric flow rate (m3/s); dd is the drop size of the spray (m); is the powder surface velocity beneath the nozzle (m/s); is the width of the spray (90° to powder flow direction) (m).
Spray flux directly impacts the size and shape
Granulation procedure
This study was performed as part of a process improvement campaign for an existing, validated pharmaceutical dispersible product. The granulating step involves adding approximately 80 kg of milled drug X, 8.5 kg microcrystalline cellulose, 4 kg sodium starch glycolate, and 5 kg aluminium magnesium silicate to the P400A Diosna granulator. Fig. 2 shows a SEM image of a historical reference sample of the drug used, showing a mixture of rectangular crystals and agglomerated fines. The Diosna granulator
Measurement of powder surface velocity
Fig. 5 shows the sample frames from these footages. From the visual observation on site and the camera footage, the powder flow regime was in the “bumping” regime [5], as the surface of the powder showed no signs of turbulence or vigorous mixing, apart from dusting for one of the batches. Given the slow powder motion on the surface, the only effective agitation occurring within the mixer is at the base powder bed rather than through all levels of the powder. The lack of turbulence within the
Discussion
The aim of the project was to reduce the level of balls or lumps in a wet-granulated product, as these frequently caused downstream processing issues. Our hypothesis was that the balls were forming due to inadequate liquid dispersion, caused by an under-performing nozzle. The new nozzle was selected to provide both a more consistent spray pattern and the lowest range of spray flux. However, during the trial batch for the new nozzle, ball formation was unchanged or actually increased, contrary
Conclusion
A case study of applying dimensionless spray flux theory to improve liquid distribution and eliminate “balls” formation was conducted. The powder surface velocity and nozzle spray patterns were characterised, and a new nozzle was implemented. Reducing spray flux by changing the nozzle actually increased ball formation, contrary to what was expected. For products in the growth and/or induction regimes, increasing the efficiency of liquid distribution may mean that less total liquid is required
Acknowledgments
This project was conducted in partnership with GSK Boronia as part of CHE4164 Integrated Industrial Placement, at the Dept Chemical Engineering, Monash University. We would like to express our appreciation to Angie Tran and Li-Sa Ooi of GSK, and Rohan Kuruppu from Spraying System Co. for their help during this project. Special gratitude is given to GSK Boronia Tablets Manufacturing Department for their assistance during the trials, and for sharing their expertise and ideas during this project.
References (16)
- et al.
Nucleation, growth and breakage phenomena in agitated wet granulation processes: a review
Powder Technology
(2001) - et al.
Liquid distribution in wet granulation: dimensionless spray flux
Powder Technology
(2001) - et al.
Influence of liquid binder dispersion on agglomeration in an intensive mixer
Powder Technology
(2008) - et al.
Scale-up of mixer granulators for effective liquid distribution
Powder Technology
(2002) - et al.
Liquid distribution as a means to describing the granule growth mechanism
Powder Technology
(2002) - et al.
A novel nucleation apparatus for regime separated granulation
Powder Technology
(2007) - et al.
Quantifying liquid coverage and powder flux in high-shear granulators
Powder Technology
(2003) - et al.
Surface velocity measurement in a high shear mixer
Chemical Engineering Science
(2006)
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