An innovative, Raman spectroscopy‐based monitoring and control system is introduced in this paper for designing dynamic feeding strategies that allow the maintenance of key cellular nutrients at an ideal level in Chinese hamster ovary cell culture. The Partial Least Squares calibration models built for glucose, lactate and 16 (out of 20) individual amino acids had very good predictive power with low root mean square errors values and high square correlation coefficients. The developed models used for real‐time measurement of nutrient and by‐product concentrations allowed us to gain better insight into the metabolic behavior and nutritional consumption of cells. To establish a more beneficial nutritional environment for the cells, two types of dynamic feeding strategies were used to control the delivery of two‐part multi‐component feed media according to the prediction of Raman models (glucose or arginine). As a result, instead of high fluctuations, the nutrients (glucose together with amino acids) were maintained at the desired level providing a more balanced environment for the cells. Moreover, the use of amino acid‐based feeding control enabled to prevent the excessive nutrient replenishment and was economically beneficial by significantly reducing the amount of supplied feed medium compared to the glucose‐based dynamic fed culture.
The use of Process Analytical Technology tools coupled with chemometrics has been shown great potential for better understanding and control of mammalian cell cultivations through real-time process monitoring. In-line Raman spectroscopy was utilized to determine the glucose concentration of the complex bioreactor culture medium ensuring real-time information for our process control system. This work demonstrates a simple and fast method to achieve a robust partial least squares calibration model under laboratory conditions in an early phase of the development utilizing shake flask and bioreactor cultures. Two types of dynamic feeding strategies were accomplished where the multi-component feed medium additions were controlled manually and automatically based on the Raman monitored glucose concentration. The impact of these dynamic feedings was also investigated and compared to the traditional bolus feeding strategy on cellular metabolism, cell growth, productivity, and binding activity of the antibody product. Both manual and automated dynamic feeding strategies were successfully applied to maintain the glucose concentration within a narrower and lower concentration range. Thus, besides glucose, the glutamate was also limited at low level leading to reduced production of inhibitory metabolites, such as lactate and ammonia. Consequently, these feeding control strategies enabled to provide beneficial cultivation environment for the cells. In both experiments, higher cell growth and prolonged viable cell cultivation were achieved which in turn led to increased antibody product concentration compared to the reference bolus feeding cultivation.
This research aimed to compare two
solvent-based methods for the
preparation of amorphous solid dispersions (ASDs) made up of poorly
soluble spironolactone and poly(vinylpyrrolidone-co-vinyl acetate). The same apparatus was used to produce, in continuous
mode, drug-loaded electrospun (ES) and spray-dried (SD) materials
from dichloromethane and ethanol-containing solutions. The main differences
between the two preparation methods were the concentration of the
solution and application of high voltage. During electrospinning,
a solution with a higher concentration and high voltage was used to
form a fibrous product. In contrast, a dilute solution and no electrostatic
force were applied during spray drying. Both ASD products showed an
amorphous structure according to differential scanning calorimetry
and X-ray powder diffraction results. However, the dissolution of
the SD sample was not complete, while the ES sample exhibited close
to 100% dissolution. The polarized microscopy images and Raman microscopy
mapping of the samples highlighted that the SD particles contained
crystalline traces, which can initiate precipitation during dissolution.
Investigation of the dissolution media with a borescope made the precipitated
particles visible while Raman spectroscopy measurements confirmed
the appearance of the crystalline active pharmaceutical ingredient.
To explain the micro-morphological differences, the shape and size
of the prepared samples, the evaporation rate of residual solvents,
and the influence of the electrostatic field during the preparation
of ASDs had to be considered. This study demonstrated that the investigated
factors have a great influence on the dissolution of the ASDs. Consequently,
it is worth focusing on the selection of the appropriate ASD preparation
method to avoid the deterioration of dissolution properties due to
the presence of crystalline traces.
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