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1.
Regen Med ; 10(5): 591-609, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26237703

RESUMO

AIM: To develop a decisional tool to identify the most cost effective process flowsheets for allogeneic cell therapies across a range of production scales. MATERIALS & METHODS: A bioprocess economics and optimization tool was built to assess competing cell expansion and downstream processing (DSP) technologies. RESULTS: Tangential flow filtration was generally more cost-effective for the lower cells/lot achieved in planar technologies and fluidized bed centrifugation became the only feasible option for handling large bioreactor outputs. DSP bottlenecks were observed at large commercial lot sizes requiring multiple large bioreactors. The DSP contribution to the cost of goods/dose ranged between 20-55%, and 50-80% for planar and bioreactor flowsheets, respectively. CONCLUSION: This analysis can facilitate early decision-making during process development.


Assuntos
Reatores Biológicos/economia , Terapia Baseada em Transplante de Células e Tecidos/métodos , Tomada de Decisões , Medicina Regenerativa/economia , Técnicas de Cultura de Células , Proliferação de Células , Análise Custo-Benefício , Humanos , Indústrias , Células-Tronco Mesenquimais , Transplante de Células-Tronco/economia , Transplante Homólogo
2.
J Chem Technol Biotechnol ; 89(10): 1481-1490, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-25506115

RESUMO

BACKGROUND: This paper considers a real-world optimization problem involving the identification of cost-effective equipment sizing strategies for the sequence of chromatography steps employed to purify biopharmaceuticals. Tackling this problem requires solving a combinatorial optimization problem subject to multiple constraints, uncertain parameters, and time-consuming fitness evaluations. RESULTS: An industrially-relevant case study is used to illustrate that evolutionary algorithms can identify chromatography sizing strategies with significant improvements in performance criteria related to process cost, time and product waste over the base case. The results demonstrate also that evolutionary algorithms perform best when infeasible solutions are repaired intelligently, the population size is set appropriately, and elitism is combined with a low number of Monte Carlo trials (needed to account for uncertainty). Adopting this setup turns out to be more important for scenarios where less time is available for the purification process. Finally, a data-visualization tool is employed to illustrate how user preferences can be accounted for when it comes to selecting a sizing strategy to be implemented in a real industrial setting. CONCLUSION: This work demonstrates that closed-loop evolutionary optimization, when tuned properly and combined with a detailed manufacturing cost model, acts as a powerful decisional tool for the identification of cost-effective purification strategies. © 2013 The Authors. Journal of Chemical Technology & Biotechnology published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.

3.
Biotechnol Bioeng ; 111(1): 69-83, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-23893544

RESUMO

For allogeneic cell therapies to reach their therapeutic potential, challenges related to achieving scalable and robust manufacturing processes will need to be addressed. A particular challenge is producing lot-sizes capable of meeting commercial demands of up to 10(9) cells/dose for large patient numbers due to the current limitations of expansion technologies. This article describes the application of a decisional tool to identify the most cost-effective expansion technologies for different scales of production as well as current gaps in the technology capabilities for allogeneic cell therapy manufacture. The tool integrates bioprocess economics with optimization to assess the economic competitiveness of planar and microcarrier-based cell expansion technologies. Visualization methods were used to identify the production scales where planar technologies will cease to be cost-effective and where microcarrier-based bioreactors become the only option. The tool outputs also predict that for the industry to be sustainable for high demand scenarios, significant increases will likely be needed in the performance capabilities of microcarrier-based systems. These data are presented using a technology S-curve as well as windows of operation to identify the combination of cell productivities and scale of single-use bioreactors required to meet future lot sizes. The modeling insights can be used to identify where future R&D investment should be focused to improve the performance of the most promising technologies so that they become a robust and scalable option that enables the cell therapy industry reach commercially relevant lot sizes. The tool outputs can facilitate decision-making very early on in development and be used to predict, and better manage, the risk of process changes needed as products proceed through the development pathway.


Assuntos
Técnicas de Cultura de Células , Terapia Baseada em Transplante de Células e Tecidos , Células-Tronco/citologia , Transplante Homólogo , Algoritmos , Biotecnologia/economia , Biotecnologia/instrumentação , Biotecnologia/métodos , Técnicas de Cultura de Células/economia , Técnicas de Cultura de Células/instrumentação , Técnicas de Cultura de Células/métodos , Humanos
4.
Biotechnol Prog ; 29(6): 1472-83, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-23956206

RESUMO

Chromatography operations are identified as critical steps in a monoclonal antibody (mAb) purification process and can represent a significant proportion of the purification material costs. This becomes even more critical with increasing product titers that result in higher mass loads onto chromatography columns, potentially causing capacity bottlenecks. In this work, a mixed-integer nonlinear programming (MINLP) model was created and applied to an industrially relevant case study to optimize the design of a facility by determining the most cost-effective chromatography equipment sizing strategies for the production of mAbs. Furthermore, the model was extended to evaluate the ability of a fixed facility to cope with higher product titers up to 15 g/L. Examination of the characteristics of the optimal chromatography sizing strategies across different titer values enabled the identification of the maximum titer that the facility could handle using a sequence of single column chromatography steps as well as multi-column steps. The critical titer levels for different ratios of upstream to dowstream trains where multiple parallel columns per step resulted in the removal of facility bottlenecks were identified. Different facility configurations in terms of number of upstream trains were considered and the trade-off between their cost and ability to handle higher titers was analyzed. The case study insights demonstrate that the proposed modeling approach, combining MINLP models with visualization tools, is a valuable decision-support tool for the design of cost-effective facility configurations and to aid facility fit decisions. 2013.


Assuntos
Anticorpos Monoclonais/isolamento & purificação , Cromatografia/métodos , Análise Custo-Benefício , Anticorpos Monoclonais/química , Anticorpos Monoclonais/uso terapêutico , Cromatografia/economia , Humanos , Modelos Teóricos
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