1
|
Losoi P, Konttinen J, Santala V. Modeling large-scale bioreactors with diffusion equations. Part I: Predicting axial dispersion coefficient and mixing times. Biotechnol Bioeng 2024; 121:1060-1075. [PMID: 38151915 DOI: 10.1002/bit.28632] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 11/14/2023] [Accepted: 12/09/2023] [Indexed: 12/29/2023]
Abstract
Bioreactor scale-up is complicated by dynamic interactions between mixing, reaction, mass transfer, and biological phenomena, the effects of which are usually predicted with simple correlations or case-specific simulations. This two-part study investigated whether axial diffusion equations could be used to calculate mixing times and to model and characterize large-scale stirred bioreactors in a general and predictive manner without fitting the dispersion coefficient. In this first part, a resistances-in-series model analogous to basic heat transfer theory was developed to estimate the dispersion coefficient such that only available hydrodynamic numbers and literature data were needed in calculations. For model validation, over 800 previously published experimentally determined mixing times were predicted with the transient axial diffusion equation. The collected data covered reactor sizes up to 160 m3 , single- and multi-impeller configurations with diverse impeller types, aerated and non-aerated operation in turbulent and transition flow regimes, and various mixing time quantification methods. The model performed excellently for typical multi-impeller configurations as long as flooding conditions were avoided. Mixing times for single-impeller and few nonstandard bioreactors were not predicted equally well. The transient diffusion equation together with the developed transfer resistance analogy proved to be a convenient and predictive model of mixing in typical large-scale bioreactors.
Collapse
Affiliation(s)
- Pauli Losoi
- Faculty of Engineering and Natural Sciences, Tampere University, Tampere, Finland
| | - Jukka Konttinen
- Faculty of Engineering and Natural Sciences, Tampere University, Tampere, Finland
| | - Ville Santala
- Faculty of Engineering and Natural Sciences, Tampere University, Tampere, Finland
| |
Collapse
|
2
|
Losoi P, Konttinen J, Santala V. Substantial gradient mitigation in simulated large-scale bioreactors by optimally placed multiple feed points. Biotechnol Bioeng 2022; 119:3549-3566. [PMID: 36110051 PMCID: PMC9828524 DOI: 10.1002/bit.28232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 07/29/2022] [Accepted: 09/11/2022] [Indexed: 01/12/2023]
Abstract
The performance of large-scale stirred tank and bubble column bioreactors is often hindered by insufficient macromixing of feeds, leading to heterogeneities in pH, substrate, and oxygen, which complicates process scale-up. Appropriate feed placement or the use of multiple feed points could improve mixing. Here, theoretically optimal placement of feed points was derived using one-dimensional diffusion equations. The utility of optimal multipoint feeds was evaluated with mixing, pH control, and bioreaction simulations using three-dimensional compartment models of four industrially relevant bioreactors with working volumes ranging from 8 to 237 m3 . Dividing the vessel axially in equal-sized compartments and locating a feed point or multiple feed points symmetrically in each compartment reduced the mixing time substantially by more than a minute and mitigated gradients of pH, substrate, and oxygen. Performance of the large-scale bioreactors was consequently restored to ideal, homogeneous reactor performance: oxygen consumption and biomass yield were recovered and the phenotypical heterogeneity of the biomass population was diminished.
Collapse
Affiliation(s)
- Pauli Losoi
- Faculty of Engineering and Natural SciencesTampere UniversityTampereFinland
| | - Jukka Konttinen
- Faculty of Engineering and Natural SciencesTampere UniversityTampereFinland
| | - Ville Santala
- Faculty of Engineering and Natural SciencesTampere UniversityTampereFinland
| |
Collapse
|
3
|
Zak A, Alberini F, Maluta F, Moucha T, Montante G, Paglianti A. Liquid mixing time and gas distribution in aerated multiple-impeller stirred tanks. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.06.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
|
4
|
Montante G, Maluta F, Alberini F, Iwasawa S, Takenaka K, Paglianti A. Large blade impeller application for turbulent liquid–liquid and solid–liquid mixing. CAN J CHEM ENG 2022. [DOI: 10.1002/cjce.24483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Giuseppina Montante
- Department of Industrial Chemistry “Toso Montanari” University of Bologna Bologna Italy
| | - Francesco Maluta
- Department of Industrial Chemistry “Toso Montanari” University of Bologna Bologna Italy
| | - Federico Alberini
- Department of Industrial Chemistry “Toso Montanari” University of Bologna Bologna Italy
| | - Suzuka Iwasawa
- Sumitomo Heavy Industries Process Equipment Co. Saijo Japan
| | | | - Alessandro Paglianti
- Department of Industrial Chemistry “Toso Montanari” University of Bologna Bologna Italy
| |
Collapse
|
5
|
Effect of multiple impeller designs and configurations on the droplet size and uniformity in a 100 L scale stirred tank. KOREAN J CHEM ENG 2021. [DOI: 10.1007/s11814-021-0803-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
6
|
Čelan A, Ćosić M, Penga Ž, Kuzmanić N. Connection of Hydrodynamics and Nucleation Kinetics in Dual‐Impeller Crystallizers. Chem Eng Technol 2021. [DOI: 10.1002/ceat.202000515] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Antonija Čelan
- University of Split Faculty of Chemistry and Technology R. Boskovica 35 21 000 Split Croatia
| | - Marija Ćosić
- University of Split Faculty of Chemistry and Technology R. Boskovica 35 21 000 Split Croatia
| | - Željko Penga
- University of Split Faculty of Electrical Engineering Mechanical Engineering and Naval Architecture R. Boskovica 32 21 000 Split Croatia
| | - Nenad Kuzmanić
- University of Split Faculty of Chemistry and Technology R. Boskovica 35 21 000 Split Croatia
| |
Collapse
|
7
|
Montante G, Paglianti A. How to evaluate the mass transfer resistances in dense solid–liquid suspensions. Chem Eng Res Des 2021. [DOI: 10.1016/j.cherd.2021.01.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|
8
|
Two-fluids RANS predictions of gas cavities, power consumption, mixing time and oxygen transfer rate in an aerated fermenter scale-down stirred with multiple impellers. Biochem Eng J 2021. [DOI: 10.1016/j.bej.2020.107867] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
|
9
|
Falleiro LH, Ashraf Ali B. Computational modeling of hydrodynamics and mixing in a batch stirred vessel. CHEM ENG COMMUN 2019. [DOI: 10.1080/00986445.2019.1694919] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Lister H. Falleiro
- Department of Chemical Engineering, National Institute of Technology Karnataka, Surathkal, India
| | - Basheer Ashraf Ali
- Department of Chemical Engineering, National Institute of Technology Karnataka, Surathkal, India
| |
Collapse
|
10
|
Böhm L, Hohl L, Bliatsiou C, Kraume M. Multiphase Stirred Tank Bioreactors – New Geometrical Concepts and Scale‐up Approaches. CHEM-ING-TECH 2019. [DOI: 10.1002/cite.201900165] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Lutz Böhm
- Technische Universität BerlinChair of Chemical and Process Engineering, FH6-1 Straße des 17. Juni 135 10623 Berlin Germany
| | - Lena Hohl
- Technische Universität BerlinChair of Chemical and Process Engineering, FH6-1 Straße des 17. Juni 135 10623 Berlin Germany
| | - Chrysoula Bliatsiou
- Technische Universität BerlinChair of Chemical and Process Engineering, FH6-1 Straße des 17. Juni 135 10623 Berlin Germany
| | - Matthias Kraume
- Technische Universität BerlinChair of Chemical and Process Engineering, FH6-1 Straße des 17. Juni 135 10623 Berlin Germany
| |
Collapse
|
11
|
Numerical and experimental analyses of a stirred vessel for a large volumetric flow rate of sparged air. Chin J Chem Eng 2019. [DOI: 10.1016/j.cjche.2019.03.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
12
|
Jairamdas K, Bhalerao A, Machado MB, Kresta SM. Blend Time Measurement in the Confined Impeller Stirred Tank. Chem Eng Technol 2019. [DOI: 10.1002/ceat.201800752] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Khilesh Jairamdas
- University of AlbertaDepartment of Chemical and Materials Engineering 9211 116 Street NW T6G 1H9 Edmonton, Alberta Canada
| | - Akshay Bhalerao
- University of AlbertaDepartment of Chemical and Materials Engineering 9211 116 Street NW T6G 1H9 Edmonton, Alberta Canada
| | - Marcio Bezerra Machado
- University of AlbertaDepartment of Chemical and Materials Engineering 9211 116 Street NW T6G 1H9 Edmonton, Alberta Canada
| | - Suzanne M. Kresta
- University of AlbertaDepartment of Chemical and Materials Engineering 9211 116 Street NW T6G 1H9 Edmonton, Alberta Canada
| |
Collapse
|
13
|
Montante G, Carletti C, Maluta F, Paglianti A. Solid Dissolution and Liquid Mixing in Turbulent Stirred Tanks. Chem Eng Technol 2019. [DOI: 10.1002/ceat.201800726] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Giuseppina Montante
- Alma Mater Studiorum – Università di BolognaDipartimento di Chimica Industriale “Toso Montanari” via Terracini 34 40131 Bologna Italy
| | - Claudio Carletti
- Alma Mater Studiorum – Università di BolognaDipartimento di Chimica Industriale “Toso Montanari” via Terracini 34 40131 Bologna Italy
| | - Francesco Maluta
- Alma Mater Studiorum – Università di BolognaDipartimento di Ingegneria Civile, Chimica, Ambientale e dei Materiali via Terracini 34 40131 Bologna Italy
| | - Alessandro Paglianti
- Alma Mater Studiorum – Università di BolognaDipartimento di Ingegneria Civile, Chimica, Ambientale e dei Materiali via Terracini 34 40131 Bologna Italy
| |
Collapse
|
14
|
McQueen L, Lai D. Ionic Liquid Aqueous Two-Phase Systems From a Pharmaceutical Perspective. Front Chem 2019; 7:135. [PMID: 30931300 PMCID: PMC6428778 DOI: 10.3389/fchem.2019.00135] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Accepted: 02/21/2019] [Indexed: 12/30/2022] Open
Abstract
Aqueous Two-Phase Systems (ATPSs) have been extensively studied for their ability to simultaneously separate and purify active pharmaceutical ingredients (APIs) and key intermediates with high yields and high purity. Depending on the ATPS composition, it can be adapted for the separation and purification of cells, nucleic acids, proteins, antibodies, and small molecules. This method has been shown to be scalable, allowing it to be used in the milliliter scale for early drug development to thousands of liters in manufacture for commercial supply. The benefits of ATPS in pharmaceutical separations is increasingly being recognized and investigated by larger pharmaceutical companies. ATPSs use identical instrumentation and similar methodology, therefore a change from traditional methods has a theoretical low barrier of adoption. The cost of typical components used to form an ATPS at large scale, particularly that of polymer-polymer systems, is the primary challenge to widespread use across industry. However, there are a few polymer-salt examples where the increase in yield at commercial scale justifies the cost of using ATPSs for macromolecule purification. More recently, Ionic Liquids (ILs) have been used for ATPS separations that is more sustainable as a solvent, and more economical than polymers often used in ATPSs for small molecule applications. Such IL-ATPSs still retain much of the attractive characteristics such as customizable chemical and physical properties, stability, safety, and most importantly, can provide higher yield separations of organic compounds, and efficient solvent recycling to lower financial and environmental costs of large scale manufacturing.
Collapse
Affiliation(s)
- Lisa McQueen
- Drug Product Design and Development, GlaxoSmithKline, Collegeville, PA, United States
| | - David Lai
- Product and Process Engineering, GlaxoSmithKline, Collegeville, PA, United States.,Advanced Manufacturing Technologies, GlaxoSmithKline, Collegeville, PA, United States
| |
Collapse
|
15
|
Inter-compartment interaction in multi-impeller mixing: Part I. Experiments and multiple reference frame CFD. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.06.005] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
|
16
|
Čelan A, Ćosić M, Kuzmanić N. Borax Crystallization Kinetics in a Pitched-Blade Turbine/Straight-Blade Turbine Dual-Impeller Crystallizer. Chem Eng Technol 2018. [DOI: 10.1002/ceat.201700443] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Antonija Čelan
- University of Split; Faculty of Chemistry and Technology; Department of Chemical Engineering; R. Boškovića 35 21000 Split Croatia
| | - Marija Ćosić
- University of Split; Faculty of Chemistry and Technology; Department of Chemical Engineering; R. Boškovića 35 21000 Split Croatia
| | - Nenad Kuzmanić
- University of Split; Faculty of Chemistry and Technology; Department of Chemical Engineering; R. Boškovića 35 21000 Split Croatia
| |
Collapse
|
17
|
Hashemi N, Ein-Mozaffari F, Upreti SR, Hwang DK. Analysis of mixing in an aerated reactor equipped with the coaxial mixer through electrical resistance tomography and response surface method. Chem Eng Res Des 2016. [DOI: 10.1016/j.cherd.2016.03.028] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
18
|
See TY, Abdul Raman AA, Raja Ehsan Shah RSS, Ibrahim S, Mohamad Nor MI. Study of sparger location on solid suspension in a triple-impeller stirred vessel. ASIA-PAC J CHEM ENG 2015. [DOI: 10.1002/apj.1959] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Tiam You See
- Department of Chemical Engineering, Faculty Engineering; University of Malaya; 50603 Kuala Lumpur Malaysia
| | - Abdul Aziz Abdul Raman
- Department of Chemical Engineering, Faculty Engineering; University of Malaya; 50603 Kuala Lumpur Malaysia
| | | | - Shaliza Ibrahim
- Department of Civil Engineering, Faculty Engineering; University of Malaya; 50603 Kuala Lumpur Malaysia
| | | |
Collapse
|
19
|
Mixing design for enzymatic hydrolysis of sugarcane bagasse: methodology for selection of impeller configuration. Bioprocess Biosyst Eng 2015; 39:285-94. [DOI: 10.1007/s00449-015-1512-6] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2015] [Accepted: 11/18/2015] [Indexed: 12/01/2022]
|
20
|
|
21
|
Montante G, Paglianti A. Fluid dynamics characterization of a stirred model bio-methanation digester. Chem Eng Res Des 2015. [DOI: 10.1016/j.cherd.2014.05.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
|
22
|
Zheng H, Huang Z, Liao Z, Wang J, Yang Y, Wang Y. Computational Fluid Dynamics Simulations and Experimental Validation of Macromixing and Flow Characteristics in Low-Density Polyethylene Autoclave Reactors. Ind Eng Chem Res 2014. [DOI: 10.1021/ie502551c] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Haijun Zheng
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| | - Zhengliang Huang
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| | - Zuwei Liao
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| | - Jingdai Wang
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| | - Yongrong Yang
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| | - Yuliang Wang
- State Key Laboratory of Chemical
Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, P. R. China
| |
Collapse
|