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1
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Wu G, Yion WTG, Dang KLNQ, Wu Z. Physics-Informed Machine Learning for MPC: Application to a Batch Crystallization Process. Chem Eng Res Des 2023. [DOI: 10.1016/j.cherd.2023.02.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/08/2023]
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2
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Kaneko D, Kaneko H, Hayashi F, Fukaishi K, Yamada T, Teshima K. Process-Informatics-Assisted Preparation of Lithium Titanate Crystals with Various Sizes and Morphologies. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c02729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Daigo Kaneko
- Department of Applied Chemistry, School of Science and Technology, Meiji University, 1-1-1 Higashi-Mita, Tama-ku, Kawasaki-shi, Kanagawa-ken214-8571, Japan
| | - Hiromasa Kaneko
- Department of Applied Chemistry, School of Science and Technology, Meiji University, 1-1-1 Higashi-Mita, Tama-ku, Kawasaki-shi, Kanagawa-ken214-8571, Japan
| | - Fumitaka Hayashi
- Department of Materials Chemistry, Faculty of Engineering; Research Initiative for Supra-Materials, Shinshu University, 4-17-1 Wakasato, Nagano380-8553, Japan
| | - Kohei Fukaishi
- Department of Materials Chemistry, Faculty of Engineering; Research Initiative for Supra-Materials, Shinshu University, 4-17-1 Wakasato, Nagano380-8553, Japan
| | - Tetsuya Yamada
- Department of Materials Chemistry, Faculty of Engineering; Research Initiative for Supra-Materials, Shinshu University, 4-17-1 Wakasato, Nagano380-8553, Japan
| | - Katsuya Teshima
- Department of Materials Chemistry, Faculty of Engineering; Research Initiative for Supra-Materials, Shinshu University, 4-17-1 Wakasato, Nagano380-8553, Japan
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3
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Wei D, Wang M, Wang H, Liu G, Fang J, Jiang Y. Development of a Method for Fast Assessment of Protein Solubility Based on Ultrasonic Dispersion and Differential Centrifugation Technology. ACS OMEGA 2022; 7:31338-31347. [PMID: 36092597 PMCID: PMC9453942 DOI: 10.1021/acsomega.2c03666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 08/10/2022] [Indexed: 06/15/2023]
Abstract
Protein solubility is very important for protein crystallization, bioprocess development, and protein application. In this study, a method based on the stability of a protein dispersion system is proposed for fast assessment of protein solubility, which mainly involves ultrasonic dispersion, differential centrifugation, and spectral measurement (UDDCS) and curvature estimation. The appropriate ultrasonic time and centrifugal time were experimentally determined at first. The results show that the relationship between the standard deviation and the protein concentrations originally added accords with the modified exponential equation, and the corresponding concentration of the maximum curvature point is defined as the solubility of the protein. Lysozyme solubility data in NaCl aqueous solutions and zein solubility data in ethanol aqueous solutions are selected to verify the UDDCS method by comparing the data obtained by the UDDCS method and the results from references, and the results indicate that the UDDCS method is reliable, universal, and time-saving. Finally, measurements of zein solubility in NaOH solution and casein solubility in urea aqueous solution were conducted as test cases by the UDDCS method.
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Affiliation(s)
- Dongwei Wei
- School
of Chemical Engineering and Materials Science, Quanzhou Normal University, Quanzhou 362000, China
| | - Meng Wang
- School
of Chemical Engineering and Materials Science, Quanzhou Normal University, Quanzhou 362000, China
| | - Hongdi Wang
- College
of Material, Chemistry and Chemical Engineering, Key Laboratory of
Organosilicon Chemistry and Material Technology, Ministry of Education, Hangzhou Normal University, Hangzhou 311121, Zhejiang, China
| | - Guijin Liu
- School
of Pharmaceutical Sciences, Hainan University, Haikou 570228, China
| | - Jun Fang
- School
of Chemical Engineering and Materials Science, Quanzhou Normal University, Quanzhou 362000, China
| | - Yanbin Jiang
- School
of Chemistry and Chemical Engineering, South
China University of Technology, Guangzhou 510640, China
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4
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Zheng Y, Wang X, Wu Z. Machine Learning Modeling and Predictive Control of the Batch Crystallization Process. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c00026] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Yingzhe Zheng
- Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore 117585, Singapore
| | - Xiaonan Wang
- Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore 117585, Singapore
- Department of Chemical Engineering, Tsinghua University, Beijing 100084, China
| | - Zhe Wu
- Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore 117585, Singapore
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5
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Jung J, Choi HK, Son SH, Kwon JSI, Lee JH. Multiscale modeling of fiber deformation: Application to a batch pulp digester for model predictive control of fiber strength. Comput Chem Eng 2022. [DOI: 10.1016/j.compchemeng.2021.107640] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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6
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Son SH, Choi H, Kwon JS. Application of offset‐free Koopman‐based model predictive control to a batch pulp digester. AIChE J 2021. [DOI: 10.1002/aic.17301] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Sang Hwan Son
- Artie McFerrin Department of Chemical Engineering Texas A&M University College Station Texas USA
| | - Hyun‐Kyu Choi
- Artie McFerrin Department of Chemical Engineering Texas A&M University College Station Texas USA
| | - Joseph Sang‐Il Kwon
- Artie McFerrin Department of Chemical Engineering Texas A&M University College Station Texas USA
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7
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Son SH, Choi HK, Kwon JSI. Multiscale modeling and control of pulp digester under fiber-to-fiber heterogeneity. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.107117] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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8
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Ferreira J, Castro F, Kuhn S, Rocha F. Controlled protein crystal nucleation in microreactors: the effect of the droplet volume versus high supersaturation ratios. CrystEngComm 2020. [DOI: 10.1039/d0ce00517g] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Control of the enhanced lysozyme nucleation under high supersaturation ratios for a broad range of droplet volumes.
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Affiliation(s)
- Joana Ferreira
- Department of Chemical Engineering
- KU Leuven
- 3001 Leuven
- Belgium
- LEPABE – Laboratory for Process Engineering
| | - Filipa Castro
- LEPABE – Laboratory for Process Engineering
- Biotechnology and Energy
- Faculty of Engineering
- University of Porto
- 4200-465 Porto
| | - Simon Kuhn
- Department of Chemical Engineering
- KU Leuven
- 3001 Leuven
- Belgium
| | - Fernando Rocha
- LEPABE – Laboratory for Process Engineering
- Biotechnology and Energy
- Faculty of Engineering
- University of Porto
- 4200-465 Porto
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9
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Design of Experiments As a Tool for Optimization in Recombinant Protein Biotechnology: From Constructs to Crystals. Mol Biotechnol 2019; 61:873-891. [DOI: 10.1007/s12033-019-00218-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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10
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11
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12
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Hartje LF, Snow CD. Protein crystal based materials for nanoscale applications in medicine and biotechnology. WILEY INTERDISCIPLINARY REVIEWS-NANOMEDICINE AND NANOBIOTECHNOLOGY 2018; 11:e1547. [DOI: 10.1002/wnan.1547] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2018] [Revised: 09/28/2018] [Accepted: 10/12/2018] [Indexed: 12/17/2022]
Affiliation(s)
- Luke F. Hartje
- Department of Biochemistry and Molecular Biology Colorado State University Fort Collins Colorado
| | - Christopher D. Snow
- Department of Chemical and Biological Engineering Colorado State University Fort Collins Colorado
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13
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Abstract
Enzymes are efficient biocatalysts providing an important tool in many industrial biocatalytic processes. Currently, the immobilized enzymes prepared by the cross-linked enzyme aggregates (CLEAs) have drawn much attention due to their simple preparation and high catalytic efficiency. Combined cross-linked enzyme aggregates (combi-CLEAs) including multiple enzymes have significant advantages for practical applications. In this review, the conditions or factors for the preparation of combi-CLEAs such as the proportion of enzymes, the type of cross-linker, and coupling temperature were discussed based on the reaction mechanism. The recent applications of combi-CLEAs were also reviewed.
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14
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Multiobjective optimization and experimental validation for batch cooling crystallization of citric acid anhydrate. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.02.019] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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15
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Tong X, Kang J, Zhang J, Jia X, Li W. Interfacial functional terminals enhance the heterogeneous nucleation of lysozyme crystals. CrystEngComm 2018. [DOI: 10.1039/c8ce00039e] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
A series of functional terminals were designed to interact with the flexible loop residues of lysozymes, aiming to produce quality protein crystalsviaintensified heterogeneous nucleation.
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Affiliation(s)
- Xinmeng Tong
- School of Chemical Engineering & Technology
- Tianjin University
- Collaborative Innovation Center of Chemical Science and Chemical Engineering (Tianjin)
- Tianjin 300350
- P. R. China
| | - Junjie Kang
- School of Chemistry and Chemical Engineering of Shihezi University
- Shihezi
- P. R. China
| | - Jinli Zhang
- School of Chemical Engineering & Technology
- Tianjin University
- Collaborative Innovation Center of Chemical Science and Chemical Engineering (Tianjin)
- Tianjin 300350
- P. R. China
| | - Xin Jia
- School of Chemistry and Chemical Engineering of Shihezi University
- Shihezi
- P. R. China
| | - Wei Li
- School of Chemical Engineering & Technology
- Tianjin University
- Collaborative Innovation Center of Chemical Science and Chemical Engineering (Tianjin)
- Tianjin 300350
- P. R. China
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16
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Kang YS, Ward JD. Analysis of Seed Loading and Supersaturation Trajectories for Two-Dimensional Crystallization Systems. Ind Eng Chem Res 2017. [DOI: 10.1021/acs.iecr.7b02642] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Yung-Shun Kang
- Department of Chemical Engineering, National Taiwan University, Taipei 106-07, Taiwan
| | - Jeffrey D. Ward
- Department of Chemical Engineering, National Taiwan University, Taipei 106-07, Taiwan
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17
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Won W, Lee KS. Delta-operator-based adaptive model predictive control and online optimization of a natural gas liquefaction process. Chem Eng Sci 2017. [DOI: 10.1016/j.ces.2016.12.069] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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18
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Nayhouse M, Tran A, Kwon JSI, Crose M, Orkoulas G, Christofides PD. Modeling and control of ibuprofen crystal growth and size distribution. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.05.033] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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19
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A Hybrid MPC-PID Control System Design for the Continuous Purification and Processing of Active Pharmaceutical Ingredients. Processes (Basel) 2014. [DOI: 10.3390/pr2020392] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
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20
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Kwon JSII, Nayhouse M, Orkoulas G, Christofides PD. Enhancing the Crystal Production Rate and Reducing Polydispersity in Continuous Protein Crystallization. Ind Eng Chem Res 2014. [DOI: 10.1021/ie5008163] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Joseph Sang-II Kwon
- Department of Chemical and Biomolecular Engineering and ‡Department of
Electrical Engineering, University of California, Los Angeles, California 90095, United States
| | - Michael Nayhouse
- Department of Chemical and Biomolecular Engineering and ‡Department of
Electrical Engineering, University of California, Los Angeles, California 90095, United States
| | - Gerassimos Orkoulas
- Department of Chemical and Biomolecular Engineering and ‡Department of
Electrical Engineering, University of California, Los Angeles, California 90095, United States
| | - Panagiotis D. Christofides
- Department of Chemical and Biomolecular Engineering and ‡Department of
Electrical Engineering, University of California, Los Angeles, California 90095, United States
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21
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Kwon JSI, Nayhouse M, Christofides PD, Orkoulas G. Modeling and control of crystal shape in continuous protein crystallization. Chem Eng Sci 2014. [DOI: 10.1016/j.ces.2013.12.005] [Citation(s) in RCA: 73] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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22
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Sang-Il Kwon J, Nayhouse M, Christofides PD, Orkoulas G. Modeling and control of shape distribution of protein crystal aggregates. Chem Eng Sci 2013. [DOI: 10.1016/j.ces.2013.09.026] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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