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数字孪生在生物制造中的应用。

Digital Twins in Biomanufacturing.

机构信息

Institute for Separation and Process Technology, Clausthal University of Technology, Clausthal-Zellerfeld, Germany.

出版信息

Adv Biochem Eng Biotechnol. 2021;176:181-262. doi: 10.1007/10_2020_146.

DOI:10.1007/10_2020_146
PMID:33346865
Abstract

In recent years process modelling has become an established method which generates digital twins of manufacturing plant operation with the aid of numerically solved process models. This article discusses the benefits of establishing process modelling, in-house or by cooperation, in order to support the workflow from process development, piloting and engineering up to manufacturing. The examples are chosen from the variety of botanicals and biologics manufacturing thus proving the broad applicability from variable feedstock of natural plant extracts of secondary metabolites to fermentation of complex molecules like mAbs, fragments, proteins and peptides.Consistent models and methods to simulate whole processes are available. To determine the physical properties used as model parameters, efficient laboratory-scale experiments are implemented. These parameters are case specific since there is no database for complex molecules of biologics and botanicals in pharmaceutical industry, yet.Moreover, Quality-by-Design approaches, demanded by regulatory authorities, are integrated within those predictive modelling procedures. The models could be proven to be valid and predictive under regulatory aspects. Process modelling does earn its money from the first day of application. Process modelling is a key-enabling tool towards cost-efficient digitalization in chemical-pharmaceutical industries.

摘要

近年来,过程建模已经成为一种成熟的方法,借助数值求解的过程模型,为制造工厂的运营生成数字孪生体。本文讨论了建立过程建模(内部建立或合作建立)的好处,以支持从工艺开发、中试到制造的工作流程。这些示例来自各种植物药和生物制药制造,从而证明了从天然植物提取物的二次代谢产物的可变原料到复杂分子(如单抗、片段、蛋白质和肽)的发酵的广泛适用性。可用于模拟整个过程的一致模型和方法。为了确定用作模型参数的物理特性,实施了高效的实验室规模实验。这些参数是特定于案例的,因为在制药行业中还没有用于生物制药和植物药的复杂分子的数据库。此外,监管机构要求的质量源于设计方法被整合到这些预测建模过程中。这些模型可以在监管方面被证明是有效的和可预测的。过程建模从应用的第一天就开始盈利。过程建模是化学制药行业实现成本效益数字化的关键使能工具。

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1
A critical review of recent trends, and a future perspective of optical spectroscopy as PAT in biopharmaceutical downstream processing.对近年来的趋势进行了批判性的回顾,并对光学生物传感器作为生物制药下游加工过程中的 PAT 的未来前景进行了展望。
Anal Bioanal Chem. 2020 Apr;412(9):2047-2064. doi: 10.1007/s00216-020-02407-z. Epub 2020 Mar 7.
2
Data science tools and applications on the way to Pharma 4.0.医药 4.0 之路上的数据科学工具与应用。
Drug Discov Today. 2019 Sep;24(9):1795-1805. doi: 10.1016/j.drudis.2019.06.005. Epub 2019 Jun 14.
3
Prediction uncertainty assessment of chromatography models using Bayesian inference.
加压热水萃取作为天然产物的绿色技术——相对于水蒸馏和固液萃取的关键技术
ACS Omega. 2024 Jul 10;9(29):31998-32010. doi: 10.1021/acsomega.4c03771. eCollection 2024 Jul 23.
4
Digital Twin Fundamentals of mRNA Transcription in Variable Scale Toward Autonomous Operation.面向自主运行的可变规模mRNA转录的数字孪生基础
ACS Omega. 2024 Feb 5;9(7):8204-8220. doi: 10.1021/acsomega.3c08732. eCollection 2024 Feb 20.
5
Computational methods for biofabrication in tissue engineering and regenerative medicine - a literature review.组织工程与再生医学中生物制造的计算方法——文献综述
Comput Struct Biotechnol J. 2024 Jan 2;23:601-616. doi: 10.1016/j.csbj.2023.12.035. eCollection 2024 Dec.
6
Green Manufacturing for Herbal Remedies with Advanced Pharmaceutical Technology.采用先进制药技术的草药制剂绿色制造。
Pharmaceutics. 2023 Jan 5;15(1):188. doi: 10.3390/pharmaceutics15010188.
使用贝叶斯推断评估色谱模型的预测不确定性。
J Chromatogr A. 2019 Feb 22;1587:101-110. doi: 10.1016/j.chroma.2018.11.076. Epub 2018 Nov 29.
4
Workflow for Target-Oriented Parametrization of an Enhanced Mechanistic Cell Culture Model.面向目标的增强型细胞培养模型参数化工作流程。
Biotechnol J. 2018 Apr;13(4):e1700395. doi: 10.1002/biot.201700395. Epub 2017 Dec 8.
5
Soft sensor for monitoring biomass subpopulations in mammalian cell culture processes.用于监测哺乳动物细胞培养过程中生物质亚群的软传感器。
Biotechnol Lett. 2017 Nov;39(11):1667-1673. doi: 10.1007/s10529-017-2408-0. Epub 2017 Aug 7.
6
White Paper on Continuous Bioprocessing May 20-21 2014 Continuous Manufacturing Symposium.《连续生物加工白皮书》2014年5月20 - 21日连续制造研讨会
J Pharm Sci. 2015 Mar;104(3):813-820. doi: 10.1002/jps.24268. Epub 2016 Jan 8.
7
Enhanced process understanding and multivariate prediction of the relationship between cell culture process and monoclonal antibody quality.增强对细胞培养过程与单克隆抗体质量之间关系的过程理解和多变量预测。
Biotechnol Prog. 2017 Sep;33(5):1368-1380. doi: 10.1002/btpr.2502. Epub 2017 Jun 21.
8
Estimation of adsorption isotherm and mass transfer parameters in protein chromatography using artificial neural networks.利用人工神经网络估算蛋白质色谱中的吸附等温线和传质参数。
J Chromatogr A. 2017 Mar 3;1487:211-217. doi: 10.1016/j.chroma.2017.01.068. Epub 2017 Jan 27.
9
Advances in downstream processing of biologics - Spectroscopy: An emerging process analytical technology.生物制品下游加工的进展——光谱学:一种新兴的过程分析技术。
J Chromatogr A. 2017 Mar 24;1490:2-9. doi: 10.1016/j.chroma.2016.11.010. Epub 2016 Nov 15.
10
Online measurement of viscosity for biological systems in stirred tank bioreactors.搅拌罐式生物反应器中生物系统粘度的在线测量。
Biotechnol Bioeng. 2017 May;114(5):990-997. doi: 10.1002/bit.26219. Epub 2016 Nov 21.