JP2020523030A - バイオリアクタにおいてのプロセスのアウトカムを予測するための、および、そのプロセスのモデリングのための方法 - Google Patents
バイオリアクタにおいてのプロセスのアウトカムを予測するための、および、そのプロセスのモデリングのための方法 Download PDFInfo
- Publication number
- JP2020523030A JP2020523030A JP2019569403A JP2019569403A JP2020523030A JP 2020523030 A JP2020523030 A JP 2020523030A JP 2019569403 A JP2019569403 A JP 2019569403A JP 2019569403 A JP2019569403 A JP 2019569403A JP 2020523030 A JP2020523030 A JP 2020523030A
- Authority
- JP
- Japan
- Prior art keywords
- data
- current
- model
- run
- sample
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
Images
Classifications
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12M—APPARATUS FOR ENZYMOLOGY OR MICROBIOLOGY; APPARATUS FOR CULTURING MICROORGANISMS FOR PRODUCING BIOMASS, FOR GROWING CELLS OR FOR OBTAINING FERMENTATION OR METABOLIC PRODUCTS, i.e. BIOREACTORS OR FERMENTERS
- C12M41/00—Means for regulation, monitoring, measurement or control, e.g. flow regulation
- C12M41/48—Automatic or computerized control
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/04—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric involving the use of models or simulators
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B17/00—Systems involving the use of models or simulators of said systems
- G05B17/02—Systems involving the use of models or simulators of said systems electric
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- General Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Theoretical Computer Science (AREA)
- Evolutionary Computation (AREA)
- Computer Hardware Design (AREA)
- General Engineering & Computer Science (AREA)
- Zoology (AREA)
- Automation & Control Theory (AREA)
- Wood Science & Technology (AREA)
- Organic Chemistry (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Life Sciences & Earth Sciences (AREA)
- Analytical Chemistry (AREA)
- Geometry (AREA)
- Genetics & Genomics (AREA)
- General Health & Medical Sciences (AREA)
- Biochemistry (AREA)
- Sustainable Development (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Microbiology (AREA)
- Medical Informatics (AREA)
- Software Systems (AREA)
- Biotechnology (AREA)
- Biomedical Technology (AREA)
- Apparatus Associated With Microorganisms And Enzymes (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
- Testing And Monitoring For Control Systems (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| IN201741021125 | 2017-06-16 | ||
| IN201741021125 | 2017-06-16 | ||
| PCT/IN2018/050398 WO2018229802A1 (en) | 2017-06-16 | 2018-06-18 | Method for predicting outcome of and modelling of a process in a bioreactor |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JP2020523030A true JP2020523030A (ja) | 2020-08-06 |
| JP2020523030A5 JP2020523030A5 (enExample) | 2021-07-26 |
Family
ID=64659011
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2019569403A Pending JP2020523030A (ja) | 2017-06-16 | 2018-06-18 | バイオリアクタにおいてのプロセスのアウトカムを予測するための、および、そのプロセスのモデリングのための方法 |
Country Status (5)
| Country | Link |
|---|---|
| US (2) | US12182482B2 (enExample) |
| EP (1) | EP3639171A4 (enExample) |
| JP (1) | JP2020523030A (enExample) |
| CN (1) | CN110945593A (enExample) |
| WO (1) | WO2018229802A1 (enExample) |
Families Citing this family (12)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP3702439B1 (en) * | 2019-02-26 | 2024-01-17 | Sartorius Stedim Data Analytics AB | Multivariate process chart to control a process to produce a chemical, pharmaceutical, biopharmaceutical and/or biological product |
| CN114502715B (zh) * | 2019-05-08 | 2024-05-24 | 伊西利科生物技术股份公司 | 优化生物技术生产的方法和装置 |
| JP7181849B2 (ja) * | 2019-10-31 | 2022-12-01 | 横河電機株式会社 | 装置、方法およびプログラム |
| TWI754945B (zh) * | 2019-11-27 | 2022-02-11 | 靜宜大學 | 利用光動力學技術之人工智慧的細胞檢測方法及其系統 |
| DK3839036T3 (da) * | 2019-12-19 | 2023-07-03 | Dsm Ip Assets Bv | Digital tvilling til overvågning og styring af en industriel bioproces |
| WO2021234732A1 (en) * | 2020-05-19 | 2021-11-25 | Tata Consultancy Services Limited | System and method for development and deployment of self-organizing cyber-physical systems for manufacturing industries |
| GB202015861D0 (en) | 2020-10-07 | 2020-11-18 | National Institute For Bioprocesisng Res And Training | Method and system for predicting the performance for biopharmaceutical manufacturing processes |
| CN113189973B (zh) * | 2020-12-09 | 2023-03-21 | 淮阴工学院 | 基于函数观测器的二级化学反应器执行器故障检测方法 |
| EP4347784A1 (en) | 2021-05-27 | 2024-04-10 | Lynceus SAS | Machine learning-based quality control of a culture for bioproduction |
| EP4116403A1 (en) * | 2021-07-07 | 2023-01-11 | Sartorius Stedim Data Analytics AB | Monitoring, simulation and control of bioprocesses |
| EP4591312A1 (en) * | 2022-09-23 | 2025-07-30 | Metalytics, Inc. | Using the concepts of metabolic flux rate calculations and limited data to direct cell culture. media optimization and enable the creation of digital twin software platforms |
| US20240112750A1 (en) * | 2022-10-04 | 2024-04-04 | BioCurie Inc. | Data-driven process development and manufacturing of biopharmaceuticals |
Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2003235544A (ja) * | 2002-02-20 | 2003-08-26 | Hitachi Ltd | 生体細胞の培養制御方法及び培養装置の制御装置並びに培養装置 |
| US20090048816A1 (en) * | 2006-01-28 | 2009-02-19 | Abb Research Ltd | Method for on-line prediction of future performance of a fermentation unit |
| US20120107921A1 (en) * | 2008-06-26 | 2012-05-03 | Colorado State University Research Foundation | Model based controls for use with bioreactors |
| JP2015216886A (ja) * | 2014-05-19 | 2015-12-07 | 横河電機株式会社 | 細胞培養制御システム及び細胞培養制御方法 |
Family Cites Families (28)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| DE60045129D1 (de) * | 1999-08-13 | 2010-12-02 | Peter G Brown | Simulation, modellierung und planung von stapelverarbeitungsprozessen in produktionseinrichtungen mit hilfe von prozesszeit-intervallen |
| US20060199260A1 (en) * | 2002-05-01 | 2006-09-07 | Zhiyu Zhang | Microbioreactor for continuous cell culture |
| US7635586B2 (en) * | 2003-11-26 | 2009-12-22 | Broadley-James Corporation | Integrated bio-reactor monitor and control system |
| EP1598415A1 (en) * | 2004-05-20 | 2005-11-23 | The Automation Partnership (Cambridge) Limited | Smart cell culture |
| CA2586107A1 (en) * | 2004-11-03 | 2006-05-18 | Introgen Therapeutics Inc. | A novel method for the production and purification of adenoviral vectors |
| TWI423986B (zh) * | 2005-12-20 | 2014-01-21 | 必治妥美雅史谷比公司 | 組合物及製造組合物之方法 |
| CN101415816A (zh) * | 2006-02-02 | 2009-04-22 | 雷格内泰克公司 | 表征生物活性化合物的方法 |
| US20080177518A1 (en) * | 2007-01-18 | 2008-07-24 | Cfd Research Corporation | Integrated Microfluidic System Design Using Mixed Methodology Simulations |
| US20080282026A1 (en) | 2007-05-08 | 2008-11-13 | Finesse Solutions, Llc. | Bioprocess data management |
| US20090104653A1 (en) * | 2007-10-23 | 2009-04-23 | Finesse Solutions, Llc. | Bio-process model predictions from optical loss measurements |
| US8178318B2 (en) * | 2008-08-06 | 2012-05-15 | Praxair Technology, Inc. | Method for controlling pH, osmolality and dissolved carbon dioxide levels in a mammalian cell culture process to enhance cell viability and biologic product yield |
| US8506797B2 (en) * | 2011-04-10 | 2013-08-13 | Therapeutic Proteins International, LLC | Downstream bioprocessing device |
| US9068215B2 (en) * | 2011-05-13 | 2015-06-30 | Therapeutic Proteins International, LLC | Interconnected bioreactors |
| HUE033279T2 (en) * | 2011-07-01 | 2017-11-28 | Amgen Inc | Mammalian cell culture |
| US20130281355A1 (en) * | 2012-04-24 | 2013-10-24 | Genentech, Inc. | Cell culture compositions and methods for polypeptide production |
| CA2889022A1 (en) * | 2012-10-23 | 2014-05-01 | Genzyme Corporation | Perfusion culturing methods and uses thereof |
| US20160122701A1 (en) * | 2013-02-01 | 2016-05-05 | Carnegie Mellon University | Methods, Devices and Systems for Algae Lysis and Content Extraction |
| WO2015003012A2 (en) * | 2013-07-01 | 2015-01-08 | Olivier Berteau | Distributed perfusion bioreactor system for continuous culture of biological cells |
| KR102418824B1 (ko) * | 2013-10-14 | 2022-07-11 | 아레스 트레이딩 에스.아. | 포유동물의 고성능 유가식 배양을 위한 신규 배지 |
| RU2016130663A (ru) * | 2013-12-27 | 2018-01-31 | Ф. Хоффманн-Ля Рош Аг | Способ и система подготовки синтетических многокомпонентных образцов для моделирования биотехнологических и химических процессов |
| US20150275167A1 (en) * | 2014-03-28 | 2015-10-01 | Corning Incorporated | Composition and method for cell culture sustained release |
| ES2909630T3 (es) * | 2014-06-04 | 2022-05-09 | Amgen Inc | Métodos de recolección en cultivos de células de mamífero |
| EP3164481A4 (en) * | 2014-07-02 | 2018-03-21 | Biogen MA Inc. | Cross-scale modeling of bioreactor cultures using raman spectroscopy |
| WO2016196315A2 (en) | 2015-05-29 | 2016-12-08 | Biogen Ma Inc. | Cell culture methods and systems |
| CN206033776U (zh) * | 2016-08-03 | 2017-03-22 | 广州赛泊泰生物技术有限公司 | 贴壁/悬浮型细胞培养单元、装置及系统 |
| WO2018069260A1 (en) * | 2016-10-10 | 2018-04-19 | Proekspert AS | Data science versioning and intelligence systems and methods |
| CN206219583U (zh) * | 2016-11-17 | 2017-06-06 | 金宇保灵生物药品有限公司 | 一种微载体细胞消化过程中连续取样及状态观察装置 |
| JP7227162B2 (ja) * | 2017-06-06 | 2023-02-21 | ザイマージェン インコーポレイテッド | 真菌株を改良するためのhtpゲノム操作プラットフォーム |
-
2018
- 2018-06-18 WO PCT/IN2018/050398 patent/WO2018229802A1/en not_active Ceased
- 2018-06-18 CN CN201880052944.XA patent/CN110945593A/zh active Pending
- 2018-06-18 EP EP18817323.1A patent/EP3639171A4/en active Pending
- 2018-06-18 JP JP2019569403A patent/JP2020523030A/ja active Pending
- 2018-06-18 US US16/620,940 patent/US12182482B2/en active Active
-
2024
- 2024-11-14 US US18/948,020 patent/US20250068794A1/en active Pending
Patent Citations (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2003235544A (ja) * | 2002-02-20 | 2003-08-26 | Hitachi Ltd | 生体細胞の培養制御方法及び培養装置の制御装置並びに培養装置 |
| US20090048816A1 (en) * | 2006-01-28 | 2009-02-19 | Abb Research Ltd | Method for on-line prediction of future performance of a fermentation unit |
| US20120107921A1 (en) * | 2008-06-26 | 2012-05-03 | Colorado State University Research Foundation | Model based controls for use with bioreactors |
| JP2015216886A (ja) * | 2014-05-19 | 2015-12-07 | 横河電機株式会社 | 細胞培養制御システム及び細胞培養制御方法 |
Non-Patent Citations (2)
| Title |
|---|
| JOURNAL OF PROCESS CONTROL, vol. 24, JPN6022007560, 2014, pages 344 - 357, ISSN: 0005247071 * |
| 計測と制御, vol. 34, no. 1, JPN6022036937, 1995, pages 11 - 17, ISSN: 0004865842 * |
Also Published As
| Publication number | Publication date |
|---|---|
| US20250068794A1 (en) | 2025-02-27 |
| US20200202051A1 (en) | 2020-06-25 |
| EP3639171A1 (en) | 2020-04-22 |
| WO2018229802A1 (en) | 2018-12-20 |
| EP3639171A4 (en) | 2021-07-28 |
| US12182482B2 (en) | 2024-12-31 |
| CN110945593A (zh) | 2020-03-31 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US20250068794A1 (en) | Method for Predicting Outcome of an Modelling of a Process in a Bioreactor | |
| JP7763228B2 (ja) | 細胞培養プロセスにおけるプロセス変数を測定するための方法 | |
| US11795516B2 (en) | Computer-implemented method, computer program product and hybrid system for cell metabolism state observer | |
| WO2022186980A1 (en) | Multi-level machine learning for predictive and prescriptive applications | |
| JP2022531464A (ja) | より大きなスケールにおけるパフォーマンスの予測を改善するように小さなスケールでの微生物用の実験およびプレートモデルをデザインするためのパラメータのダウンスケーリング | |
| CN101370926A (zh) | 一种在线预测发酵装置未来性能的方法 | |
| Rodman et al. | Parameter estimation and sensitivity analysis for dynamic modelling and simulation of beer fermentation | |
| Mu'azzam et al. | A roadmap for model-based bioprocess development | |
| Muthuswamy et al. | Phase-based supervisory control for fermentation process development | |
| Herold et al. | Automatic identification of structured process models based on biological phenomena detected in (fed-) batch experiments | |
| Hernández Rodríguez et al. | Design, optimization, and adaptive control of cell culture seed trains | |
| WO2023167802A1 (en) | Hybrid predictive modeling for control of cell culture | |
| CN118909763B (zh) | 一种发酵罐压力自适应调节装置 | |
| Ghodba et al. | A robust batch-to-batch optimization framework for pharmaceutical applications | |
| Rahimi Jafari et al. | Applications of digital twins in biological industries: an overview with a case study on fed-batch monitoring of Pichia pastoris fermentation | |
| Khatri | Machine learning to forecast cell growth in bioreactor using Raman spectroscopy | |
| HK40063615A (en) | Method for determining process variables in cell cultivation processes | |
| Saraiva et al. | Observability analysis and software sensor design for an animal cell culture in perfusion mode | |
| Herold | Automatic generation of process models for fed-batch fermentations based on the detection of biological phenomena | |
| WO2025018883A1 (en) | Method for modelling one or more bioprocesses in a bioreactor | |
| Rasmussen | Fed-Batch Process Modelling for Monitoring, Optimisation & Control.(incl. A Continuous Time Stochastic Modelling Framework) | |
| Ibáñez et al. | Robust Calibration and Validation of Phenomenological and Hybrid Models of High-Cell-Density Fed-Batch Cultures Subject to Metabolic Overflow | |
| Salau et al. | Estimadores de estado: uma ferramenta para a melhoria operacional de biorreatores | |
| Yatipanthalawa et al. | Digital Chemical Engineering |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20210518 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20210518 |
|
| A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20220218 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20220228 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220526 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20220905 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20221117 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20230220 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230522 |
|
| A02 | Decision of refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A02 Effective date: 20230904 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20240104 |
|
| A911 | Transfer to examiner for re-examination before appeal (zenchi) |
Free format text: JAPANESE INTERMEDIATE CODE: A911 Effective date: 20240110 |
|
| A912 | Re-examination (zenchi) completed and case transferred to appeal board |
Free format text: JAPANESE INTERMEDIATE CODE: A912 Effective date: 20240202 |