CA3115296A1 - Automatic calibration and automatic maintenance of raman spectroscopic models for real-time predictions - Google Patents

Automatic calibration and automatic maintenance of raman spectroscopic models for real-time predictions Download PDF

Info

Publication number
CA3115296A1
CA3115296A1 CA3115296A CA3115296A CA3115296A1 CA 3115296 A1 CA3115296 A1 CA 3115296A1 CA 3115296 A CA3115296 A CA 3115296A CA 3115296 A CA3115296 A CA 3115296A CA 3115296 A1 CA3115296 A1 CA 3115296A1
Authority
CA
Canada
Prior art keywords
biopharmaceutical
analytical measurement
query point
biopharmaceutical process
observation
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
Application number
CA3115296A
Other languages
English (en)
French (fr)
Inventor
Aditya TULSYAN
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Amgen Inc
Original Assignee
Amgen Inc
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Family has litigation
First worldwide family litigation filed litigation Critical https://patents.darts-ip.com/?family=70331744&utm_source=google_patent&utm_medium=platform_link&utm_campaign=public_patent_search&patent=CA3115296(A1) "Global patent litigation dataset” by Darts-ip is licensed under a Creative Commons Attribution 4.0 International License.
Application filed by Amgen Inc filed Critical Amgen Inc
Publication of CA3115296A1 publication Critical patent/CA3115296A1/en
Pending legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/62—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light
    • G01N21/63—Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light optically excited
    • G01N21/65—Raman scattering
    • 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
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28—Investigating the spectrum
    • G01J3/44—Raman spectrometry; Scattering spectrometry ; Fluorescence spectrometry
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
    • G16B40/20—Supervised data analysis
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B5/00—ICT specially adapted for modelling or simulations in systems biology, e.g. gene-regulatory networks, protein interaction networks or metabolic networks
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84—Systems specially adapted for particular applications
    • G01N2021/8411—Application to online plant, process monitoring
    • G01N2021/8416—Application to online plant, process monitoring and process controlling, not otherwise provided for
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00—Features of devices classified in G01N21/00
    • G01N2201/12—Circuits of general importance; Signal processing
    • G01N2201/127—Calibration; base line adjustment; drift compensation
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00—Features of devices classified in G01N21/00
    • G01N2201/12—Circuits of general importance; Signal processing
    • G01N2201/129—Using chemometrical methods

Landscapes

  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Analytical Chemistry (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Data Mining & Analysis (AREA)
  • Medical Informatics (AREA)
  • Biochemistry (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Pathology (AREA)
  • Immunology (AREA)
  • Biotechnology (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Evolutionary Biology (AREA)
  • Biophysics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Organic Chemistry (AREA)
  • Wood Science & Technology (AREA)
  • Zoology (AREA)
  • Urology & Nephrology (AREA)
  • Food Science & Technology (AREA)
  • Medicinal Chemistry (AREA)
  • Hematology (AREA)
  • Computational Linguistics (AREA)
  • Epidemiology (AREA)
  • Databases & Information Systems (AREA)
CA3115296A 2018-10-23 2019-10-23 Automatic calibration and automatic maintenance of raman spectroscopic models for real-time predictions Pending CA3115296A1 (en)

Applications Claiming Priority (7)

Application Number Priority Date Filing Date Title
US201862749359P 2018-10-23 2018-10-23
US62/749,359 2018-10-23
US201962833044P 2019-04-12 2019-04-12
US62/833,044 2019-04-12
US201962864565P 2019-06-21 2019-06-21
US62/864,565 2019-06-21
PCT/US2019/057513 WO2020086635A1 (en) 2018-10-23 2019-10-23 Automatic calibration and automatic maintenance of raman spectroscopic models for real-time predictions

Publications (1)

Publication Number Publication Date
CA3115296A1 true CA3115296A1 (en) 2020-04-30

Family

ID=70331744

Family Applications (1)

Application Number Title Priority Date Filing Date
CA3115296A Pending CA3115296A1 (en) 2018-10-23 2019-10-23 Automatic calibration and automatic maintenance of raman spectroscopic models for real-time predictions

Country Status (21)

Country Link
US (1) US20220128474A1 (enExample)
EP (1) EP3870957B1 (enExample)
JP (1) JP7601760B2 (enExample)
KR (1) KR20210078531A (enExample)
CN (1) CN112912716B (enExample)
AU (2) AU2019365102A1 (enExample)
CA (1) CA3115296A1 (enExample)
CL (1) CL2021001024A1 (enExample)
DK (1) DK3870957T3 (enExample)
ES (1) ES3041713T3 (enExample)
FI (1) FI3870957T3 (enExample)
HU (1) HUE072452T2 (enExample)
IL (1) IL281977B2 (enExample)
LT (1) LT3870957T (enExample)
MX (1) MX2021004510A (enExample)
PL (1) PL3870957T3 (enExample)
PT (1) PT3870957T (enExample)
SG (1) SG11202103232WA (enExample)
SI (1) SI3870957T1 (enExample)
TW (1) TWI844570B (enExample)
WO (1) WO2020086635A1 (enExample)

Families Citing this family (33)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
MY204234A (en) 2018-08-27 2024-08-16 Regeneron Pharma Use of raman spectroscopy in downstream purification
WO2020251997A2 (en) * 2019-06-10 2020-12-17 Waters Technologies Corporation Techniques for analytical instrument performance diagnostics
CN114730402A (zh) * 2019-11-26 2022-07-08 萨默费尼根有限公司 分析设备的远程监控、故障排除和服务调度
AU2021355381A1 (en) * 2020-10-01 2023-05-04 Amgen Inc. Predictive modeling and control of cell culture
US20220138557A1 (en) * 2020-11-04 2022-05-05 Adobe Inc. Deep Hybrid Graph-Based Forecasting Systems
US20210117841A1 (en) * 2020-12-23 2021-04-22 Intel Corporation Methods, apparatus, and articles of manufacture to improve automated machine learning
DE102021100531B3 (de) * 2021-01-13 2022-03-31 BioThera Institut GmbH Apparatur zum Steuern eines Prozesses sowie zugehöriges Steuerungsverfahren
CA3222382A1 (en) * 2021-06-09 2022-12-15 Amgen Inc. Assessing packed cell volume for cell cultures
WO2022269464A1 (en) * 2021-06-20 2022-12-29 The State Of Israel, Ministry Of Agriculture & Rural Development Agricultural Research Organization (Aro) Raman spectroscopy method and system for monitoring invasive species in algal bioreactors
JPWO2023053585A1 (enExample) * 2021-09-30 2023-04-06
WO2023076318A1 (en) 2021-10-27 2023-05-04 Amgen Inc. Deep learning-based prediction for monitoring of pharmaceuticals using spectroscopy
JPWO2023090015A1 (enExample) * 2021-11-22 2023-05-25
JP7783091B2 (ja) * 2022-02-25 2025-12-09 株式会社日立製作所 評価システム及び評価方法
US12590283B2 (en) * 2022-03-01 2026-03-31 Amgen Inc. Hybrid predictive modeling for control of cell culture
CN115308102B (zh) * 2022-05-19 2025-07-01 芬欧汇川(中国)有限公司 纸张透气度测量方法以及纸张透气度测量系统
US20240044801A1 (en) * 2022-07-26 2024-02-08 Thermo Scientific Portable Analytical Instruments Inc. Autochemometric scientific instrument support systems
US20260064907A1 (en) * 2022-08-29 2026-03-05 Büchi Labortechnik AG Methods for providing a predictive model for spectroscopy and calibrating a spectroscopic device
CN119790302A (zh) * 2022-08-29 2025-04-08 美国安进公司 用于评估处理时间影响的预测模型
CN119866430A (zh) 2022-09-14 2025-04-22 美国安进公司 用变分自动编码器进行细胞培养过程监测和/或控制的即时学习
JPWO2024079840A1 (enExample) * 2022-10-13 2024-04-18
JP2026502096A (ja) * 2022-12-12 2026-01-21 ジェネンテック, インコーポレイテッド 限外濾過/透析濾過(uf/df)コンディショニングおよび希釈プロセスのリアルタイム自動モニタリングと制御
WO2024188962A1 (en) * 2023-03-14 2024-09-19 Katholieke Universiteit Leuven Spectrum prediction methods for chemical processes
EP4672128A4 (en) 2023-03-31 2026-05-20 Fujifilm Corp QUALITY MONITORING DEVICE, METHOD FOR OPERATION OF A QUALITY MONITORING DEVICE, AND PROGRAM FOR OPERATION OF A QUALITY MONITORING DEVICE
KR20250023079A (ko) 2023-08-09 2025-02-18 주식회사 엘지화학 발효공정의 생성량 예측 시스템 및 방법
CN117571684A (zh) * 2023-11-20 2024-02-20 无锡药明生物技术股份有限公司 细胞培养液代谢物浓度确定方法、装置、设备和介质
WO2025114830A1 (en) * 2023-11-27 2025-06-05 Avant Meats Company Limited Control system and method for a perpetual automated bioprocessing system
CN122396912A (zh) 2023-12-21 2026-07-14 勃林格殷格翰国际有限公司 用于分析流体样品的测量布置和方法
CN118820281B (zh) * 2024-09-19 2024-12-31 之江实验室 光谱数据库查询模型构建方法以及光谱数据库查询方法
CN118819056B (zh) * 2024-09-19 2024-12-31 天津医学高等专科学校(天津市护士学校) 一种黄芩细胞悬浮培养优化控制系统
EP4715492A1 (en) * 2024-09-20 2026-03-25 Sartorius Stedim Data Analytics AB Monitoring and/or controlling a chemical and/or biological process
CN119223939B (zh) * 2024-11-28 2025-04-01 合肥金星智控科技股份有限公司 基于libs的物料检测模型的自适应校准方法及装置
WO2026136608A1 (en) * 2024-12-18 2026-06-25 Arranta Bio Holdings, Llc Methods and arrangments for process analytical technology management and operation
CN121934525B (zh) * 2026-03-30 2026-06-26 杭州市拱墅区边缘智能创新研究院 基于工业大模型的多智能体协同生产调度算法及系统

Family Cites Families (39)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6319494B1 (en) 1990-12-14 2001-11-20 Cell Genesys, Inc. Chimeric chains for receptor-associated signal transduction pathways
IL104570A0 (en) 1992-03-18 1993-05-13 Yeda Res & Dev Chimeric genes and cells transformed therewith
US5862060A (en) * 1996-11-22 1999-01-19 Uop Llc Maintenance of process control by statistical analysis of product optical spectrum
CA2326389C (en) 1998-04-21 2007-01-23 Micromet Gesellschaft Fur Biomedizinische Forschung Mbh Novel cd19xcd3 specific polypeptides and uses thereof
US7398119B2 (en) * 1998-07-13 2008-07-08 Childrens Hospital Los Angeles Assessing blood brain barrier dynamics or identifying or measuring selected substances, including ethanol or toxins, in a subject by analyzing Raman spectrum signals
US6660843B1 (en) 1998-10-23 2003-12-09 Amgen Inc. Modified peptides as therapeutic agents
US7138370B2 (en) 2001-10-11 2006-11-21 Amgen Inc. Specific binding agents of human angiopoietin-2
WO2004040283A2 (en) * 2002-10-28 2004-05-13 Bp Corporation North America Inc. Control of a polymerization process
AU2003301195B2 (en) 2002-12-20 2010-01-07 Amgen Inc. Binding agents which inhibit myostatin
JP4745959B2 (ja) * 2003-05-12 2011-08-10 リバー・ダイアグノスティクス・ビー.・ブイ. 微生物の自動特徴づけおよび分類
US8076459B2 (en) 2003-10-16 2011-12-13 Micromet Ag Multispecfic deimmunized CD3-binders
EP1902356A4 (en) 2005-06-09 2009-08-19 Chemimage Corp CRIMINOLOGICAL INTEGRATED SEARCH TECHNOLOGY
NZ554258A (en) 2007-03-29 2009-01-31 Khipu Systems Ltd Predictive model implementation system and methodology
WO2008119567A2 (en) 2007-04-03 2008-10-09 Micromet Ag Cross-species-specific cd3-epsilon binding domain
US7961312B2 (en) * 2007-08-13 2011-06-14 C8 Medisensors Inc. Calibrated analyte concentration measurements in mixtures
US8311955B2 (en) 2007-10-30 2012-11-13 Exxonmobil Research And Engineering Company Bootstrap method for oil property prediction
CA2707535A1 (en) 2007-11-02 2009-05-07 Ceres, Inc. Materials and methods for use in biomass processing
US8725667B2 (en) * 2008-03-08 2014-05-13 Tokyo Electron Limited Method and system for detection of tool performance degradation and mismatch
GB2466442A (en) * 2008-12-18 2010-06-23 Dublin Inst Of Technology A system to analyze a sample on a slide using Raman spectroscopy on an identified area of interest
CN101825567A (zh) * 2010-04-02 2010-09-08 南开大学 一种近红外光谱和拉曼光谱波长的筛选方法
JP6407726B2 (ja) 2012-03-01 2018-10-24 アムゲン リサーチ (ミュンヘン) ゲーエムベーハーAMGEN Research(Munich)GmbH 長寿命ポリペプチド結合分子
EP2648133A1 (fr) 2012-04-04 2013-10-09 Biomerieux Identification de microorganismes par spectrometrie et classification structurée
US20130311136A1 (en) 2012-05-18 2013-11-21 Mustard Tree Instruments, Llc Rule-Based Sample Verification and Chemical Monitoring Methodology
GB2513343A (en) * 2013-04-23 2014-10-29 Univ Singapore Methods related to instrument-independent measurements for quantitative analysis of fiber-optic Raman spectroscopy
US20140114676A1 (en) * 2012-10-23 2014-04-24 Theranos, Inc. Drug Monitoring and Regulation Systems and Methods
UY35484A (es) 2013-03-15 2014-10-31 Amgen Res Munich Gmbh Molécula de unión de cadena simple que comprenden ABP de extremo N
WO2014151910A1 (en) 2013-03-15 2014-09-25 Amgen Inc. Heterodimeric bispecific antibodies
US20140302037A1 (en) 2013-03-15 2014-10-09 Amgen Inc. BISPECIFIC-Fc MOLECULES
US20140308285A1 (en) 2013-03-15 2014-10-16 Amgen Inc. Heterodimeric bispecific antibodies
CN104215623B (zh) * 2013-05-31 2018-09-25 欧普图斯(苏州)光学纳米科技有限公司 面向多行业检测的激光拉曼光谱智能化辨识方法及系统
WO2015048272A1 (en) 2013-09-25 2015-04-02 Amgen Inc. V-c-fc-v-c antibody
EP3164481A4 (en) * 2014-07-02 2018-03-21 Biogen MA Inc. Cross-scale modeling of bioreactor cultures using raman spectroscopy
US20180291329A1 (en) * 2015-05-29 2018-10-11 Biogen Ma Inc. Cell culture methods and systems
MX393857B (es) * 2015-07-22 2025-03-24 Univ Autonoma De San Luis Potosi Detección cuantitativa del ácido siálico utilizando el efecto raman realzado por superficies.
EA039859B1 (ru) 2015-07-31 2022-03-21 Эмджен Рисерч (Мюник) Гмбх Биспецифические конструкты антител, связывающие egfrviii и cd3
WO2017083593A1 (en) * 2015-11-10 2017-05-18 Massachusetts Institute Of Technology Systems and methods for sampling calibration of non-invasive analyte measurements
DK3291038T3 (da) 2016-08-31 2021-10-18 Sartorius Stedim Biotech Gmbh Kontrol og overvågning af en proces til fremstilling af et kemisk, farmaceutisk eller bioteknologisk produkt
IL272472B2 (en) * 2017-10-16 2026-05-01 Regeneron Pharma In-situ Raman spectroscopy systems and methods for controlling process variables in cell cultures
US10810408B2 (en) * 2018-01-26 2020-10-20 Viavi Solutions Inc. Reduced false positive identification for spectroscopic classification

Also Published As

Publication number Publication date
AU2019365102A1 (en) 2021-04-29
BR112021007611A2 (pt) 2021-07-27
ES3041713T3 (en) 2025-11-13
MX2021004510A (es) 2021-06-08
LT3870957T (lt) 2025-10-10
CN112912716B (zh) 2025-04-11
WO2020086635A1 (en) 2020-04-30
FI3870957T3 (fi) 2025-09-30
IL281977B1 (en) 2024-11-01
DK3870957T3 (da) 2025-09-29
JP2022512775A (ja) 2022-02-07
CN112912716A (zh) 2021-06-04
US20220128474A1 (en) 2022-04-28
TW202033949A (zh) 2020-09-16
PT3870957T (pt) 2025-09-01
CL2021001024A1 (es) 2021-09-24
KR20210078531A (ko) 2021-06-28
SG11202103232WA (en) 2021-05-28
EP3870957A1 (en) 2021-09-01
IL281977B2 (en) 2025-03-01
EP3870957B1 (en) 2025-07-16
JP7601760B2 (ja) 2024-12-17
AU2025205401A1 (en) 2025-07-31
IL281977A (en) 2021-05-31
HUE072452T2 (hu) 2025-11-28
TWI844570B (zh) 2024-06-11
PL3870957T3 (pl) 2025-11-17
SI3870957T1 (sl) 2025-10-30

Similar Documents

Publication Publication Date Title
EP3870957B1 (en) Automatic calibration and automatic maintenance of spectroscopic models for real-time predictions
WO2023076318A1 (en) Deep learning-based prediction for monitoring of pharmaceuticals using spectroscopy
US12352625B2 (en) Automated control of cell culture using Raman spectroscopy
Oitate et al. Prediction of human pharmacokinetics of therapeutic monoclonal antibodies from simple allometry of monkey data
JP2020530103A (ja) 質量分析法による分析用ポリペプチド試料のリアルタイム調製のためのシステム及び方法
KR20220084321A (ko) 라만 분광법에 기반한 생물학적 제제의 식별을 위한 구성가능한 휴대용 생물학적 분석기
KR20250110237A (ko) 중적외선 분광법을 통한 바이오 생산 공정 모니터링 및 제어를 위한 시스템 및 방법
HK40053280A (en) Automatic calibration and automatic maintenance of spectroscopic models for real-time predictions
HK40053280B (en) Automatic calibration and automatic maintenance of spectroscopic models for real-time predictions
BR112021007611B1 (pt) Método implementado por computador, sistema de espectroscopia, mídia legível por computador não transitória e sistema de biorreator para calibração automática e manutenção automática de modelos espectroscópicos raman para previsões em tempo real
EA043314B1 (ru) Автоматическая калибровка и автоматическое обслуживание рамановских спектроскопических моделей для предсказаний в реальном времени
US20230071627A1 (en) Multivariate Bracketing Approach for Sterile Filter Validation
TW202016125A (zh) 用於定量及調節蛋白質黏度之系統與方法
KR20260003216A (ko) 인공지능을 이용한 라만 분광법에 기반한 생물학적 제제의 식별을 위한 구성가능한 휴대용 생물학적 분석기
US20260080272A1 (en) Predictive model to evaluate processing time impacts
KR20230150300A (ko) 단백질 점도를 정량화하고 변경시키기 위한 시스템 및 방법
EA052158B1 (ru) Применение рамановской спектроскопии для последующей очистки

Legal Events

Date Code Title Description
MFA Maintenance fee for application paid

Free format text: FEE DESCRIPTION TEXT: MF (APPLICATION, 5TH ANNIV.) - STANDARD

Year of fee payment: 5

U00 Fee paid

Free format text: ST27 STATUS EVENT CODE: A-1-1-U10-U00-U101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE REQUEST RECEIVED

Effective date: 20240930

U11 Full renewal or maintenance fee paid

Free format text: ST27 STATUS EVENT CODE: A-1-1-U10-U11-U102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE FEE PAYMENT DETERMINED COMPLIANT

Effective date: 20240930

Free format text: ST27 STATUS EVENT CODE: A-1-1-U10-U11-U102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE FEE PAYMENT PAID IN FULL

Effective date: 20240930

D11 Substantive examination requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-D10-D11-D117 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: REQUEST FOR EXAMINATION RECEIVED

Effective date: 20241016

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P11-P101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT RECEIVED - VOLUNTARY AMENDMENT

Effective date: 20241016

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-1-1-W10-W00-W111 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: CORRESPONDENT DETERMINED COMPLIANT

Effective date: 20241118

D00 Search and/or examination requested or commenced

Free format text: ST27 STATUS EVENT CODE: A-1-1-D10-D00-D118 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: REQUEST FOR EXAMINATION REQUIREMENTS DETERMINED COMPLIANT

Effective date: 20241212

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P11-P102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT DETERMINED COMPLIANT

Effective date: 20241212

P13 Application amended

Free format text: ST27 STATUS EVENT CODE: A-1-1-P10-P13-X000 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: APPLICATION AMENDED

Effective date: 20241212

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-1-1-W10-W00-W111 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: CORRESPONDENT DETERMINED COMPLIANT

Effective date: 20241212

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-1-1-W10-W00-W100 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: LETTER SENT

Effective date: 20250424

D11 Substantive examination requested

Free format text: ST27 STATUS EVENT CODE: A-1-2-D10-D11-D155 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: ALL REQUIREMENTS FOR EXAMINATION DETERMINED COMPLIANT

Effective date: 20250501

MFA Maintenance fee for application paid

Free format text: FEE DESCRIPTION TEXT: MF (APPLICATION, 6TH ANNIV.) - STANDARD

Year of fee payment: 6

U00 Fee paid

Free format text: ST27 STATUS EVENT CODE: A-2-2-U10-U00-U101 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE REQUEST RECEIVED

Effective date: 20250925

U11 Full renewal or maintenance fee paid

Free format text: ST27 STATUS EVENT CODE: A-2-2-U10-U11-U102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: MAINTENANCE FEE PAYMENT PAID IN FULL

Effective date: 20250925

D15 Examination report completed

Free format text: ST27 STATUS EVENT CODE: A-2-2-D10-D15-D126 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: EXAMINER'S REPORT

Effective date: 20251103

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-2-2-P10-P11-P100 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT RECEIVED - RESPONSE TO EXAMINER'S REQUISITION

Effective date: 20260302

P11 Amendment of application requested

Free format text: ST27 STATUS EVENT CODE: A-2-2-P10-P11-P102 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: AMENDMENT DETERMINED COMPLIANT

Effective date: 20260311

P13 Application amended

Free format text: ST27 STATUS EVENT CODE: A-2-2-P10-P13-X000 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: APPLICATION AMENDED

Effective date: 20260311

W00 Other event occurred

Free format text: ST27 STATUS EVENT CODE: A-2-2-W10-W00-W111 (AS PROVIDED BY THE NATIONAL OFFICE); EVENT TEXT: CORRESPONDENT DETERMINED COMPLIANT

Effective date: 20260311