MX2021004510A - Calibracion automatica y mantenimiento automatico de modelos espectroscopicos de raman para predicciones en tiempo real. - Google Patents

Calibracion automatica y mantenimiento automatico de modelos espectroscopicos de raman para predicciones en tiempo real.

Info

Publication number
MX2021004510A
MX2021004510A MX2021004510A MX2021004510A MX2021004510A MX 2021004510 A MX2021004510 A MX 2021004510A MX 2021004510 A MX2021004510 A MX 2021004510A MX 2021004510 A MX2021004510 A MX 2021004510A MX 2021004510 A MX2021004510 A MX 2021004510A
Authority
MX
Mexico
Prior art keywords
observation
data sets
biopharmaceutical
automatic
real
Prior art date
Application number
MX2021004510A
Other languages
English (en)
Inventor
Aditya Tulsyan
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
Application filed by Amgen Inc filed Critical Amgen Inc
Publication of MX2021004510A publication Critical patent/MX2021004510A/es

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/62Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light
    • G01N21/63Systems in which the material investigated is excited whereby it emits light or causes a change in wavelength of the incident light optically excited
    • G01N21/65Raman scattering
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12MAPPARATUS 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
    • C12M41/00Means for regulation, monitoring, measurement or control, e.g. flow regulation
    • C12M41/48Automatic or computerized control
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01JMEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/28Investigating the spectrum
    • G01J3/44Raman spectrometry; Scattering spectrometry ; Fluorescence spectrometry
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/48Biological material, e.g. blood, urine; Haemocytometers
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/04Inference or reasoning models
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84Systems specially adapted for particular applications
    • G01N2021/8411Application to online plant, process monitoring
    • G01N2021/8416Application to online plant, process monitoring and process controlling, not otherwise provided for
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00Features of devices classified in G01N21/00
    • G01N2201/12Circuits of general importance; Signal processing
    • G01N2201/127Calibration; base line adjustment; drift compensation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00Features of devices classified in G01N21/00
    • G01N2201/12Circuits of general importance; Signal processing
    • G01N2201/129Using chemometrical methods

Abstract

Un método para monitorizar y/o controlar un proceso biofarmacéutico incluye determinar un punto de consulta asociado con la exploración del proceso mediante un sistema de espectroscopía (por ejemplo, un sistema de espectroscopía de Raman), y consultar una base de datos de observación que contiene conjuntos de datos de observación asociados con observaciones pasadas de procesos biofarmacéuticos. Cada uno de los conjuntos de datos de observación incluye datos espectrales y una medición analítica real correspondiente. Consultar la base de datos de observación incluye seleccionar como datos de entrenamiento, de entre los conjuntos de datos de observación, los conjuntos de datos que satisfacen uno o más criterios de relevancia con respecto al punto de consulta. El método también incluye usar los datos de entrenamiento seleccionados para calibrar un modelo local específico para el proceso biofarmacéutico. El modelo local (por ejemplo, un modelo de proceso gaussiano) se entrena para predecir mediciones analíticas basándose en entradas de datos espectrales. El método también incluye usar el modelo local para predecir una medición analítica del proceso biofarmacéutico.
MX2021004510A 2018-10-23 2019-10-23 Calibracion automatica y mantenimiento automatico de modelos espectroscopicos de raman para predicciones en tiempo real. MX2021004510A (es)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201862749359P 2018-10-23 2018-10-23
US201962833044P 2019-04-12 2019-04-12
US201962864565P 2019-06-21 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
MX2021004510A true MX2021004510A (es) 2021-06-08

Family

ID=70331744

Family Applications (1)

Application Number Title Priority Date Filing Date
MX2021004510A MX2021004510A (es) 2018-10-23 2019-10-23 Calibracion automatica y mantenimiento automatico de modelos espectroscopicos de raman para predicciones en tiempo real.

Country Status (14)

Country Link
US (1) US20220128474A1 (es)
EP (1) EP3870957A1 (es)
JP (1) JP2022512775A (es)
KR (1) KR20210078531A (es)
CN (1) CN112912716A (es)
AU (1) AU2019365102A1 (es)
BR (1) BR112021007611A2 (es)
CA (1) CA3115296A1 (es)
CL (1) CL2021001024A1 (es)
IL (1) IL281977A (es)
MX (1) MX2021004510A (es)
SG (1) SG11202103232WA (es)
TW (1) TW202033949A (es)
WO (1) WO2020086635A1 (es)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2021535739A (ja) 2018-08-27 2021-12-23 リジェネロン・ファーマシューティカルズ・インコーポレイテッド 下流精製でのラマン分光法の使用
WO2020251997A2 (en) * 2019-06-10 2020-12-17 Waters Technologies Corporation Techniques for analytical instrument performance diagnostics
MX2023003687A (es) * 2020-10-01 2023-04-20 Amgen Inc Modelado predictivo hibrido y el control de cultivo celular.
US20220138557A1 (en) * 2020-11-04 2022-05-05 Adobe Inc. Deep Hybrid Graph-Based Forecasting Systems
DE102021100531B3 (de) * 2021-01-13 2022-03-31 BioThera Institut GmbH Apparatur zum Steuern eines Prozesses sowie zugehöriges Steuerungsverfahren
EP4352200A1 (en) * 2021-06-09 2024-04-17 Amgen Inc. Assessing packed cell volume for cell cultures
WO2023076318A1 (en) 2021-10-27 2023-05-04 Amgen Inc. Deep learning-based prediction for monitoring of pharmaceuticals using spectroscopy
JP2023124433A (ja) * 2022-02-25 2023-09-06 株式会社日立製作所 評価システム及び評価方法
US20230279332A1 (en) * 2022-03-01 2023-09-07 Amgen Inc. Hybrid Predictive Modeling for Control of Cell Culture
WO2024046603A1 (en) * 2022-08-29 2024-03-07 Büchi Labortechnik AG Methods for providing a predictive model for spectroscopy and calibrating a spectroscopic device
WO2024049725A1 (en) * 2022-08-29 2024-03-07 Amgen Inc. Predictive model to evaluate processing time impacts
WO2024059092A1 (en) 2022-09-14 2024-03-21 Amgen Inc. Just-in-time learning with variational autoencoder for cell culture process monitoring and/or control

Family Cites Families (27)

* 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
TR200003087T2 (tr) 1998-04-21 2001-02-21 Micromet Ag Yeni CD19 X CD3 Spesifik polipeptidler ve kullanımları
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
EP2272864A3 (en) 2002-12-20 2011-02-16 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
BRPI0415457A (pt) 2003-10-16 2006-12-05 Micromet Ag constructo de ligação especìfico de cd3 citotoxicamente ativo, seu processo de produção, composição compreendendo o mesmo, seqüência de ácido nucléico, vetor, hospedeiro, seus usos na preparação de uma composição farmacêutica e kit compreendendo os mesmo
PL2520590T3 (pl) 2007-04-03 2019-02-28 Amgen Research (Munich) Gmbh Domena wiążąca wykazująca krzyżową swoistość gatunkową
WO2009038908A1 (en) * 2007-08-13 2009-03-26 C8 Medisensors Inc. Calibrated analyte concentration measurements in mixtures
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
US20140114676A1 (en) * 2012-10-23 2014-04-24 Theranos, Inc. Drug Monitoring and Regulation Systems and Methods
US20140302037A1 (en) 2013-03-15 2014-10-09 Amgen Inc. BISPECIFIC-Fc MOLECULES
EP2970449B1 (en) 2013-03-15 2019-09-25 Amgen Research (Munich) GmbH Single chain binding molecules comprising n-terminal abp
CA2903258C (en) 2013-03-15 2019-11-26 Amgen Inc. Heterodimeric bispecific antibodies
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
US20160257748A1 (en) 2013-09-25 2016-09-08 Amgen Inc. V-c-fc-v-c antibody
WO2016004322A2 (en) * 2014-07-02 2016-01-07 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
WO2017083593A1 (en) * 2015-11-10 2017-05-18 Massachusetts Institute Of Technology Systems and methods for sampling calibration of non-invasive analyte measurements
EA039859B1 (ru) 2016-02-03 2022-03-21 Эмджен Рисерч (Мюник) Гмбх Биспецифические конструкты антител, связывающие egfrviii и cd3

Also Published As

Publication number Publication date
TW202033949A (zh) 2020-09-16
EP3870957A1 (en) 2021-09-01
BR112021007611A2 (pt) 2021-07-27
CN112912716A (zh) 2021-06-04
IL281977A (en) 2021-05-31
AU2019365102A1 (en) 2021-04-29
WO2020086635A1 (en) 2020-04-30
JP2022512775A (ja) 2022-02-07
KR20210078531A (ko) 2021-06-28
CL2021001024A1 (es) 2021-09-24
US20220128474A1 (en) 2022-04-28
CA3115296A1 (en) 2020-04-30
SG11202103232WA (en) 2021-05-28

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