Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra

Antibody titer and viable cell density (VCD) are two important parameters that need to be closely monitored during the process of cell line development and manufacturing of therapeutic antibodies. Typically, determination of each parameter requires 10–100 μL of supernatant sample, which is not suita...

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Main Authors: Salinthip Jarusintanakorn, Chutima Phechkrajang, Putthiporn Khongkaew, Enrico Mastrobattista, Montarop Yamabhai
Other Authors: Utrechts Instituut voor Farmaceutische Wetenschappen
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Published: 2022
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/76050
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spelling th-mahidol.760502022-08-04T15:22:24Z Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra Salinthip Jarusintanakorn Chutima Phechkrajang Putthiporn Khongkaew Enrico Mastrobattista Montarop Yamabhai Utrechts Instituut voor Farmaceutische Wetenschappen Suranaree University of Technology Mahidol University Burapha University Biochemistry, Genetics and Molecular Biology Chemistry Antibody titer and viable cell density (VCD) are two important parameters that need to be closely monitored during the process of cell line development and manufacturing of therapeutic antibodies. Typically, determination of each parameter requires 10–100 μL of supernatant sample, which is not suitable for small scale cultivation. In this study, we demonstrated that as low as 2 μL of culture supernatants were sufficient for the analysis using UV-Vis spectrum assisted with partial least squares (PLS) model. The results indicated that the optimal PLS models could be used to predict antibody titer and VCD with the linear relationship between reference values and predicted values at R2 values ranging from 0.8 to > 0.9 in supernatant samples obtained from four different single clones and in polyclones that were cultured in various selection stringencies. Then, the percentage of cell viability and productivity were predicted from a set of samples of polyclones. The results indicated that while all predicted % cell viability were very similar to the actual value at RSEP value of 6.7 and R2 of 0.8908, the predicted productivity from 14 of 18 samples were closed to the reference measurements at RSEP value of 22.4 and R2 of 0.8522. These results indicated that UV-Vis combined with PLS has potential to be used for monitoring antibody titer, VCD, and % cell viability for both online and off-line therapeutic production process. Graphical abstract: [Figure not available: see fulltext.]. 2022-08-04T08:06:15Z 2022-08-04T08:06:15Z 2021-09-01 Article Analytical and Bioanalytical Chemistry. Vol.413, No.23 (2021), 5743-5753 10.1007/s00216-021-03549-4 16182650 16182642 2-s2.0-85114093523 https://repository.li.mahidol.ac.th/handle/123456789/76050 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85114093523&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Biochemistry, Genetics and Molecular Biology
Chemistry
spellingShingle Biochemistry, Genetics and Molecular Biology
Chemistry
Salinthip Jarusintanakorn
Chutima Phechkrajang
Putthiporn Khongkaew
Enrico Mastrobattista
Montarop Yamabhai
Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
description Antibody titer and viable cell density (VCD) are two important parameters that need to be closely monitored during the process of cell line development and manufacturing of therapeutic antibodies. Typically, determination of each parameter requires 10–100 μL of supernatant sample, which is not suitable for small scale cultivation. In this study, we demonstrated that as low as 2 μL of culture supernatants were sufficient for the analysis using UV-Vis spectrum assisted with partial least squares (PLS) model. The results indicated that the optimal PLS models could be used to predict antibody titer and VCD with the linear relationship between reference values and predicted values at R2 values ranging from 0.8 to > 0.9 in supernatant samples obtained from four different single clones and in polyclones that were cultured in various selection stringencies. Then, the percentage of cell viability and productivity were predicted from a set of samples of polyclones. The results indicated that while all predicted % cell viability were very similar to the actual value at RSEP value of 6.7 and R2 of 0.8908, the predicted productivity from 14 of 18 samples were closed to the reference measurements at RSEP value of 22.4 and R2 of 0.8522. These results indicated that UV-Vis combined with PLS has potential to be used for monitoring antibody titer, VCD, and % cell viability for both online and off-line therapeutic production process. Graphical abstract: [Figure not available: see fulltext.].
author2 Utrechts Instituut voor Farmaceutische Wetenschappen
author_facet Utrechts Instituut voor Farmaceutische Wetenschappen
Salinthip Jarusintanakorn
Chutima Phechkrajang
Putthiporn Khongkaew
Enrico Mastrobattista
Montarop Yamabhai
format Article
author Salinthip Jarusintanakorn
Chutima Phechkrajang
Putthiporn Khongkaew
Enrico Mastrobattista
Montarop Yamabhai
author_sort Salinthip Jarusintanakorn
title Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
title_short Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
title_full Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
title_fullStr Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
title_full_unstemmed Determination of Chinese hamster ovary (CHO) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of UV-Vis spectra
title_sort determination of chinese hamster ovary (cho) cell densities and antibody titers from small volumes of cell culture supernatants using multivariate analysis and partial least squares regression of uv-vis spectra
publishDate 2022
url https://repository.li.mahidol.ac.th/handle/123456789/76050
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