On-line glucose monitoring by near infrared spectroscopy during the scale up steps of mammalian cell cultivation process development

Bence Kozma, András Salgó, Szilveszter Gergely

Research output: Contribution to journalArticle

1 Citation (Scopus)

Abstract

NIR spectroscopy is a non-destructive tool for in-situ, on-line bioprocess monitoring. One of its most frequent applications is the determination of metabolites during cultivation, especially glucose. Previous studies have usually investigated the applicability of Near Infrared (NIR) spectroscopy at one bioreactor scale but the effect of scale up was not explored. In this study, the complete scale up from shake flask (1 L) through 20 L, 100 L and 1000 L up to 5000 L bioreactor volume level was monitored with on-line NIR spectroscopy. The differences between runs and scales were examined using principal component analysis. The bioreactor runs were relatively similar regardless of scales but the shake flasks differed strongly from bioreactor runs. The glucose concentration throughout five 5000 L scale bioreactor runs were predicted by partial least squares regression models that were based on pre-processed spectra of bioreactor runs and combinations of them. The model that produced the lowest error of prediction (4.18 mM on a 29 mM concentration range) for all five runs in the prediction set was based on the combination of 20 L and 100 L data. This result demonstrated the capabilities and the limitations of an NIR system for glucose monitoring in mammalian cell cultivations.

Original languageEnglish
Pages (from-to)921-932
Number of pages12
JournalBioprocess and Biosystems Engineering
Volume42
Issue number6
DOIs
Publication statusPublished - Jun 1 2019

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Keywords

  • Glucose
  • Mammalian cells
  • Monitoring
  • NIR
  • PCA
  • PLS

ASJC Scopus subject areas

  • Biotechnology
  • Bioengineering

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