Biomass estimation in Pichia pastoris cultures by combined single‐wavelength fluorescence measurements. Issue 11 (3rd June 2016)

• Record Type: Journal Article
• Authors: Brunner, Vincent; Hussein, Mohamed; Becker, Thomas
• Is Part Of: Biotechnology and bioengineering. Volume 113:Issue 11(2016)
• Page Start: 2394
• Page End: 2402
• Publication Date: 2016-06-03
• Subjects: Pichia pastoris -- bioprocess monitoring -- biomass estimation -- fluorescence spectroscopy -- partial least squares regression -- principal component regression; Biotechnology -- Periodicals; Bioengineering -- Periodicals; 660.6
• DOI: 10.1002/bit.26003
• Languages: English
• ISSNs: 0006-3592

Abstract

ABSTRACT: In this work, the evolution of different biogenic fluorophores involved in the metabolism of Pichia pastoris was determined at four different single‐wavelength pairs (excitation/emission) during batch culture in microwell plates and used for effective and reliable biomass estimation by means of chemometric tools. The chemometric tools for biomass estimation were multiple linear regression (MLR), partial least squares regression (PLSR), and principal component regression (PCR). Variable importance in the projection (VIP) scores were used to rate the importance of model input variables, indicating tryptophan as the most important variable for biomass estimation. A direct correlation between the single fluorescence signals of tryptophan and biomass was additionally set up. Results indicate a successful fitting of the MLR, PLSR, PCR, and direct tryptophan correlation models for the present case and confirm the relevance of biogenic fluorophores for bioprocess state variables monitoring. The root mean squared error of prediction (RMSEP) between the predicted and measured values for the validation batches was 0.017, 0.023, 0.025, and 0.049 g L −1 dry cell weight for MLR, PLSR, PCR, and direct tryptophan correlation, respectively. The presented approach of indirectly measuring biomass based on combined single‐wavelength fluorescence measurements can be used for the development of a low‐cost alternative to 2D fluorescence spectroscopy. Biotechnol. Bioeng. 2016;113: 2394–2402. © 2016 Wiley Periodicals, Inc. Abstract : The manuscript shows that biomass concentrations of Pichia pastoris can be determined online by the measurement of single‐wavelength pairs (excitation/emission) of different biogenic fluorophores during batch culture. Chemometric tools are used to combine the information of tryptophan, NAD(P)H, and riboflavin signals for estimating biomass. Based on the findings, the development of a fluorometric sensor that excites only at specified wavelengths as alternative for data‐intensive and expensive 2D fluorescence spectroscopy seems promising.