Literature DB >> 32303846

Raman spectroscopic based chemometric models to support a dynamic capacitance based cell culture feeding strategy.

Carl Rafferty1,2, Jim O'Mahony3, Rosemary Rea3, Barbara Burgoyne4, Karin M Balss5, Olav Lyngberg5, Caitlin O'Mahony-Hartnett6, Dan Hill7, Eugene Schaefer8.   

Abstract

Multiple process analytical technology (PAT) tools are now being applied in tandem for cell culture. Research presented used two in-line probes, capacitance for a dynamic feeding strategy and Raman spectroscopy for real-time monitoring. Data collected from eight batches at the 15,000 L scale were used to develop process models. Raman spectroscopic data were modelled using Partial Least Squares (PLS) by two methods-(1) use of the full dataset and (2) split the dataset based on the capacitance feeding strategy. Root mean square error of prediction (RMSEP) for the first model method of capacitance was 1.54 pf/cm and the second modelling method was 1.40 pf/cm. The second Raman method demonstrated results within expected process limits for capacitance and a 0.01% difference in total nutrient feed compared to the capacitance probe. Additional variables modelled using Raman spectroscopy were viable cell density (VCD), viability, average cell diameter, and viable cell volume (VCV).

Keywords:  Capacitance; Cell culture; Chemometric modelling; Dynamic feeding; Raman spectroscopy

Mesh:

Year:  2020        PMID: 32303846     DOI: 10.1007/s00449-020-02336-2

Source DB:  PubMed          Journal:  Bioprocess Biosyst Eng        ISSN: 1615-7591            Impact factor:   3.210


  3 in total

1.  Critical Evaluation of Spectral Resolution Enhancement Methods for Raman Hyperspectra.

Authors:  H Georg Schulze; Shreyas Rangan; Martha Z Vardaki; Michael W Blades; Robin F B Turner; James M Piret
Journal:  Appl Spectrosc       Date:  2021-12-22       Impact factor: 2.388

Review 2.  The role of Raman spectroscopy in biopharmaceuticals from development to manufacturing.

Authors:  Karen A Esmonde-White; Maryann Cuellar; Ian R Lewis
Journal:  Anal Bioanal Chem       Date:  2021-10-20       Impact factor: 4.142

3.  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.

Authors:  Salinthip Jarusintanakorn; Chutima Phechkrajang; Putthiporn Khongkaew; Enrico Mastrobattista; Montarop Yamabhai
Journal:  Anal Bioanal Chem       Date:  2021-09-02       Impact factor: 4.142

  3 in total

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