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Rapid reagentless quantification of alginate biosynthesis in Pseudomonas fluorescens bacteria mutants using FT-IR spectroscopy coupled to multivariate partial least squares regression

Abstract

Alginate is an important medical and commercial product and currently is isolated from seaweeds. Certain microorganisms also produce alginate and these polymers have the potential to replace seaweed alginates in some applications, mainly because such production will allow much better and more reproducible control of critical qualitative polymer properties. The research conducted here presents the development of a new approach to this problem by analysing a transposon insertion mutant library constructed in an alginate-producing derivative of the Pseudomonas fluorescens strain SBW25. The procedure is based on the non-destructive and reagent-free method of Fourier transform infrared (FT-IR) spectroscopy which is used to generate a complex biochemical infrared fingerprint of the medium after bacterial growth. First, we investigate the potential differences caused by the growth media fructose and glycerol on the bacterial phenotype and alginate synthesis in 193 selected P. fluorescens mutants and show that clear phenotypic differences are observed in the infrared fingerprints. In order to quantify the level of the alginate we also report the construction and interpretation of multivariate partial least squares regression models which were able to quantify alginate levels successfully with typical normalized root-mean-square error in predictions of only approximately 14 %. We have demonstrated that this high-throughput approach can be implemented in alginate screens and we believe that this FT-IR spectroscopic methodology, when combined with the most appropriate chemometrics, could easily be modified for the quantification of other valuable microbial products and play a valuable screening role for synthetic biology.

Category

Academic article

Language

English

Author(s)

  • Elon Correa
  • Håvard Sletta
  • David I. Ellis
  • Sunniva Hoel
  • Helga Ertesvåg
  • Trond Erling Ellingsen
  • Svein Valla
  • Royston Goodacre

Affiliation

  • University of Manchester
  • SINTEF Industry / Biotechnology and Nanomedicine
  • Norwegian University of Science and Technology

Year

2012

Published in

Analytical and Bioanalytical Chemistry

ISSN

1618-2642

Publisher

Springer

Volume

403

Issue

9

Page(s)

2591 - 2599

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