Literature DB >> 23905163

Combined shifted-excitation Raman difference spectroscopy and support vector regression for monitoring the algal production of complex polysaccharides.

Kristina Noack1, Björn Eskofier, Johannes Kiefer, Christina Dilk, Georg Bilow, Matthias Schirmer, Rainer Buchholz, Alfred Leipertz.   

Abstract

The applicability of shifted-excitation Raman difference spectroscopy (SERDS) in combination with signal regression analysis as an alternative and non-invasive approach for monitoring the cultivation of phototrophic microorganisms producing complex molecules of pharmaceutical relevance in a bioreactor is demonstrated. As a model system, the cultivation of the red unicellular algae Porphyridium purpureum is used for focusing on the segregation of sulfated exopolysaccharides (EPS) which exhibit antiviral activity. The spectroscopic results obtained by partial linear least squares regression (PLSR) and by nonlinear support vector regression (SVR) are discussed against the corresponding results from the reference analytics based on the phenol-sulfuric acid assay. The SERDS-approach turns out to have strong potential as a non-invasive tool for online-monitoring of biotechnological processes.

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Year:  2013        PMID: 23905163     DOI: 10.1039/c3an01158e

Source DB:  PubMed          Journal:  Analyst        ISSN: 0003-2654            Impact factor:   4.616


  4 in total

1.  Breast Tumor Analysis Using Shifted-Excitation Raman Difference Spectroscopy (SERDS).

Authors:  Medhanie Tesfay Gebrekidan; Ramona Erber; Arndt Hartmann; Peter A Fasching; Julius Emons; Mathias W Beckmann; Andreas Braeuer
Journal:  Technol Cancer Res Treat       Date:  2018-01-01

2.  New methodology to process shifted excitation Raman difference spectroscopy data: a case study of pollen classification.

Authors:  F Korinth; A S Mondol; C Stiebing; I W Schie; C Krafft; J Popp
Journal:  Sci Rep       Date:  2020-07-08       Impact factor: 4.379

3.  Identification of Passion Fruit Oil Adulteration by Chemometric Analysis of FTIR Spectra.

Authors:  Johannes Kiefer; Anja I Lampe; Stefano F Nicoli; Massimo Lucarini; Alessandra Durazzo
Journal:  Molecules       Date:  2019-09-04       Impact factor: 4.411

4.  Wide Field Spectral Imaging with Shifted Excitation Raman Difference Spectroscopy Using the Nod and Shuffle Technique.

Authors:  Florian Korinth; Elmar Schmälzlin; Clara Stiebing; Tanya Urrutia; Genoveva Micheva; Christer Sandin; André Müller; Martin Maiwald; Bernd Sumpf; Christoph Krafft; Günther Tränkle; Martin M Roth; Jürgen Popp
Journal:  Sensors (Basel)       Date:  2020-11-24       Impact factor: 3.576

  4 in total

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