0000000001255378

AUTHOR

Christoph Herwig

0000-0003-2314-1458

showing 1 related works from this author

A rapid method for the differentiation of yeast cells grown under carbon and nitrogen-limited conditions by means of partial least squares discrimina…

2012

This paper shows the ease of application and usefulness of mid-IR measurements for the investigation of orthogonal cell states on the example of the analysis of Pichia pastoris cells. A rapid method for the discrimination of entire yeast cells grown under carbon and nitrogen-limited conditions based on the direct acquisition of mid-IR spectra and partial least squares discriminant analysis (PLS-DA) is described. The obtained PLS-DA model was extensively validated employing two different validation strategies: (i) statistical validation employing a method based on permutation testing and (ii) external validation splitting the available data into two independent sub-sets. The Variable Importa…

Time FactorsChemistry(all)Spectrophotometry InfraredNitrogenAnalytical chemistryInfrared spectroscopyPichiaArticleAnalytical ChemistryPichia pastorisPichia pastorisInfrared (IR) micro-spectroscopyPartial least squares regressionProcess controlPartial least squares-discriminant analysis (PLS-DA)Least-Squares AnalysisProjection (set theory)Cell ProliferationPrincipal Component AnalysisbiologyChemistryDiscriminant AnalysisReproducibility of ResultsLinear discriminant analysisbiology.organism_classificationDouble cross validation (2CV)YeastCarbonYeastCulture MediaPermutation testingPrincipal component analysisFeasibility StudiesBiological systemTalanta
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