Combining ANOVA-PCA with POCHEMON to analyse micro-organism development in a polymicrobial environment

• Published in: Analytica chimica acta Vol. 963; pp. 1 - 16
• Main Authors: Geurts, Brigitte P., Neerincx, Anne H., Bertrand, Samuel, Leemans, Manja A.A.P., Postma, Geert J., Wolfender, Jean-Luc, Cristescu, Simona M., Buydens, Lutgarde M.C., Jansen, Jeroen J.
• Format: Journal Article
• Language: English
• Published: Netherlands Elsevier B.V 22-04-2017
• Subjects: Analysis of Variance; ANOVA-PCA; Chemistry Techniques, Analytical - methods; Chromatography, Liquid; Co-culture; Coculture Techniques; Gas Chromatography-Mass Spectrometry; Interspecies interaction; Micro-organism; Microbiology; POCHEMON; Principal Component Analysis; Micro-organism; Interspecies interaction; ANOVA-PCA; Co-culture; POCHEMON
• ISSN: 0003-2670; 1873-4324
• DOI: 10.1016/j.aca.2017.01.064

Revealing the biochemistry associated to micro-organismal interspecies interactions is highly relevant for many purposes. Each pathogen has a characteristic metabolic fingerprint that allows identification based on their unique multivariate biochemistry. When pathogen species come into mutual contact, their co-culture will display a chemistry that may be attributed both to mixing of the characteristic chemistries of the mono-cultures and to competition between the pathogens. Therefore, investigating pathogen development in a polymicrobial environment requires dedicated chemometric methods to untangle and focus upon these sources of variation. The multivariate data analysis method Projected Orthogonalised Chemical Encounter Monitoring (POCHEMON) is dedicated to highlight metabolites characteristic for the interaction of two micro-organisms in co-culture. However, this approach is currently limited to a single time-point, while development of polymicrobial interactions may be highly dynamic. A well-known multivariate implementation of Analysis of Variance (ANOVA) uses Principal Component Analysis (ANOVA-PCA). This allows the overall dynamics to be separated from the pathogen-specific chemistry to analyse the contributions of both aspects separately. For this reason, we propose to integrate ANOVA-PCA with the POCHEMON approach to disentangle the pathogen dynamics and the specific biochemistry in interspecies interactions. Two complementary case studies show great potential for both liquid and gas chromatography - mass spectrometry to reveal novel information on chemistry specific to interspecies interaction during pathogen development.
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•ANOVA-POCHEMON disentangles different information sources to study micro-organism development in a polymicrobial environment.•It combines ANOVA with PCA of the isolated interspecies interaction-related chemistry in pathogen development.•Two complementary co-culture studies show how it provides novel metabolic insight into interspecies interactions.