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Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging

Mass spectrometry imaging (MSI) has provided many results with translational character, which still have to be proven robust in large patient cohorts and across different centers. Although formalin-fixed paraffin-embedded (FFPE) specimens are most common in clinical practice, no MSI multicenter stud...

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Autores principales: Buck, Achim, Heijs, Bram, Beine, Birte, Schepers, Jan, Cassese, Alberto, Heeren, Ron M. A., McDonnell, Liam A., Henkel, Corinna, Walch, Axel, Balluff, Benjamin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6096706/
https://www.ncbi.nlm.nih.gov/pubmed/29968108
http://dx.doi.org/10.1007/s00216-018-1216-2
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author Buck, Achim
Heijs, Bram
Beine, Birte
Schepers, Jan
Cassese, Alberto
Heeren, Ron M. A.
McDonnell, Liam A.
Henkel, Corinna
Walch, Axel
Balluff, Benjamin
author_facet Buck, Achim
Heijs, Bram
Beine, Birte
Schepers, Jan
Cassese, Alberto
Heeren, Ron M. A.
McDonnell, Liam A.
Henkel, Corinna
Walch, Axel
Balluff, Benjamin
author_sort Buck, Achim
collection PubMed
description Mass spectrometry imaging (MSI) has provided many results with translational character, which still have to be proven robust in large patient cohorts and across different centers. Although formalin-fixed paraffin-embedded (FFPE) specimens are most common in clinical practice, no MSI multicenter study has been reported for FFPE samples. Here, we report the results of the first round robin MSI study on FFPE tissues with the goal to investigate the consequences of inter- and intracenter technical variation on masking biological effects. A total of four centers were involved with similar MSI instrumentation and sample preparation equipment. A FFPE multi-organ tissue microarray containing eight different types of tissue was analyzed on a peptide and metabolite level, which enabled investigating different molecular and biological differences. Statistical analyses revealed that peptide intercenter variation was significantly lower and metabolite intercenter variation was significantly higher than the respective intracenter variations. When looking at relative univariate effects of mass signals with statistical discriminatory power, the metabolite data was more reproducible across centers compared to the peptide data. With respect to absolute effects (cross-center common intensity scale), multivariate classifiers were able to reach on average > 90% accuracy for peptides and > 80% for metabolites if trained with sufficient amount of cross-center data. Overall, our study showed that MSI data from FFPE samples could be reproduced to a high degree across centers. While metabolite data exhibited more reproducibility with respect to relative effects, peptide data-based classifiers were more directly transferable between centers and therefore more robust than expected. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00216-018-1216-2) contains supplementary material, which is available to authorized users.
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spelling pubmed-60967062018-08-24 Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging Buck, Achim Heijs, Bram Beine, Birte Schepers, Jan Cassese, Alberto Heeren, Ron M. A. McDonnell, Liam A. Henkel, Corinna Walch, Axel Balluff, Benjamin Anal Bioanal Chem Research Paper Mass spectrometry imaging (MSI) has provided many results with translational character, which still have to be proven robust in large patient cohorts and across different centers. Although formalin-fixed paraffin-embedded (FFPE) specimens are most common in clinical practice, no MSI multicenter study has been reported for FFPE samples. Here, we report the results of the first round robin MSI study on FFPE tissues with the goal to investigate the consequences of inter- and intracenter technical variation on masking biological effects. A total of four centers were involved with similar MSI instrumentation and sample preparation equipment. A FFPE multi-organ tissue microarray containing eight different types of tissue was analyzed on a peptide and metabolite level, which enabled investigating different molecular and biological differences. Statistical analyses revealed that peptide intercenter variation was significantly lower and metabolite intercenter variation was significantly higher than the respective intracenter variations. When looking at relative univariate effects of mass signals with statistical discriminatory power, the metabolite data was more reproducible across centers compared to the peptide data. With respect to absolute effects (cross-center common intensity scale), multivariate classifiers were able to reach on average > 90% accuracy for peptides and > 80% for metabolites if trained with sufficient amount of cross-center data. Overall, our study showed that MSI data from FFPE samples could be reproduced to a high degree across centers. While metabolite data exhibited more reproducibility with respect to relative effects, peptide data-based classifiers were more directly transferable between centers and therefore more robust than expected. [Figure: see text] ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00216-018-1216-2) contains supplementary material, which is available to authorized users. Springer Berlin Heidelberg 2018-07-03 2018 /pmc/articles/PMC6096706/ /pubmed/29968108 http://dx.doi.org/10.1007/s00216-018-1216-2 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Research Paper
Buck, Achim
Heijs, Bram
Beine, Birte
Schepers, Jan
Cassese, Alberto
Heeren, Ron M. A.
McDonnell, Liam A.
Henkel, Corinna
Walch, Axel
Balluff, Benjamin
Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title_full Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title_fullStr Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title_full_unstemmed Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title_short Round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
title_sort round robin study of formalin-fixed paraffin-embedded tissues in mass spectrometry imaging
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6096706/
https://www.ncbi.nlm.nih.gov/pubmed/29968108
http://dx.doi.org/10.1007/s00216-018-1216-2
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