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Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis
INTRODUCTION: Reliable measurements of the protein content of biological fluids like serum or plasma can provide valuable input for the development of personalized medicine tests. Standard MALDI analysis typically only shows high abundance proteins, which limits its utility for test development. It...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6901224/ https://www.ncbi.nlm.nih.gov/pubmed/31815946 http://dx.doi.org/10.1371/journal.pone.0226012 |
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author | Tsypin, Maxim Asmellash, Senait Meyer, Krista Touchet, Brandon Roder, Heinrich |
author_facet | Tsypin, Maxim Asmellash, Senait Meyer, Krista Touchet, Brandon Roder, Heinrich |
author_sort | Tsypin, Maxim |
collection | PubMed |
description | INTRODUCTION: Reliable measurements of the protein content of biological fluids like serum or plasma can provide valuable input for the development of personalized medicine tests. Standard MALDI analysis typically only shows high abundance proteins, which limits its utility for test development. It also exhibits reproducibility issues with respect to quantitative measurements. In this paper we show how the sensitivity of MALDI profiling of intact proteins in unfractionated human serum can be substantially increased by exposing a sample to many more laser shots than are commonly used. Analytical reproducibility is also improved. METHODS: To assess what is theoretically achievable we utilized spectra from the same samples obtained over many years and combined them to generate MALDI spectral averages of up to 100,000,000 shots for a single sample, and up to 8,000,000 shots for a set of 40 different serum samples. Spectral attributes, such as number of peaks and spectral noise of such averaged spectra were investigated together with analytical reproducibility as a function of the number of shots. We confirmed that results were similar on MALDI instruments from different manufacturers. RESULTS: We observed an expected decrease of noise, roughly proportional to the square root of the number of shots, over the whole investigated range of the number of shots (5 orders of magnitude), resulting in an increase in the number of reliably detected peaks. The reproducibility of the amplitude of these peaks, measured by CV and concordance analysis also improves with very similar dependence on shot number, reaching median CVs below 2% for shot numbers > 4 million. Measures of analytical information content and association with biological processes increase with increasing number of shots. CONCLUSIONS: We demonstrate that substantially increasing the number of laser shots in a MALDI-TOF analysis leads to more informative and reliable data on the protein content of unfractionated serum. This approach has already been used in the development of clinical tests in oncology. |
format | Online Article Text |
id | pubmed-6901224 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-69012242019-12-13 Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis Tsypin, Maxim Asmellash, Senait Meyer, Krista Touchet, Brandon Roder, Heinrich PLoS One Research Article INTRODUCTION: Reliable measurements of the protein content of biological fluids like serum or plasma can provide valuable input for the development of personalized medicine tests. Standard MALDI analysis typically only shows high abundance proteins, which limits its utility for test development. It also exhibits reproducibility issues with respect to quantitative measurements. In this paper we show how the sensitivity of MALDI profiling of intact proteins in unfractionated human serum can be substantially increased by exposing a sample to many more laser shots than are commonly used. Analytical reproducibility is also improved. METHODS: To assess what is theoretically achievable we utilized spectra from the same samples obtained over many years and combined them to generate MALDI spectral averages of up to 100,000,000 shots for a single sample, and up to 8,000,000 shots for a set of 40 different serum samples. Spectral attributes, such as number of peaks and spectral noise of such averaged spectra were investigated together with analytical reproducibility as a function of the number of shots. We confirmed that results were similar on MALDI instruments from different manufacturers. RESULTS: We observed an expected decrease of noise, roughly proportional to the square root of the number of shots, over the whole investigated range of the number of shots (5 orders of magnitude), resulting in an increase in the number of reliably detected peaks. The reproducibility of the amplitude of these peaks, measured by CV and concordance analysis also improves with very similar dependence on shot number, reaching median CVs below 2% for shot numbers > 4 million. Measures of analytical information content and association with biological processes increase with increasing number of shots. CONCLUSIONS: We demonstrate that substantially increasing the number of laser shots in a MALDI-TOF analysis leads to more informative and reliable data on the protein content of unfractionated serum. This approach has already been used in the development of clinical tests in oncology. Public Library of Science 2019-12-09 /pmc/articles/PMC6901224/ /pubmed/31815946 http://dx.doi.org/10.1371/journal.pone.0226012 Text en © 2019 Tsypin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Tsypin, Maxim Asmellash, Senait Meyer, Krista Touchet, Brandon Roder, Heinrich Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title | Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title_full | Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title_fullStr | Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title_full_unstemmed | Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title_short | Extending the information content of the MALDI analysis of biological fluids via multi-million shot analysis |
title_sort | extending the information content of the maldi analysis of biological fluids via multi-million shot analysis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6901224/ https://www.ncbi.nlm.nih.gov/pubmed/31815946 http://dx.doi.org/10.1371/journal.pone.0226012 |
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