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Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery
BACKGROUND: Mass spectrometry is one of the most important techniques in the field of proteomics. MALDI-TOF mass spectrometry has become popular during the last decade due to its high speed and sensitivity for detecting proteins and peptides. MALDI-TOF-MS can be also used in combination with Machine...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4595311/ https://www.ncbi.nlm.nih.gov/pubmed/26437641 http://dx.doi.org/10.1186/s12859-015-0752-4 |
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author | López-Fernández, H. Santos, H. M. Capelo, J. L. Fdez-Riverola, F. Glez-Peña, D. Reboiro-Jato, M. |
author_facet | López-Fernández, H. Santos, H. M. Capelo, J. L. Fdez-Riverola, F. Glez-Peña, D. Reboiro-Jato, M. |
author_sort | López-Fernández, H. |
collection | PubMed |
description | BACKGROUND: Mass spectrometry is one of the most important techniques in the field of proteomics. MALDI-TOF mass spectrometry has become popular during the last decade due to its high speed and sensitivity for detecting proteins and peptides. MALDI-TOF-MS can be also used in combination with Machine Learning techniques and statistical methods for knowledge discovery. Although there are many software libraries and tools that can be combined for these kind of analysis, there is still a need for all-in-one solutions with graphical user-friendly interfaces and avoiding the need of programming skills. RESULTS: Mass-Up, an open software multiplatform application for MALDI-TOF-MS knowledge discovery is herein presented. Mass-Up software allows data preprocessing, as well as subsequent analysis including (i) biomarker discovery, (ii) clustering, (iii) biclustering, (iv) three-dimensional PCA visualization and (v) classification of large sets of spectra data. CONCLUSIONS: Mass-Up brings knowledge discovery within reach of MALDI-TOF-MS researchers. Mass-Up is distributed under license GPLv3 and it is open and free to all users at http://sing.ei.uvigo.es/mass-up. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-015-0752-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4595311 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-45953112015-10-08 Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery López-Fernández, H. Santos, H. M. Capelo, J. L. Fdez-Riverola, F. Glez-Peña, D. Reboiro-Jato, M. BMC Bioinformatics Software BACKGROUND: Mass spectrometry is one of the most important techniques in the field of proteomics. MALDI-TOF mass spectrometry has become popular during the last decade due to its high speed and sensitivity for detecting proteins and peptides. MALDI-TOF-MS can be also used in combination with Machine Learning techniques and statistical methods for knowledge discovery. Although there are many software libraries and tools that can be combined for these kind of analysis, there is still a need for all-in-one solutions with graphical user-friendly interfaces and avoiding the need of programming skills. RESULTS: Mass-Up, an open software multiplatform application for MALDI-TOF-MS knowledge discovery is herein presented. Mass-Up software allows data preprocessing, as well as subsequent analysis including (i) biomarker discovery, (ii) clustering, (iii) biclustering, (iv) three-dimensional PCA visualization and (v) classification of large sets of spectra data. CONCLUSIONS: Mass-Up brings knowledge discovery within reach of MALDI-TOF-MS researchers. Mass-Up is distributed under license GPLv3 and it is open and free to all users at http://sing.ei.uvigo.es/mass-up. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12859-015-0752-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-10-05 /pmc/articles/PMC4595311/ /pubmed/26437641 http://dx.doi.org/10.1186/s12859-015-0752-4 Text en © López-Fernández et al. 2015 Open AccessThis 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. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Software López-Fernández, H. Santos, H. M. Capelo, J. L. Fdez-Riverola, F. Glez-Peña, D. Reboiro-Jato, M. Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title | Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title_full | Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title_fullStr | Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title_full_unstemmed | Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title_short | Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery |
title_sort | mass-up: an all-in-one open software application for maldi-tof mass spectrometry knowledge discovery |
topic | Software |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4595311/ https://www.ncbi.nlm.nih.gov/pubmed/26437641 http://dx.doi.org/10.1186/s12859-015-0752-4 |
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