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Mass-Up: an all-in-one open software application for MALDI-TOF mass spectrometry knowledge discovery

机译:Mass-Up:用于MALDI-TOF质谱知识发现的多合一开放软件应用程序

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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 .
机译:背景质谱是蛋白质组学领域中最重要的技术之一。在过去的十年中,MALDI-TOF质谱仪因其检测蛋白质和多肽的高速度和灵敏性而广受欢迎。 MALDI-TOF-MS还可与机器学习技术和统计方法结合使用以进行知识发现。尽管可以将许多软件库和工具组合在一起进行此类分析,但是仍然需要具有图形化用户友好界面且无需编程技能的多合一解决方案。结果Mass-Up,本文介绍了用于MALDI-TOF-MS知识发现的开放软件多平台应用程序。 Mass-Up软件允许进行数据预处理和后续分析,包括(i)生物标志物发现,(ii)聚类,(iii)双聚类分析,(iv)三维PCA可视化和(v)大光谱数据集分类。结论Mass-Up为MALDI-TOF-MS研究人员提供了知识发现。 Mass-Up是根据GPLv3许可发行的,它对所有用户免费开放,网址为http://sing.ei.uvigo.es/mass-up。

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