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

BMC Bioinformatics(2015)

引用 82|浏览70
暂无评分
摘要
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 .
更多
查看译文
关键词
Mass spectrometry,MALDI-TOF-MS,Knowledge discovery,Machine learning,Biomarker discovery
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要