An evolving computational platform for biological mass spectrometry: workflows, statistics and data mining with MASSyPup64

An evolving computational platform for biological mass spectrometry: workflows, statistics and data mining with MASSyPup64

In biological mass spectrometry, crude instrumental data need to be converted into meaningful theoretical models. Several data processing and data evaluation steps are required to come to the final results. These operations are often difficult to reproduce, because of too specific computing platforms. This effect, known as 'workflow decay', can be diminished by using a standardized informatic i...

A Peer-reviewed Version of This Preprint Was Published in Peerj on 17 an Evolving Computational Platform for Biological Mass Spectrometry: Work-flows, Statistics and Data Mining with Massypup64 4

9 In biological mass spectrometry, crude instrumental data need to be converted into meaningful theoretical models. Several data processing and data evaluation steps are required to come to the final results. These operations are often difficult to reproduce, because of too specific computing platforms. This effect, known as ’workflow decay’, can be diminished by using a standardized informatic...

Workflows for automated downstream data analysis and visualization in large-scale computational mass spectrometry

MS-based proteomics and metabolomics are rapidly evolving research fields driven by the development of novel instruments, experimental approaches, and analysis methods. Monolithic analysis tools perform well on single tasks but lack the flexibility to cope with the constantly changing requirements and experimental setups. Workflow systems, which combine small processing tools into complex analy...

An Evolving Computational Platform for 1

9 In biological mass spectrometry, crude instrumental data need to be converted into meaningful theoretical models. Several data processing and data evaluation steps are required to come to the final results. These operations are often difficult to reproduce, because of too specific computing platforms. This effect, known as ’workflow decay’, can be diminished by using a standardized informatic...

Challenges in Computational Statistics and Data Mining