Cargando…
mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on Standards-Compliant mzML and Optimized for Speed and Storage Requirements
[Image: see text] With ever-increasing amounts of data produced by mass spectrometry (MS) proteomics and metabolomics, and the sheer volume of samples now analyzed, the need for a common open format possessing both file size efficiency and faster read/write speeds has become paramount to drive the n...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2020
|
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7871438/ https://www.ncbi.nlm.nih.gov/pubmed/32864978 http://dx.doi.org/10.1021/acs.jproteome.0c00192 |
_version_ | 1783649008978231296 |
---|---|
author | Bhamber, Ranjeet S. Jankevics, Andris Deutsch, Eric W. Jones, Andrew R. Dowsey, Andrew W. |
author_facet | Bhamber, Ranjeet S. Jankevics, Andris Deutsch, Eric W. Jones, Andrew R. Dowsey, Andrew W. |
author_sort | Bhamber, Ranjeet S. |
collection | PubMed |
description | [Image: see text] With ever-increasing amounts of data produced by mass spectrometry (MS) proteomics and metabolomics, and the sheer volume of samples now analyzed, the need for a common open format possessing both file size efficiency and faster read/write speeds has become paramount to drive the next generation of data analysis pipelines. The Proteomics Standards Initiative (PSI) has established a clear and precise extensible markup language (XML) representation for data interchange, mzML, receiving substantial uptake; nevertheless, storage and file access efficiency has not been the main focus. We propose an HDF5 file format “mzMLb” that is optimized for both read/write speed and storage of the raw mass spectrometry data. We provide an extensive validation of the write speed, random read speed, and storage size, demonstrating a flexible format that with or without compression is faster than all existing approaches in virtually all cases, while with compression is comparable in size to proprietary vendor file formats. Since our approach uniquely preserves the XML encoding of the metadata, the format implicitly supports future versions of mzML and is straightforward to implement: mzMLb’s design adheres to both HDF5 and NetCDF4 standard implementations, which allows it to be easily utilized by third parties due to their widespread programming language support. A reference implementation within the established ProteoWizard toolkit is provided. |
format | Online Article Text |
id | pubmed-7871438 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-78714382021-02-10 mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on Standards-Compliant mzML and Optimized for Speed and Storage Requirements Bhamber, Ranjeet S. Jankevics, Andris Deutsch, Eric W. Jones, Andrew R. Dowsey, Andrew W. J Proteome Res [Image: see text] With ever-increasing amounts of data produced by mass spectrometry (MS) proteomics and metabolomics, and the sheer volume of samples now analyzed, the need for a common open format possessing both file size efficiency and faster read/write speeds has become paramount to drive the next generation of data analysis pipelines. The Proteomics Standards Initiative (PSI) has established a clear and precise extensible markup language (XML) representation for data interchange, mzML, receiving substantial uptake; nevertheless, storage and file access efficiency has not been the main focus. We propose an HDF5 file format “mzMLb” that is optimized for both read/write speed and storage of the raw mass spectrometry data. We provide an extensive validation of the write speed, random read speed, and storage size, demonstrating a flexible format that with or without compression is faster than all existing approaches in virtually all cases, while with compression is comparable in size to proprietary vendor file formats. Since our approach uniquely preserves the XML encoding of the metadata, the format implicitly supports future versions of mzML and is straightforward to implement: mzMLb’s design adheres to both HDF5 and NetCDF4 standard implementations, which allows it to be easily utilized by third parties due to their widespread programming language support. A reference implementation within the established ProteoWizard toolkit is provided. American Chemical Society 2020-08-31 2021-01-01 /pmc/articles/PMC7871438/ /pubmed/32864978 http://dx.doi.org/10.1021/acs.jproteome.0c00192 Text en Made available through a Creative Commons CC-BY License (http://pubs.acs.org/page/policy/authorchoice_ccby_termsofuse.html) |
spellingShingle | Bhamber, Ranjeet S. Jankevics, Andris Deutsch, Eric W. Jones, Andrew R. Dowsey, Andrew W. mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title | mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on
Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title_full | mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on
Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title_fullStr | mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on
Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title_full_unstemmed | mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on
Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title_short | mzMLb: A Future-Proof Raw Mass Spectrometry Data Format Based on
Standards-Compliant mzML and Optimized for Speed and Storage Requirements |
title_sort | mzmlb: a future-proof raw mass spectrometry data format based on
standards-compliant mzml and optimized for speed and storage requirements |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7871438/ https://www.ncbi.nlm.nih.gov/pubmed/32864978 http://dx.doi.org/10.1021/acs.jproteome.0c00192 |
work_keys_str_mv | AT bhamberranjeets mzmlbafutureproofrawmassspectrometrydataformatbasedonstandardscompliantmzmlandoptimizedforspeedandstoragerequirements AT jankevicsandris mzmlbafutureproofrawmassspectrometrydataformatbasedonstandardscompliantmzmlandoptimizedforspeedandstoragerequirements AT deutschericw mzmlbafutureproofrawmassspectrometrydataformatbasedonstandardscompliantmzmlandoptimizedforspeedandstoragerequirements AT jonesandrewr mzmlbafutureproofrawmassspectrometrydataformatbasedonstandardscompliantmzmlandoptimizedforspeedandstoragerequirements AT dowseyandreww mzmlbafutureproofrawmassspectrometrydataformatbasedonstandardscompliantmzmlandoptimizedforspeedandstoragerequirements |