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acesnik avatar acesnik commented on August 14, 2024 1

But currently, I don't believe we support Numpress compression.

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acesnik avatar acesnik commented on August 14, 2024

We could use this Numpress implementation. https://github.com/topdownproteomics/sdk/tree/master/src/TopDownProteomics/Tools

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trishorts avatar trishorts commented on August 14, 2024

Mol Cell Proteomics. 2014 Jun; 13(6): 1537–1542.
Published online 2014 Mar 27. doi: 10.1074/mcp.O114.037879
PMCID: PMC4047472
PMID: 24677029
Numerical Compression Schemes for Proteomics Mass Spectrometry Data*
Johan Teleman,‡ Andrew W. Dowsey,§¶ Faviel F. Gonzalez-Galarza,‖ Simon Perkins,‖ Brian Pratt,** Hannes L. Röst,‡‡ Lars Malmström,‡‡ Johan Malmström,§§ Andrew R. Jones,‖ Eric W. Deutsch,¶¶,a,b and Fredrik Levander‡‖‖,b
Author information ► Article notes ► Copyright and License information ► Disclaimer
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Abstract
The open XML format mzML, used for representation of MS data, is pivotal for the development of platform-independent MS analysis software. Although conversion from vendor formats to mzML must take place on a platform on which the vendor libraries are available (i.e. Windows), once mzML files have been generated, they can be used on any platform. However, the mzML format has turned out to be less efficient than vendor formats. In many cases, the naïve mzML representation is fourfold or even up to 18-fold larger compared with the original vendor file. In disk I/O limited setups, a larger data file also leads to longer processing times, which is a problem given the data production rates of modern mass spectrometers. In an attempt to reduce this problem, we here present a family of numerical compression algorithms called MS-Numpress, intended for efficient compression of MS data. To facilitate ease of adoption, the algorithms target the binary data in the mzML standard, and support in main proteomics tools is already available. Using a test set of 10 representative MS data files we demonstrate typical file size decreases of 90% when combined with traditional compression, as well as read time decreases of up to 50%. It is envisaged that these improvements will be beneficial for data handling within the MS community.

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