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Spec2PSM

A Framework for deep learning transformer encoder/decoder models to predict peptide sequence from spectra. This repo is a work in progress currently



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Potential datasets

https://www.ebi.ac.uk/pride/archive/projects/PXD054875 # Raw + Pepxml but theres a bunch of mods here # Orbitrap Eclipse https://www.ebi.ac.uk/pride/archive/projects/PXD054611 # mzml + mzid, no mods DDA but Q-exactive https://www.ebi.ac.uk/pride/archive/projects/PXD054199 # mzml + mzid, phos/acetyl Q-exactive https://www.ebi.ac.uk/pride/archive/projects/PXD019446 - Some potential here but its a tripleTOF instrument... https://www.ebi.ac.uk/pride/archive/projects/PXD007913 - Potential here but its complex https://www.ebi.ac.uk/pride/archive/projects/PXD013503 - Small but potential https://www.ebi.ac.uk/pride/archive/projects/PXD013445 - Again, small but potential https://www.ebi.ac.uk/pride/archive/projects/PXD006254 - Same https://www.ebi.ac.uk/pride/archive/projects/PXD024584 - Lots of data for mzid and mzml but potentially confusing because no metadata https://www.ebi.ac.uk/pride/archive/projects/PXD007913 - Potential https://www.ebi.ac.uk/pride/archive/projects/PXD035689 - Potential https://www.ebi.ac.uk/pride/archive/projects/PXD028152 - This might be good but theres only one mzml and mzid so not sure if this is all data combined??? https://www.ebi.ac.uk/pride/archive/projects/PXD042148 - Maybe??? https://www.ebi.ac.uk/pride/archive/projects/PXD033413 - mzxml and mzid ??? https://www.ebi.ac.uk/pride/archive/projects/PXD041415 - Perhaps the best dataset thus far mzid and mzml !!! https://www.ebi.ac.uk/pride/archive/projects/PXD022287 - Interesting - Small but potentially good? !!! https://www.ebi.ac.uk/pride/archive/projects/PXD010000 - Very comprehensive set of data with many many organisms and mzml + mzid (Lacks human, mouse, etc though) !!! https://www.ebi.ac.uk/pride/archive/projects/PXD002967 - Comprehensive set of tissue proteomics for human... could be decent? Has mzid and mzML - Old data tho... https://www.ebi.ac.uk/pride/archive/projects/PXD051803 - mzid but has mzxml... https://www.ebi.ac.uk/pride/archive/projects/PXD027259 - One large run for mzid and mzml it seems??? https://www.ebi.ac.uk/pride/archive/projects/PXD036996 - This looks pretty good tbh mzid and mzml https://www.ebi.ac.uk/pride/archive/projects/PXD037247 - 4 files, not sure on the file mapping??? https://www.ebi.ac.uk/pride/archive/projects/PXD055735 - Good 8 mzml and mzid https://www.ebi.ac.uk/pride/archive/projects/PXD055391 - 3 more https://www.ebi.ac.uk/pride/archive/projects/PXD039817 - Q exactive... 9 good TMT files... https://www.ebi.ac.uk/pride/archive/projects/PXD023042 - potential tmt dataset https://www.ebi.ac.uk/pride/archive/projects/PXD055391 - 3 files TMT Use this https://www.ebi.ac.uk/pride/archive/projects/PXD044454 - 3 files TMT study https://www.ebi.ac.uk/pride/archive/projects/PXD041587 - Human TMT 90 or so files each. This mighte be good??? https://massive.ucsd.edu/ProteoSAFe/dataset.jsp?task=b7789710a31f488c9a74eb3e3b6f61eb - There is MGF data here from deepnovo but everything is in the mgf which is weird https://www.ebi.ac.uk/pride/archive/projects/PXD002179 - MGF + mzid https://www.ebi.ac.uk/pride/archive/projects/PXD055391 TMT dataset https://www.ebi.ac.uk/pride/archive/projects/PXD029894 one TMT plex https://www.ebi.ac.uk/pride/archive/projects/PXD009960 one TMT plex again https://www.ebi.ac.uk/pride/archive/projects/PXD000710 Lots of data but old, not TMT https://www.ebi.ac.uk/pride/archive/projects/PXD001428 Lots of data but not a 1-1 mapping https://www.ebi.ac.uk/pride/archive/projects/PXD051777 TMT but small https://www.ebi.ac.uk/pride/archive/projects/PXD051747 One file but large, not TMT https://www.ebi.ac.uk/pride/archive/projects/PXD051724 - 4 TMT files They dont download... fml https://www.ebi.ac.uk/pride/archive/projects/PXD033105 - TMT potential - THESE ACTUALLY DOWNLOAD

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