PXD043844

PXD043844 is an original dataset announced via ProteomeXchange.

Title	Fragment ion intensity prediction improves the identification rate of non-tryptic peptides in TimsTOF
Description	Immunopeptidomics plays a crucial role in identifying targets for immunotherapy and vaccine development. Because the generation of immunopeptides from their parent proteins does not adhere to clear-cut rules, rather than being able to use known digestion patterns, every possible protein subsequence within HLA class-specific length restrictions needs to be considered. This leads to an inflation of the search space and results in lower spectrum annotation rates. Rescoring is a powerful enhancement of standard sequence database searching that boosts the spectrum annotation performance. In the field of immunopeptidomics low abundant peptides often occur, which is why the highly sensitive timsTOF instruments are increasingly gaining popularity. To improve rescoring for immunopeptides measured using timsTOF instruments, we trained a deep learning-based fragment ion intensity prediction model. Over 300,000 synthesized non-tryptic peptides from the ProteomeTools project were analyzed on a timsTOF-Pro to generate a dataset that was used to fine-tune an existing Prosit model. By applying our fragment ion intensity prediction model, we demonstrate up to 3-fold improvement in the identification of immunopeptides. Furthermore, our approach increased detection of immunopeptides even from low input samples.
HostingRepository	MassIVE
AnnounceDate	2023-07-17
AnnouncementXML	Submission_2023-07-17_09:02:40.996.xml
DigitalObjectIdentifier
ReviewLevel	Non peer-reviewed dataset
DatasetOrigin	Original dataset
RepositorySupport	Unsupported dataset by repository
PrimarySubmitter	Charlotte Adams
SpeciesList	scientific name: Homo sapiens; common name: human; NCBI TaxID: 9606;
ModificationList	unknown modification; unknown modification
Instrument	timsTOF Pro

Revision	Datetime	Status	ChangeLog Entry
0	2023-07-17 08:19:25	ID requested
⏵ 1	2023-07-17 09:02:41	announced

no publication

submitter keyword: timsTOF, Prosit, immunopeptidomics

Wout Bittremieux
contact affiliation	University of Antwerp
contact email	wout.bittremieux@uantwerpen.be
lab head
Kurt Boonen
contact affiliation	University of Antwerp
contact email	kurt.boonen@uantwerpen.be
lab head
Charlotte Adams
contact affiliation	University of Antwerp
contact email	charlotte.adams@uantwerpen.be
dataset submitter

MassIVE dataset URI

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