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PXD039721

PXD039721 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitleSample Agnostic Spectral Libraries Enable Quantitation of >9,300 Cerebrospinal Fluid Proteins Across Neurodegenerative Disease Patient Cohorts
DescriptionProteomic analyses of mild cognitive impairment (MCI) and its frequent successor, Alzheimers Disease (AD), are necessary to elucidate means of early detection and putative therapeutic targets. Cerebrospinal fluid (CSF) offers the most direct observation of neurological protein perturbation but suffers from low sample availability and high dynamic range of protein expression. Here we present a modular framework to generate and employ sample agnostic spectral libraries to enhance profiling and quantitative depth. Utilizing an open-source machine learning approach to calibrate comprehensive libraries to new experimental conditions, we quantified 9,313 protein groups in CSF through data-independent acquisition (DIA) mass spectrometry, nearly a 14-fold increase compared to a traditional DIA workflow that uses a data-dependent acquisition (DDA) spectral library. Revealing 1,642 significantly dysregulated protein groups against healthy controls, this study not only validates a flexible approach towards comprehensive sample profiling but also provides understanding of protein targets useful for disease stratification and treatment.
HostingRepositoryMassIVE
AnnounceDate2023-02-22
AnnouncementXMLSubmission_2023-02-22_12:51:12.369.xml
DigitalObjectIdentifier
ReviewLevelNon peer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportUnsupported dataset by repository
PrimarySubmitterGraham Delafield
SpeciesList scientific name: Homo sapiens; common name: human; NCBI TaxID: 9606;
ModificationListAcetyl; Deamidated; Oxidation; Carbamidomethyl
InstrumentQ Exactive HF
Dataset History
RevisionDatetimeStatusChangeLog Entry
02023-01-27 12:53:05ID requested
12023-02-22 12:51:12announced
Publication List
no publication
Keyword List
submitter keyword: Proteomics, Alzheimer's Disease, Data-Independent Acquisition, Machine Learning
Contact List
Lingjun Li
contact affiliationUniversity of Wisconsin-Madison
contact emaillingjun.li@wisc.edu
lab head
Graham Delafield
contact affiliationUniversity of Wisconsin - Madison
contact emaildelafield@wisc.edu
dataset submitter
Full Dataset Link List
MassIVE dataset URI
Dataset FTP location
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