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PXD056868

PXD056868 is an original dataset announced via ProteomeXchange.

Dataset Summary
TitleDatabase Search Strategy affects Protein-Identification Outputs and Statistical Comparisons in Comparative Proteomics Experiments
DescriptionComparative proteomics experiments reveal biomarkers by using statistical tests to determine proteins expressed with higher abundance in one sample versus another. However, comparative experiments can be complicated by variability from all aspects of proteomics workflows. To account for variability, software for database searching contains retention-time alignment and imputation algorithms to correct for retention-time shifts and assign abundances to missing proteins. While these algorithms improve quantification and reduce processing time, we hypothesize that they alter statistical comparisons between samples when samples are searched together. Herein, we search different cleanup methods or single proteins separately versus together in Progenesis Qi for proteomics database searching software. Our results show that searching samples together increases the number of identifications by each sample, enhances protein similarity between samples, and leads to false transfers. Further, we demonstrate that searching samples together affects protein abundance, differentially expressed proteins, and confidence scores due to retention-time alignment and imputation algorithms. Ultimately, we highlight that careful consideration of the search design is necessary to determine biomarkers in comparative proteomics experiments.
HostingRepositoryMassIVE
AnnounceDate2025-05-01
AnnouncementXMLSubmission_2025-05-01_16:20:37.094.xml
DigitalObjectIdentifier
ReviewLevelNon peer-reviewed dataset
DatasetOriginOriginal dataset
RepositorySupportSupported dataset by repository
PrimarySubmitterJessica Conforti
SpeciesList scientific name: Homo sapiens; common name: human; NCBI TaxID: 9606; scientific name: Chicken Egg White; scientific name: Equine Heart; scientific name: Equine Skeletal Muscle; scientific name: Bovine Blood; scientific name: bovine erythrocytes;
ModificationListL-methionine sulfoxide; S-carboxamidomethyl-L-cysteine
InstrumentnanoACQUITY UPLC; Synapt G2-S HDMS
Dataset History
RevisionDatetimeStatusChangeLog Entry
02024-10-16 11:36:01ID requested
12025-05-01 16:20:37announced
Publication List
no publication
Keyword List
submitter keyword: Database Searching, Imputation, Missing Proteins, Proteomics, Retention-time Alignment, Stochasticity, DatasetType:Proteomics
Contact List
Elyssia Gallagher
contact affiliationBaylor University
contact emailelyssia_gallagher@baylor.edu
lab head
Jessica Conforti
contact affiliationBaylor University
contact emailjess_conforti1@baylor.edu
dataset submitter
Full Dataset Link List
MassIVE dataset URI
Dataset FTP location
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