Proteomics

Dataset Information

0

MS1Connect: a mass spectrometry run similarity measure


ABSTRACT: Researchers may be interested in finding proteomics runs, which have been deposited into online repositories, that are similar to their own data. However, it is difficult to measure the similarity of a pair of proteomics runs. Here, we present a new method, MS1Connect, that only uses intact peptide scans to calculate the similarity between a pair of runs. We show evidence that the MS1Connect score accurately measures the similarity between two proteomics runs. Specifically, we show that MS1Connect outperforms baseline methods for predicting the species a sample originated. In addition, we show that MS1Connect scores are highly correlated with similarities based o peptide fragment scans by observing a high correlation between MS1Connect scores and the Jaccard index between the sets of confidently detected peptides for a pair of runs.

INSTRUMENT(S): LTQ Orbitrap XL, Q Exactive HF

ORGANISM(S): Salmonella Enterica Subsp. Enterica Serovar Typhimurium Str. Atcc 14028 Escherichia Coli Porphyrobacter Sp. Wlsh-3 Bacillus Thuringiensis Nicotiana Benthamiana Bacillus Cereus Bacillus Thuringiensis Str. Al Hakam

SUBMITTER: Andy Lin  

LAB HEAD: William Noble

PROVIDER: PXD027791 | Pride | 2023-01-05

REPOSITORIES: Pride

Dataset's files

Source:
Action DRS
LB_unknown_test_A.mzML Mzml
LB_unknown_test_A.mzid.gz Mzid
LB_unknown_test_A.raw Raw
LB_unknown_test_A_2.mzML Mzml
LB_unknown_test_A_2.mzid.gz Mzid
Items per page:
1 - 5 of 191
altmetric image

Publications

MS1Connect: a mass spectrometry run similarity measure.

Lin Andy A   Deatherage Kaiser Brooke L BL   Hutchison Janine R JR   Bilmes Jeffrey A JA   Noble William Stafford WS  

Bioinformatics (Oxford, England) 20230201 2


<h4>Motivation</h4>Interpretation of newly acquired mass spectrometry data can be improved by identifying, from an online repository, previous mass spectrometry runs that resemble the new data. However, this retrieval task requires computing the similarity between an arbitrary pair of mass spectrometry runs. This is particularly challenging for runs acquired using different experimental protocols.<h4>Results</h4>We propose a method, MS1Connect, that calculates the similarity between a pair of ru  ...[more]

Similar Datasets

2020-04-23 | PXD014777 | Pride
2018-07-26 | E-MTAB-6819 | biostudies-arrayexpress
2018-02-09 | E-MTAB-6347 | biostudies-arrayexpress
2010-06-05 | E-GEOD-341 | biostudies-arrayexpress
2023-09-01 | PXD042582 | Pride
2010-06-09 | E-GEOD-840 | biostudies-arrayexpress
2023-09-25 | PXD045495 | Pride
2021-09-09 | PXD019776 | Pride
2022-02-15 | PXD028349 | Pride
2021-12-01 | PXD023816 | Pride