Deep Plasma Proteomics with Data-Independent Acquisition: Clinical Study Protocol Optimization with a COVID-19 Cohort

被引:0
|
作者
Ward, Bradley [1 ,2 ,3 ]
Ruys, Sebastien Pyr Dit [1 ,2 ,3 ]
Balligand, Jean-Luc [1 ,4 ]
Belkhir, Leila [1 ,3 ,5 ]
Cani, Patrice D. [1 ,6 ,7 ,8 ]
Collet, Jean-Francois [1 ,9 ]
De Greef, Julien [1 ,5 ]
Dewulf, Joseph P. [1 ,3 ,11 ]
Gatto, Laurent [1 ,12 ]
Haufroid, Vincent [1 ,3 ,10 ]
Jodogne, Sebastien [1 ,13 ]
Kabamba, Benoit [1 ,8 ,14 ]
Lingurski, Maxime [1 ,2 ]
Yombi, Jean Cyr [1 ,5 ]
Vertommen, Didier [1 ]
Elens, Laure [1 ,2 ,3 ]
机构
[1] Catholic Univ Louvain, Louvain Drug Res Inst LDRI, Integrated PharmacoMetr PharmacoGen & Pharmacokine, UCLouvain, B-1200 Brussels, Belgium
[2] Catholic Univ Louvain, Louvain Drug Res Inst LDRI, Integrated Pharmacometr Pharmacogen & Pharmacokine, UCLouvain, B-1200 Brussels, Belgium
[3] Catholic Univ Louvain, Inst Rech Expt & Clin IREC, Louvain Ctr Toxicol & Appl Pharmacol LTAP, UCLouvain, B-1200 Brussels, Belgium
[4] Catholic Univ Louvain, WELBIO Walloon Excellence Life Sci & Biotechnol, Pole Pharmacol & Therapeut FATH, Clin Univ St Luc,Inst Rech Experimentale & Clin IR, B-1200 Brussels, Belgium
[5] Catholic Univ Louvain, Dept Internal Med, Clin Univ St Luc, UCLouvain, B-1200 Brussels, Belgium
[6] Catholic Univ Louvain, Louvain Drug Res Inst LDRI, Metab & Nutr Res Grp, UCLouvain, B-1200 Brussels, Belgium
[7] WEL Res Inst, WELBIO Dept, WELBIO Walloon Excellence Life Sci & Biotechnol, Ave Pasteur 6, B-1300 Wavre, Belgium
[8] Catholic Univ Louvain, Inst Expt & Clin Res IREC, UCLouvain, B-1200 Brussels, Belgium
[9] Catholic Univ Louvain, Duve Inst, WELBIO Walloon Excellence Life Sci & Biotechnol, UCLouvain, B-1200 Brussels, Belgium
[10] Catholic Univ Louvain, Dept Lab Med, Clin Univ St Luc, UCLouvain, B-1200 Brussels, Belgium
[11] Catholic Univ Louvain, Duve Inst, Dept Biochem, UCLouvain, B-1200 Brussels, Belgium
[12] Catholic Univ Louvain, Duve Inst, Computat Biol & Bioinformat Unit CBIO, UCLouvain, B-1200 Brussels, Belgium
[13] Catholic Univ Louvain, Inst Informat & Commun Technol Elect & Appl Math I, Comp Sci & Engn Dept INGI, UCLouvain, B-1348 Louvain La Neuve, Belgium
[14] Catholic Univ Louvain, Inst Rech Expt & Clin, Poole Microbiol, UCLouvain, B-1200 Brussels, Belgium
关键词
plasma proteomics; fractionation; data-independentacquisition; COVID-19; DIA-NN; biomarkers; deep proteome analysis; clinical proteomics; BIOMARKER DISCOVERY;
D O I
10.1021/acs.jproteome.4c00104
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Plasma proteomics is a precious tool in human disease research but requires extensive sample preparation in order to perform in-depth analysis and biomarker discovery using traditional data-dependent acquisition (DDA). Here, we highlight the efficacy of combining moderate plasma prefractionation and data-independent acquisition (DIA) to significantly improve proteome coverage and depth while remaining cost-efficient. Using human plasma collected from a 20-patient COVID-19 cohort, our method utilizes commonly available solutions for depletion, sample preparation, and fractionation, followed by 3 liquid chromatography-mass spectrometry/MS (LC-MS/MS) injections for a 360 min total DIA run time. We detect 1321 proteins on average per patient and 2031 unique proteins across the cohort. Differential analysis further demonstrates the applicability of this method for plasma proteomic research and clinical biomarker identification, identifying hundreds of differentially abundant proteins at biological concentrations as low as 47 ng/L in human plasma. Data are available via ProteomeXchange with the identifier PXD047901. In summary, this study introduces a streamlined, cost-effective approach to deep plasma proteome analysis, expanding its utility beyond classical research environments and enabling larger-scale multiomics investigations in clinical settings. Our comparative analysis revealed that fractionation, whether the samples were pooled or separate postfractionation, significantly improved the number of proteins quantified. This underscores the value of fractionation in enhancing the depth of plasma proteome analysis, thereby offering a more comprehensive landscape for biomarker discovery in diseases such as COVID-19.
引用
收藏
页码:3806 / 3822
页数:17
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