Variability in protein cargo detection in technical and biological replicates of exosome-enriched extracellular vesicles

被引:17
作者
Tiruvayipati, Suma [1 ]
Wolfgeher, Don [2 ]
Yue, Ming [1 ]
Duan, FangFang [1 ]
Andrade, Jorge [3 ]
Jiang, Hui [4 ]
Schuger, Lucia [1 ]
机构
[1] Univ Chicago, Dept Pathol, Biol Sci Div, 5841 S Maryland Ave, Chicago, IL 60637 USA
[2] Univ Chicago, Cummings Life Sci Ctr, Prote Core Lab, Chicago, IL 60637 USA
[3] Univ Chicago, Ctr Res Informat, Chicago, IL 60637 USA
[4] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
来源
PLOS ONE | 2020年 / 15卷 / 03期
基金
美国国家卫生研究院;
关键词
LIQUID-CHROMATOGRAPHY; MESSENGER-RNAS;
D O I
10.1371/journal.pone.0228871
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Exosomes are extracellular vesicles (EVs) of similar to 20-200 nm diameter that shuttle DNAs, RNAs, proteins and other biomolecules between cells. The large number of biomolecules present in exosomes demands the frequent use of high-throughput analysis. This, in turn, requires technical replicates (TRs), and biological replicates (BRs) to produce accurate results. As the number and abundance of identified biomolecules varies between replicates (Rs), establishing the replicate variability predicted for the event under study is essential in determining the number of Rs required. Although there have been few reports of replicate variability in high throughput biological data, none of them focused on exosomes. Herein, we determined the replicate variability in protein profiles found in exosomes released from 3 lung adenocarcinoma cell lines, H1993, A549 and H1975. Since exosome isolates are invariably contaminated by a small percentage of similar to 200-300 nm microvesicles, we refer to our samples as exosome-enriched EVs (EE-EVs). We generated BRs of EE-EVs from each cell line, and divided each group into 3 TRs. All Rs were analyzed by liquid chromatography/mass spectrometry (LC/MS/MS) and customized bioinformatics and biostatistical workflows (raw data available via ProteomeXchange: PXD012798). We found that the variability among TRs as well as BRs, was largely qualitative (protein present or absent) and higher among BRs. By contrast, the quantitative (protein abundance) variability was low, save for the H1975 cell line where the quantitative variability was significant. Importantly, our replicate strategy identified 90% of the most abundant proteins, thereby establishing the utility of our approach.
引用
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页数:19
相关论文
共 53 条
  • [1] Comparative Analysis of Technologies for Quantifying Extracellular Vesicles (EVs) in Clinical Cerebrospinal Fluids (CSF)
    Akers, Johnny C.
    Ramakrishnan, Valya
    Nolan, John P.
    Duggan, Erika
    Fu, Chia-Chun
    Hochberg, Fred H.
    Chen, Clark C.
    Carter, Bob S.
    [J]. PLOS ONE, 2016, 11 (02):
  • [2] Biological Functions and Current Advances in Isolation and Detection Strategies for Exosome Nanovesicles
    Boriachek, Kseniia
    Islam, Md. Nazmul
    Moller, Andreas
    Salomon, Carlos
    Nam-Trung Nguyen
    Hossain, Md. Shahriar A.
    Yamauchi, Yusuke
    Shiddiky, Muhammad J. A.
    [J]. SMALL, 2018, 14 (06)
  • [3] The APEX Quantitative Proteomics Tool: Generating protein quantitation estimates from LC-MS/MS proteomics results
    Braisted, John C.
    Kuntumalla, Srilatha
    Vogel, Christine
    Marcotte, Edward M.
    Rodrigues, Alan R.
    Wang, Rong
    Huang, Shih-Ting
    Ferlanti, Erik S.
    Saeed, Alexander I.
    Fleischmann, Robert D.
    Peterson, Scott N.
    Pieper, Rembert
    [J]. BMC BIOINFORMATICS, 2008, 9 (1)
  • [4] Evaluation of statistical methods for normalization and differential expression in mRNA-Seq experiments
    Bullard, James H.
    Purdom, Elizabeth
    Hansen, Kasper D.
    Dudoit, Sandrine
    [J]. BMC BIOINFORMATICS, 2010, 11
  • [5] Cabin RJ, 2000, B ECOL SOC AM, V81, P246, DOI DOI 10.2307/20168454
  • [6] Analysis of mono- and disaccharides in milk-based formulae by high-performance liquid chromatography with refractive index detection
    Chávez-Servín, JL
    Castellote, AI
    López-Sabater, MC
    [J]. JOURNAL OF CHROMATOGRAPHY A, 2004, 1043 (02) : 211 - 215
  • [7] Community Participation as a mediating factor on residents' attitudes towards sustainable tourism development and their personal environmentally responsible behaviour
    Cheng, Tien-Ming
    Wu, Homer C.
    Wang, John Ta-Ming
    Wu, Min-Rong
    [J]. CURRENT ISSUES IN TOURISM, 2019, 22 (14) : 1764 - 1782
  • [8] Influence of the Digestion Technique, Protease, and Missed Cleavage Peptides in Protein Quantitation
    Chiva, Cristina
    Ortega, Mireia
    Sabido, Eduard
    [J]. JOURNAL OF PROTEOME RESEARCH, 2014, 13 (09) : 3979 - 3986
  • [9] Biogenesis, Secretion, and Intercellular Interactions of Exosomes and Other Extracellular Vesicles
    Colombo, Marina
    Raposo, Graca
    Thery, Clotilde
    [J]. ANNUAL REVIEW OF CELL AND DEVELOPMENTAL BIOLOGY, VOL 30, 2014, 30 : 255 - 289
  • [10] Protein identification using MS/MS data
    Cottrell, John S.
    [J]. JOURNAL OF PROTEOMICS, 2011, 74 (10) : 1842 - 1851