Multiple-Reaction Monitoring–Mass Spectrometric Assays Can Accurately Measure the Relative Protein Abundance in Complex Mixtures
Open accessAbstract
BACKGROUND: Mass spectrometric assays could potentially replace protein immunoassays in many applications. Previous studies have demonstrated the utility of liquid chromatography–multiple-reaction monitoring–mass spectrometry (LC-MRM/MS) for the quantification of proteins in biological samples, and many examples of the accuracy of these approaches to quantify supplemented analytes have been reported. However, a direct comparison of multiplexed assays that use LC-MRM/MS with established immunoassays to measure endogenous proteins has not been reported. METHODS: We purified HDL from the plasma of 30 human donors and used label-free shotgun proteomics approaches to analyze each sample. We then developed 2 different isotope-dilution LC-MRM/MS 6-plex assays (for apoliporoteins A-I, C-II, C-III, E, B, and J): 1 assay used stable isotope-labeled peptides and the other used stable isotope-labeled apolipoprotein A-I (an abundant HDL protein) as an internal standard to control for matrix effects and mass spectrometer performance. The shotgun and LC-MRM/MS assays were then compared with commercially available immunoassays for each of the 6 analytes. RESULTS: Relative quantification by shotgun proteomics approaches correlated poorly with the 6 protein immunoassays. In contrast, the isotope dilution LC-MRM/MS approaches showed correlations with immunoassays of r = 0.61–0.96. The LC-MRM/MS approaches had acceptable reproducibility (<13% CV) and linearity (r ≥0.99). Strikingly, a single protein internal standard applied to all proteins performed as well as multiple protein-specific peptide internal standards. CONCLUSIONS: Because peak area ratios measured in multiplexed LC-MRM/MS assays correlate well with immunochemical measurements and have acceptable operating characteristics, we propose that LC-MRM/MS could be used to replace immunoassays in a variety of settings.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Various LC-MS/MS assays for multiplexed quantification of apolipoproteins or phenotyping of apoE have been reported.
“Various LC-MS/MS assays for multiplexed quantification of apolipoproteins (14-23) or phenotyping of apoE (24-27) have been reported.”
From Automated multiplex LC-MS/MS assay for quantifying serum apolipoproteins A-I, B, C-I, C-II, C-III, and E with qualitative apolipoprotein E phenotyping (2016) · cites this paper as [14]
The Methods passage (page unavailable) reports two six-plex MRM-MS assays, and the quantification passage identifies apoA-I as a measured analyte. Our copy describes the other five targets only as HDL proteins, so it does not establish that the assays multiplexed the quantification of multiple apolipoproteins. The apoE-phenotyping clause has a separate citation range and is not attributed to this paper. (LLM, conf=0.80)
Experimental — accuracy not yet measuredLC-MS/MS is suitable for highly multiplexed protein quantification and isoform differentiation, including apolipoproteins.
“LC-MS/MS has proven suitable for multiplexed quantification and phenotyping of apolipoproteins.”
From Automated multiplex LC-MS/MS assay for quantifying serum apolipoproteins A-I, B, C-I, C-II, C-III, and E with qualitative apolipoprotein E phenotyping (2016) · cites this paper as [14]
The Methods describe two six-plex MRM-MS assays, and the Conclusions report that multiplexed assays correlated well with immunochemical measurements, supporting multiplexed protein quantification that includes apoA-I. The passages do not report apolipoprotein phenotyping or differentiation of isoforms (pages not provided). (LLM, conf=0.88)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Mass spectrometry–based proteomics turns quantitative
Ong, S.-E., & Mann, M. (2005) · Nature Chemical Biology · doi:10.1038/nchembio736 · Cited by 1,572 · see citing works
Vaisar, T., Pennathur, S., Green, P. S., Gharib, S. A., Hoofnagle, A. N., Cheung, M. C., Byun, J., Vuletic, S., Kassim, S., Singh, P., et al. (2007) · Journal of Clinical Investigation · doi:10.1172/jci26206 · Cited by 942 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 18
- [1]Dossus L Becker S Achaintre D Kaaks R Rinaldi S Validity of multiplex-based assays for cytokine measurements in serum and plasma from “non-diseased” subjects: comparison with ELISA J Immunol Methods 2009 350 125 32 19748508
- [2]Hoofnagle AN Wener MH The fundamental flaws of immunoassays and potential solutions using tandem mass spectrometry J Immunol Methods 2009 347 3 11 19538965 PMC2720067
- [3]Agger SA Marney LC Hoofnagle AN Simultaneous quantification of apolipoprotein A-I and apolipoprotein B by liquid-chromatography-multiple-reaction-monitoring mass spectrometry Clin Chem 2010 56 1804 13 20923952 PMC3103773
- [4]Anderson NL Anderson NG Pearson TW Borchers CH Paulovich AG Patterson SD A human proteome detection and quantitation project Mol Cell Proteomics 2009 8 883 6 19131327 PMC2689772
- [5]Anderson L Hunter CL Quantitative mass spectrometric multiple reaction monitoring assays for major plasma proteins Mol Cell Proteomics 2006 5 573 88 16332733
- [6]Gerber SA Rush J Stemman O Kirschner MW Gygi SP Absolute quantification of proteins and phosphoproteins from cell lysates by tandem MS Proc Natl Acad Sci U S A 2003 100 6940 5 12771378 PMC165809
- [8]Whiteaker JR Zhao L Anderson L Paulovich AG An automated and multiplexed method for high throughput peptide immunoaffinity enrichment and multiple reaction monitoring mass spectrometry-based quantification of protein biomarkers Mol Cell Proteomics 2010 9 184 96 19843560 PMC2808264
- [9]Addona TA Abbatiello SE Schilling B Skates SJ Mani DR Bunk DM Multi-site assessment of the precision and reproducibility of multiple reaction monitoring-based measurements of proteins in plasma Nat Biotechnol 2009 27 633 41 19561596 PMC2855883
- [10]Hoofnagle AN Quantitative clinical proteomics by liquid chromatography-tandem mass spectrometry: assessing the platform Clin Chem 2010 56 161 4 19959622
- [11]Brun V Dupuis A Adrait A Marcellin M Thomas D Court M Isotope-labeled protein standards: toward absolute quantitative proteomics Mol Cell Proteomics 2007 6 2139 49 17848587
- [12]Picotti P Bodenmiller B Mueller LN Domon B Aebersold R Full dynamic range proteome analysis of S. cerevisiae by targeted proteomics Cell 2009 138 795 806 19664813 PMC2825542
- [13]Khera AV Cuchel M de la Llera-Moya M Rodrigues A Burke MF Jafri K Cholesterol efflux capacity, high-density lipoprotein function, and atherosclerosis N Engl J Med 2011 364 127 35 21226578 PMC3030449
- [14]Hoofnagle AN Heinecke JW Lipoproteomics: using mass spectrometry-based proteomics to explore the assembly, structure, and function of lipoproteins J Lipid Res 2009 50 1967 75 19738003 PMC2739765
- [15]Vogeser M Seger C Pitfalls associated with the use of liquid chromatography-tandem mass spectrometry in the clinical laboratory Clin Chem 2010 56 1234 44 20511452
- [16]Green PS Vaisar T Pennathur S Kulstad JJ Moore AB Marcovina S Combined Statin and Niacin Therapy Remodels the High-Density Lipoprotein Proteome Circulation 2008 118 1259 67 18765395 PMC2735443
- [18]Knopp RH Retzlaff B Fish B Walden C Wallick S Anderson M Effects of insulin resistance and obesity on lipoproteins and sensitivity to egg feeding Arteriosclerosis, Thrombosis, and Vascular Biology 2003 23 1437 43 12816878
- [19]Deutsch EW Eng JK Zhang H King NL Nesvizhskii AI Lin B Human Plasma PeptideAtlas Proteomics 2005 5 3497 500 16052627
- [20]Bondarenko PV Chelius D Shaler TA Identification and relative quantitation of protein mixtures by enzymatic digestion followed by capillary reversed-phase liquid chromatography-tandem mass spectrometry Anal Chem 2002 74 4741 9 12349978
Cited by
Sorted by citations
van den Broek, I., Romijn, F. P. H. T. M., Nouta, J., van der Laarse, A., Drijfhout, J. W., Smit, N. P. M., van der Burgt, Y. E. M., & Cobbaert, C. M. (2016) · Clinical Chemistry · doi:10.1373/clinchem.2015.246702 · Cited by 105 · see citing works
Strathmann, F. G., Schulte, S., Goerl, K., & Petron, D. J. (2014) · Clinical Biochemistry · doi:10.1016/j.clinbiochem.2014.01.028 · Cited by 98 · see citing works
Delatour, V., Clouet-Foraison, N., Gaie-Levrel, F., Marcovina, S. M., Hoofnagle, A. N., Kuklenyik, Z., Caulfield, M. P., Otvos, J. D., Krauss, R. M., Kulkarni, K. R., et al. (2018) · Clinical Chemistry · doi:10.1373/clinchem.2018.288746 · Cited by 39 · see citing works
Self-citation
- Authors
- Hoofnagle, A. N., Becker, J. O., Oda, M. N., Cavigiolio, G., Mayer, P., & Vaisar, T.
- Affiliations
- University of Washington (US)
- Departments of Laboratory Medicine and
- Children's Hospital and Research Institute , Oakland, CA
- Medicine , University of Washington, Seattle, WA
- Corresponding author
- Hoofnagle, Andrew N
- Venue
- Clinical Chemistry
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-04-01
- Volume
- 58
- Issue
- 4
- Pages
- 777-781
- ISSN
- 0009-9147 (ISSN-L)
- 1530-8561
- PMC
- PMC3665768
- OpenAlex
- W2119600030
- Cited by
- 140
- References
- 2
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 1 · 2023: 2 · 2022: 5 · 2021: 5 · 2020: 7 · 2019: 11 · 2018: 17 · 2017: 16 · 2016: 18 · 2015: 14 · 2014: 17 · 2013: 14 · 2012: 6
- FWCI
- 6.87
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Clinical Chemistry (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- University of Washington (UWPR95794)
- NIH (P30DK035816, P30DK017047, HL77268, HL089504)
- Tobacco-Related Disease Research Program (#18KT-0021)
- American Heart Association (0830231N)
- Topics
- Physical Sciences › Chemistry › Spectroscopy › Advanced Proteomics Techniques and Applications
- Physical Sciences › Chemistry › Spectroscopy › Mass Spectrometry Techniques and Applications
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Metabolomics and Mass Spectrometry Studies
- Keywords
- multiple reaction monitoring, isotope dilution, apolipoproteins, relative protein quantification, immunoassay comparison, liquid chromatography-mass spectrometry, shotgun proteomics, internal standard, matrix effects, multiplex assay
- MeSH terms
- Apolipoproteins, Chromatography, Liquid, Humans, Immunoassay, Indicator Dilution Techniques, Lipoproteins, HDL, Mass Spectrometry, Reproducibility of Results, Proteomics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review