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Mass Spectrometry in High-Throughput Clinical Biomarker Assays: Multiple Reaction Monitoring

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Chemical Diagnostics

Abstract

Clinical biomarker discovery, verification, and validation are facilitated by the latest technological advances in mass spectrometry. It is now possible to analyze simultaneously group of tens or hundreds of biomarkers in a blood sample using multiple reaction monitoring (MRM), a tandem mass spectrometric method. However, these newly-developed methods face new challenges, including standardization, calibration, and the determination of analytical and biological variation. Here we illustrate the background, pre-analytical sample preparation, and biomarker assay development using an MRM-mass spectrometric method. In addition, special attention is given to future standardization methods to enable widespread use of the technology.

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Abbreviations

APO4:

Apolipoprotein A4

AUC:

Area under the curve

CE:

Collision energy

CID:

Collision-induced dissociation

CV:

Coefficient of variation

CVD:

Cardiovascular disease

DDA:

Data-dependent acquisition

EDRN:

Early Detection Research Network

EDTA:

Ethylenediamine tetraacetic acid

ESI:

Electrospray ionization

HUPO:

Human Proteome Organization

iMALDI:

Immuno-matrix-assisted laser-desorption/ionization

iTRAQ™:

Isobaric tag for relative and absolute quantitation

LC:

Liquid chromatography

LOD:

Limit of detection

LOQ:

Limit of quantitation

MALDI:

Matrix-assisted laser-desorption/ionization

MMP8:

Matrix metalloproteinase-8

MRM:

Multiple reaction monitoring

MS/MS:

Tandem mass spectrometry

PSA:

Prostate specific antigen

Q1 (Q2, Q3):

Quadrupole 1 (quadrupole 2, quadrupole 3)

QUAD:

The Quantitative Assay Database

ROC:

Receiver operator curve (or receiver operator characteristic)

SIS peptides:

Stable-isotope-labeled internal standard peptides

SISCAPA:

Stable isotope standards and capture by anti-peptide antibodies

SRM:

Selected reaction monitoring

UHPLC:

Ultrahigh-performance liquid chromatography

References

  1. Kondrat RW, McClusky GA, Cooks RG (1978) Anal Chem 50:2017

    Article  CAS  Google Scholar 

  2. Yost RA, Enke CG (1978) J Am Chem Soc 100:2274

    Article  CAS  Google Scholar 

  3. Harvan DJ, Hass JR, Schroeder JL, Corbett BJ (1981) Anal Chem 53:1755

    Article  CAS  Google Scholar 

  4. Kuzyk MA, Parker CE, Borchers CH (2012) In: Backvall H (ed) Methods in molecular biology. Humana Press (in press)

    Google Scholar 

  5. Kuzyk MA, Smith D, Yang J, Cross TJ, Jackson AM, Hardie DB, Anderson NL, Borchers CH (2009) Mol Cell Proteomics 8:1860

    Article  CAS  Google Scholar 

  6. Stokvis E, Rosing H, Beijnen JH (2005) Rapid Commun Mass Spectrom 19:401

    Article  CAS  Google Scholar 

  7. Regnier FE, Riggs L, Zhang RJ, Xiong L, Liu PR, Chakraborty A, Seeley E, Sioma C, Thompson RA (2002) J Mass Spectrom 37:133

    Article  CAS  Google Scholar 

  8. Zhang R, Sioma CS, Thompson RA, Xiong L, Regnier FE (2002) Anal Chem 74:3662

    Article  CAS  Google Scholar 

  9. Ong S, Mann M (2005) Nat Chem Biol 1:252

    Article  CAS  Google Scholar 

  10. Elliott M, Smith D, Kuzyk M, Parker CE, Borchers CH (2009) J Mass Spectrom 44:1637

    CAS  Google Scholar 

  11. Hulmes JD, Bethea D, Ho K, Huang S-P, Ricci DL, Opiteck GJ, Hefta SA (2004) Clin Proteomics 1:17

    Article  CAS  Google Scholar 

  12. Aguilar-Mahecha A, Kuzyk MA, Domanski D, Borchers CH, Basik M (2012) PLos One 7:e38290. doi:10.1371journal.pone.0038290

    Google Scholar 

  13. Rai AJ, Gelfand CA, Haywood BC, Warunek DJ, Yi J, Schuchard MD, Mehigh RJ, Cockrill SL, Scott GBI, Tammen H, Schulz-Knappe P, Speicher DW, Vitzthum F, Haab BB, Siest G, Chan DW (2005) Proteomics 5:3262

    Article  CAS  Google Scholar 

  14. Tuck MK, Chan DW, Chia D, Godwin AK, Grizzle WE, Krueger KE, Rom W, Sanda M, Sorbara L, Stass S, Wang W, Brenner DE (2009) J Proteome Res 8:113

    Article  CAS  Google Scholar 

  15. Proc JL, Kuzyk MA, Hardie DB, Yang J, Smith DS, Jackson AM, Parker CE, Borchers CH (2010) J Proteome Res 9:5422

    Article  CAS  Google Scholar 

  16. Domanski D, Percy AJ, Yang J, Chambers AG, Hill JS, Cohen Freue GV, Borchers CH (2012) Proteomics 12:1222

    Google Scholar 

  17. Paulovich AG, Whiteaker JR, Hoofnagle AN, Wang P (2008) Proteomics Clin Appl 2:1386

    Article  CAS  Google Scholar 

  18. Surinova S, Schiess R, Hüttenhain R, Cerciello F, Wollscheid B, Aebersold R (2011) J Proteome Res 10:5

    Article  CAS  Google Scholar 

  19. Wolters DA, Washburn MP, Yates JR III (2001) Anal Chem 73:5683

    Article  CAS  Google Scholar 

  20. Asara JM, Christofk HR, Freimark LM, Cantley LC (2008) Proteomics 8:994

    Article  CAS  Google Scholar 

  21. Silva JC, Gorenstein MV, Li G-Z, Vissers JPC, Geromanos SJ (2006) Mol Cell Proteomics 5:144

    Article  CAS  Google Scholar 

  22. GE_Healthcare (2011) About 2-D fluorescence difference gel electrophoresis (2-D DIGE). http://www.gelifesciences.com/aptrix/upp01077.nsf/content/2d_electrophoresis~new_to_2d_dige. Accessed December 2011

  23. Ross PL, Huang YN, Marchese JN, Williamson B, Parker K, Hattan S, Khainovski N, Pillai S, Dey S, Daniels S, Purkayastha S, Juhasz P, Martin S, Bartlet-Jones M, He F, Jacobson A, Pappin DJ (2004) Mol Cell Proteomics 3:1154

    Article  CAS  Google Scholar 

  24. Cohen Freue GV, Sasaki M, Meredith A, Günther OP, Bergman A, Takhar M, Mui A, Balshaw RF, Ng RT, Opushneva N, Hollander Z, Li G, Borchers CH, Wilson-McManus J, McManus BM, Keown PA, McMaster WR (2010) Mol Cell Proteomics 9:1954

    Article  Google Scholar 

  25. Keshishian H, Addona T, Burgess M, Mani DR, Shi X, Kuhn E, Sabatine MS, Gerszten RE, Carr SA (2009) Mol Cell Proteomics 8:2339

    Article  CAS  Google Scholar 

  26. Washburn MP, Wolters D, Yates JR 3rd (2001) Nat Biotechnol 19:242

    Article  CAS  Google Scholar 

  27. Kiyonami R, Schoen A, Prakash A, Peterman S, Zabrouskov V, Picotti P, Aebersold R, Huhmer A, Domon B (2011) Mol Cell Proteomics 10:M110.002931

    Article  Google Scholar 

  28. Domanski D, Cohen Freue G, Sojo L, Kuzyk MA, Parker CE, Goldberg YP, Borchers CH (2011) J Proteomics. doi:10.1016/j.jprot.2011.11.022

  29. Bystrom CE, Salameh W, Reitz R, Clarke NJ (2010) Clin Chem 56:1561

    Article  CAS  Google Scholar 

  30. Hoofnagle AN, Becker JO, Wener MH, Heinecke JW (2008) Clin Chem 54:1796

    Article  CAS  Google Scholar 

  31. Anderson NL, Anderson NG (2002) Mol Cell Proteomics 1:845

    Article  CAS  Google Scholar 

  32. Domanski D, Smith DS, Miller CA, Yang Y, Jackson AM, Cohen Freue G, Hill JS, Parker CE, Borchers CH (2011) Clin Lab Med 31:371

    Article  Google Scholar 

  33. Farrah T, Deutsch EW, Campbell DS, Sun Z, Bletz JA, Mallick P, Katz JE, Malmström J, Ossola R, Watts JD, Lin B, Zhang H, Moritz RL, Aebersold R (2011) Mol Cell Proteomics 10. doi:10.1074/mcp.M110.006353

  34. Chen Y-T, Chen H-W, Domanski D, Smith DS, Liang K-H, Wu C-C, Chen C-L, Chung T, Chen M-C, Chang Y-S, Parker CE, Borchers CH, Yu J-S (2012) Proteomics. doi:10.1016/j.jprot.2011.12.031

  35. Remily-Wood ER, Liu RZ, Xiang Y, Chen Y, Thomas CE, Rajyaguru N, Kaufman LM, Ochoa JE, Hazlehurst L, Pinilla-Ibarz J, Lancet J, Zhang G, Haura E, Shibata D, Yeatman T, Smalley KSM, Dalton WS, Huang E, Scott E, Bloom GC, Eschrich SA, Koomen JM (2011) Proteomics Clin Appl. doi:10.1002/prca.201000115

  36. Anderson NL, Anderson NG, Haines LR, Hardie DB, Olafson RW, Pearson TW (2004) J Proteome Res 3:235

    Article  CAS  Google Scholar 

  37. Whiteaker JR, Zhao L, Anderson L, Paulovich AG (2010) Mol Cell Proteomics 9:184

    Article  CAS  Google Scholar 

  38. Anderson NL, Jackson A, Smith D, Hardie D, Borchers C, Pearson TW (2009) Mol Cell Proteomics 8:995

    Article  CAS  Google Scholar 

  39. Whiteaker JR, Zhao L, Abbatiello SE, Burgess M, Kuhn E, Lin C, Pope M, Razavi M, Anderson NL, Pearson TW, Carr SA, Paulovich AG (2011) Mol Cell Proteomics 10:M110.005645

    Article  Google Scholar 

  40. Wu J, Pungaliya P, Kraynov E, Bates B (2012) Biomarkers 17:125

    Google Scholar 

  41. Anderson DS, Kirchner M, Kellogg M, Kalish LA, Jeong JY, Vanasse G, Berliner N, Fleming MD, Steen H (2011) Anal Chem 83:8357

    Article  CAS  Google Scholar 

  42. Jiang J, Parker CE, Hoadley KA, Perou CM, Boysen G, Borchers CH (2007) Proteomics Clin Appl 1:1651

    Article  CAS  Google Scholar 

  43. Jiang J, Parker CE, Fuller JR, Kawula TH, Borchers CH (2007) Anal Chim Acta 605:70

    Article  CAS  Google Scholar 

  44. Reid JD, Holmes DT, Mason DR, Shah B, Borchers CH (2010) J Am Soc Mass Spectrom 21:1680

    Article  CAS  Google Scholar 

  45. Shah B, Reid JD, Kuzyk MJ, Parker CE, Borchers CH (2012) Methods in molecular biology (in press)

    Google Scholar 

  46. Reed GF, Lynn F, Mead BD (2002) Clin Diagn Lab Immunol 9:1235

    Google Scholar 

  47. Green DM, Swets JM (1966) Signal detection theory and psychophysics. Wiley, New York

    Google Scholar 

  48. Shariat SF, Semjonow A, Lilja H, Savage C, Vickers AJ, Bjartell A (2011) Acta Oncol 50:61

    Article  Google Scholar 

  49. Receiver Operating Characteristic (2011) http://en.wikipedia.org/wiki/Receiver_operating_characteristic. Accessed December 2011

  50. Kroot JJC, Kemna EHJM, Bansal SS, Busbridge M, Campostrini N, Girelli D, Hider RC, Koliaraki V, Mamalaki A, Olbina G, Tomosugi N, Tselepis C, Ward DG, Ganz T, Hendriks JCM, Swinkels DW (2009) Haematologica 94:1748

    Article  CAS  Google Scholar 

  51. Addona TA, Abbatiello SE, Schilling B, Skates SJ, Mani DR, Bunk DM, Spiegelman CH, Zimmerman LJ, Ham A-JL, Keshishian H, Hall SC, Allen S, Blackman RK, Borchers CH, Buck C, Cardasis HL, Cusack MP, Dodder NG, Gibson BW, Held JM, Hiltke T, Jackson A, Johansen EB, Kinsinger CR, Li J, Mesri M, Neubert TA, Niles RK, Pulsipher TC, Ransohoff D, Rodriguez H, Rudnick PA, Smith D, Tabb DL, Tegeler TJ, Variyath AM, Vega-Montoto LJ, Wahlander A, Waldemarson S, Wang M, Whiteaker JR, Zhao L, Anderson NL, Fisher SJ, Liebler DC, Paulovich AG, Regnier FE, Tempst P, Carr SA (2009) Nat Biotechnol 27:633

    Article  CAS  Google Scholar 

  52. HUPO (2011) The Human Proteome Project. http://www.hupo.org/research/hpp/. Accessed December 2011

  53. Anderson NL, Anderson NG, Pearson TW, Borchers CH, Paulovich AG, Patterson SD, Gillette M, Aebersold R, Carr SA (2009) Mol Cell Proteomics 8:883

    Article  CAS  Google Scholar 

  54. HUPO (2010) The HUPO standards initiative. http://www.hupo.org/research/psi/. Accessed December 2011

  55. HUPO (2011) The HUPO proteomics standards initiative. Accessed December 2011

    Google Scholar 

  56. Legrain P, Aebersold R, Archakov A, Bairoch A, Bala K, Beretta L, Bergeron J, Borchers C, Corthals GL, Costello CE, Deutsch EW, Domon B, Hanock W, He F, Hochstrasser D, Marko-Varga G, Salekdeh GH, Sechi S, Snyder M, Srivastava S, Uhlen M, Hu CH, Yamamoto T, Paik YK, Omenn GS (2011) Mol Cell Proteomics 10:M111.00993

    Article  Google Scholar 

  57. Omenn GS (2004) Proteomics 4:1235

    Article  CAS  Google Scholar 

  58. Kinter M, Sherman NE (2005) Protein sequencing and identification using tandem mass spectrometry, John Wiley & Sons, USA, p. 58.

    Google Scholar 

  59. Percy AJ, Chambers AG, Yang J, Domanski D, Borchers CH (2012) Anal Bioanal Chem doi:10.1007/s00216-00012-06010-y

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Correspondence to Christoph H. Borchers .

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Parker, C.E. et al. (2012). Mass Spectrometry in High-Throughput Clinical Biomarker Assays: Multiple Reaction Monitoring. In: L.S. Tang, N., Poon, T. (eds) Chemical Diagnostics. Topics in Current Chemistry, vol 336. Springer, Berlin, Heidelberg. https://doi.org/10.1007/128_2012_353

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