Acknowledgements……..
MacCoss Lab Vagisha Sharma Mike MacCoss Don Marsh Brendan Maclean Brian Pratt Rich Johnson Kaipo Temura Jarrett Egertson Max Gelb Genn Merrihew Hoofnagle Lab Sonia Ting Andy Hoofnagle Han-Yin Yang Clark Henderson Scott Goulding Jennifer Wallace Brook Nunn Jess Becker Emma Timmons-Schiff Funding Nick Shulman NIH/NRSA Research Training Grant #T32HG00003
Outline
• Selection of candidate proteins for the multiplex analysis of DBS via targeted proteomics • The currently employed strategies for the selection of candidate peptides for targeted proteomics • An empirical refinement process for the selection of optimal peptides and their respective MS/MS transitions
Selection of Protein Targets for DBS Wellness Assay
• Acid Phosphatase • Biotinidase • FSH • Lactate Dehydrogenase (heart) • Pseudocholinesterase
• Alanine Aminotransferase • Cancer antigen 125 • glutamyl transferase (I/V) • Lactoferrin • Pyruvate kinase
• Albumin • Cancer antigen 15-3 • Haptoglobin • lightLight chains Chains • Renin
• Aldolase • Human epididymis protein 4 • β-hCG • Lipase • Retinol binding protein
• Alkaline Phosphatase • Carcinoembryonic antigen (CEA) • Hemoglobin A1C (HBB) • Lp(a) • Mesothelin-related peptide
• α-1-acid glycoprotein • Ceruloplasmin • Hemopexin • LP-PLA2 • Sorbital dehydrogenase
• α -1-antitrypsin (SERPINA1) • Cholinesterase • Her-2/neu • Leutinizing hormone • Thyroglobulin
• α -1-antichymotrypsin • Complement C1 (C1R/C1S)(C1R/C1S) • Human growth hormone • Lysozyme • TSH (SERPINA3)* • Complement C1 inhib. • Human placental lactogen • Myeloperoxidase • Thyroxine binding globulin • α -1-antiplasmin (SERPINF2) • Complement C1Q • IgA • Myoglobin • Tissue plasminogen activator • α -2-HS-glycoprotein (FetuinA) • Complement C3 • IgD • Osteocalcin • Transferrin • α –fetoprotein (AFP) • Complement C4 • IgE • Parathyroid hormone • Troponin T (TnT) • Amylase • Complement C5 • IgG • Phosphohexose isomerase (GPI) • Troponin I (TnI) • ACE • C-reactive Protein • IgM • Plasminogen • Trypsin • Antithrombin III (SERPINC1) • Creatine Kinase-BB • Inhibin-A • Plasminogen activator inhib. • Urokinase • Apolipoprotein A1 • Creatine Kinase-MM • Insulin • Prealbumin (transthyretin) • Vitamin D binding protein* • Apolipoprotein B • Cystatin C • IGF-1 • BNP • Vitronectin • Apolipoprotein C2* • Erythopoeitin • IGF-2 • Procalcitonin • Von Willebrand factor • Apolipoprotein C3* • Factor IX antigen • IGFBP-1 • Prolactin • Zinc- α -2-glycoprotein*glycoprotein • Apolipoprotein E* • Factor X • IGFBP-2 • Properidin Factor B (CFB) • Apolipoprotein H* • Factor XIII • Interleukin-2 receptor • Prostatic acid phosphatase • Apolipoprotein J* • Ferritin • Isocitric dehydrogenase • PSA • Aspartate Aminotransferase • Fibrinogen • κ light chains • Protein C • β -2-microglobulin • Fibronectin • Kininogen 1* • Protein S • β -Thromboglobulin Adapted from: Tables 1&2 - N. Leigh Anderson. Clin. Chem. (2010), 56, 177-185.
Selection of Protein Targets for DBS Wellness Assay
N. Leigh Anderson & Norman G. Anderson Mol Cell Proteomics (2002), 1, 845-867
Selection of Protein Targets for DBS Wellness Assay TALDO ZA2G VTDB ALDOA MDHC IgG KAD1 TTHY
CRP APOB CP CFAB C1R FIBα/β FINC HBB/A1c LDHB SYUA Adapted from: Vaisar, T. et al., J. Clin. Inves. 2007 117(3); 746–756 How Does One Select an Optimal Set of Peptides for a Targeted Proteomic Experiment?
Should one use peptides identified in previous discovery experiments?
Should one use empirical refinement of analytical standards?
Apolipoprotein B (P04114) – 516 kDa, Serum reference range (~0.5-2 g/L)
Walldius, G. et al. J Intern Med. 2006, 259; 493-519 Walldius, G. et al. Lancet, 2001, 358(9298); 2026-33 ESPPredictor Score vs. SRM Signal Intensity: Apolipoprotein B100
1 6.0E+06
0.9 5.0E+06
0.8 ESPPredictor
0.7 SRM Peak Area 4.0E+06 0.6
0.5 3.0E+06
0.4 2.0E+06
ESPPREDICTOR SCORE ESPPREDICTOR 0.3 SRM SIGNAL INTENSITY SIGNAL SRM
0.2 1.0E+06 0.1
0 0.0E+00
Mallick, P. & Aebersold, R. et al. Nature Biotechnology(2007) 25 (1): 125-131 Fusaro, V.A. & Carr, S.A. et al. Nature Biotechnology (2009) 27:190-198.
Spectrum Counts vs. SRM Signal Intensity: Apolipoprotein B100
6.0E+06 12
SRM Peak Area 5.0E+06 10 # of +2 charge state spectra in 12 independent DDA runs
4.0E+06 8
3.0E+06 6 #of Spectra #of
SRM Signal Intensity Signal SRM 2.0E+06 4
1.0E+06 2
0.0E+00 0
FIIPGLK
GVISIPR
AQIPILR
LAIPEGK
SQAIATK
NFATSNK
EIFNMAR
IGVELTGR
QSWSVCK
NIILPVYDK
SISAALEHK
INDILEHVK
LGNNPVSK LHVAGNLK
LAPGELTIIL
ESDEETQIK
QELNGNTK
TGISPLALIK
VTQEFHMK
DEPTYILNIK
LVELAHQYK
IISDYHQQFR
SPAFTDLHLR
VPQTDMTFR
LDFSSQADLR
EVYGFNPEGK
SEYQADYESLR
DFSAEYEEDGK
ENFAGEATLQR
AGHIAWTSSGK
NTFTLSYDGSLR
VELEVPQLCSFILK
LQDFSDQLSDYYEK
AASGTTGTYQEWK
AVSMPSFSILGSDVR
FNSSYLQGTNQITGR
ATFQTPDFIVPLTDLR
DAVEKPQEFTIVAFVK
NLQDLLQFIFQLIEDNIK
LPQQANDYLNSFNWER
LLLQMDSSATAYGSTVSK
VPSYTLILPSLELPVLHVPR
TQFNNNEYSQDLDAYNTK
QVLFLDTVYGNCSTHFTVK
IDFLNNYALFLSPSAQQASW…
QTVNLQLQPYSLVTTLNSDLK NFVASHIANILNSEELDIQDLK
Prakash, A. et al. J Proteome Res. 2009 8(6): 2733–2739. AQNLYQELLTQEGQASFQGLK Our Approach………….. Workup of Recombinant/Native Protein Standard
Expand, Purify, In Vitro Enrichment via & Sequence Transcription Glutathione- cDNA clone and Translation Sepharose Resin
http://dnasu.org
Gene Product of Interest GST
IEAIPQIDK + IEAIPQIDK
~25-500 femtomoles/25uL IVT < $20.00/Protein SRM Method Refinement Cycle
Insert Hypothesis Here
Build SRM Method
Peptide Refinement Criterion: . Intensity . Detectability in . Product Ion Matrix Distribution . Digestion Run SRM Method . Stability Kinetics . iRT Calibration . Precision . Accuracy
Evaluate SRM Results Round 1 nanoLC MS/MS: SRM Signal Intensity Rank
All tryptic peptides 7-25 amino acids in length Round 1 nanoLC MS/MS: Relative Product Ion Distribution
K.TTLTAFGFASADLIEIGLEGK.GR.YEDGTLSLTSTSDLQSGIIK.NK.ALVEQGFTVPEIK.T [2578, [1536,2590][674, 694] 1555] R.TGISPLALIK.G [219, 228]
Apolipoprotein B100 Peptides 241 191 Round 2 nanoLC MS/MS: iRT Calibration with 15N-APOA1
12
10 40
8 35 30 6 25 4 20 2 15
Measured Measured Retention Time 10 0 y = 0.1586x + 16.885 5
-50 0 50 100 150 Measured Retention Time R² = 0.9979 0 Relative Hydrophobicity -20 0 20 40 60 80 100 120 Relative Hydrophobicity Round 2 nanoLC MS/MS: Peptide Stability Analysis
K.DNVFDGLVR.V [4168, 4176] K.TTLTAFGFASADLIEIGLEGK.G [674, 694]
Apolipoprotein B100 Standard Peptides Standard Standard 72hrsStandard in A/S 241 72hrs in A/S 191 55 Round 3 nanoLC MS/MS: Validation of Peptides/Transitions in Matrix
iRT Calibration
Panorama Chromatogram Library
Apolipoprotein B100 Peptides 241 191 55 32 Round 4 nanoLC MS/MS: Digestion Time Course
K.ALVEQGFTVPEIK.T [2578, 2590]
Apolipoprotein B100 Peptides 241 191 55 32 19 Method Refinement Considerations
Empirical Peptide Refinement: Apolipoprotein B100 Peptides Round 1 -> peptides with non-existent or ambiguous chromatograms Round 2 -> peptides that fail to meet minimum stability requirements 241 Round 3 -> peptides that were not observed in matrix 191 Round 4 -> peptides that gave a sub-optimal digestion characteristics 55 32 19
Normalization? Calibration? APOA1 Global Internal Standard (15N Protein)1 Single Point Calibrator2 - Assign concentration with clinical immunoassay & measure in triplicate in each batch 2) Cox, B. et al. Clin. Chem. 2014, 60(3); 541-8.
1) Hoofnagle, A.N. et al. Clin. Chem. 2012, 58(4); 777-781. Scheduled SRM Method for Analysis of DBS
55 Proteins, 1406 transitions, 281 Peptides Interested in developing a similar targeted assay?
• Let the MacCoss lab help! • Services and consulting offered for development and application of targeted proteomics assays: – DIA – PRM – SRM • Website: http://services.maccosslab.org • Email: [email protected] • In Person: Jarrett Egertson or Mike MacCoss