DISCOVERY AND VALIDATION OF TARGETS AND BIOMARKERS BY MASS SPECTROMETRY-BASED PROTEOMICS. September, 2011

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Transcription:

DISCOVERY AND VALIDATION OF TARGETS AND BIOMARKERS BY MASS SPECTROMETRY-BASED PROTEOMICS September, 2011 1

CAPRION PROTEOMICS Leading proteomics-based service provider - Biomarker and target discovery - Multiplexed MRM assays - Biomarker verification and validation Located in: Montreal, Canada Menlo Park, California Founded in 2000 49 employees (42 scientists) Extensive experience - Over 30 industry and government partners - Over 70 large scale studies completed (clinical and pre-clinical) - All major therapeutic areas - Broad range of biological samples, including CSF, plasma, serum, urine, exudate, cells and tissues 2

CAPRION PRODUCTS, SERVICES AND INDUSTRY PARTNERS Biomarker Services Biomarker discovery - CellCarta Highly multiplexed assay development Validation assays Drug Targets Oncology antibody therapy Metabolic disease secreted proteins Infectious disease targets In-Vitro diagnostics Infectious disease Diabetes Oncology CNS 3

MS-BASED BIOMARKER DISCOVERY PROCESS Biomarker Discovery Label-free, gel-free quantitative mass spectrometry Non-hypothesis based discovery approach Profile 1000 s of proteins in 100 s samples Identify differentially expressed proteins as candidate biomarkers Multiplexed Assays Quantify 1 to 700 proteins in a single MRM assay Proteins from mass spec, literature, transcriptomics, etc. Rapid assay development Ab-free or ab enrichment Synthetic labeled standards for absolute quantification Profile candidate markers in 1,000 s samples 4

ANALYSIS OF ANY BIOLOGICAL SAMPLE IS POSSIBLE Plasma, serum, CSF, urine, exudate, etc. Deplete abundant proteins Or antibody enrichment Trypsin digestion to peptides LC-MS analysis FFPE slides Dissolve tissue sections Protein Sample Peptide Sample Enrich proteins or organelles Cells and tissues 5

LC-MS ANALYSIS AND MATCHING PEPTIDES ACROSS ALL SAMPLES Peptide samples RP-HPLC and QTOF or Orbitrap Mass Spectrometry Mass / charge ratio Retention time 10,000-20,000 peptides observed, matched and quantified 6

EXPRESSION PROFILING AND PROTEIN ID Sequencing by LC-MS/MS Statistical analysis to identify differentially expressed peptides Identification of 500-1,500 proteins 7

CASE 1: DOSE RESPONSE STUDY SINGLE PEPTIDE RESULT ACROSS 220 SAMPLES Each data point represents one plasma sample Dose-dependent response. vehicle Increasing dose for each treatment group 8

CASE 2: VERTEX PRESS RELEASE: PREDICTIVE BIOMARKERS OF RESPONSE Goal: Predict response to drug before treatment with Telaprevir (personalized medicine) Proteomics analysis of 240 plasma samples collected from HCV patients Pre-dose samples from phase 3 clinical trials Clinical outcome provided Candidate biomarkers identified 34 proteins distinguish responders and non-responders to SOC + Telaprevir 10 proteins distinguish responders and non-responders to SOC alone Significant number of proteins correlated to the underlying severity of liver damage Follow-on study in progress Multiplexed MRM assay developed Verify and validate biomarker candidates in larger population 9

MRM-MS Assays Multiplexed Assays for Biomarker Verification and Validation 10

MULTIPLEXED MRM ASSAYS: RAPID VALIDATION OF CANDIDATE BIOMARKERS Candidate Biomarker list Literature Proteomics Transcriptomics Multiplexed MRM assay (up to 700 proteins) Biomarker verification funnel Cost and time effective alternative to antibody-based approaches Highly multiplexed Rapid assay development Competitive pricing Quantitative measurements Amenable to GLP analysis Custom assays: Up to 700 proteins per assay Develop ELISA or MRM assay for large scale biomarker validation Off-the-shelf products in development: Preclinical (rat) Tox Panel PCSK9 assay (active/inactive) 11

MRM ASSAY DEVELOPMENT STRATEGY 1. Literature 2. Proteomics 3. Transcript Profiling Protein Sequence MSAIQAAWPSGTECIAKYNFHGTAEQD LPFCKGDVLTIVAVTKDPNWYKAKNKV GREGIIPANYVQKREGVKAGTKLSLMP WFHGKITREQAERLLYPPETGLFLVRE STNYPGDYTLCVSCDGKVEHYRIMYHA SKLSIDEEVYFENLKMQLVEHYTSDAD GLCTRLIKPKVMEGTVAAQDEFYRSGW ALNMKELKLLQTIGKGEFGDVMLGDYR GNKVAVKCIKNDATA Candidate markers for MRM assay development can come from proteomics or other sources, including the literature Double selection improves signal/noise and reduces interference 12

EXAMPLE OF MRM ASSAY DEVELOPED FROM LIST OF 90 LUNG CANCER Dx CANDIDATES No antibody enrichment Plasma depleted of high abundance proteins 64 of the targeted proteins (71%) successfully detected in un-spiked plasma samples (cancer and controls) 13

CANDIDATE CLASSIFIERS IDENTIFIED Normalized Intensity 0.025 0.020 0.015 0.010 0.005 Normalized Intensity 0.006 0.005 0.004 0.003 0.002 0.001 0.000 0.000 CANCER NORMAL CANCER NORMAL Normalized Intensity 0.006 0.005 0.004 0.003 0.002 0.001 0.000 CANCER Current study: NORMAL Normalized Intensity 0.06 0.05 0.04 0.03 0.02 0.01 0.00 CANCER NORMAL Larger set of proteins (350 candidate markers) and more samples (~400) from multiple sources 14

CUSTOM SOFTWARE FOR PEAK DETECTION AND QUANTIFICATION AUTOMATION OF PROCESS INCREASES QUALITY AND CONFIDENCE IN DATA 15

13 C, 15 N-LABELED STANDARDS CAN BE USED Synthetic labeled standards can be used to quantify biomarkers over 4 orders of magnitude 16

QUANTIFICATION OF ENDOGENOUS PEPTIDES IN PLASMA Calibration for 3325: y = 55.93506 x + 2277.88815 (r = 0.99974) 2.8e5 2.6e5 2.4e5 2.2e5 2.0e5 1.8e5 1.6e5 1.4e5 1.2e5 1.0e5 100 pg/ml 8.0e4 6.0e4 4.0e4 2.0e4 0.0e0 0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000 Concentration Protein precipitation followed by SPE cleanup of endogenous peptides 500 ul rat plasma LOQ 1-10 pg/ml (CV ~15%) 17

ANTIBODIES CAN BE USED TO ENRICH SPECIFIC PROTEINS WHEN NECESSARY Ab s conjugated to magnetic beads Immuno-enrichment followed by trypsin digestion 250 ul plasma LLOQ 100 pg/ml (CV ~15%) 18

VERY HIGHLY MULTIPLEXED ASSAYS ARE POSSIBLE BY MRM 1498 peptides in one assay 700 proteins Highly reproducible results # of transitions measured Median Int CV of detected transitions 250 2.4 500 3.1 1000 4 1500 5.2 2000 6.4 2500 7.6 19

CAPRION MRM ADVANTAGES Over 60 industry and government sponsored studies performed Majority of projects involved multiplexed analysis of over 50 analytes Comprehensive sample preparation capabilities and experience Reproducible high-abundance protein depletion and cell fractionation capabilities Plasma, serum, CSF, urine, exudate, cells and tissues Optimized process for minimal variability Low process variability, including GLP study option Optimized instrumentation (Waters nano-acquity LC/ ABSciex QTRAP 5500 Proprietary software suite for enhanced quality and throughput Automated peptide selection tool for rapid assay development In-house database of experimentally detected peptides Assay development throughput >9000 peptides per week, including collision energy optimization. Signal interference detection and assay quality assessment software Automated data processing through Elucidator Automated bio-statistical analysis 20