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Presentation Outline. Proteomics technology overviewBiofluid analysisBreast cancer biomarkersCardiotoxicity biomarkersSchizophrenia protein isoform analysis. . . . . DNA. mRNA. Proteins . . transcriptioncontrol. mRNAanalysis. . . . . . Why Proteomics?Gene expression has many critical co
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2. Presentation Outline Proteomics technology overview
Biofluid analysis
Breast cancer biomarkers
Cardiotoxicity biomarkers
Schizophrenia protein isoform analysis
5. Creating an Expression Proteomics Database
6. PC - Rosetta: Data Flow Reformat graphs with new color and move legendReformat graphs with new color and move legend
8. Detection of Disease-Specific Proteins in Serum, CSF, & Synovial fluid High-abundance proteins limit sensitivity
- albumin
- haptoglobin
- IgG
- transferrin
Solution : Immunoaffinity enrichment protocol
9. Effect of Enrichment Protocol
10. Serum High Resolution Zoom Gels
11. Synovial Fluid
13. Biofluids Summary A reproducible method to deplete high abundance proteins specifically from biological fluids has been developed
Databases relating clinical, biological, image and annotation data are being built
Annotation of a composite Serum, CSF proteomes of several hundred individuals is in progress (status= 1,500 protein isoforms in CSF and 800 protein isoforms in serum have been identified at the peptide sequence level)
The majority of proteins exists in multiple isoforms
Changes observed in many disorders appear to be protein isoform specific and not global
Identifying the enzymes responsible for disease associated protein isoforms may help us to better understand the molecular pathophysiology of many diseases
14. Characteristics of an ‘Ideal’ Biomarker Specific
High tissue / serum ratio
Not present in non-affected tissue
Differentiation of pathology stage or toxicity type (acute versus chronic, necrosis, hypertrophy, etc.)
Sensitive
Zero baseline
Marker of ‘early,’ reversible pathology/toxicity
Immediate release with disease onset
Predictive
Long half-life in blood
Gives indication of reversibility
Release proportionate to disease or toxity progression
Robust
Rapid, simple, accurate and inexpensive detection in all relevant species
Bridge pre-clinical & clinical
Non-invasive / accessible
15. OGS Breast Cancer Proteome Studies 3 year collaboration
Protein expression database of purified cells- normal breast luminal and myoepithelial cells
Expression database of purified, clinically-derived breast cancer samples
Patient serum biomarker study- normal, primary and metastatic breast cancer sera
Validation studies underway
Results include potential targets for monoclonal antibodies and new chemical entities
900 samples; 1700 gels; 1800 annotations
16. Age Matched Serum Samples – Pre & Post Menopause
18. Univariate Selection Criteria (an example)
19. Univariate Analysis
20. Multivariate Analysis Linear Discriminant Analysis (LDA)
Cross Validation – Leave one outTake one sample outEstimate the LDA equationPredict the category for the sample (taken out)Estimate the miss-classification rates
21. Linear Discriminant Analysis
22. Other Isoforms as Discriminants
23. Mining for Assay Specificity We have identified a cohort of approximately 30 Protein Features having the ability to discriminate between sample types.
These protein features can be combined to form specific assays. Some possible scenarios for combining are:
Minimizing the different proteins involved
Combining all the isoforms of a specific protein
Combining minimum number of proteins with no isoforms
26. Rat Serum - Gel View
27. Rat Serum – Master Group
31. Disease Associated Protein Isoforms:A Case Study in Schizophrenia CSF Single gene locus
29 observed isoforms in CSF
Isoform changes disease-specific
32. PEDF Isoforms in Human CSF: Mapping to the Genome
33. PEDF Proteolysis in Schizophrenia
35. Acknowledgments The OGS Proteome Discovery team
Christian Rohlff, Director of Proteome Research Collaborations, Oxford GlycoSciences, (Christian.Rohlff@ogs.co.uk)
Breast Cancer studies: Ludwig Institute/ICRF London
Cardiotoxicity studies: F Sistare, FDA, USA
CSF studies : R Post & H Manji / NIMH, USA
Copies of selected publications available