Title: Tools in Drug Formulation: Flow Cytometry and Data Analysis Protocols Janet Siebert CytoAnalytics
1Tools in Drug Formulation Flow Cytometry and
Data Analysis ProtocolsJanet
SiebertCytoAnalytics
2Overview
- Flow cytometry is a useful tool for measuring
multiple parameters on cell-sized particles, e.g.
peripheral blood cells - Characteristics of both donor populations and
individuals can be inspected using the right data
analysis protocols - Some of these characteristics may be appropriate
biomarkers for disease targets, disease
progression, or response to drug formulations
3Outline
- Introduction to CytoAnalytics
- 3 underlying concepts
- An experiment intracellular cytokine staining
in breast cancer patients - Take home message
4Introduction to CytoAnalytics
- CytoAnalytics helps researchers find and tell the
stories in their data - Outgrowth of collaboration with researchers in
Karen Newells Institute for Bioenergetics at
University of Colorado, Colorado Springs data
from flow cytometry experiments - Goal to provide fast, reliable,
biologically-meaningful insight - Analysts combine multiple data sources, apply
appropriate algorithms from our library, return
results to researchers in 1-3 business days - Algorithms include visualization, statistical,
and data mining techniques
53 Underlying Concepts
- Flow cytometry
- Lyoplates
- Data normalization
6The Flow Cytometer
- Measures light and fluorescence from cell-sized
particles in solution - Ability to record multiple independent and
quantitative measurements on a large number of
cells - Forward scatter, side scatter, and fluorescence
(generally due to staining)
7Inside the Flow Cytometer
Forward scatter and side scatter
Hydrodynamic Focusing
8Graphic Displays of Resulting Data
9BD LyoplateTM Technology
- Plate-based assay containing lyophilized
(freeze-dried) reagents - Manufactured in controlled environment using
robotics - Mother plate used to create daughter plates
- Minimize of a source of variance in research
results
10An ExperimentIntracellular Cytokine Staining
for Tumor Associated Antigens
- 41 healthy donors
- 21 with breast cancer
- Tumor-associated antigens (TAAs) HER2/neu, CEA,
and MAGE-3 broadly expressed in breast cancer
are candidates for T cell based immunotherapies - Using intracellular cytokine flow cytometry,
antigen-specific T cell responses to HER2/neu,
CEA, and MAGE-3 measured in PBMCs (peripheral
blood mononuclear cells) - Responses also measured to CMV (eg pp65), SEB,
HIV gag, and other peptide pools - Levels of IFNg, IL-2 and TNFa measured on
CD3/CD4 and CD3/CD4- T cells (Helper and
Cytotoxic T cells)
11Use of Lyophilized 96 Well Plates
12Resulting Experimental Data 45,613 rows
(summarized)
13The Rich Analytical Environment
- Combine source data from instrument with sample
and patient descriptive data
14Representative Data and Analysis
15Donor ProfilesCD4 IFNg, IL2, TNFa CD8 IFNg,
IL2, TNFa
16Overview of Normalization
For each donor, for each stimulus NormXi Xi
Xmin ------------ Xmax - Xmin
17A Normalization Example
18Normalized vs. Non-normalized Data
19Statistical Analysis with Normalized Data
CD4/IFNg TAAs lower than CMV plt.0103 CD8/IFNg
TAAs lower than CMV plt.004 CD8/IL-2 TAAs higher
than CMV plt.009
20The Research Team
- Margaret Inokuma1, Charles Schmitt3, Perry
Haaland3, Douglas Petry1, Maria A. Suni1, Smita
A. Ghanekar1, Daiva Gladding1, John F. Dunne1,
Vernon C. Maino1, Mary L. Disis2, and Holden T.
Maecker1 - 1BD Biosciences, San Jose, California
- 2University of Washington, Seattle, Washington
- 3BD Technologies, Research Triangle Park, North
Carolina NC
21Underview
- Different donors have different patterns of
reactions to different stimuli - At a donor level, there are immunophenotypes
- We need to identify and monitor these phenotypes
at various phases of the drug discovery and
formulation process
22Flow Cytometry and Biomarkers
- Apoptotic CD34 cells are increased in patients
with acute coronary syndrome and more extensive
coronary artery disease - Toll-like receptor 2 and 4 expression correlates
with the extent and severity of coronary artery
disease - T lymphocytes in bronchoalveolar lavage (BAL) of
patients with chronic obstructive pulmonary
disease (COPD) produce more cytokines than in
controls - Multi-drug resistant multiple myeloma patients
have significantly higher expression levels of
adhesion molecules VLA-4 and ICAM-1 than do
responders
23Biomarkers and Cellular AnalysisImproving Drug
Discovery and Formulation
Pre-clinical
Clinical Trials
Phase IV
IND
NDA
Phase I II
Phase III
24Take home messages
- 3 underlying concepts
- Flow cytometry
- Lyoplates
- Data normalization
- Big picture
- Disease heterogeneity and immunophenotypes
- Flow cytometry is a tool for collecting multiple
parameters at a single cell level - In RD, need to combine instrument readouts with
clinical descriptive data and study in a rich
analytical environment