| Dr. Françoise
Seillier-Moiseiwitsch, 19
March 2007 |
| Analysis of Two-Dimensional Gel Images |
ABSTRACT: Two-dimensional polyacrylamide gel electrophoresis is currently one of the techniques of choice to separate and display all the proteins expressed in a tissue. In the resulting protein maps for groups of patients, we seek to identify proteins that are differentially expressed. I will describe a comprehensive analytical approach that deals with preprocessing, alignment and differential analysis. Preprocessing removes the bulk of the background noise. It involves smoothing, selecting regions containing spots and gradient thresholding. Images are aligned using cubic-spline transformations. The alignment is formulated as a quadratic programming problem that is optimized using an interior-point method. Wavelets are then utilized to summarize the aligned images, and statistical tests performed on the wavelet coefficients. These novel statistical tests were developed with the experimental design and the low sample size in mind. |
| BIOGRAPHICAL SKETCH: Françoise
Seillier-Moiseiwitsch,
M.S., Ph.D., is an Associate Professor of Biostatistics and
Bioinformatics and Oncology. She obtained her M.S. and Ph.D. degrees in
statistics from the University of London (U.K.). Prior to taking up her
position as Director of the Division of Biostatistics and
Bioinformatics in the Department of Oncology and Director of the
Biostatistics and Bioinformatics Shared Resource at the Lombardi
Comprehensive Cancer Center, she was a tenured Associate Professor of
Statistics in the Department of Mathematics and Statistics and the
Director of the Bioinformatics Research Center at the University of
Maryland, Baltimore County. She is trained as a mathematical
statistician and has been working in the area of statistical genetics
and bioinformatics for over ten years. She has long-standing
collaborations with genetic epidemiologists and virologists. Her
research interests are in statistical methodology for genomics,
functional genomics and proteomics. While at the University of North
Carolina, she developed a postdoctoral program with a pharmaceutical
company to help biologists acquire quantitative skills. Her research
funding has been continuous since 1989 and includes grants (National
Science Foundation, American Foundation for AIDS Research, National
Institutes of Health, Pediatric AIDS Foundation) and contracts (Pfizer
Central Research, LabCorp of America). |