----------------------------------------------------------------------- BIOINFORMATICS COLLOQUIUM School of Computational Sciences George Mason University ----------------------------------------------------------------------- Computation Models of Host-Pathogen Interactions A Case Study: Inhalation Anthrax Dr. Stephen Prior Potomac Institute for Policy Studies Arlington, VA Kenneth De Jong Computer Science Department and Krasnow Institute George Mason University Tuesday, March 21, 2006 4:30 pm Verizon Auditorium, Prince William Campus ABSTRACT Recent events have dramatically highlighted the need for a better understanding of the effects of biological pathogens on humans, both from the perspective of prevention (e.g., vaccines) and post-exposure interventions. Most of our current understanding comes from a large body of research involving in vitro lab experiments and in vivo animal studies. The result is a fairly sizable gap in our understanding of how this research transfers to human subjects. One approach to reducing this gap involves performing in silico studies in which computer models are developed to capture the critical host-pathogen interactions in a way that they account for existing data and can be used to generate hypotheses regarding new approaches to prevention and intervention. In this talk we present the results of a recent study that explored this approach for the specific case of inhalation anthrax, motivated in part by the episode in 2001 involving D.C. area mail carriers and the threat of similar events in the future. The key element of our approach was the use of agent-based modeling technology that allowed the macro properties of host-pathogen interactions emerge from a large number of micro level host-pathogen interactions. This “bottom-up” approach to modeling a complex system allowed us to construct models rather quickly that were consonant with known data, and allowed us to begin experimenting with “what if” scenarios relating to prevention and intervention. We conclude the talk with a brief discussion of lessons learned and how this same approach can be usefully applied to other important pathogens such as influenza viruses. BIOSKETCH Stephen Prior has spent the last 15 years working in the commercial biotechnology sector and has proven skills in the identification & appraisal of technology, project management & business development including focused growth of biotechnology and pharmaceutical projects from initial research to licensed products. Currently, Dr. Prior is the Research Director of the National Security Health Policy Center (NSHPC) at the Potomac Institute for Policy Studies. Prior to joining NSHPC, he served as the President and CEO of DynPort, LLC. He is currently a faculty member at the University of North Texas and a member of the Institute for Cancer Research. He has also served as a Senior Editor for Applied Science Journal (NBC-Medicine); a Visiting Professor Royal Military College of Science (UK); Visiting Lecturer DNBCC and Royal Army Medical Corps (UK MoD); and a Visiting Lecturer with NATO (Panel 7-NBC; NATO-ARW). Kenneth A. De Jong received his Ph.D. in computer science from the University of Michigan in 1975. He joined George Mason University in 1984 and is currently a Professor of Computer Science, head of the Evolutionary Computation Laboratory, and associate director of the Krasnow Institute. His research interests include genetic algorithms, evolutionary computation, machine learning, and adaptive systems. He is currently involved in research projects involving the development of new evolutionary algorithm (EA) theory, the use of EAs as heuristics for NP-hard problems, and the application of EAs to the problem of learning task programs in domains such as robotics, diagnostics, navigation and game playing. He is also interested in experience-based learning in which systems must improve their performance while actually performing the desired tasks in environments not directly their control or the control of a benevolent teacher. Support for these projects is provided by DARPA, ONR, and NRL. He is an active member of the Evolutionary Computation research community and has been involved in organizing many of the workshops and conferences in this area. He is the founding editor-in-chief of the journal Evolutionary Computation (MIT Press), and a member of the board of ACM SIGEVO. ----------------------------------------------------------------------- Refreshments are served at 4:00 pm. Find the schedule and directions at http://www.binf.gmu.edu/colloq.html