[Population Modeling] IMAG Population Modeling WG;
defining the field by examples
Hunt, C. Anthony
a.hunt at ucsf.edu
Wed Dec 24 09:16:34 PST 2014
Population Modeling Working Group members:
We believe that some of our work is relevant to the field.
Phenomena that characterize many health-influencing interventions exhibit considerable intra- and interindividual variability. We are early on a M&S methodology path intended to provide mechanistic explanations that can be tailored to individual patients.
We utilize non-reductionist agent-oriented methods. Mechanisms within our models are parsimonious and thus relatively coarse grain.
A recent paper explaining the need for such methods:
http://onlinelibrary.wiley.com/doi/10.1002/wsbm.1222/full
Active projects:
1) Considerable intra-individual variability is observed for some individuals but not others in bioavailability of generic drug products. Why?
Recent paper:
http://www.plosone.org/article/info%3Adoi%2F10.1371%2Fjournal.pone.0108392
2) There is considerable intra- and interindividual variability in phenomena resulting from drug induced liver injury. Why?
Recent paper:
http://biosystems.ucsf.edu/publications/FinalSSCManuscript15May14authCopy.pdf
3) There is considerable interindividual variability in fracture healing, especially the occurrence of fracture non-unions. Why?
This project is earlier stage.
4) Answering that above questions requires that analog mechanisms are modular.
Recent paper:
http://www.biomedcentral.com/1752-0509/8/95/abstract
Other publications: http://biosystems.ucsf.edu/publications.html
Commentary and questions welcomed.
Regards
-Tony-
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