Grant Details
Grant Number: |
5R29CA073270-05 Interpret this number |
Primary Investigator: |
Witte, John |
Organization: |
Case Western Reserve University |
Project Title: |
Hierarchical Modeling in Cancer Research |
Fiscal Year: |
2000 |
Abstract
DESCRIPTION: Extensions of the methods of hierarchical modelling and
analysis are proposed through application to data sets in four different
areas of study: relationship of genetic mutations to breast and ovarian
cancer; diet and the development of colorectal adenomatous polyps;
exposure to low levels of ionizing radiation and cancer; and
relationship between chemical exposures and cancer in humans and the
same exposures and cancer in animal test species. In each case data sets
are available to the investigator. The method depends on expressing the
target parameters to be estimated as functions of more basic parameters
so that these postulated relationships can be used to "incorporate
similarities" among the target parameters so as to obtain "more plausible
and stable estimates" of their effects. The extensions to the methods
depend to some extent on the various data sets but include multistage
modeling of the relationship between the target parameters and the more
basic parameters, by grouping them or by adding a further level of them
and by grouping the dependent binary variables where several of them are
involved, e.g. different sites of disease. A variety of checks on
sensitivity and performance is planned for each of the four areas of
study, including checks on different choices of the parameters in the
higher models and simulation of the results, using the basic data sets
as guides to "true" structure.
Publications
None