iCARE: An R package to compute Individualized Coherent Absolute Risk Estimators
An R package to compute Individualized Coherent Absolute Risk Estimators (iCARE)
iCARE allows researchers to quickly build models for absolute risk, and apply them to estimate an individual's risk of developing disease during a specifed time interval, based on a set of user defined input parameters. An attractive feature of the software is that it gives users fexibility to update models rapidly based on new knowledge of risk factors and tailor models to different populations. The tool requires three input arguments be specifed: (1) a model for relative risk (2) an age-specifc disease incidence rate and (3) the distribution of risk factors for the population of interest. The tool handles missing risk factor information for individuals for whom risks are to be predicted using a coherent approach where all estimates are derived from a single model after appropriate model averaging. The software allows single nucleotide polymorphisms (SNPs) to be incorporated into the model using published odds ratios and allele frequencies.
Parichoy Pal Choudhury; Paige Maas; Amber Wilcox; William Wheeler; Mark Brook; David Check; Montserrat García-Closas; Nilanjan Chatterjee
Choudhury PP, Maas P, Wilcox A, Wheeler W, Brook M, Check D, García-Closas M, Chatterjee N. iCARE: an R package to build, validate and apply absolute risk models. Submitted