Similarity searches in genome-wide numerical data sets.
We present psi-square, a program for searching the space of gene vectors. The program starts with a gene vector, i.e., the set of measurements associated with a gene, and finds similar vectors, derives a probabilistic model of these vectors, then repeats search using this model as a query, and continues to update the model and search again, until convergence. When applied to three different pathway-discovery problems, psi-square was generally more sensitive and sometimes more specific than the ad hoc methods developed for solving each of these problems before.
Glazko
Galina
G
Stowers Institute for Medical Research, 1000 E 50th St, Kansas City, MO 64110, USA. galina_glazko@urmc.rochester.edu
Coleman
Michael
M
Mushegian
Arcady
A