My methodological focus is in the area of bioinformatics and statistical genetics. Currently, I am working selection methods for imputation algorithms in microarray data, cluster validation, and empirical methods for evaluating the number of markers needed for inferring ancestry in a study population. We are currently forming a Bioinformatics Working Group withing our department, along with fellow faculty members Somnath Datta and Susmita Datta. I also have significant collaborations with the departments of Epidemiology and Public Health, Pharmacology and Toxicology, Molecular, Cellular, and Craniofacial Biology, and Infectious Disease.
Publications
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Brock, G.N. , Shaffer, J.R., Blakesley-Ball, R.E., Lotz, M.J., and Tseng, G.C. (2008) "Which missing value imputation method to use in expression profiles: a comparative study and two selection schemes"BMC Bioinformatics 9:12 -
Brock, G.N. , Weeks, D.E., Sobel, E. and Feingold, E. (2007) "A novel method for estimating significance levels in NPL scores for large pedigrees"Genet Epi. 31(5):417-430 -
Brock, G.N. , Pihur, V., Datta, S., and Datta, S. (2007) "clValid, an R package for cluster validation" (accepted subject to minor revision byJournal Statistical Software ) -
Brock, G.N. , Beavis, W., and Salter, L. (2007) "Fuzzy logic and related methods as a screening tool for detecting gene regulatory networks", (accepted byInformation Fusion ) - Pihur, V.,
Brock, G.N. , Datta, S. and Datta, S. "Cluster validation for microarray data: An appraisal". In Indian Statistical Institute Platinum Jubilee Series (A. SenGupta, Ed), World Scientific Press, to appear (2008). - Bhattacharjee, S., Kuo, C-L., Mukhopadhyay, N.,
Brock, G.N. , Weeks, D.E., and Feingold, F. (2007) "Robust score statistics for QTL linkage analysis" (accepted by TheAmerican Journal of Human Genetics ) - Xu, P.,
Brock, G.N. , and Parrish, R.S. "Modified linear discriminant analysis approaches for classification of high-dimensional microarray data" (submitted toComputational Statistics and Data Analysis ) -
Brock, G.N. , Maher, B.S., Goldstein, T.H., Cooper, M.E., and Marazita, M.L. (2005) "Methods for detecting gene-gene interaction in multiplex extended pedigrees"BMC Genet. 6 Suppl 1:S144. - Maher, B.S., and
Brock, G.N. (2005) "Approaches to detecting epistasis in the genetic analysis workshop 14 Pedigrees"Genet Epi. 29 Suppl 1:S116-9.
Software
- FPRNET Software to accompany the paper by Brock, Beavis, and Salter (2007) "Fuzzy logic and alternate methods for detecting gene regulatory Networks"
- clValid An R package for cluster validation
- Version 0.6 zip file , source code
Collaborators
Somnath Datta
(Bioinformatics and Biostatistics, UofL)
Susmita Datta
(Bioinformatics and Biostatistics, UofL)
Robert
M. Greene (Molecular, Cellular, and Craniofacial
Biology, UofL)
M. Michele Pisano (Molecular, Cellular, and Craniofacial
Biology, UofL)
Julio A. Ramirez
(Infectious Disease, UofL)
Eric Rouchka
(Computer Science, UofL)