Boolean relationships among genes responsive to ionizing radiation in the NCI 60 ACDS
Open Access
- 14 December 2004
- journal article
- research article
- Published by Oxford University Press (OUP) in Bioinformatics
- Vol. 21 (8) , 1542-1549
- https://doi.org/10.1093/bioinformatics/bti214
Abstract
Motivation: An early use of gene-expression data coming from microarrays was to discover non-linear multivariate intergene relationships. Pursuing this direction, the motivation for this paper is 2-fold: (1) to discover and elucidate multivariate logical predictive relations among gene expressions in a dataset arising from radiation studies using the NCI 60 Anti-Cancer Drug Screen (ACDS) cell lines; and (2) to demonstrate how these logical relations based on coarse quantization reflect corresponding relations in the continuous data. Results: Using the coefficient of determination, a large number of logical relationships have been discovered among genes in the NCI 60 ACDS cell lines. Moreover, these relationships can be seen directly in the original continuous data, and many are robust relative to the thresholds used to obtain the logical data from the continuous data. A key observation is that a number of intergene relationships appear to be considerably stronger when p53 is functional as compared to when it is not, which is consistent with earlier findings in the literature. Availability: The appendix is available at http://gsp.tamu.edu/Publications/supplement.htm Contact:edward@ee.tamu.eduKeywords
This publication has 9 references indexed in Scilit:
- Inactivation of the Wip1 phosphatase inhibits mammary tumorigenesis through p38 MAPK–mediated activation of the p16Ink4a-p19Arf pathwayNature Genetics, 2004
- External Control in Markovian Genetic Regulatory NetworksMachine Learning, 2003
- From Boolean to probabilistic Boolean networks as models of genetic regulatory networksProceedings of the IEEE, 2002
- Ratio statistics of gene expression levels and applications to microarray data analysisBioinformatics, 2002
- Coefficient of determination in nonlinear signal processingSignal Processing, 2000
- Molecular Interaction Map of the Mammalian Cell Cycle Control and DNA Repair SystemsMolecular Biology of the Cell, 1999
- A Matter of Life and Cell DeathScience, 1998
- Ratio-based decisions and the quantitative analysis of cDNA microarray imagesJournal of Biomedical Optics, 1997
- Circuit Simulation of Genetic NetworksScience, 1995