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DNA hybridization arrays measure the expression levels for thousands of genes. These measurements provide us with a "snapshot" of transcription levels in the cell. A major challenge in computational biology is to identify the gene-protein, gene-gene, and protein-protein interactions using such measurements, as well as some biological features of cellular systems. In our study we aimed at building up our framework on the use of Bayesian networks.