| Literature DB >> 25199846 |
Pegah Khosravi1, Vahid H Gazestani2, Yazdan Asgari3, Brian Law4, Mehdi Sadeghi5, Bahram Goliaei6.
Abstract
The human Y chromosome contains a small number of genes that play a critical role in the determination of male-specific organs. Today's advances have provided valuable resources for defining the functions of this chromosome in both normal and cancerous prostates. Despite the fact that generation of high-throughput expression data is becoming usual; the systematic methods of data analysis in a biological context are still an impediment. Here we have shown that constructing co-expression networks using Y-chromosome genes provides an alternative strategy for the detection of new candidate genes involved in prostate cancer. In our approach, independent co-expression networks from normal and cancerous stages are reconstructed using a reverse engineering approach. We then highlight crucial pathways, biological processes, and genes involved in the prostate cancer by analyzing each network individually and in concert. Thus, we have identified 18 critical pathways and processes related to prostate cancer, many of which have previously been shown to be involved in cancer. In particular, we identify 22 Y-chromosome genes putatively linked to prostate cancer, 13 of which have been already verified experimentally. Our novel network-based approach is useful for accurate inference of processes and essential regulators that mediate molecular changes during cancer progression.Entities:
Keywords: Co-expression networks; Expression data; Prostate cancer; Reverse engineering approach; Y-chromosome genes
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Year: 2014 PMID: 25199846 DOI: 10.1016/j.compbiomed.2014.08.020
Source DB: PubMed Journal: Comput Biol Med ISSN: 0010-4825 Impact factor: 4.589