標題: | Biological data warehousing system for identifying transcriptional regulatory sites from gene expressions of microarray data |
作者: | Tsou, Ann-Ping Sun, Yi-Ming Liu, Chia-Lin Huang, Hsien-Da Horng, Jorng-Tzong Tsai, Meng-Feng Liu, Baw-Juine 生物資訊及系統生物研究所 Institude of Bioinformatics and Systems Biology |
關鍵字: | databases;data warehouse;gene expression;gene regulation;microarray;regulatory sites;synexpression group;transcription factor |
公開日期: | 1-Jul-2006 |
摘要: | Identification of transcriptional regulatory sites plays an important role in the investigation of gene regulation. For this propose, we designed and implemented a data warehouse to integrate multiple heterogeneous biological data sources with data types such as text-file, XML, image, MySQL database model, and Oracle database model. The utility of the biological data warehouse in predicting transcriptional regulatory sites of coregulated genes was explored using a synexpression group derived from a microarray study. Both of the binding sites of known transcription factors and predicted over-represented (OR) oligonucleotides were demonstrated for the gene group. The potential biological roles of both known nucleotides and one OR nucleotide were demonstrated using bioassays. Therefore, the results from the wet-lab experiments reinforce the power and utility of the data warehouse as an approach to the genome-wide search for important transcription regulatory elements that are the key to many complex biological systems. |
URI: | http://dx.doi.org/10.1109/TITB.2005.862466 http://hdl.handle.net/11536/12095 |
ISSN: | 1089-7771 |
DOI: | 10.1109/TITB.2005.862466 |
期刊: | IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE |
Volume: | 10 |
Issue: | 3 |
起始頁: | 550 |
結束頁: | 558 |
Appears in Collections: | Articles |
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