REFINEMENT: a search framework for the identification of interferon-responsive elements in DNA sequences--a case study with ISRE and GAS.
Interferons (IFN) are a family of pleiotropic secreted proteins that play a key role in mediating antiviral and apoptotic responses, and in immune modulation. Interferons induce a large number of genes through activating the janus tyrosine kinase (JAK)-signal transducers and activators of transcription proteins (STAT) pathway, and the binding of transcription factors to upstream regions of the inducible genes (interferon-stimulated gene, ISG) at specific DNA regulatory elements known as interferon-stimulated response element (ISRE) and gamma-activated sequence (GAS). We have previously performed DNA micro-arrays on peripheral blood mononuclear cells (PBMC) treated with interferon-alpha in culture and showed that approximately 700 genes are significantly modulated (P < or = 0.001). In order to search for ISRE and GAS we have developed a framework called regulatory element finding with iteration and effective model refinement (REFINEMENT) using an existing program (HMMER) and a standard discriminating scoring technique. Although REFINEMENT uses existing programs, our framework itself is novel as it effectively discriminates occurrences using an iterative model refinement technique. REFINEMENT has detected either ISRE or GAS sequence in all of the genes shown to be induced at a P-value < or = 0.001. There were far more functional occurrences in ISRE than in GAS, suggesting that ISRE plays a greater role in response to interferon-alpha than GAS sequences. This method can be used to identify such sequences in any set of genes. REFINEMENT is non-commercial and is accessible at .
Tsukahara
Takuma
T
Department of Biology, Indiana University, Bloomington, IN 47401, USA. tsukaha@indiana.edu
Kim
Sun
S
Taylor
Milton W
MW
D001483:Base Sequence; D019295:Computational Biology; D003198:Computer Simulation; D004247:DNA / Q000235:genetics*; D020869:Gene Expression Profiling / Q000706:statistics & numerical data; D015894:Genome, Human; D006801:Humans; D066298:In Vitro Techniques; D000077190:Interferon alpha-2; D016898:Interferon-alpha / Q000494:pharmacology; D007372:Interferons / Q000494:pharmacology*; D007963:Leukocytes, Mononuclear / Q000187:drug effects / Q000378:metabolism; D008957:Models, Genetic; D020411:Oligonucleotide Array Sequence Analysis / Q000706:statistics & numerical data; D011994:Recombinant Proteins; D012984:Software
D000077190:Interferon alpha-2; D016898:Interferon-alpha; D011994:Recombinant Proteins; D004247:DNA; D007372:Interferons