{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,19]],"date-time":"2025-12-19T09:26:48Z","timestamp":1766136408226},"reference-count":52,"publisher":"Oxford University Press (OUP)","issue":"18","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013,9,15]]},"abstract":"<jats:title>Abstract<\/jats:title><jats:p>Motivation: We present an integrated toolkit, BoBro2.0, for prediction and analysis of cis-regulatory motifs. This toolkit can (i) reliably identify statistically significant cis-regulatory motifs at a genome scale; (ii) accurately scan for all motif instances of a query motif in specified genomic regions using a novel method for P-value estimation; (iii) provide highly reliable comparisons and clustering of identified motifs, which takes into consideration the weak signals from the flanking regions of the motifs; and (iv) analyze co-occurring motifs in the regulatory regions.<\/jats:p><jats:p>Results: We have carried out systematic comparisons between motif predictions using BoBro2.0 and the MEME package. The comparison results on Escherichia coli K12 genome and the human genome show that BoBro2.0 can identify the statistically significant motifs at a genome scale more efficiently, identify motif instances more accurately and get more reliable motif clusters than MEME. In addition, BoBro2.0 provides correlational analyses among the identified motifs to facilitate the inference of joint regulation relationships of transcription factors.<\/jats:p><jats:p>Availability: The source code of the program is freely available for noncommercial uses at http:\/\/code.google.com\/p\/bobro\/.<\/jats:p><jats:p>Contact: \u00a0xyn@bmb.uga.edu<\/jats:p><jats:p>Supplementary information: \u00a0Supplementary data are available at Bioinformatics online.<\/jats:p>","DOI":"10.1093\/bioinformatics\/btt397","type":"journal-article","created":{"date-parts":[[2013,7,12]],"date-time":"2013-07-12T00:18:49Z","timestamp":1373588329000},"page":"2261-2268","source":"Crossref","is-referenced-by-count":29,"title":["An integrated toolkit for accurate prediction and analysis of<i>cis-<\/i>regulatory motifs at a genome scale"],"prefix":"10.1093","volume":"29","author":[{"given":"Qin","family":"Ma","sequence":"first","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"}]},{"given":"Bingqiang","family":"Liu","sequence":"additional","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"}]},{"given":"Chuan","family":"Zhou","sequence":"additional","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"},{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"}]},{"given":"Yanbin","family":"Yin","sequence":"additional","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"}]},{"given":"Guojun","family":"Li","sequence":"additional","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"},{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"}]},{"given":"Ying","family":"Xu","sequence":"additional","affiliation":[{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"},{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science Center, Oak Ridge, TN, USA and 5College of Computer Science and Technology, Jilin University, Changchun, Jilin, China"},{"name":"1 Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, Institute of Bioinformatics, University of Georgia, Athens, GA 30602, USA, 2School of Mathematics, Shandong University, Jinan 250100, China, 3Department of Biological Sciences, Northern Illinois University, DeKalb, IL 60115-2857, USA, 4BioEnergy Science 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