Computational technique for improvement of the position-weight matrices for the DNA/protein binding sites

作者：Naum I. Gershenzon · 发表于：Nucleic Acids Research · 年份：2005 · DOI：10.1093/nar/gki519 · 被引用次数：91 · 研究领域：Genomics and Chromatin Dynamics、RNA and protein synthesis mechanisms、Genomics and Phylogenetic Studies

Position-weight matrices (PWMs) are broadly used to locate transcription factor binding sites in DNA sequences. The majority of existing PWMs provide a low level of both sensitivity and specificity. We present a new computational algorithm, a modification of the Staden-Bucher approach, that improves the PWM. We applied the proposed technique on the PWM of the GC-box, binding site for Sp1. The comparison of old and new PWMs shows that the latter increase both sensitivity and specificity. The statistical parameters of GC-box distribution in promoter regions and in the human genome, as well as in each chromosome, are presented. The majority of commonly used PWMs are the 4-row mononucleotide matrices, although 16-row dinucleotide matrices are known to be more informative. The algorithm efficiently determines the 16-row matrices and preliminary results show that such matrices provide better results than 4-row matrices.