Osamu Gotoh1. 1. Department of Intelligence Science and Technology, Graduate School of Informatics, Kyoto University, Yoshida Honmachi, Sakyo-ku, Kyoto 606-8501, Japan. o.gotoh@i.kyoto-u.ac.jp
Abstract
MOTIVATION: Finding protein-coding genes in a newly determined genomic sequence is the first step toward understanding the content written in the genome. Sequences of transcripts of homologous genes, if available, can considerably improve accuracy of prediction of genes and their structures, compared with that without such knowledge. As protein sequences are generally better conserved than nucleotide sequences, remote homologs can be used as templates, extending the applicability of evidence-based gene recognition methods. However, no tool seems to have been developed so far to simultaneously map and align a number of protein sequences on mammalian-sized genomic sequence. RESULTS: We have extended our computer program Spaln to accept protein sequences, as well as cDNA sequences, as queries. When the query and the target sequences are reasonably similar, e.g. between mammalian orthologs, Spaln runs one to two orders of magnitude faster than conventional approaches that rely on Blast search followed by dynamic-programming-based spliced alignment. Exon-level and gene-level accuracies of Spaln are significantly higher than those obtained by the best available methods of the same type, particularly when the query and the target are distantly related. AVAILABILITY: Spaln is accessible online for a few species at http://www.genome.ist.i.kyoto-u.ac.jp/~aln_user. The source code is available for free for academic users from the same site.
MOTIVATION: Finding protein-coding genes in a newly determined genomic sequence is the first step toward understanding the content written in the genome. Sequences of transcripts of homologous genes, if available, can considerably improve accuracy of prediction of genes and their structures, compared with that without such knowledge. As protein sequences are generally better conserved than nucleotide sequences, remote homologs can be used as templates, extending the applicability of evidence-based gene recognition methods. However, no tool seems to have been developed so far to simultaneously map and align a number of protein sequences on mammalian-sized genomic sequence. RESULTS: We have extended our computer program Spaln to accept protein sequences, as well as cDNA sequences, as queries. When the query and the target sequences are reasonably similar, e.g. between mammalian orthologs, Spaln runs one to two orders of magnitude faster than conventional approaches that rely on Blast search followed by dynamic-programming-based spliced alignment. Exon-level and gene-level accuracies of Spaln are significantly higher than those obtained by the best available methods of the same type, particularly when the query and the target are distantly related. AVAILABILITY: Spaln is accessible online for a few species at http://www.genome.ist.i.kyoto-u.ac.jp/~aln_user. The source code is available for free for academic users from the same site.
Authors: Kui Lin; Erik Limpens; Zhonghua Zhang; Sergey Ivanov; Diane G O Saunders; Desheng Mu; Erli Pang; Huifen Cao; Hwangho Cha; Tao Lin; Qian Zhou; Yi Shang; Ying Li; Trupti Sharma; Robin van Velzen; Norbert de Ruijter; Duur K Aanen; Joe Win; Sophien Kamoun; Ton Bisseling; René Geurts; Sanwen Huang Journal: PLoS Genet Date: 2014-01-09 Impact factor: 5.917