A complexity reduction algorithm for analysis and annotation of large genomic sequences.
DNA is a universal language encrypted with biological instruction for life. In higher organisms, the genetic information is preserved predominantly in an organized exon/intron structure. When a gene is expressed, the exons are spliced together to form the transcript for protein synthesis. We have developed a complexity reduction algorithm for sequence analysis (CRASA) that enables direct alignment of cDNA sequences to the genome. This method features a progressive data structure in hierarchical orders to facilitate a fast and efficient search mechanism. CRASA implementation was tested with already annotated genomic sequences in two benchmark data sets and compared with 15 annotation programs (10 ab initio and 5 homology-based approaches) against the EST database. By the use of layered noise filters, the complexity of CRASA-matched data was reduced exponentially. The results from the benchmark tests showed that CRASA annotation excelled in both the sensitivity and specificity categories. When CRASA was applied to the analysis of human Chromosomes 21 and 22, an additional 83 potential genes were identified. With its large-scale processing capability, CRASA can be used as a robust tool for genome annotation with high accuracy by matching the EST sequences precisely to the genomic sequences.
Chuang
Trees-Juen
TJ
Bioinformatics Research Center, Institute of Biomedical Sciences, Academia Sinica, Taipei 11529, Taiwan.
Lin
Wen-Chang
WC
Lee
Hurng-Chun
HC
Wang
Chi-Wei
CW
Hsiao
Keh-Lin
KL
Wang
Zi-Hao
ZH
Shieh
Danny
D
Lin
Simon C
SC
Ch'ang
Lan-Yang
LY
D000465:Algorithms; D002891:Chromosomes, Human, Pair 21 / Q000235:genetics; D002892:Chromosomes, Human, Pair 22 / Q000235:genetics; D004247:DNA / Q000032:analysis* / Q000235:genetics; D018076:DNA, Complementary / Q000032:analysis / Q000235:genetics; D005091:Exons / Q000235:genetics; D020224:Expressed Sequence Tags; D005796:Genes / Q000235:genetics; D015894:Genome, Human; D006801:Humans; D011544:Pseudogenes / Q000235:genetics; D015203:Reproducibility of Results; D012680:Sensitivity and Specificity; D016415:Sequence Alignment / Q000379:methods; D017422:Sequence Analysis, DNA / Q000379:methods / Q000639:trends; D012689:Sequence Homology, Nucleic Acid
D018076:DNA, Complementary; D004247:DNA