Alga;
Polyadenylation;
GHMM;
Site recognition;
Entropy;
SIGNALS;
MODEL;
D O I:
暂无
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Recognition of polyadenylation [poly(A)] sites or messenger RNA is important in genome annotation and gene expression regulation analysis. In the paper, poly(A) sites of Chlamydomonas reinhardtii were identified using an updated version of poly(A) site recognition software PASS_VAR based on,generalized hidden Markov model. First, we analyzed the characteristics of the poly(A) sites and their surrounding sequence patterns, and used an entropy-based feature selection method to select important poly(A) signal patterns in conservative signal states. Then we improved the existing poly(A) sites recognition software PASS that was initially designed only for Arabidopsis to make it suitable for different species. Next, Chlamydomonas sequences were grouped according to their signal patterns and used to train the model parameters through mathematical statistics methods. Finally, poly(A) sites were identified using PASS_VAR. The efficacy of our model is showed up to 93% confidence with strong signals.
机构:
Univ Paris 06, CNRS, UMR 7141, Inst Biol Physicochim, F-75005 Paris, FranceUniv Paris 06, CNRS, UMR 7141, Inst Biol Physicochim, F-75005 Paris, France
Meslet-Cladiere, Laurence
Vallon, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, CNRS, UMR 7141, Inst Biol Physicochim, F-75005 Paris, FranceUniv Paris 06, CNRS, UMR 7141, Inst Biol Physicochim, F-75005 Paris, France
机构:
St Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Chekunova, E. M.
Yaronskaya, E. B.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Acad Sci Belarus, Inst Biophys & Cell Engn, Minsk, BELARUSSt Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Yaronskaya, E. B.
Yartseva, N. V.
论文数: 0引用数: 0
h-index: 0
机构:
St Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, RussiaSt Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, Russia
Yartseva, N. V.
Averina, N. G.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Acad Sci Belarus, Inst Biophys & Cell Engn, Minsk, BELARUSSt Petersburg State Univ, Fac Biol & Soil Sci, Dept Genet & Biotechnol, St Petersburg 199034, Russia