Inferring DNA sequences from mechanical unzipping data: the large-bandwidth case

被引:12
作者
Baldazzi, V.
Bradde, S.
Cocco, S.
Marinari, E.
Monasson, R.
机构
[1] Univ Roma Tor Vergata, Dipartimento Fis, I-00173 Rome, Italy
[2] CNRS, Lab Phys Stat ENS, F-75005 Paris, France
[3] CNRS, Lab Phys Theoret ENS, F-75005 Paris, France
[4] Univ Roma La Sapienza, Dipartimento Fis, I-00185 Rome, Italy
[5] Univ Roma La Sapienza, Ist Nazl Fis Nucl, I-00185 Rome, Italy
来源
PHYSICAL REVIEW E | 2007年 / 75卷 / 01期
关键词
D O I
10.1103/PhysRevE.75.011904
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The complementary strands of DNA molecules can be separated when stretched apart by a force; the unzipping signal is correlated to the base content of the sequence but is affected by thermal and instrumental noise. We consider here the ideal case where opening events are known to a very good time resolution (very large bandwidth), and study how the sequence can be reconstructed from the unzipping data. Our approach relies on the use of statistical Bayesian inference and of Viterbi decoding algorithm. Performances are studied numerically on Monte Carlo generated data, and analytically. We show how multiple unzippings of the same molecule may be exploited to improve the quality of the prediction, and calculate analytically the number of required unzippings as a function of the bandwidth, the sequence content, and the elasticity parameters of the unzipped strands.
引用
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页数:34
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