DocumentCode
2153188
Title
Message-passing for base-calling in sequencing-by-synthesis systems
Author
Lee, Sang Hyun ; Shamaiah, Manohar ; Vikalo, Haris
Author_Institution
Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
fYear
2011
fDate
22-27 May 2011
Firstpage
777
Lastpage
780
Abstract
Performance of DNA sequencing-by-synthesis systems is fundamentally limited by the stochastic nature of the under lying biochemical process. We develop a novel graphical representation of sequencing-by-synthesis which allows for computationally efficient base-calling via message-passing algorithms. Computational studies indicate that the proposed message-passing technique outperforms existing base-calling methods.
Keywords
DNA; biochemistry; message passing; molecular biophysics; stochastic processes; DNA sequencing-by-synthesis systems; biochemical processing; computationally efficient base-calling; graphical representation; message-passing algorithms; message-passing technique; stochastic nature; Computational modeling; DNA; Graphical models; Heuristic algorithms; Indexes; Maximum likelihood decoding; Signal to noise ratio; graphical model; message-passing algorithm; sequencing-by-synthesis; trellis;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on
Conference_Location
Prague
ISSN
1520-6149
Print_ISBN
978-1-4577-0538-0
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2011.5946519
Filename
5946519
Link To Document