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Please use this identifier to cite or link to this item:http://hdl.handle.net/10281/30740

Authors: Pirola, Y; Della Vedova, G; Biffani, S; Stella, A; Bonizzoni, P
Title: A fast and practical approach to genotype phasing and imputation on a pedigree with erroneous and incomplete information
Abstract: In this work, we propose the MIN-RECOMBINANT HAPLOTYPE CONFIGURATION WITH BOUNDED ERRORS problem (MRHCE), which extends the original MIN-RECOMBINANT HAPLOTYPE CONFIGURATION formulation by incorporating two common characteristics of real data: errors and missing genotypes (including untyped individuals). We describe a practical algorithm for MRHCE that is based on a reduction to the Satisfiability problem (SAT) and exploits recent advances in the constraint programming literature. An experimental analysis demonstrates the soundness of our model and the effectiveness of the algorithm under several scenarios. The analysis on real data and the comparison with state-of-the-art programs reveals that our approach couples better scalability to large and complex pedigrees with the explicit inclusion of genotyping errors into the model.
Keywords: algorithms, haplotype inference, pedigrees, genotyping errors, missing data, recombinations
MIUR Subject : Settore INF/01 - Informatica
ISO Language : eng
Conference Name: IEEE 2nd International Conference on Computational Advances in Bio and Medical Sciences
Conference Place: Las Vegas, NV, USA
Conference Date: 2012
Conference Number: 2
Circulation: Rilevanza internazionale
Type of paper: contributo
Presentation Date: 23-Feb-2012
Referee: Sì, ma tipo non specificato
Issue Date: 12-Apr-2012
DOI: 10.1109/ICCABS.2012.6182643
URL: http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6182643
Citation: Pirola, Y., Della Vedova, G., Biffani, S., Stella, A., & Bonizzoni, P. (2012). A fast and practical approach to genotype phasing and imputation on a pedigree with erroneous and incomplete information. In Computational Advances in Bio and Medical Sciences (ICCABS), 2012 IEEE 2nd International Conference on. IEEE.
Appears in Collections:Pubblicazioni >02 - Intervento a convegno
DIPARTIMENTO DI INFORMATICA, SISTEMISTICA E COMUNICAZIONE >02 - Intervento a convegno

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