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