QuickHap:单个单倍型重构问题的快速启发式算法

Melina Bagher, Reza Karimzadeh, M. Jahed, B. Khalaj
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引用次数: 0

摘要

单个单倍型重建是指推断每条染色体的两个不同拷贝的计算问题。单倍型的确定为人类遗传学各个领域的基因组学研究提供了许多优势。虽然已经提出了许多方法来获得高精度的单倍型,但快速准确地解决单倍型组装仍然是一个具有挑战性的问题。高通量序列数据的庞大和人类基因组的长度强调了算法速度的重要性。在本文中,我们提出了QuickHap,一种启发式算法,以实现高速度的单倍型和可接受的精度。我们的算法包含两个阶段;首先,在几次迭代中构建和扩展部分单倍型。在这一阶段,我们利用一个新的度量来衡量每次迭代中重建的单倍型的质量,以获得最优解。第二阶段用于改进重建的单倍型以提高准确性。结果表明,该方法能较好地重建单倍型。它在速度上优于比较方法,特别是在处理高覆盖率测序数据方面。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
QuickHap: a Quick heuristic algorithm for the single individual Haplotype reconstruction problem
Single individual haplotype reconstruction refers to the computational problem of inferring the two distinct copies of each chromosome. Determination of haplotypes offers many advantages for genomic-based studies in various fields of human genetics. Although many methods have been proposed to obtain haplotypes with high accuracy, the rapid and accurate solution of haplotype assembly is still a challenging problem. The largeness of the high-throughput sequence data and the length of the human genome emphasize the importance of the speed of algorithms. In this paper, we propose QuickHap, a heuristic algorithm to achieve a high speed of haplotyping with acceptable accuracy. Our algorithm contains two phases; first, a partial haplotype is built and expanded during several iterations. In this phase, we utilize a new metric to measure the quality of the reconstructed haplotype in each iteration to achieve the optimum solution. The second phase is applied to refine the reconstructed haplotypes to improve accuracy. The result demonstrates that the proposed method can reconstruct the haplotypes with promising accuracy. It outperforms the comparing methods in speed, particularly in dealing with high coverage sequencing data.
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