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首页> 外文期刊>BMC Bioinformatics >Improvement in accuracy of multiple sequence alignment using novel group-to-group sequence alignment algorithm with piecewise linear gap cost
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Improvement in accuracy of multiple sequence alignment using novel group-to-group sequence alignment algorithm with piecewise linear gap cost

机译:使用具有分段线性缺口成本的新型组间序列比对算法提高多序列比对的准确性

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Background Multiple sequence alignment (MSA) is a useful tool in bioinformatics. Although many MSA algorithms have been developed, there is still room for improvement in accuracy and speed. In the alignment of a family of protein sequences, global MSA algorithms perform better than local ones in many cases, while local ones perform better than global ones when some sequences have long insertions or deletions (indels) relative to others. Many recent leading MSA algorithms have incorporated pairwise alignment information obtained from a mixture of sources into their scoring system to improve accuracy of alignment containing long indels. Results We propose a novel group-to-group sequence alignment algorithm that uses a piecewise linear gap cost. We developed a program called PRIME, which employs our proposed algorithm to optimize the well-defined sum-of-pairs score. PRIME stands for Profile-based Randomized Iteration MEthod. We evaluated PRIME and some recent MSA programs using BAliBASE version 3.0 and PREFAB version 4.0 benchmarks. The results of benchmark tests showed that PRIME can construct accurate alignments comparable to the most accurate programs currently available, including L-INS-i of MAFFT, ProbCons, and T-Coffee. Conclusion PRIME enables users to construct accurate alignments without having to employ pairwise alignment information. PRIME is available at http://prime.cbrc.jp/ .
机译:背景技术多序列比对(MSA)是生物信息学中的有用工具。尽管已经开发了许多MSA算法,但是在准确性和速度上仍有改进的空间。在蛋白质序列家族的比对中,在许多情况下,全局MSA算法的性能优于局部MSA算法,而当某些序列相对于其他序列具有较长的插入或缺失(indels)时,局部MSA算法的性能优于全局MSA算法。许多最新的领先MSA算法将从混合源获得的成对对齐信息纳入其评分系统,以提高包含长indel的对齐准确性。结果我们提出了一种使用分段线性缺口成本的新颖的组到组序列比对算法。我们开发了一个名为PRIME的程序,该程序使用我们提出的算法来优化定义明确的配对对分数。 PRIME代表基于配置文件的随机迭代方法。我们使用BAliBASE 3.0版和PREFAB 4.0版基准对PRIME和一些最近的MSA程序进行了评估。基准测试的结果表明,PRIME可以构建与目前可用的最精确程序(包括MAFFT的L-INS-i,ProbCons和T-Coffee)相媲美的精确比对。结论PRIME使用户能够构建准确的比对,而不必使用成对的比对信息。 PRIME可从http://prime.cbrc.jp/获得。

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