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Efficiently calculating inbreeding on large pedigrees databases

机译:在大型谱系数据库上有效地计算近交

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摘要

We consider pedigree data structured in the form of a directed acyclic graph, and use an encoding scheme, called NodeCodes, for expediting the evaluation of queries on pedigree graph structures. Inbreeding is the quantitative measure of the genetic relationship between two individuals. The inbreeding coefficient is related to the probability that both copies of any given gene are received from the same ancestor. In this paper we discuss the evaluation of the inbreeding coefficient of a given individual using NodeCodes and propose a new encoding scheme, Family NodeCodes, which is further optimized for pedigree graphs. We implemented and tested these approaches on both synthetic and real pedigree data in terms of performance and scalability. Experimental results show that the use of NodeCodes provides a good alternative for queries involving the inbreeding coefficient, with significant improvements over the traditional iterative evaluation methods (up to 10.1 times faster), and Family NodeCodes further improves this to 77.1 times faster while using 91% less space than regular NodeCodes.
机译:我们考虑以有向无环图的形式构造的谱系数据,并使用一种称为NodeCodes的编码方案来加快对谱系图结构的查询评估。近亲繁殖是两个个体之间遗传关系的定量度量。近交系数与从同一祖先收到任何给定基因的两个拷贝的概率有关。在本文中,我们讨论了使用NodeCodes对给定个体的近交系数的评估,并提出了一种新的编码方案Family NodeCodes,该编码方案针对谱系图进行了进一步优化。我们在性能和可伸缩性方面对合成和真实谱系数据实施并测试了这些方法。实验结果表明,NodeCodes的使用为涉及近交系数的查询提供了一个很好的选择,与传统的迭代评估方法相比有了显着改进(快了10.1倍),Family NodeCodes进一步提高了它到77.1倍,同时使用了91%比常规的NodeCodes少的空间。

著录项

  • 来源
    《Information Systems》 |2009年第6期|469-492|共24页
  • 作者单位

    Electrical Engineering and Computer Science Department, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA;

    Electrical Engineering and Computer Science Department, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA;

    Electrical Engineering and Computer Science Department, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA;

    Electrical Engineering and Computer Science Department, Case Western Reserve University, 10900 Euclid Avenue, Cleveland, OH 44106, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    inbreeding coefficients; pedigree; NodeCodes; family NodeCodes;

    机译:近交系数;谱系;NodeCodes;家庭节点代码;
  • 入库时间 2022-08-18 02:48:01

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