Suppr超能文献

IPED:使用基因型数据的基于遗传路径的家系重建算法

IPED: inheritance path-based pedigree reconstruction algorithm using genotype data.

作者信息

He Dan, Wang Zhanyong, Han Buhm, Parida Laxmi, Eskin Eleazar

机构信息

1 IBM T.J. Watson Research , Yorktown Heights, New York.

出版信息

J Comput Biol. 2013 Oct;20(10):780-91. doi: 10.1089/cmb.2013.0080.

Abstract

The problem of inference of family trees, or pedigree reconstruction, for a group of individuals is a fundamental problem in genetics. Various methods have been proposed to automate the process of pedigree reconstruction given the genotypes or haplotypes of a set of individuals. Current methods, unfortunately, are very time-consuming and inaccurate for complicated pedigrees, such as pedigrees with inbreeding. In this work, we propose an efficient algorithm that is able to reconstruct large pedigrees with reasonable accuracy. Our algorithm reconstructs the pedigrees generation by generation, backward in time from the extant generation. We predict the relationships between individuals in the same generation using an inheritance path-based approach implemented with an efficient dynamic programming algorithm. Experiments show that our algorithm runs in linear time with respect to the number of reconstructed generations, and therefore, it can reconstruct pedigrees that have a large number of generations. Indeed it is the first practical method for reconstruction of large pedigrees from genotype data.

摘要

对于一组个体而言,推断家族谱系或进行系谱重建的问题是遗传学中的一个基本问题。针对给定一组个体的基因型或单倍型,已经提出了各种方法来实现系谱重建过程的自动化。不幸的是,当前的方法对于复杂的谱系(例如存在近亲繁殖的谱系)非常耗时且不准确。在这项工作中,我们提出了一种高效算法,该算法能够以合理的准确性重建大型谱系。我们的算法逐代重建谱系,从现存世代开始逆向追溯时间。我们使用基于继承路径的方法,并通过高效的动态规划算法来预测同一代个体之间的关系。实验表明,我们的算法运行时间与重建世代数成线性关系,因此,它可以重建具有大量世代的谱系。实际上,它是第一种从基因型数据重建大型谱系的实用方法。

相似文献

3
IPED2: Inheritance Path Based Pedigree Reconstruction Algorithm for Complicated Pedigrees.基于遗传路径的复杂家系系谱重构算法(IPED2)。
IEEE/ACM Trans Comput Biol Bioinform. 2017 Sep-Oct;14(5):1094-1103. doi: 10.1109/TCBB.2017.2688439. Epub 2017 Mar 28.
4
Pedigree reconstruction using identity by descent.使用同源性进行系谱重建。
J Comput Biol. 2011 Nov;18(11):1481-93. doi: 10.1089/cmb.2011.0156. Epub 2011 Oct 28.
7
Algorithms for Pedigree Comparison.家系比较算法。
IEEE/ACM Trans Comput Biol Bioinform. 2018 Mar-Apr;15(2):422-431. doi: 10.1109/TCBB.2016.2550434. Epub 2016 Apr 5.
10
Comparing pedigree graphs.比较系谱图。
J Comput Biol. 2012 Sep;19(9):998-1014. doi: 10.1089/cmb.2011.0254. Epub 2012 Aug 16.

引用本文的文献

4
Composite likelihood method for inferring local pedigrees.用于推断局部谱系的复合似然法。
PLoS Genet. 2017 Aug 21;13(8):e1006963. doi: 10.1371/journal.pgen.1006963. eCollection 2017 Aug.

本文引用的文献

2
Comparing pedigree graphs.比较系谱图。
J Comput Biol. 2012 Sep;19(9):998-1014. doi: 10.1089/cmb.2011.0254. Epub 2012 Aug 16.
3
Pedigree reconstruction using identity by descent.使用同源性进行系谱重建。
J Comput Biol. 2011 Nov;18(11):1481-93. doi: 10.1089/cmb.2011.0156. Epub 2011 Oct 28.
6
High-resolution detection of identity by descent in unrelated individuals.高分辨率检测无关个体间的血缘关系。
Am J Hum Genet. 2010 Apr 9;86(4):526-39. doi: 10.1016/j.ajhg.2010.02.021. Epub 2010 Mar 18.
8
Whole population, genome-wide mapping of hidden relatedness.全人群隐藏亲缘关系的全基因组图谱绘制。
Genome Res. 2009 Feb;19(2):318-26. doi: 10.1101/gr.081398.108. Epub 2008 Oct 29.
9
Reconstructing pedigrees: a stochastic perspective.重建谱系:一个随机视角。
J Theor Biol. 2008 Apr 7;251(3):440-9. doi: 10.1016/j.jtbi.2007.12.004. Epub 2007 Dec 14.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验