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重建野生种群中的同胞关系。

Reconstructing sibling relationships in wild populations.

作者信息

Berger-Wolf Tanya Y, Sheikh Saad I, DasGupta Bhaskar, Ashley Mary V, Caballero Isabel C, Chaovalitwongse Wanpracha, Putrevu S Lahari

机构信息

Department of Computer Science, University of Illinois at Chicago, Chicago, IL 60607, USA.

出版信息

Bioinformatics. 2007 Jul 1;23(13):i49-56. doi: 10.1093/bioinformatics/btm219.

Abstract

Reconstruction of sibling relationships from genetic data is an important component of many biological applications. In particular, the growing application of molecular markers (microsatellites) to study wild populations of plant and animals has created the need for new computational methods of establishing pedigree relationships, such as sibgroups, among individuals in these populations. Most current methods for sibship reconstruction from microsatellite data use statistical and heuristic techniques that rely on a priori knowledge about various parameter distributions. Moreover, these methods are designed for data with large number of sampled loci and small family groups, both of which typically do not hold for wild populations. We present a deterministic technique that parsimoniously reconstructs sibling groups using only Mendelian laws of inheritance. We validate our approach using both simulated and real biological data and compare it to other methods. Our method is highly accurate on real data and compares favorably with other methods on simulated data with few loci and large family groups. It is the only method that does not rely on a priori knowledge about the population under study. Thus, our method is particularly appropriate for reconstructing sibling groups in wild populations.

摘要

从基因数据重建同胞关系是许多生物学应用的重要组成部分。特别是,分子标记(微卫星)在研究动植物野生种群中的应用日益广泛,这就需要新的计算方法来建立这些种群中个体间的谱系关系,如同胞组。目前大多数从微卫星数据重建同胞关系的方法使用的是统计和启发式技术,这些技术依赖于关于各种参数分布的先验知识。此外,这些方法是针对具有大量采样位点和小家族群体的数据设计的,而这两种情况在野生种群中通常都不成立。我们提出了一种确定性技术,该技术仅使用孟德尔遗传定律简洁地重建同胞组。我们使用模拟和真实生物学数据验证了我们的方法,并将其与其他方法进行了比较。我们的方法在真实数据上高度准确,在具有少量位点和大家族群体的模拟数据上与其他方法相比也更具优势。它是唯一一种不依赖于关于所研究种群的先验知识的方法。因此,我们的方法特别适合于重建野生种群中的同胞组。

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