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特定遗传模式下多倍体中等位基因频率的估计

Estimation of allele frequencies in polyploids under certain patterns of inheritance.

作者信息

De Silva H N, Hall A J, Rikkerink E, McNeilage M A, Fraser L G

机构信息

The Horticulture and Food Research Institute of New Zealand Ltd (HortResearch), Mt Albert Research Centre, Private Bag 92169, Auckland, New Zealand.

出版信息

Heredity (Edinb). 2005 Oct;95(4):327-34. doi: 10.1038/sj.hdy.6800728.

Abstract

Allele frequencies have long been studied by biologists interested in evolution and speciation. More recently, with the application of molecular markers in human DNA profiling we have also seen the need for reliable population allele frequency estimates for making probabilistic inferences. There is now interest in applying the same DNA profiling technology to identification of plant varieties. HortResearch maintains a large germplasm of horticultural plant species. It is becoming evident that accurate identification of these accessions through DNA fingerprinting is essential for effective utilisation and maintenance of this germplasm. Microsatellites are the markers of choice for this fingerprinting. However, such markers do not reveal the dosage of alleles in a polyploid. Polyploidy is common amongst horticultural plants. Estimating allele frequencies in a polyploid population is, therefore, complicated because of some marker genotypes being phenotypically indistinguishable. For example, in a tetraploid, with four alleles at a locus showing polysomic inheritance, although 35 genotypes are possible, these will fall into only 15 marker phenotypic classes. Furthermore 'null' individuals are rarely detected in polyploids. Furthermore, some polyploids can be cryptic exhibiting disomy, instead of the polysomic inheritance. We will discuss the implications of these factors and present an EM-type algorithm for estimating allele frequencies of a polyploid population under certain patterns of inheritance. The method will be demonstrated on simulated data. We also discuss the nature of some of the additional problems that may be encountered with estimating allele frequencies in polyploids for which other solutions still need to be developed.

摘要

长期以来,对进化和物种形成感兴趣的生物学家一直在研究等位基因频率。最近,随着分子标记在人类DNA图谱分析中的应用,我们也看到了为进行概率推断而获得可靠的群体等位基因频率估计值的必要性。现在人们对将同样的DNA图谱分析技术应用于植物品种鉴定很感兴趣。园艺研究所保存着大量园艺植物物种的种质资源。越来越明显的是,通过DNA指纹识别准确鉴定这些种质对于有效利用和保存这些种质至关重要。微卫星是这种指纹识别的首选标记。然而,这类标记无法揭示多倍体中等位基因的剂量。多倍体在园艺植物中很常见。因此,由于一些标记基因型在表型上无法区分,估计多倍体群体中的等位基因频率变得很复杂。例如,在一个四倍体中,一个位点上有四个等位基因表现为多体遗传,虽然可能有35种基因型,但这些基因型只会落入15个标记表型类别中。此外,在多倍体中很少能检测到“无效”个体。此外,一些多倍体可能表现为双体遗传,而不是多体遗传,具有隐蔽性。我们将讨论这些因素的影响,并提出一种EM型算法,用于在特定遗传模式下估计多倍体群体的等位基因频率。该方法将在模拟数据上进行演示。我们还将讨论在估计多倍体等位基因频率时可能遇到的一些其他问题的性质,对于这些问题仍需要开发其他解决方案。

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