利用SNP数据对四个意大利绵羊品种进行亲子鉴定的微卫星植入。

IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Journal of Animal Breeding and Genetics Pub Date : 2023-12-06 DOI:10.1111/jbg.12839
Michela Ablondi, Giorgia Stocco, Matteo Cortellari, Antonello Carta, Andrea Summer, Alessio Negro, Silverio Grande, Paola Crepaldi, Claudio Cipolat-Gotet, Stefano Biffani
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引用次数: 0

摘要

近几十年来,由于微卫星标记具有较高的多态性信息含量,因此被广泛用于家畜亲本鉴定。在基因组时代,基因型信息作为单核苷酸多态性(SNP)的传播提出了有效利用SNP进行亲子鉴定的问题。尽管SNP面板在成本,准确性和自动化方面具有明显的优势,但从质谱到SNP标记的亲子鉴定过渡仍然非常缓慢,到目前为止,仅常规应用于牛。在这个过渡时期的一个主要困难是需要父母和后代的SNP数据,在大多数情况下,由于基因分型成本尚不可行。为了克服在过渡期间无法获得相同的基因分型平台的问题,本研究旨在评估从四个本地绵羊奶牛品种:Comisana (N = 331)、Massese (N = 210)、Delle Langhe (N = 59)和Sarda (N = 1003)的snp中建立MS imputation管道的可行性。用绵羊SNP50基因芯片对这些绵羊进行了11 MS基因分型。在插入之前,进行质量控制(QC),并选择距离每个质谱2 Mb的窗口内的snp。开发的管道的核心由三个步骤组成:(a)在Variant Call Format文件中存储MS和SNP数据,(b)在随机样本中屏蔽MS信息(10%),(c)使用插补程序基于非缺失个体(90%)输入屏蔽MS。在不同的训练测试分割比、种群规模、侧翼snp数量以及品种内部和品种之间,还评估了所提出方法的可行性。根据基因型一致性以及在一组可获得指定父母质谱的动物的亲子验证水平,评估质谱输入的准确性。共有8个质谱通过了质量控制,505个snp位于每个质谱±2 Mb窗口内,平均每个质谱63个snp。结果令人鼓舞,因为当排除最差的输入质谱(OARAE129)时,无论对所有品种进行的分析(品种内和跨品种),我们的总体一致性率都超过94%。此外,与使用原始质谱进行验证相比,平均而言,在94%的情况下,输入后代质谱产生了相同的亲子结果,突出了使用这种输入管道的可行性和最终的实际优势。
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Microsatellite imputation using SNP data for parentage verification in four Italian sheep breeds

Microsatellite markers (MS) have been widely used for parentage verification in most of the livestock species over the past decades mainly due to their high polymorphic information content. In the genomic era, the spread of genotype information as single-nucleotide polymorphism (SNP) has raised the question to effectively use SNPs also for parentage testing. Despite the clear advantages of SNP panels in terms of cost, accuracy, and automation, the transition from MS to SNP markers for parentage verification is still very slow and, so far, only routinely applied in cattle. A major difficulty during this transition period is the need of SNP data for parents and offspring, which in most cases is not yet feasible due to the genotyping cost. To overcome the unavailability of same genotyping platform during the transition period, in this study we aimed to assess the feasibility of a MS imputation pipeline from SNPs in four native sheep dairy breeds: Comisana (N = 331), Massese (N = 210), Delle Langhe (N = 59) and Sarda (N = 1003). Those sheep were genotyped for 11 MS and with the Ovine SNP50 Bead Chip. Prior to imputation, a quality control (QC) was performed, and SNPs located within a window of 2 Mb from each MS were selected. The core of the developed pipeline was made up of three steps: (a) storing of both MS and SNP data in a Variant Call Format file, (b) masking MS information in a random sample of individuals (10%), (c) imputing masked MS based on non-missing individuals (90%) using an imputation program. The feasability of the proposed methodology was assessed also among different training − testing split ratio, population size, number of flanking SNPs as well as within and among breeds. The accuracy of the MS imputation was assessed based on the genotype concordance as well as at parentage verification level in a subset of animals in which assigned parents' MS were available. A total of 8 MS passed the QC, and 505 SNPs were located within the ±2 Mb window from each MS, with an average of 63 SNPs per MS. The results were encouraging since when excluding the worst imputed MS (OARAE129), and regardless on the analyses performed (within and across breeds) for all breeds, we achieved an overall concordance rate over 94%. In addition, on average, the imputed offspring MS resulted in equivalent parentage outcome in 94% of the cases when compared to verification using original MS, highlighting both the feasibility and the eventual practical advantage of using this imputation pipeline.

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来源期刊
Journal of Animal Breeding and Genetics
Journal of Animal Breeding and Genetics 农林科学-奶制品与动物科学
CiteScore
5.20
自引率
3.80%
发文量
58
审稿时长
12-24 weeks
期刊介绍: The Journal of Animal Breeding and Genetics publishes original articles by international scientists on genomic selection, and any other topic related to breeding programmes, selection, quantitative genetic, genomics, diversity and evolution of domestic animals. Researchers, teachers, and the animal breeding industry will find the reports of interest. Book reviews appear in many issues.
期刊最新文献
Genomic Diversity of U.S. Katahdin Hair Sheep. The Effect of Preselection on the Level of Bias and Accuracy in a Broiler Breeder Population, a Simulation Study. Genomic Prediction Using Imputed Whole-Genome Sequence Data in Australian Angus Cattle. Genetic Characterisation of Feeding Patterns in Lactating Holstein Cows and Their Association With Feed Efficiency Traits. Methods of Calculating Prediction Error Variance and Prediction Accuracy for Restricted Best Linear Unbiased Prediction of Breeding Values.
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