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评估低通量纳米孔测序在奶牛中进行(表观)基因型分析的潜力:直接基因组值和甲基化分析研究

Evaluating the potential of (epi)genotype-by-low pass nanopore sequencing in dairy cattle: a study on direct genomic value and methylation analysis.

作者信息

González-Recio Oscar, López-Catalina Adrián, Peiró-Pastor Ramón, Nieto-Valle Alicia, Castro Monica, Fernández Almudena

机构信息

Dpt. Mejora Genética Animal, INIA-CSIC, Ctra La Coruña Km 7.5, 28040, Madrid, Spain.

ETSIAAB, Universidad Politécnica de Madrid. Ciudad Universitaria S/N, 28040, Madrid, Spain.

出版信息

J Anim Sci Biotechnol. 2023 Jul 12;14(1):98. doi: 10.1186/s40104-023-00896-3.

Abstract

BACKGROUND

Genotype-by-sequencing has been proposed as an alternative to SNP genotyping arrays in genomic selection to obtain a high density of markers along the genome. It requires a low sequencing depth to be cost effective, which may increase the error at the genotype assigment. Third generation nanopore sequencing technology offers low cost sequencing and the possibility to detect genome methylation, which provides added value to genotype-by-sequencing. The aim of this study was to evaluate the performance of genotype-by-low pass nanopore sequencing for estimating the direct genomic value in dairy cattle, and the possibility to obtain methylation marks simultaneously.

RESULTS

Latest nanopore chemistry (LSK14 and Q20) achieved a modal base calling accuracy of 99.55%, whereas previous kit (LSK109) achieved slightly lower accuracy (99.1%). The direct genomic value accuracy from genotype-by-low pass sequencing ranged between 0.79 and 0.99, depending on the trait (milk, fat or protein yield), with a sequencing depth as low as 2 × and using the latest chemistry (LSK114). Lower sequencing depth led to biased estimates, yet with high rank correlations. The LSK109 and Q20 achieved lower accuracies (0.57-0.93). More than one million high reliable methylated sites were obtained, even at low sequencing depth, located mainly in distal intergenic (87%) and promoter (5%) regions.

CONCLUSIONS

This study showed that the latest nanopore technology in useful in a LowPass sequencing framework to estimate direct genomic values with high reliability. It may provide advantages in populations with no available SNP chip, or when a large density of markers with a wide range of allele frequencies is needed. In addition, low pass sequencing provided nucleotide methylation status of > 1 million nucleotides at ≥ 10 × , which is an added value for epigenetic studies.

摘要

背景

在基因组选择中,基于测序的基因分型已被提议作为单核苷酸多态性(SNP)基因分型芯片的替代方法,以在整个基因组上获得高密度的标记。为了具有成本效益,它需要较低的测序深度,这可能会增加基因型分配的误差。第三代纳米孔测序技术提供了低成本测序以及检测基因组甲基化的可能性,这为基于测序的基因分型增加了价值。本研究的目的是评估低通量纳米孔测序在估计奶牛直接基因组值方面的性能,以及同时获得甲基化标记的可能性。

结果

最新的纳米孔化学方法(LSK14和Q20)实现了99.55%的模态碱基识别准确率,而之前的试剂盒(LSK109)准确率略低(99.1%)。基于低通量测序的直接基因组值准确率在0.79至0.99之间,具体取决于性状(牛奶、脂肪或蛋白质产量),测序深度低至2×,并使用最新的化学方法(LSK114)。较低的测序深度导致估计有偏差,但秩相关性较高。LSK109和Q20的准确率较低(0.57 - 0.93)。即使在低测序深度下,也获得了超过一百万个高度可靠的甲基化位点,主要位于基因间远端(87%)和启动子(5%)区域。

结论

本研究表明,最新的纳米孔技术在低通量测序框架中可用于以高可靠性估计直接基因组值。它可能在没有可用SNP芯片的群体中,或者在需要具有广泛等位基因频率的高密度标记时提供优势。此外,低通量测序在≥10×时提供了超过一百万个核苷酸的核苷酸甲基化状态,这对表观遗传学研究来说是一个附加值。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3aa1/10337168/10df9f9fb7b7/40104_2023_896_Fig1_HTML.jpg

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