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GALLO:一个用于基因组注释和整合家畜中多个数据源的 R 包,用于定位候选基因座。

GALLO: An R package for genomic annotation and integration of multiple data sources in livestock for positional candidate loci.

机构信息

University of Guelph, Department of Animal Biosciences, Centre for Genetic Improvement of Livestock, 50 Stone Rd E, Guelph N1G 2W1, ONT, Canada.

The Semex Alliance, 5653 ON-6, Guelph N1G 3Z2, ONT, Canada.

出版信息

Gigascience. 2020 Dec 30;9(12). doi: 10.1093/gigascience/giaa149.

Abstract

BACKGROUND

The development of high-throughput sequencing and genotyping methodologies has enabled the identification of thousands of genomic regions associated with several complex traits. The integration of multiple sources of biological information is a crucial step required to better understand patterns regulating the development of these traits.

FINDINGS

Genomic Annotation in Livestock for positional candidate LOci (GALLO) is an R package developed for the accurate annotation of genes and quantitative trait loci (QTLs) located in regions identified in common genomic analyses performed in livestock, such as genome-wide association studies and transcriptomics using RNA sequencing. Moreover, GALLO allows the graphical visualization of gene and QTL annotation results, data comparison among different grouping factors (e.g., methods, breeds, tissues, statistical models, studies), and QTL enrichment in different livestock species such as cattle, pigs, sheep, and chickens.

CONCLUSIONS

Consequently, GALLO is a useful package for annotation, identification of hidden patterns across datasets, and data mining previously reported associations, as well as the efficient examination of the genetic architecture of complex traits in livestock.

摘要

背景

高通量测序和基因分型方法的发展使得数千个与多种复杂性状相关的基因组区域得以鉴定。整合多个来源的生物信息是更好地理解调控这些性状发育的模式所必需的关键步骤。

发现

家畜中用于定位候选基因座的基因组注释(GALLO)是一个 R 包,用于准确注释在家畜中进行的常见基因组分析(如全基因组关联研究和基于 RNA 测序的转录组学)中确定的区域中的基因和数量性状基因座(QTL)。此外,GALLO 允许基因和 QTL 注释结果的图形可视化,不同分组因素(例如,方法、品种、组织、统计模型、研究)之间的数据比较,以及牛、猪、羊和鸡等不同家畜物种中的 QTL 富集。

结论

因此,GALLO 是一个用于注释、识别数据集之间隐藏模式以及挖掘先前报道的关联的有用工具,也是高效检查家畜复杂性状遗传结构的工具。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c87d/7772745/313c8610facd/giaa149fig1.jpg

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