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对控制 Acrocomia aculeata 营养生长和产油量性状的基因组区域进行全基因组关联研究。

Genome-wide association insights into the genomic regions controlling vegetative and oil production traits in Acrocomia aculeata.

机构信息

Department of Genetics, "Luiz de Queiroz" College of Agriculture, São Paulo University, (ESALQ/USP), Piracicaba, Brazil.

Department of Plant Biology, University of Campinas (UNICAMP), Campinas, Brazil.

出版信息

BMC Plant Biol. 2024 Nov 26;24(1):1125. doi: 10.1186/s12870-024-05805-y.

Abstract

BACKGROUND

Macauba (Acrocomia aculeata) is a non-domesticated neotropical palm that has been attracting attention for economic use due to its great potential for oil production comparable to the commercially used oil palm (Elaeis guineensis). The discovery of associations between quantitative trait loci and economically important traits represents an advance toward understanding its genetic architecture and can contribute to accelerating macauba domestication. Pursuing this advance, this study performs single-trait and multi-trait GWAS models to identify candidate genes associated with vegetative and oil production traits in macauba. Eighteen phenotypic traits were evaluated from 201 palms within a native population. Genotyping was performed with SNP markers, following the protocol of genotyping-by-sequencing. Given that macauba lacks a reference genome, SNP calling was performed using three different strategies: using i) de novo sequencing, ii) the Elaeis guineenses Jacq. reference genome and iii) the macauba transcriptome sequences. After quality control, we identified a total of 27,410 SNPs in 153 individuals for the de novo genotypic dataset, 10,444 SNPs in 158 individuals using the oil palm genotypic dataset, and 4,329 SNPs in 167 individuals using the transcriptome genotypic dataset. The GWAS analysis was then performed on these three genotypic datasets.

RESULTS

Statistical phenotypic analyses revealed significant differences across all studied traits, with heritability values ranging from 63 to 95%. This indicates that the population contains promising genotypes for selection and the initiation of breeding programs. Genetic correlations between the 18 traits ranged from -0.47 to 0.99. The total number of significant SNPs in the single-trait and multi-trait GWAS was 92 and 6 using the de novo genotypic dataset, 19 and 11 using the oil palm genotypic dataset, and 1 and 2 using the transcriptome genotypic dataset, respectively. Gene annotation identified 12 candidate genes in the single-trait GWAS and four in the multi-trait GWAS, across the 18 phenotypic traits studied, in the three genotypic datasets. Gene mapping of the macauba candidate genes revealed similarities with Elaeis guineensis and Phoenix dactylifera. The candidate genes detected are responsible for metal ion binding and transport, protein transportation, DNA repair, and other cell regulation biological processes.

CONCLUSIONS

We provide new insights into genomic regions that map candidate genes associated with vegetative and oil production traits in macauba. These potential candidate genes require confirmation through targeted functional analyses in the future, and multi-trait associations need to be scrutinized to investigate the presence of pleiotropic or linked genes. Markers linked to traits of interest could serve as valuable resources for the development of marker-assisted selection in macauba for its domestication and pre-breeding.

摘要

背景

Macauba(Acrocomia aculeata)是一种非驯化的新热带棕榈树,由于其产油量巨大,与商业上使用的油棕(Elaeis guineensis)相当,因此引起了人们的经济兴趣。发现与数量性状基因座和经济重要性状相关的关联代表了对其遗传结构的理解的进步,并有助于加速 Macauba 的驯化。为了推进这一研究,本研究对单性状和多性状 GWAS 模型进行了研究,以鉴定与 Macauba 中营养和油产量性状相关的候选基因。在一个自然种群中,对 201 株棕榈树的 18 个表型性状进行了评估。使用 SNP 标记进行了基因型分析,遵循测序的基因分型方案。由于 Macauba 缺乏参考基因组,因此使用三种不同的策略进行 SNP 调用:i)从头测序,ii)油棕参考基因组和 iii)Macauba 转录组序列。经过质量控制后,我们在从头测序的基因型数据集中总共鉴定出 153 个个体中的 27410 个 SNP,在使用油棕基因型数据集的 158 个个体中鉴定出 10444 个 SNP,在使用转录本基因型数据集的 167 个个体中鉴定出 4329 个 SNP。然后对这三个基因型数据集进行了 GWAS 分析。

结果

统计表型分析表明,所有研究性状均存在显著差异,遗传力值在 63%至 95%之间。这表明该群体包含有前途的基因型,可用于选择和启动育种计划。18 个性状之间的遗传相关性在-0.47 到 0.99 之间。在单性状和多性状 GWAS 中,使用从头测序的基因型数据集的显著 SNP 总数为 92 和 6,使用油棕基因型数据集的显著 SNP 总数为 19 和 11,使用转录本基因型数据集的显著 SNP 总数为 1 和 2。在三个基因型数据集中,在研究的 18 个表型性状中,单性状 GWAS 和多性状 GWAS 分别鉴定出 12 个候选基因和 4 个候选基因。Macauba 候选基因的基因映射显示与 Elaeis guineensis 和 Phoenix dactylifera 相似。检测到的候选基因负责金属离子结合和运输、蛋白质运输、DNA 修复和其他细胞调节生物过程。

结论

我们提供了 Macauba 中与营养和油产量性状相关的候选基因的基因组区域的新见解。这些潜在的候选基因需要通过未来的靶向功能分析来确认,并且需要仔细研究多性状关联,以研究是否存在多效性或连锁基因。与感兴趣的性状相关的标记可以作为 Macauba 驯化和预繁殖中标记辅助选择的有价值资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f036/11590364/84d9d986e794/12870_2024_5805_Fig1_HTML.jpg

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