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多维度分析栽培鹰嘴豆-野豌豆杂种中的驯化基因:为作物改良建模宽交。

Multi-trait analysis of domestication genes in Cicer arietinum - Cicer reticulatum hybrids with a multidimensional approach: Modeling wide crosses for crop improvement.

机构信息

University of Southern California, Program Quantitative and Computational Biology, Dornsife College of Letters Arts & Science, Los Angeles, CA 90089, USA.

Federal Research Center The NI Vavilov All Russian Institute of Plant Genetic Resources, St Petersburg, Russia.

出版信息

Plant Sci. 2019 Aug;285:122-131. doi: 10.1016/j.plantsci.2019.04.018. Epub 2019 Apr 25.

Abstract

Domestication and subsequent breeding have eroded genetic diversity in the modern chickpea crop by ˜100-fold. Corresponding reductions to trait variation create the need, and an opportunity, to identify and harness the genetic capacity of wild species for crop improvement. Here we analyze trait segregation in a series of wild x cultivated hybrid populations to delineate the genetic underpinnings of domestication traits. Two species of wild chickpea, C. reticulatum and C. echinospermum, were crossed with the elite, early flowering C. arietinum cultivar ICCV96029. KASP genotyping of F2 parents with an FT-linked molecular marker enabled selection of 284 F3 families with reduced phenological variation: 255 F3 families of C. arietinum x reticulatum (AR) derived from 17 diverse wild parents and 29 F3 families of C. arietinum x echinospermum (AE) from 3 wild parents. The combined 284 lineages were genotyped using a genotyping-by-sequencing strategy and phenotyped for agronomic traits. 50 QTLs in 11 traits were detected from AR and 35 QTLs in 10 traits from the combined data. Using hierarchical clustering to assign traits to six correlated groups and mixed model based multi-trait mapping, four pleiotropic loci were identified. Bayesian analysis further identified four inter-trait relationships controlling the duration of vegetative growth and seed maturation, for which the underlying pleiotropic genes were mapped. A random forest approach was used to explore the most extreme trait differences between AR and AE progenies, identifying traits most characteristic of wild species origin. Knowledge of the genomic basis of traits that segregate in wild-cultivated hybrid populations will facilitate chickpea improvement by linking genetic and phenotypic variation in a quantitative genetic framework.

摘要

家化和随后的繁殖使现代鹰嘴豆作物的遗传多样性减少了约 100 倍。相应的性状变异减少,为识别和利用野生种的遗传能力来改良作物创造了需求和机会。在这里,我们分析了一系列野生 x 栽培杂交群体中的性状分离,以描绘驯化性状的遗传基础。两种野生鹰嘴豆,C. reticulatum 和 C. echinospermum,与早花 C. arietinum 品种 ICCV96029 杂交。用与 FT 连锁的分子标记对 F2 亲本进行 KASP 基因分型,使 284 个具有减少表型变异的 F3 家系得以选择:255 个来自 17 个不同野生亲本的 C. arietinum x reticulatum (AR) F3 家系和 3 个野生亲本的 29 个 C. arietinum x echinospermum (AE) F3 家系。用基于测序的基因分型策略对这 284 个系进行基因分型,并对农艺性状进行表型分析。从 AR 中检测到 11 个性状的 50 个 QTL 和综合数据中 10 个性状的 35 个 QTL。利用分层聚类将性状分配到六个相关组中,并基于混合模型进行多性状作图,鉴定了四个并置位点。贝叶斯分析进一步确定了四个控制营养生长和种子成熟持续时间的互作关系,其中定位了潜在的并置基因。随机森林方法用于探索 AR 和 AE 后代之间最极端的性状差异,确定最具野生种起源特征的性状。了解在野生栽培杂交群体中分离的性状的基因组基础,将有助于通过在数量遗传框架中连接遗传和表型变异来改良鹰嘴豆。

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