Faculty of Bioscience Engineering, Department of Plants and Crops, Ghent University, Diepestraat 1, Bottelare, 9820, Belgium.
Faculty of Bioscience Engineering, Department of Plants and Crops, Ghent University, Coupure Links 653, Ghent, 9000, Belgium.
BMC Plant Biol. 2024 Mar 27;24(1):223. doi: 10.1186/s12870-024-04927-7.
Triticale is making its way on dairy farms as an alternative forage crop. This requires the availability of high-yielding triticale varieties with good digestibility. Triticale forage breeding mainly focussed on biomass yield, but efforts to improve digestibility are increasing. We previously investigated the interrelationships among different quality traits in soft dough triticale: starch, acid detergent fibre and in vitro digestibility of organic matter (IVOMD) and of neutral detergent fibre (IVNDFD) of the total plant, IVNDFD and Klason lignin of the stems, and ear proportion and stem length. Here we determine the genetic control of these traits, using a genome-wide association (GWAS) approach. A total of 33,231 DArTseq SNP markers assessed in a collection of 118 winter triticale genotypes, including 101 varieties and 17 breeding lines, were used.
The GWAS identified a total of 53 significant marker-trait associations (MTAs). The highest number of significantly associated SNP markers (n = 10) was identified for total plant IVNDFD. A SNP marker on chromosome 1A (4211801_19_C/T; 474,437,796 bp) was found to be significantly associated with ear proportion, and plant and stem IVNDFD, with the largest phenotypic variation for ear proportion (R² = 0.23). Based on MTAs, candidate genes were identified which were of particular relevance for variation in in vitro digestibility (IVD) because they are putatively involved in plasma membrane transport, cytoskeleton organisation, carbohydrate metabolic processes, protein phosphorylation, and sterol and cell wall biogenesis. Interestingly, a xyloglucan-related candidate gene on chromosome 2R, SECCE2Rv1G0126340, was located in close proximity of a SNP significantly associated with stem IVNDFD. Furthermore, quantitative trait loci previously reported in wheat co-localized with significantly associated SNP markers in triticale.
A collection of 118 winter triticale genotypes combined with DArTseq SNP markers served as a source for identifying 53 MTAs and several candidate genes for forage IVD and related traits through a GWAS approach. Taken together, the results of this study demonstrate that the genetic diversity available in this collection can be further exploited for research and breeding purposes to improve the IVD of triticale forage.
黑小麦作为一种替代饲料作物正在进入奶牛养殖场。这需要可提供高产、高消化率的黑小麦品种。黑小麦饲料的主要育种目标是生物量产量,但提高消化率的努力正在增加。我们之前研究了软面团黑小麦中不同质量特性之间的相互关系:淀粉、酸性洗涤剂纤维和有机物质的体外消化率(IVOMD)和中性洗涤剂纤维的体外消化率(IVNDFD)、整株植物、茎部的 IVNDFD 和克拉森木质素以及穗部比例和茎长。在这里,我们使用全基因组关联(GWAS)方法来确定这些性状的遗传控制。在一个由 118 个冬黑小麦基因型组成的集合中评估了 33231 个 DArTseq SNP 标记,其中包括 101 个品种和 17 个育种系。
GWAS 总共鉴定出 53 个显著的标记-性状关联(MTAs)。与整株植物 IVNDFD 相关的 SNP 标记数量最多(n=10)。在染色体 1A 上的一个 SNP 标记(4211801_19_C/T;474437796bp)被发现与穗部比例和植株及茎部 IVNDFD 显著相关,穗部比例的表型变异最大(R²=0.23)。基于 MTAs,鉴定出了一些候选基因,它们与体外消化率(IVD)的变异性特别相关,因为它们可能参与质膜运输、细胞骨架组织、碳水化合物代谢过程、蛋白质磷酸化以及固醇和细胞壁生物发生。有趣的是,在染色体 2R 上的一个木葡聚糖相关候选基因 SECCE2Rv1G0126340 与与茎部 IVNDFD 显著相关的 SNP 紧密接近。此外,在小麦中报道的数量性状位点与黑小麦中显著相关的 SNP 标记共定位。
通过全基因组关联分析,利用 118 个冬黑小麦基因型和 DArTseq SNP 标记的集合,确定了 53 个 MTA 和几个与饲料 IVD 和相关性状相关的候选基因。总的来说,这项研究的结果表明,该集合中可用的遗传多样性可以进一步用于研究和育种目的,以提高黑小麦饲料的 IVD。