Department of Plant Agriculture, University of Guelph, Guelph, ON, N1G 2W1, Canada.
Theor Appl Genet. 2024 Aug 11;137(9):201. doi: 10.1007/s00122-024-04708-8.
Developing genetically resistant soybean cultivars is key in controlling the destructive Sclerotinia Stem Rot (SSR) disease. Here, a GWAS study in Canadian soybeans identified potential marker-trait associations and candidate genes, paving the way for more efficient breeding methods for SSR. Sclerotinia stem rot (SSR), caused by the fungal pathogen Sclerotinia sclerotiorum, is one of the most important diseases leading to significant soybean yield losses in Canada and worldwide. Developing soybean cultivars that are genetically resistant to the disease is the most inexpensive and reliable method to control the disease. However, breeding for resistance is hampered by the highly complex nature of genetic resistance to SSR in soybean. This study sought to understand the genetic basis underlying SSR resistance particularly in soybean grown in Canada. Consequently, a panel of 193 genotypes was assembled based on maturity group and genetic diversity as representative of Canadian soybean cultivars. Plants were inoculated and screened for SSR resistance in controlled environments, where variation for SSR phenotypic response was observed. The panel was also genotyped via genotyping-by-sequencing and the resulting genotypic data were imputed using BEAGLE v5 leading to a catalogue of 417 K SNPs. Through genome-wide association analyses (GWAS) using FarmCPU method with threshold of FDR-adjusted p-values < 0.1, we identified significant SNPs on chromosomes 2 and 9 with allele effects of 16.1 and 14.3, respectively. Further analysis identified three potential candidate genes linked to SSR disease resistance within a 100 Kb window surrounding each of the peak SNPs. Our results will be important in developing molecular markers that can speed up the breeding for SSR resistance in Canadian grown soybean.
培育具有遗传抗性的大豆品种是控制破坏性菌核茎腐病(SSR)的关键。在这里,对加拿大大豆进行的全基因组关联研究(GWAS)确定了潜在的标记-性状关联和候选基因,为 SSR 的更高效育种方法铺平了道路。由真菌病原体核盘菌引起的菌核茎腐病(SSR)是导致加拿大和全球大豆产量损失的最重要疾病之一。培育对该疾病具有遗传抗性的大豆品种是控制该疾病的最经济、最可靠的方法。然而,由于大豆对 SSR 的遗传抗性高度复杂,因此对抗性的培育受到阻碍。本研究旨在了解 SSR 抗性的遗传基础,特别是在加拿大种植的大豆中。因此,根据成熟组和遗传多样性组装了一个由 193 个基因型组成的小组,作为加拿大大豆品种的代表。在受控环境中对植物进行接种和 SSR 抗性筛选,观察 SSR 表型反应的变化。该小组还通过测序的基因分型进行基因分型,并用 BEAGLE v5 对生成的基因型数据进行了推断,得到了 417K SNPs 的目录。通过使用 FarmCPU 方法进行全基因组关联分析(GWAS),并将 FDR 调整后的 p 值阈值设为 < 0.1,我们在第 2 和第 9 号染色体上鉴定到具有 16.1 和 14.3 等位效应的显著 SNP。进一步的分析确定了三个潜在的候选基因,它们与每个峰 SNP 周围 100Kb 窗口内的 SSR 疾病抗性相关。我们的研究结果将有助于开发分子标记,从而加速加拿大种植的大豆对 SSR 抗性的选育。