Plant Science Institute, Agricultural Research Organization, Newe Ya'ar Research Center, P.O. Box 1021, Ramat Yishay, 3009500, Israel.
Plant Science Institute, Agricultural Research Organization, The Volcani Center, P.O. Box 15159, Rishon LeZiyyon, 7505101, Israel.
Sci Rep. 2017 Aug 29;7(1):9770. doi: 10.1038/s41598-017-09987-4.
Cucumis melo is highly diverse for fruit traits providing wide breeding and genetic research opportunities, including genome-wide association (GWA) analysis. We used a collection of 177 accessions representing the two C. melo subspecies and 11 horticultural groups for detailed characterization of fruit traits variation and evaluation of the potential of GWA for trait mapping in melon. Through genotyping-by-sequencing, 23,931 informative SNPs were selected for genome-wide analyses. We found that linkage-disequilibrium decays at ~100 Kb in this collection and that population structure effect on association results varies between traits. We mapped several monogenic traits to narrow intervals overlapping with known causative genes, demonstrating the potential of diverse collections and GWA for mapping Mendelian traits to a candidate-gene level in melon. We further report on mapping of fruit shape quantitative trait loci (QTLs) and comparison with multiple previous QTL studies. Expansion of sample size and a more balanced representation of taxonomic groups might improve efficiency for simple traits dissection. But, as in other plant species, integrated linkage-association multi-allelic approaches are likely to produce better combination of statistical power, diversity capture and mapping resolution in melon. Our data can be utilized for selection of the most appropriate accessions for such approaches.
厚皮甜瓜果实性状遗传多样性丰富,为甜瓜的遗传育种研究提供了广泛的机会,包括全基因组关联分析(GWAS)。本研究利用包含 177 份材料的群体,代表了两个甜瓜亚种和 11 个园艺群体,对果实性状变异进行了详细的分析,并评估了 GWAS 对甜瓜果实性状定位的潜力。通过全基因组重测序,选择了 23931 个信息性 SNP 进行全基因组关联分析。结果发现,在该群体中,连锁不平衡在 100kb 左右衰减,群体结构对关联结果的影响因性状而异。我们将几个单基因性状定位到与已知功能基因重叠的狭窄区间内,这表明了不同群体和 GWAS 对于将孟德尔性状定位到候选基因水平的潜力。本研究还进一步报道了果实形状数量性状位点(QTLs)的定位,并与多个之前的 QTL 研究进行了比较。增加样本量和更平衡地代表分类群可能会提高简单性状解析的效率。但是,与其他植物物种一样,整合连锁关联多等位基因方法可能会在甜瓜中产生更好的统计能力、多样性捕获和映射分辨率的组合。本研究的数据可用于选择最适合此类方法的群体。