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Cytological mapping of a powdery mildew resistance locus PmRc1 based on wheat-Roegneria ciliaris structural rearrangement library. 基于小麦-Roegneria ciliaris 结构重排文库的白粉病抗性基因座 PmRc1 的细胞学图谱。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-22 DOI: 10.1007/s00122-024-04768-w
Menghao Cheng, Huajian Zhang, Yao Zhang, Xiong Tang, Zongkuan Wang, Xu Zhang, Xinying Song, Xingyue Li, Huimin Cui, Tong Wang, Rongrong Song, Jin Xiao, Haiyan Wang, Xiue Wang

Key message: A powdery mildew (Pm) resistance locus PmRc1 was identified and transferred from Roegneria ciliaris into wheat. Two compensative translocation lines carrying PmRc1 were developed. Powdery mildew (Pm), caused by the biotrophic fungal pathogen Blumeria graminis f.sp. tritici (Bgt), is a global destructive disease of bread wheat (Triticum aestivum L.). Identifying and utilizing new Pm resistance gene(s) is the most fundamental work for disease control. Roegneria ciliaris (2n = 4 x= 28, genome ScScYcYc) is a wild relative species of cultivated wheat. In this work, we evaluated wheat-R. ciliaris disomic chromosome addition lines for Pm resistance in multiple years. The introduction of R. ciliaris chromosome 1Sc into wheat enhanced resistance. The resistance locus on 1Sc was designated as PmRc1. To cytologically map PmRc1, we induced structural rearrangements using ion irradiation and increasing homoeologous chromosomal recombination. The identified 43 1Sc translocation or deletion lines were used to construct 1Sc cytological bin map by marker analysis using 111 molecular markers. Based on the Pm resistance of the characterized structural rearrangement lines, the PmRc1 locus was cytologically mapped to bin 1ScS-8 of 1Sc short arm, flanked by markers CMH93-2 and CMH114-1. Two compensatory chromosomal translocation lines (T1ScS · 1BL and T1ScS-1AS · 1AL) carrying PmRc1 were developed and assessed for their agronomic traits. Translocation chromosome T1ScS · 1BL had enhanced Pm resistance accompanied by negative effects on grain number and single plant yield. Translocation chromosome T1ScS-1AS · 1AL had enhanced Pm resistance and increased spikelet number per spike, without any obvious negative effect on other tested traits. Thus, T1ScS-1AS · 1AL is recommended preferentially used in wheat breeding for Pm resistance.

关键信息:发现了一个白粉病(Pm)抗性基因座 PmRc1,并将其从 Roegneria ciliaris 移植到小麦中。育成了两个携带 PmRc1 的补偿易位系。由生物营养真菌病原体 Blumeria graminis f.sp. tritici(Bgt)引起的白粉病(Pm)是面包小麦(Triticum aestivum L.)的一种全球性毁灭性病害。鉴定和利用新的 Pm 抗性基因是控制病害的最基础工作。Roegneria ciliaris(2n = 4 x= 28,基因组 ScScYcYc)是栽培小麦的野生近缘种。在这项工作中,我们在多个年份评估了小麦-R. ciliaris 双染色体加系对 Pm 的抗性。在小麦中引入 R. ciliaris 染色体 1Sc 增强了抗性。1Sc 上的抗性基因座被命名为 PmRc1。为了绘制 PmRc1 的细胞学图谱,我们使用离子辐照和增加同源染色体重组诱导结构重排。通过使用 111 个分子标记进行标记分析,利用已确定的 43 个 1Sc 易位或缺失系构建了 1Sc 细胞学分区图。根据结构重排品系对 Pm 的抗性,将 PmRc1 基因座细胞学定位到 1Sc 短臂的 1ScS-8 片段上,标记为 CMH93-2 和 CMH114-1。育成了两个携带 PmRc1 的补偿性染色体易位系(T1ScS - 1BL 和 T1ScS-1AS - 1AL),并对其农艺性状进行了评估。移位染色体 T1ScS - 1BL 具有更强的抗 Pm 能力,但对谷粒数和单株产量有负面影响。易位染色体 T1ScS-1AS - 1AL 对 Pm 的抗性增强,每穗小穗数增加,但对其他测试性状没有明显的负面影响。因此,T1ScS-1AS - 1AL 建议在小麦抗 Pm 育种中优先使用。
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引用次数: 0
An eight-founder wheat MAGIC population allows fine-mapping of flowering time loci and provides novel insights into the genetic control of flowering time. 八系小麦 MAGIC 群体可对花期基因座进行精细测绘,为花期的遗传控制提供了新的见解。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-22 DOI: 10.1007/s00122-024-04787-7
Laure Fourquet, Tobias Barber, Camila Campos-Mantello, Phil Howell, Beata Orman-Ligeza, Lawrence Percival-Alwyn, Gemma A Rose, Hester Sheehan, Tally I C Wright, Friedrich Longin, Tobias Würschum, Dario Novoselovic, Andy J Greenland, Ian J Mackay, James Cockram, Alison R Bentley

Flowering time synchronizes reproductive development with favorable environmental conditions to optimize yield. Improved understanding of the genetic control of flowering will help optimize varietal adaptation to future agricultural systems under climate change. Here, we investigate the genetic basis of flowering time in winter wheat (Triticum aestivum L.) using an eight-founder multi-parent advanced generation intercross (MAGIC) population. Flowering time data was collected from field trials across six growing seasons in the United Kingdom, followed by genetic analysis using a combination of linear modelling, simple interval mapping and composite interval mapping, using either single markers or founder haplotype probabilities. We detected 57 quantitative trait loci (QTL) across three growth stages linked to flowering time, of which 17 QTL were identified only when the major photoperiod response locus Ppd-D1 was included as a covariate. Of the 57 loci, ten were identified using all genetic mapping approaches and classified as 'major' QTL, including homoeologous loci on chromosomes 1B and 1D, and 4A and 4B. Additional Earliness per se flowering time QTL were identified, along with growth stage- and year-specific effects. Furthermore, six of the main-effect QTL were found to interact epistatically with Ppd-D1. Finally, we exploited residual heterozygosity in the MAGIC recombinant inbred lines to Mendelize the Earliness per se QTL QFt.niab-5A.03, which was confirmed to modulate flowering time by at least four days. This work provides detailed understanding of the genetic control of phenological variation within varieties relevant to the north-western European wheat genepool, aiding informed manipulation of flowering time in wheat breeding.

开花时间使生殖发育与有利的环境条件同步,从而优化产量。提高对开花遗传控制的认识将有助于优化品种对未来气候变化下农业系统的适应性。在此,我们利用一个八方多亲高级世代交替(MAGIC)群体研究了冬小麦(Triticum aestivum L.)开花时间的遗传基础。我们从英国六个生长季的田间试验中收集了开花时间数据,然后利用单标记或创始单倍型概率,结合线性建模、简单区间图谱和复合区间图谱进行了遗传分析。我们在三个生长阶段检测到了 57 个与开花时间相关的数量性状位点(QTL),其中 17 个 QTL 只有在将主要光周期响应位点 Ppd-D1 作为协变量时才能确定。在这 57 个基因座中,有 10 个基因座是通过所有基因图谱方法确定的,并被归类为 "主要 "QTL,包括染色体 1B 和 1D、4A 和 4B 上的同源基因座。此外,还发现了其他早熟性本身的花期 QTL 以及生长阶段和年份特异性效应。此外,还发现六个主效应 QTL 与 Ppd-D1 存在外显相互作用。最后,我们利用 MAGIC 重组近交系中的残余杂合性对早熟本身 QTL QFt.niab-5A.03 进行了孟德尔化,结果证实该 QTL 对开花时间的调节作用至少为四天。这项工作让人们详细了解了与欧洲西北部小麦基因库相关的品种内物候变异的遗传控制,有助于在小麦育种中对开花时间进行知情控制。
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引用次数: 0
Stacking beneficial haplotypes from the Vavilov wheat collection to accelerate breeding for multiple disease resistance. 堆叠瓦维洛夫小麦系列中的有益单倍型,加快多病抗性育种。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-21 DOI: 10.1007/s00122-024-04784-w
Jingyang Tong, Zerihun T Tarekegn, Dilani Jambuthenne, Samir Alahmad, Sambasivam Periyannan, Lee Hickey, Eric Dinglasan, Ben Hayes

Key message: We revealed the neglected genetic relationships of resistance for six major wheat diseases and established a haploblock-based catalogue with novel forms of resistance by multi-trait haplotype characterisation. Genetic potential to improve multiple disease resistance was highlighted through haplotype stacking simulations. Wheat production is threatened by numerous fungal diseases, but the potential to breed for multiple disease resistance (MDR) mechanisms is yet to be explored. Here, significant global genetic correlations and underlying local genomic regions were identified in the Vavilov wheat diversity panel for six major fungal diseases, including biotrophic leaf rust (LR), yellow rust (YR), stem rust (SR), hemibiotrophic crown rot (CR), and necrotrophic tan spot (TS) and Septoria nodorum blotch (SNB). By adopting haplotype-based local genomic estimated breeding values, derived from an integrated set of 34,899 SNP and DArT markers, we established a novel haplotype catalogue for resistance to the six diseases in over 20 field experiments across Australia and Ethiopia. Haploblocks with high variances of haplotype effects in all environments were identified for three rusts, and pleiotropic haploblocks were identified for at least two diseases, with four haploblocks affecting all six diseases. Through simulation, we demonstrated that stacking optimal haplotypes for one disease could improve resistance substantially, but indirectly affected resistance for other five diseases, which varied depending on the genetic correlation with the non-target disease trait. On the other hand, our simulation results combining beneficial haplotypes for all diseases increased resistance to LR, YR, SR, CR, TS, and SNB, by up to 48.1%, 35.2%, 29.1%, 12.8%, 18.8%, and 32.8%, respectively. Overall, our results highlight the genetic potential to improve MDR in wheat. The haploblock-based catalogue with novel forms of resistance provides a useful resource to guide desirable haplotype stacking for breeding future wheat cultivars with MDR.

关键信息:我们揭示了被忽视的小麦六种主要病害的抗性遗传关系,并通过多性状单倍型表征建立了基于单倍型块的抗性新形式目录。通过单倍型堆叠模拟,突出了提高多种病害抗性的遗传潜力。小麦生产受到多种真菌病害的威胁,但培育多重抗病性(MDR)机制的潜力仍有待开发。本文在瓦维洛夫小麦多样性面板中发现了六种主要真菌病害的重要全球遗传相关性和潜在的局部基因组区域,包括生物营养性叶锈病(LR)、黄锈病(YR)、茎锈病(SR)、半生物营养性冠腐病(CR)以及坏死性丹斑病(TS)和结节病(SNB)。通过采用由 34,899 个 SNP 和 DArT 标记整合而成的基于单倍型的当地基因组估计育种值,我们在澳大利亚和埃塞俄比亚的 20 多个田间试验中建立了新的抗六种病害的单倍型目录。针对三种锈病,我们确定了在所有环境中具有高单倍型效应变异的单倍型区块;针对至少两种病害,我们确定了多效应单倍型区块,其中有四个单倍型区块对所有六种病害都有影响。通过模拟,我们证明了针对一种病害堆叠最优单倍型可大幅提高抗性,但会间接影响其他五种病害的抗性,这取决于与非目标病害性状的遗传相关性。另一方面,我们的模拟结果显示,将所有病害的有益单倍型组合在一起,对 LR、YR、SR、CR、TS 和 SNB 的抗性分别提高了 48.1%、35.2%、29.1%、12.8%、18.8% 和 32.8%。总之,我们的研究结果凸显了提高小麦 MDR 的遗传潜力。基于单倍型块的新型抗性目录为指导理想的单倍型堆叠提供了有用的资源,有助于培育具有 MDR 的未来小麦栽培品种。
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引用次数: 0
Exploiting light energy utilization strategies in Populus simonii through multitrait-GWAS: insights from stochastic differential models. 通过多特征-GWAS探索杨树的光能利用策略:随机微分模型的启示。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-21 DOI: 10.1007/s00122-024-04775-x
Junze Jiang, Ziyang Zhou, Kaiyan Lu, Huiying Gong, Deqiang Zhang, Qing Fang, Xiao-Yu Zhang, Yuepeng Song

The photosynthetic phenotype of trees undergoes changes and interactions that reflect their abilities to exploit light energy. Environmental disturbances and genetic factors have been recognized as influencing these changes and interactions, yet our understanding of the underlying biological mechanisms remains limited, particularly in stochastic environments. Here, we developed a high-dimensional stochastic differential framework (HDSD) for the genome-wide mapping of quantitative trait loci (QTLs) that regulate competition or cooperation in environment-dependent phenotypes. The framework incorporates random disturbances into system mapping, a dynamic model that views multiple traits as a system. Not only does this framework describe how QTLs regulate a single phenotype, but also how they regulate multiple phenotypes and how they interact with each other to influence phenotypic variations. To validate the proposed model, we conducted mapping experiments using chlorophyll fluorescence phenotype data from Populus simonii. Through this analysis, we identified several significant QTLs that may play a crucial role in photosynthesis in stochastic environments, in which 76 significant QTLs have already been reported to encode proteins or enzymes involved in photosynthesis through functional annotation. The constructed genetic regulatory network allows for a more comprehensive analysis of the internal genetic interactions of the photosynthesis process by visualizing the relationships between SNPs. This study shows a new way to understand the genetic mechanisms that govern the photosynthetic phenotype of trees, focusing on how environmental stochasticity and genetic variation interact to shape their light energy utilization strategies.

树木的光合表型会发生变化和相互作用,这反映了它们利用光能的能力。环境干扰和遗传因素被认为会影响这些变化和相互作用,但我们对其背后的生物学机制的了解仍然有限,尤其是在随机环境中。在此,我们开发了一个高维随机微分框架(HDSD),用于在全基因组范围内绘制数量性状基因座(QTLs)图谱,这些基因座可调节环境依赖表型中的竞争或合作。该框架将随机干扰纳入系统图谱,是一种将多个性状视为一个系统的动态模型。该框架不仅描述了 QTL 如何调控单个表型,还描述了它们如何调控多个表型,以及它们如何相互作用影响表型变异。为了验证所提出的模型,我们利用杨树叶绿素荧光表型数据进行了图谱实验。通过分析,我们发现了几个重要的 QTLs,它们可能在随机环境中的光合作用中发挥关键作用,其中 76 个重要的 QTLs 已通过功能注释被报道编码参与光合作用的蛋白质或酶。构建的遗传调控网络可通过可视化 SNPs 之间的关系,更全面地分析光合作用过程的内部遗传相互作用。这项研究为了解支配树木光合作用表型的遗传机制提供了一种新方法,重点研究了环境随机性和遗传变异如何相互作用形成树木的光能利用策略。
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引用次数: 0
Genomic resources, opportunities, and prospects for accelerated improvement of millets. 加速改良黍稷的基因组资源、机遇和前景。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-20 DOI: 10.1007/s00122-024-04777-9
Faizo Kasule, Oumar Diack, Modou Mbaye, Ronald Kakeeto, Bethany Fallon Econopouly

Key message: Genomic resources, alongside the tools and expertise required to leverage them, are essential for the effective improvement of globally significant millet crop species. Millets are essential for global food security and nutrition, particularly in sub-Saharan Africa and South Asia. They are crucial in promoting nutrition, climate resilience, economic development, and cultural heritage. Despite their critical role, millets have historically received less investment in developing genomic resources than major cereals like wheat, maize, and rice. However, recent advancements in genomics, particularly next-generation sequencing technologies, offer unprecedented opportunities for rapid improvement in millet crops. This review paper provides an overview of the status of genomic resources in millets and in harnessing the recent opportunities in artificial intelligence to address challenges in millet crop improvement to boost productivity, nutrition, and end quality. It emphasizes the significance of genomics in tackling global food security issues and underscores the necessity for innovative breeding strategies to translate genomics and AI into effective breeding strategies for millets.

关键信息:基因组资源以及利用这些资源所需的工具和专业知识,对于有效改良全球重要的小米作物品种至关重要。黍对全球粮食安全和营养至关重要,尤其是在撒哈拉以南非洲和南亚地区。它们对促进营养、气候适应能力、经济发展和文化遗产至关重要。尽管黍稷的作用至关重要,但与小麦、玉米和水稻等主要谷物相比,黍稷在基因组资源开发方面的投资历来较少。然而,基因组学的最新进展,尤其是下一代测序技术,为快速改良黍类作物提供了前所未有的机遇。本综述概述了黍的基因组资源状况,以及如何利用人工智能的最新机遇来应对黍作物改良的挑战,以提高生产力、营养和最终质量。它强调了基因组学在解决全球粮食安全问题方面的重要意义,并强调了将基因组学和人工智能转化为有效的黍育种战略的创新育种策略的必要性。
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引用次数: 0
Fine mapping and functional validation of the candidate gene BhGA2ox3 for fruit pedicel length in wax gourd (Benincasa hispida). 蜡葫芦果梗长度候选基因 BhGA2ox3 的精细图谱绘制和功能验证
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-18 DOI: 10.1007/s00122-024-04781-z
Yan Deng, Peng Wang, Wenhui Bai, Zhihao Chen, Zhikui Cheng, Liwen Su, Xianglei Chen, Yeshun Bi, Rongjin Feng, Zhengguo Liu

Key message: The gene regulating fruit pedicel length in wax gourd was finely mapped to a 211 kb region on chromosome 8. The major gene, Bch08G017310 (BhGA2ox3), was identified through forward genetics. Fruit pedicel length (FPL) is a crucial trait in wax gourd (Benincasa hispida) that affects fruit development and cultivation management. However, the key regulatory genes and mechanisms of FPL in wax gourds remain poorly understood. In this study, we constructed an F2 population using wax gourd plants with long fruit pedicels (GF-7-1-1) and short fruit pedicels (YSB-1-1-2) as parents. Through BSA-seq, we initially localised the FPL candidate gene to an 8.4 Mb region on chromosome 8, which was further narrowed down to a 1.1 Mb region via linkage analysis. A large F2 population of 2163 individuals was used to screen for recombinants, and the locus was ultimately narrowed to within a 211 kb (62,299,856-62,511,174 bp) region. Sequence and expression analyses showed that Bch08G017310 (named BhGA2ox3) is a strong candidate gene for FPL in wax gourds. It encodes gibberellin (GA) 2-beta-dioxygenase, a member of the GA 2-oxidase (GA2ox) family. Cytology showed that GA treatment significantly elongated the fruit pedicels and enlarged the cells in the plants with short fruit pedicels. Ectopic expression of BhGA2ox3 showed that BhGA2ox3 overexpression in Arabidopsis thaliana resulted in significantly shorter fruit pedicels. This study lays a theoretical foundation for the regulatory mechanism of FPL in wax gourds and molecular breeding.

关键信息调控蜡葫芦果梗长度的基因被精细地映射到第8号染色体上的211 kb区域。通过正向遗传学鉴定了主要基因Bch08G017310(BhGA2ox3)。果梗长度(FPL)是蜡瓜(Benincasa hispida)的一个重要性状,影响着果实的发育和栽培管理。然而,人们对蜡葫芦果梗长度(FPL)的关键调控基因和机制仍然知之甚少。在本研究中,我们以长果梗(GF-7-1-1)和短果梗(YSB-1-1-2)的蜡瓜植株为亲本,构建了一个 F2 群体。通过BSA-seq,我们初步将FPL候选基因定位在第8号染色体上的8.4 Mb区域,并通过连锁分析进一步缩小到1.1 Mb区域。利用一个由 2163 个个体组成的大型 F2 群体筛选重组子,最终将基因座缩小到 211 kb(62,299,856-62,511,174 bp)区域内。序列和表达分析表明,Bch08G017310(命名为 BhGA2ox3)是蜡瓜中 FPL 的一个强有力的候选基因。它编码赤霉素(GA)2-beta-二氧化酶,是 GA 2-氧化酶(GA2ox)家族的成员。细胞学研究表明,GA 处理能明显拉长果梗,并使短果梗植株的细胞增大。BhGA2ox3的异位表达表明,BhGA2ox3在拟南芥中过量表达会导致果梗明显变短。该研究为蜡瓜中FPL的调控机制和分子育种奠定了理论基础。
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引用次数: 0
Identification and segregation of two closely linked major QTLs for kernel row number in advanced maize-teosinte populations. 在先进的玉米-teosinte 群体中鉴定和分离两个密切相关的主要 QTLs(核仁行数)。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-18 DOI: 10.1007/s00122-024-04780-0
Jixing Ni, Dengguo Tang, Zhengjie Chen, Sijia Yang, Xueying Wang, Zhiqin Liu, Wujiao Deng, Haimei Wu, Chong You, Jinchang Yang, Pengxu Meng, Ruifan Bao, Tingzhao Rong, Jian Liu

Key message: Two closely linked novel loci, qKRN2-1 and qKRN2-2, associated with kernel row number were fine-mapped on chromosome 2, and a key candidate gene for qKRN2-1 was identified through expression analysis. Kernel row number (KRN) is a crucial factor influencing maize yield and serves as a significant target for maize breeding. The use of wild progenitor species can aid in identifying the essential traits for domestication and breeding. In this study, teosinte (MT1) served as the donor parent, the inbred maize line of Mo17 was used as the recurrent parent, we identified a major quantitative trait locus (QTL) for KRN, designated qKRN2, into two closely linked loci, qKRN2-1 and qKRN2-2. Here, fine mapping was performed to investigate two QTLs, qKRN2-1 and qKRN2-2, within a genomic range of 272 kb and 775 kb, respectively. This was achieved using a progeny test strategy in an advanced backcross population, with the two QTLs explaining 33.49% and 35.30% of the phenotypic variance. Molecular marker-assisted selection resulted in the development of two nearly isogenic lines (NILs), qKRN2-1 and qKRN2-2, which differed only in the segment containing the QTL. Notably, the maize (Mo17) alleles increased the KRN relative to teosinte by approximately 1.4 and 1.2 rows for qKRN2-1 and qKRN2-2, respectively. Zm00001d002989 encodes a cytokinin oxidase/dehydrogenase and its expression in the immature ears exhibited significant differences among the qKRN2-1 NILs. In situ hybridization localized Zm00001d002989 to the primordia of the inflorescence meristem and spikelet pair meristems, is predicted to be the causal gene of qKRN2-1. The findings of this study deepen our understanding of the genetic basis of KRN and hold significant potential for improving maize grain yields.

关键信息:在2号染色体上精细绘制了与籽粒行数相关的两个紧密相连的新位点qKRN2-1和qKRN2-2,并通过表达分析确定了qKRN2-1的关键候选基因。籽粒行数(KRN)是影响玉米产量的关键因素,也是玉米育种的重要目标。利用野生原种有助于确定驯化和育种的基本性状。在本研究中,我们以茶树蛋白(MT1)为供体亲本,以近交系玉米Mo17为复交亲本,鉴定出了一个KRN的主要数量性状位点(QTL),命名为qKRN2,并将其分为两个紧密相连的位点,即qKRN2-1和qKRN2-2。在此,对分别位于 272 kb 和 775 kb 基因组范围内的两个 QTL(qKRN2-1 和 qKRN2-2)进行了精细作图研究。这是在高级回交群体中使用后代测试策略实现的,两个 QTL 分别解释了 33.49% 和 35.30% 的表型变异。分子标记辅助选择产生了两个近似同源系(NIL),即 qKRN2-1 和 qKRN2-2,它们仅在含有 QTL 的区段上存在差异。值得注意的是,玉米(Mo17)等位基因 qKRN2-1 和 qKRN2-2 的 KRN 相对于茶树蛋白分别增加了约 1.4 行和 1.2 行。Zm00001d002989 编码细胞分裂素氧化酶/脱氢酶,其在未成熟穗中的表达在 qKRN2-1 NIL 中表现出显著差异。原位杂交将 Zm00001d002989 定位在花序分生组织和小穗对分生组织的初生分生组织上,并预测其为 qKRN2-1 的致病基因。本研究的发现加深了我们对 KRN 遗传基础的理解,对提高玉米籽粒产量具有重大潜力。
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引用次数: 0
Constructing training sets for genomic selection to identify superior genotypes in candidate populations. 为基因组选择构建训练集,以识别候选群体中的优良基因型。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-17 DOI: 10.1007/s00122-024-04766-y
Szu-Ping Chen, Wen-Hsiu Sung, Chen-Tuo Liao

Key message: Approaches for constructing training sets in genomic selection are proposed to efficiently identify top-performing genotypes from a breeding population. Identifying superior genotypes from a candidate population is a key objective in plant breeding programs. This study evaluates various methods for the training set optimization in genomic selection, with the goal of enhancing efficiency in discovering top-performing genotypes from a breeding population. Additionally, two approaches, inspired by classical optimal design criteria, are proposed to expand the search space for the best genotypes and compared with methods focusing on maximizing accuracy in breeding value prediction. Evaluation metrics such as normalized discounted cumulative gain, Spearman's rank correlation, and Pearson's correlation are employed to assess performance in both simulation studies and real trait analyses. Overall, for candidate populations lacking a strong subpopulation structure, a ridge regression-based method, referred to as MSPE Ridge , is recommended. For candidate populations with a strong subpopulation structure, a heuristic-based version of generalized coefficient of determination CD mean ( v 2 ) and a D-optimality-like method that maximizes overall genomic variation ( GV overall ) are preferred approaches for the primary objective of plant breeding. For populations with a large number of candidates, a proposed ranking method ( GV average ) can first be used to down-scale the candidate population, after which a heuristic-based method is employed to identify the best genotypes. Notably, the proposed CD mean ( v 2 ) has been verified to be equivalent to the original version, known as CD mean , but its implementation is much more computationally efficient.

关键信息:提出了在基因组选择中构建训练集的方法,以有效地从育种群体中鉴定出表现最好的基因型。从候选种群中识别优良基因型是植物育种计划的一个关键目标。本研究评估了基因组选择中优化训练集的各种方法,目的是提高从育种群体中发现顶级表现基因型的效率。此外,受经典优化设计标准的启发,本研究还提出了两种方法来扩展最佳基因型的搜索空间,并将其与侧重于最大化育种价值预测准确性的方法进行了比较。在模拟研究和实际性状分析中,采用归一化折算累积增益、斯皮尔曼等级相关性和皮尔逊相关性等评价指标来评估性能。总体而言,对于缺乏强亚群结构的候选种群,推荐使用基于脊回归的方法(称为 MSPE Ridge)。对于具有较强亚群结构的候选种群,基于启发式的广义决定系数 CD 平均值(v 2)和最大化整体基因组变异(GV overall)的类似 D-最优的方法是植物育种首要目标的首选方法。对于候选种群数量较多的种群,可首先使用建议的排序方法(GV 平均值)来缩小候选种群的规模,然后采用启发式方法来确定最佳基因型。值得注意的是,拟议的 CD 平均值(v 2)已被证实等同于原始版本的 CD 平均值,但其实现的计算效率要高得多。
{"title":"Constructing training sets for genomic selection to identify superior genotypes in candidate populations.","authors":"Szu-Ping Chen, Wen-Hsiu Sung, Chen-Tuo Liao","doi":"10.1007/s00122-024-04766-y","DOIUrl":"10.1007/s00122-024-04766-y","url":null,"abstract":"<p><strong>Key message: </strong>Approaches for constructing training sets in genomic selection are proposed to efficiently identify top-performing genotypes from a breeding population. Identifying superior genotypes from a candidate population is a key objective in plant breeding programs. This study evaluates various methods for the training set optimization in genomic selection, with the goal of enhancing efficiency in discovering top-performing genotypes from a breeding population. Additionally, two approaches, inspired by classical optimal design criteria, are proposed to expand the search space for the best genotypes and compared with methods focusing on maximizing accuracy in breeding value prediction. Evaluation metrics such as normalized discounted cumulative gain, Spearman's rank correlation, and Pearson's correlation are employed to assess performance in both simulation studies and real trait analyses. Overall, for candidate populations lacking a strong subpopulation structure, a ridge regression-based method, referred to as <math> <mrow> <msup><mrow><mtext>MSPE</mtext></mrow> <mtext>Ridge</mtext></msup> <mo>,</mo></mrow> </math> is recommended. For candidate populations with a strong subpopulation structure, a heuristic-based version of generalized coefficient of determination <math> <mfenced><msub><mtext>CD</mtext> <mrow><mtext>mean</mtext> <mo>(</mo> <mtext>v</mtext> <mn>2</mn> <mo>)</mo></mrow> </msub> </mfenced> </math> and a D-optimality-like method that maximizes overall genomic variation <math><mrow><mo>(</mo> <msub><mtext>GV</mtext> <mtext>overall</mtext></msub> <mo>)</mo></mrow> </math> are preferred approaches for the primary objective of plant breeding. For populations with a large number of candidates, a proposed ranking method ( <math><msub><mtext>GV</mtext> <mtext>average</mtext></msub> </math> ) can first be used to down-scale the candidate population, after which a heuristic-based method is employed to identify the best genotypes. Notably, the proposed <math><msub><mtext>CD</mtext> <mrow><mtext>mean</mtext> <mo>(</mo> <mtext>v</mtext> <mn>2</mn> <mo>)</mo></mrow> </msub> </math> has been verified to be equivalent to the original version, known as <math><msub><mtext>CD</mtext> <mtext>mean</mtext></msub> </math> , but its implementation is much more computationally efficient.</p>","PeriodicalId":22955,"journal":{"name":"Theoretical and Applied Genetics","volume":"137 12","pages":"270"},"PeriodicalIF":4.4,"publicationDate":"2024-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11570567/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142644000","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fine mapping and candidate gene mining of QSc/Sl.cib-7H for spike compactness and length and its pleiotropic effects on yield-related traits in barley (Hordeum vulgare L.). QSc/Sl.cib-7H对大麦(Hordeum vulgare L.)穗紧密度和穗长的精细图谱绘制和候选基因挖掘及其对产量相关性状的多效作用
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-16 DOI: 10.1007/s00122-024-04779-7
Jinhui Wang, Yanyan Tang, Jin Li, Juanyu Zhang, Furong Huang, Qiang Li, Baowei Chen, Li'ao Zhang, Tao Li, Haili Zhang, Junjun Liang, Guangbing Deng, Wei Li, Hai Long

Key message: A major locus for spike compactness and length was mapped on chromosome 7H and its pleiotropic effects, candidate genes and transcriptional regulatory network were analyzed. Spike compactness (SC) and length (SL) are important traits of barley (Hordeum vulgare L.) due to their close association with grain yield. In this study, a major SC and SL locus QSc/Sl.cib-7H was primarily identified on chromosome 7H by bulked segregant analysis, and further fine mapped to a recombination cold spot expanding 244.36-388.09 Mb by developing a secondary population using residual heterozygous lines. This region is much more accurate than previously reported spike compactness loci on chromosome 7H. The strong effects of QSc/Sl.cib-7H on SL and SC were validated in two pair of near isogenic lines (NILs) and diverse genetic backgrounds. QSc/Sl.cib-7H exhibited pleiotropic effects on plant height (PH), thousand grain weight and grain length, and did not significantly influence the spikelet number of main spike (SMS) and grain width. Transcriptome analysis based on NILs showed that regulation of SC and SL might be related to the plant circadian rhythm pathway. The candidate genes were mined by analyzing variants and expression patterns of genes in the target region employing multiple genome and transcriptome data. This study takes a further step towards cloning of QSc/Sl.cib-7H, and the data obtained and the developed molecular markers will facilitate its utilization in barley breeding.

关键信息:在7H染色体上绘制了穗紧凑性和长度的主要基因座,并分析了其多效应、候选基因和转录调控网络。穗紧密度(SC)和穗长(SL)是大麦(Hordeum vulgare L.)的重要性状,因为它们与谷物产量密切相关。本研究通过大量分离分析在 7H 染色体上确定了一个主要的 SC 和 SL 基因座 QSc/Sl.cib-7H,并利用残留杂合株建立了一个次级群体,进一步精细绘制了扩展至 244.36-388.09 Mb 的重组冷斑。该区域比之前报道的 7H 染色体上的穗轴紧密度位点要精确得多。QSc/Sl.cib-7H对SL和SC的强烈影响在两对近等基因系(NIL)和不同遗传背景中得到了验证。QSc/Sl.cib-7H对株高(PH)、千粒重和粒长具有多效应,而对主穗小穗数(SMS)和粒宽没有显著影响。基于 NIL 的转录组分析表明,SC 和 SL 的调控可能与植物昼夜节律途径有关。利用多基因组和转录组数据分析了目标区域基因的变异和表达模式,从而挖掘出候选基因。本研究为克隆 QSc/Sl.cib-7H 迈出了一步,所获得的数据和开发的分子标记将有助于其在大麦育种中的应用。
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引用次数: 0
Identification of a novel locus qGW12/OsPUB23 regulating grain shape and weight in rice (Oryza sativa L.). 鉴定调控水稻(Oryza sativa L.)谷粒形状和重量的新基因座 qGW12/OsPUB23。
IF 4.4 1区 农林科学 Q1 AGRONOMY Pub Date : 2024-11-14 DOI: 10.1007/s00122-024-04776-w
Hang Li, Yunpeng Wang, Weihua Qiao, Ze Zhu, Zhiyuan Wang, Yunlu Tian, Shijia Liu, Jianmin Wan, Linglong Liu

Key message: Key message A major quantitative trait locus (qGW12) for grain shape and weight has been isolated in rice, corresponding to LOC_Os12g17900/OsPUB23, and its encoded protein interacts with OsMADS1. Grain shape in rice is an important trait that influences both yield and quality. The primary determinants of grain shape are quantitative trait loci (QTLs) inherited from natural variation in crops. In recent years, much attention has been paid to the molecular role of QTLs in regulating grain shape and weight. In this study, we report the cloning and characterization of qGW12, a major QTL regulating grain shape and weight in rice, using a series of chromosome fragment substitution lines (CSSLs) derived from Oryza sativa indica cultivar 9311 (acceptor) and Oryza rufipogon Griff (donor). One CSSL line, Q187, harboring the introgression of qGW12, exhibited a significant decrease in grain-shape-related traits (including grain length and width) and thousand-grain weight compared to the cultivar 9311. Subsequent backcrossing of Q187 with 9311 resulted in the generation of secondary segregating populations, which were used to fine-map qGW12 to a 24-kb region between markers Seq-44 and Seq-48. Our data indicated that qGW12 encodes a previously unreported U-box type E3 ubiquitin ligase, designated OsPUB23, which exhibited E3 ubiquitin ligase activity. Overexpression of OsPUB23 in rice resulted in higher plant yield than the wild type due to an increase in grain size and weight. Conversely, loss of OsPUB23 function resulted in the opposite tendency. Yeast two-hybrid screening and split luciferase complementation assays revealed that OsPUB23 interacts with OsMADS1. The functional characterization of OsPUB23 provides new genetic resources for improving of grain yield and quality in crops.

关键信息关键信息 在水稻中分离出一个主要的谷粒形状和重量的数量性状基因座(qGW12),对应于 LOC_Os12g17900/OsPUB23,其编码的蛋白质与 OsMADS1 相互作用。水稻的谷粒形状是影响产量和品质的重要性状。粒形的主要决定因素是由作物自然变异遗传而来的数量性状位点(QTL)。近年来,QTLs 在调控谷粒形状和重量中的分子作用受到了广泛关注。在本研究中,我们利用一系列染色体片段置换系(CSSLs),从籼稻栽培品种 9311(接受者)和糙米栽培品种 Griff(供体)中克隆并鉴定了 qGW12,它是调控水稻粒形和粒重的一个主要 QTL。与栽培品种 9311 相比,一个携带 qGW12 基因导入的 CSSL 品系 Q187 在谷粒形状相关性状(包括谷粒长度和宽度)和千粒重方面表现出显著下降。Q187 与 9311 的回交产生了次级分离群体,我们利用这些群体将 qGW12 精细绘制到标记 Seq-44 和 Seq-48 之间的 24-kb 区域。我们的数据表明,qGW12编码一种以前未报道过的U-box型E3泛素连接酶,命名为OsPUB23,它具有E3泛素连接酶活性。在水稻中过表达 OsPUB23 会导致谷粒大小和重量增加,从而使水稻产量高于野生型。相反,失去 OsPUB23 的功能则会导致相反的结果。酵母双杂交筛选和分裂荧光素酶互补试验表明,OsPUB23 与 OsMADS1 相互作用。OsPUB23 的功能表征为提高农作物籽粒产量和品质提供了新的遗传资源。
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引用次数: 0
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Theoretical and Applied Genetics
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