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HaploCatcher: An R package for prediction of haplotypes. HaploCatcher:一个预测单倍型的R包。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-11-15 DOI: 10.1002/tpg2.20412
Zachary James Winn, Emily Hudson-Arns, Mikayla Hammers, Noah DeWitt, Jeanette Lyerly, Guihua Bai, Paul St Amand, Punya Nachappa, Scott Haley, Richard Esten Mason

Wheat (Triticum aestivum L.) is crucial to global food security but is often threatened by diseases, pests, and environmental stresses. Wheat-stem sawfly (Cephus cinctus Norton) poses a major threat to food security in the United States, and solid-stem varieties, which carry the stem-solidness locus (Sst1), are the main source of genetic resistance against sawfly. Marker-assisted selection uses molecular markers to identify lines possessing beneficial haplotypes, like that of the Sst1 locus. In this study, an R package titled "HaploCatcher" was developed to predict specific haplotypes of interest in genome-wide genotyped lines. A training population of 1056 lines genotyped for the Sst1 locus, known to confer stem solidness, and genome-wide markers was curated to make predictions of the Sst1 haplotypes for 292 lines from the Colorado State University wheat breeding program. Predicted Sst1 haplotypes were compared to marker-derived haplotypes. Our results indicated that the training set was substantially predictive, with kappa scores of 0.83 for k-nearest neighbors and 0.88 for random forest models. Forward validation on newly developed breeding lines demonstrated that a random forest model, trained on the total available training data, had comparable accuracy between forward and cross-validation. Estimated group means of lines classified by haplotypes from PCR-derived markers and predictive modeling did not significantly differ. The HaploCatcher package is freely available and may be utilized by breeding programs, using their own training populations, to predict haplotypes for whole-genome sequenced early generation material.

小麦(Triticum aestivum L.)对全球粮食安全至关重要,但经常受到病虫害和环境压力的威胁。麦秆锯蝇(Cephus cintus Norton)对美国的粮食安全构成重大威胁,而携带茎固性位点(Sst1)的实茎品种是抗锯蝇遗传抗性的主要来源。标记辅助选择使用分子标记来识别具有有益单倍型的系,如Sst1位点。在这项研究中,开发了一个名为“HaploCatcher”的R包来预测全基因组基因型系中感兴趣的特定单倍型。利用1056个Sst1基因型的训练群体和全基因组标记,对来自科罗拉多州立大学小麦育种项目的292个品种的Sst1单倍型进行预测。将预测的Sst1单倍型与标记源单倍型进行比较。我们的结果表明,训练集具有很强的预测性,k近邻的kappa分数为0.83,随机森林模型的kappa分数为0.88。对新开发的育种品系进行前向验证表明,随机森林模型在前向验证和交叉验证之间具有相当的准确性。根据pcr衍生标记和预测模型进行单倍型分类的品系的估计群均值没有显著差异。HaploCatcher软件包是免费的,可以被育种项目使用,使用他们自己的训练群体,来预测全基因组测序的早期材料的单倍型。
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引用次数: 0
A wheat chromosome segment substitution line series supports characterization and use of progenitor genetic variation. 小麦染色体片段置换系系列有助于鉴定和利用祖先遗传变异。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-01-31 DOI: 10.1002/tpg2.20288
Richard Horsnell, Fiona J Leigh, Tally I C Wright, Amanda J Burridge, Aleksander Ligeza, Alexandra M Przewieslik-Allen, Philip Howell, Cristobal Uauy, Keith J Edwards, Alison R Bentley

Genome-wide introgression and substitution lines have been developed in many plant species, enhancing mapping precision, gene discovery, and the identification and exploitation of variation from wild relatives. Created over multiple generations of crossing and/or backcrossing accompanied by marker-assisted selection, the resulting introgression lines are a fixed genetic resource. In this study we report the development of spring wheat (Triticum aestivum L.) chromosome segment substitution lines (CSSLs) generated to systematically capture genetic variation from tetraploid (T. turgidum ssp. dicoccoides) and diploid (Aegilops tauschii) progenitor species. Generated in a common genetic background over four generations of backcrossing, this is a base resource for the mapping and characterization of wheat progenitor variation. To facilitate further exploitation the final population was genetically characterized using a high-density genotyping array and a range of agronomic and grain traits assessed to demonstrate the potential use of the populations for trait localization in wheat.

在许多植物物种中都开发出了全基因组的引种和替代品系,从而提高了制图精度、基因发现以及对野生近缘植物变异的鉴定和利用。经过多代杂交和/或回交以及标记辅助选择,所产生的引种系是一种固定的遗传资源。在本研究中,我们报告了春小麦(Triticum aestivum L.)染色体片段置换系(CSSLs)的发展情况,这些系的产生是为了系统地捕捉来自四倍体(T. turgidum ssp.该群体在共同的遗传背景下经过四代回交产生,是绘制和描述小麦祖先变异的基础资源。为便于进一步开发,利用高密度基因分型阵列对最终种群进行了基因表征,并对一系列农艺性状和谷物性状进行了评估,以证明该种群在小麦性状定位方面的潜在用途。
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引用次数: 0
Understanding the salt overly sensitive pathway in Prunus: Identification and characterization of NHX, CIPK, and CBL genes. 了解梅花对盐过度敏感的途径:NHX、CIPK 和 CBL 基因的鉴定和特征描述。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-07-26 DOI: 10.1002/tpg2.20371
Biswa R Acharya, Chaoyang Zhao, Lorenso Antonio Rodriguez Reyes, Jorge F S Ferreira, Devinder Sandhu

Salinity is a major abiotic stress factor that can significantly impact crop growth, and productivity. In response to salt stress, the plant Salt Overly Sensitive (SOS) signaling pathway regulates the homeostasis of intracellular sodium ion concentration. The SOS1, SOS2, and SOS3 genes play critical roles in the SOS pathway, which belongs to the members of Na+/H+ exchanger (NHX), CBL-interacting protein kinase (CIPK), and calcineurin B-like (CBL) gene families, respectively. In this study, we performed genome-wide identifications and phylogenetic analyses of NHX, CIPK, and CBL genes in six Rosaceae species: Prunus persica, Prunus dulcis, Prunus mume, Prunus armeniaca, Pyrus ussuriensis × Pyrus communis, and Rosa chinensis. NHX, CIPK, and CBL genes of Arabidopsis thaliana were used as controls for phylogenetic analyses. Our analysis revealed the lineage-specific and adaptive evolutions of Rosaceae genes. Our observations indicated the existence of two primary classes of CIPK genes: those that are intron-rich and those that are intron-less. Intron-rich CIPKs in Rosaceae and Arabidopsis can be traced back to algae CIPKs and CIPKs found in early plants, suggesting that intron-less CIPKs evolved from their intron-rich counterparts. This study identified one gene for each member of the SOS signaling pathway in P. persica: PpSOS1, PpSOS2, and PpSOS3. Gene expression analyses indicated that all three genes of P. persica were expressed in roots and leaves. Yeast two-hybrid-based protein-protein interaction analyses revealed a direct interaction between PpSOS3 and PpSOS2; and between PpSOS2 and PpSOS1C-terminus region. Our findings indicate that the SOS signaling pathway is highly conserved in P. persica.

盐分是一种主要的非生物胁迫因子,会严重影响作物的生长和产量。为应对盐胁迫,植物对盐过度敏感(SOS)信号通路调节细胞内钠离子浓度的平衡。SOS1、SOS2和SOS3基因在SOS通路中起着关键作用,它们分别属于Na+/H+交换子(NHX)、CBL-互作蛋白激酶(CIPK)和类钙神经蛋白B(CBL)基因家族的成员。在这项研究中,我们对六种蔷薇科植物的 NHX、CIPK 和 CBL 基因进行了全基因组鉴定和系统发育分析:这六种蔷薇科植物分别是:Prunus persica、Prunus dulcis、Prunus mume、Prunus armeniaca、Pyrus ussuriensis × Pyrus communis 和 Rosa chinensis。拟南芥的 NHX、CIPK 和 CBL 基因被用作系统发育分析的对照。我们的分析揭示了蔷薇基因的特异性和适应性演变。我们的观察结果表明存在两类主要的 CIPK 基因:内含子丰富的基因和无内含子的基因。蔷薇科和拟南芥中富含内含子的 CIPK 可以追溯到藻类 CIPK 和早期植物中的 CIPK,这表明无内含子的 CIPK 是由富含内含子的 CIPK 演化而来的。这项研究为波斯菊中的 SOS 信号通路的每个成员确定了一个基因:PpSOS1、PpSOS2 和 PpSOS3。基因表达分析表明,P. persica 的所有三个基因都在根和叶中表达。基于酵母双杂交的蛋白质相互作用分析表明,PpSOS3 和 PpSOS2 之间以及 PpSOS2 和 PpSOS1C 端区域之间存在直接相互作用。我们的研究结果表明,SOS 信号通路在 P. persica 中高度保守。
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引用次数: 0
Maize and heat stress: Physiological, genetic, and molecular insights. 玉米与热胁迫:生理学、遗传学和分子洞察力。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-08-16 DOI: 10.1002/tpg2.20378
Ivica Djalovic, Sayanta Kundu, Rajeev Nayan Bahuguna, Ashwani Pareek, Ali Raza, Sneh L Singla-Pareek, P V Vara Prasad, Rajeev K Varshney

Global mean temperature is increasing at a rapid pace due to the rapid emission of greenhouse gases majorly from anthropogenic practices and predicted to rise up to 1.5°C above the pre-industrial level by the year 2050. The warming climate is affecting global crop production by altering biochemical, physiological, and metabolic processes resulting in poor growth, development, and reduced yield. Maize is susceptible to heat stress, particularly at the reproductive and early grain filling stages. Interestingly, heat stress impact on crops is closely regulated by associated environmental covariables such as humidity, vapor pressure deficit, soil moisture content, and solar radiation. Therefore, heat stress tolerance is considered as a complex trait, which requires multiple levels of regulations in plants. Exploring genetic diversity from landraces and wild accessions of maize is a promising approach to identify novel donors, traits, quantitative trait loci (QTLs), and genes, which can be introgressed into the elite cultivars. Indeed, genome wide association studies (GWAS) for mining of potential QTL(s) and dominant gene(s) is a major route of crop improvement. Conversely, mutation breeding is being utilized for generating variation in existing populations with narrow genetic background. Besides breeding approaches, augmented production of heat shock factors (HSFs) and heat shock proteins (HSPs) have been reported in transgenic maize to provide heat stress tolerance. Recent advancements in molecular techniques including clustered regularly interspaced short palindromic repeats (CRISPR) would expedite the process for developing thermotolerant maize genotypes.

由于温室气体的快速排放,全球平均气温正在快速上升,预计到 2050 年,全球平均气温将比工业化前水平上升 1.5°C。气候变暖正在通过改变生化、生理和代谢过程影响全球作物生产,导致作物生长、发育不良和减产。玉米容易受到热胁迫的影响,尤其是在生育期和早期籽粒灌浆期。有趣的是,热胁迫对作物的影响受相关环境协变量(如湿度、蒸气压差、土壤含水量和太阳辐射)的密切调节。因此,热胁迫耐受性被认为是一个复杂的性状,需要植物体内多层次的调节。探索玉米陆生品系和野生品系的遗传多样性是一种很有前景的方法,可用于鉴定新的供体、性状、数量性状位点(QTL)和基因,从而将其引入优良栽培品种。事实上,通过全基因组关联研究(GWAS)挖掘潜在的 QTL 和显性基因是作物改良的主要途径。相反,突变育种则被用于在遗传背景狭窄的现有群体中产生变异。除育种方法外,转基因玉米中热休克因子(HSFs)和热休克蛋白(HSPs)的增产也被报道用于提供热胁迫耐受性。分子技术的最新进展,包括聚类规则间隔短回文重复序列(CRISPR),将加快耐热玉米基因型的开发进程。
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引用次数: 0
Advances and opportunities in unraveling cold-tolerance mechanisms in the world's primary staple food crops. 揭示世界主要粮食作物耐寒机制的进展和机遇。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-11-13 DOI: 10.1002/tpg2.20402
Sofora Jan, Sachin Rustgi, Rutwik Barmukh, Asif B Shikari, Brenton Leske, Amanuel Bekuma, Darshan Sharma, Wujun Ma, Upendra Kumar, Uttam Kumar, Abhishek Bohra, Rajeev K Varshney, Reyazul Rouf Mir

Temperatures below or above optimal growth conditions are among the major stressors affecting productivity, end-use quality, and distribution of key staple crops including rice (Oryza sativa), wheat (Triticum aestivum), and maize (Zea mays L.). Among temperature stresses, cold stress induces cellular changes that cause oxidative stress and slowdown metabolism, limit growth, and ultimately reduce crop productivity. Perception of cold stress by plant cells leads to the activation of cold-responsive transcription factors and downstream genes, which ultimately impart cold tolerance. The response triggered in crops to cold stress includes gene expression/suppression, the accumulation of sugars upon chilling, and signaling molecules, among others. Much of the information on the effects of cold stress on perception, signal transduction, gene expression, and plant metabolism are available in the model plant Arabidopsis but somewhat lacking in major crops. Hence, a complete understanding of the molecular mechanisms by which staple crops respond to cold stress remain largely unknown. Here, we make an effort to elaborate on the molecular mechanisms employed in response to low-temperature stress. We summarize the effects of cold stress on the growth and development of these crops, the mechanism of cold perception, and the role of various sensors and transducers in cold signaling. We discuss the progress in cold tolerance research at the genome, transcriptome, proteome, and metabolome levels and highlight how these findings provide opportunities for designing cold-tolerant crops for the future.

温度低于或高于最佳生长条件是影响水稻(Oryza sativa)、小麦(Triticum aestivum)和玉米(Zea mays L.)等主要主粮作物生产力、最终利用质量和分布的主要胁迫因素之一。在温度胁迫中,冷胁迫诱导细胞变化,引起氧化应激,减缓代谢,限制生长,最终降低作物产量。植物细胞对冷胁迫的感知导致冷响应转录因子和下游基因的激活,最终赋予植物耐寒性。农作物对寒冷胁迫的反应包括基因表达/抑制、寒冷时糖的积累和信号分子等。许多关于冷胁迫对感知、信号转导、基因表达和植物代谢影响的信息已经在模式植物拟南芥中获得,但在主要作物中有所缺乏。因此,对主要作物对冷胁迫反应的分子机制的完整理解在很大程度上仍然是未知的。在这里,我们将努力阐述低温胁迫响应的分子机制。本文综述了冷胁迫对这些作物生长发育的影响、冷感知的机制以及各种传感器和传感器在冷信号传导中的作用。我们在基因组、转录组、蛋白质组和代谢组水平上讨论了耐寒性研究的进展,并强调了这些发现如何为未来设计耐寒作物提供机会。
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引用次数: 0
Genetic dissection of domestication traits in interspecific chickpea populations. 鹰嘴豆种间居群驯化性状的遗传剖析。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-11-14 DOI: 10.1002/tpg2.20408
Toby E Newman, Silke Jacques, Christy Grime, Fredrick M Mobegi, Fiona L Kamphuis, Yuphin Khentry, Robert Lee, Lars G Kamphuis

Chickpea (Cicer arietinum) is a pulse crop that provides an integral source of nutrition for human consumption. The close wild relatives Cicer reticulatum and Cicer echinospermum harbor untapped genetic diversity that can be exploited by chickpea breeders to improve domestic varieties. Knowledge of genomic loci that control important chickpea domestication traits will expedite the development of improved chickpea varieties derived from interspecific crosses. Therefore, we set out to identify genomic loci underlying key chickpea domestication traits by both association and quantitative trait locus (QTL) mapping using interspecific F2 populations. Diverse phenotypes were recorded for various agronomic traits. A total of 11 high-confidence markers were detected on chromosomes 1, 3, and 7 by both association and QTL mapping; these were associated with growth habit, flowering time, and seed traits. Furthermore, we identified candidate genes linked to these markers, which advanced our understanding of the genetic basis of domestication traits and validated known genes such as the FLOWERING LOCUS gene cluster that regulates flowering time. Collectively, this study has elucidated the genetic basis of chickpea domestication traits, which can facilitate the development of superior chickpea varieties.

鹰嘴豆(Cicer arietinum)是一种豆类作物,为人类提供了不可或缺的营养来源。鹰嘴豆的野生近缘品种网状鹰嘴豆和刺尾鹰嘴豆具有未开发的遗传多样性,可供鹰嘴豆育种者利用来改良国内鹰嘴豆品种。掌握控制鹰嘴豆重要驯化性状的基因组位点,将加快鹰嘴豆种间杂交改良品种的开发。因此,我们开始利用种间F2群体,通过关联和数量性状位点(QTL)定位来鉴定鹰嘴豆关键驯化性状的基因组位点。不同农艺性状的表型不同。通过关联和QTL定位,在1、3、7号染色体上共检测到11个高置信度标记;这些与生长习性、开花时间和种子性状有关。此外,我们还发现了与这些标记相关的候选基因,这进一步加深了我们对驯化性状遗传基础的理解,并验证了已知的基因,如调控开花时间的开花位点基因簇。本研究阐明了鹰嘴豆驯化性状的遗传基础,为鹰嘴豆优良品种的选育提供了依据。
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引用次数: 0
Genome-wide dissection and haplotype analysis identified candidate loci for nitrogen use efficiency under drought conditions in winter wheat. 全基因组解剖和单倍型分析确定了冬小麦干旱条件下氮利用效率的候选基因座。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2023-10-25 DOI: 10.1002/tpg2.20394
Ahossi Patrice Koua, Md Nurealam Siddiqui, Katrin Heß, Nikko Klag, Carolyn Mukiri Kambona, Diana Duarte-Delgado, Benedict Chijioke Oyiga, Jens Léon, Agim Ballvora

Climate change causes extreme conditions like prolonged drought, which results in yield reductions due to its effects on nutrient balances such as nitrogen uptake and utilization by plants. Nitrogen (N) is a crucial nutrient element for plant growth and productivity. Understanding the mechanistic basis of nitrogen use efficiency (NUE) under drought conditions is essential to improve wheat (Triticum aestivum L.) yield. Here, we evaluated the genetic variation of NUE-related traits and photosynthesis response in a diversity panel of 200 wheat genotypes under drought and nitrogen stress conditions to uncover the inherent genetic variation and identify quantitative trait loci (QTLs) underlying these traits. The results revealed significant genetic variations among the genotypes in response to drought stress and nitrogen deprivation. Drought impacted plant performance more than N deprivation due to its effect on water and nutrient uptake. GWAS identified a total of 27 QTLs with a significant main effect on the drought-related traits, while 10 QTLs were strongly associated with the NUE traits. Haplotype analysis revealed two different haplotype blocks within the associated region on chromosomes 1B and 5A. The two haplotypes showed contrasting effects on N uptake and use efficiency traits. The in silico and transcript analyses implicated candidate gene coding for cold shock protein. This gene was the most highly expressed gene under several stress conditions, including drought stress. Upon validation, these QTLs on 1B and 5A could be used as a diagnostic marker for NUE and drought tolerance screening in wheat.

气候变化会导致极端情况,如长期干旱,这会导致产量下降,因为它会影响植物的氮吸收和利用等营养平衡。氮是植物生长和生产力的重要营养元素。了解干旱条件下氮素利用效率的机理基础对提高小麦产量至关重要。在这里,我们评估了干旱和氮胁迫条件下由200个小麦基因型组成的多样性小组中NUE相关性状的遗传变异和光合作用反应,以揭示内在遗传变异并鉴定这些性状的数量性状位点(QTL)。结果显示,在干旱胁迫和氮缺乏的反应中,基因型之间存在显著的遗传变异。干旱对植物性能的影响大于缺氮,因为它影响水分和养分的吸收。GWAS共鉴定出27个QTL,对干旱相关性状具有显著的主效应,而10个QTL与NUE性状具有强相关性。单倍型分析显示在染色体1B和5A的相关区域内有两个不同的单倍型块。两个单倍型对氮吸收和利用效率性状的影响相反。计算机和转录本分析表明冷休克蛋白的候选基因编码。该基因是在包括干旱胁迫在内的多种胁迫条件下表达最高的基因。经验证,1B和5A上的这些QTL可作为小麦NUE和抗旱性筛选的诊断标记。
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引用次数: 0
Effects of SNP marker density and training population size on prediction accuracy in alfalfa (Medicago sativa L.) genomic selection. SNP 标记密度和训练群体大小对紫花苜蓿(Medicago sativa L.)基因组选择预测准确性的影响。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2024-01-23 DOI: 10.1002/tpg2.20431
Hu Wang, Yuguang Bai, Bill Biligetu

Effects of individual single-nucleotide polymorphism (SNP) markers and the size of "training" and "test" populations affect prediction accuracy in genomic selection (GS). This study evaluated 11 subsets of 4932 SNPs using six genetic additive methods to understand marker density in GS prediction in alfalfa (Medicago sativa L.). In the GS methods, the effect of "training" to "test" population size was also evaluated. Fourteen alfalfa populations sampled from long-term grazing sites were genotyped using genotyping by sequencing for the identification of SNPs. These populations were also phenotyped for six agromorphological and three nutritive traits from 2018 to 2020. The accuracy of GS prediction improved across six GS methods when the ratio of "training" to "test" population size increased. However, the prediction accuracy of the six GS methods reduced to a range of -0.27 to 0.11 when random, uninformative SNPs were used. In this study, five Bayesian methods and ridge-regression best linear unbiased prediction (rrBLUP) method had similar GS accuracies for "training" sets, but rrBLUP tended to outperform Bayesian methods in independent "test" sets when SNP subsets with high mean-squared-estimated-marker effect were used. These findings can enhance the application of GS in alfalfa genetic improvement.

单个单核苷酸多态性(SNP)标记的影响以及 "训练 "和 "测试 "群体的大小会影响基因组选择(GS)的预测准确性。本研究使用六种遗传加和方法评估了 4932 个 SNP 的 11 个子集,以了解标记密度在紫花苜蓿(Medicago sativa L.)基因组选择预测中的作用。在 GS 方法中,还评估了 "训练 "到 "测试 "群体大小的影响。利用基因分型测序技术对从长期放牧地采样的 14 个紫花苜蓿种群进行了基因分型,以鉴定 SNPs。从 2018 年到 2020 年,还对这些种群的六个农业形态和三个营养性状进行了表型分析。当 "训练 "与 "测试 "种群规模的比例增加时,六种GS方法的GS预测准确率都有所提高。然而,当使用随机、无信息的SNP时,六种GS方法的预测准确率降至-0.27至0.11之间。在本研究中,五种贝叶斯方法和脊回归最佳线性无偏预测(rrBLUP)方法在 "训练 "集上的 GS 准确率相似,但当使用具有高均方估计标记效应的 SNP 子集时,rrBLUP 在独立的 "测试 "集上的表现往往优于贝叶斯方法。这些发现可以提高 GS 在苜蓿遗传改良中的应用。
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引用次数: 0
Simulations of multiple breeding strategy scenarios in common bean for assessing genomic selection accuracy and model updating. 模拟四季豆的多种育种策略方案,以评估基因组选择的准确性和模型更新。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-03-01 Epub Date: 2024-02-05 DOI: 10.1002/tpg2.20388
Isabella Chiaravallotti, Jennifer Lin, Vivi Arief, Zulfi Jahufer, Juan M Osorno, Phil McClean, Diego Jarquin, Valerio Hoyos-Villegas

The aim of this study was to evaluate the accuracy of the ridge regression best linear unbiased prediction model across different traits, parent population sizes, and breeding strategies when estimating breeding values in common bean (Phaseolus vulgaris). Genomic selection was implemented to make selections within a breeding cycle and compared across five different breeding strategies (single seed descent, mass selection, pedigree method, modified pedigree method, and bulk breeding) following 10 breeding cycles. The model was trained on a simulated population of recombinant inbreds genotyped for 1010 single nucleotide polymorphism markers including 38 known quantitative trait loci identified in the literature. These QTL included 11 for seed yield, eight for white mold disease incidence, and 19 for days to flowering. Simulation results revealed that realized accuracies fluctuate depending on the factors investigated: trait genetic architecture, breeding strategy, and the number of initial parents used to begin the first breeding cycle. Trait architecture and breeding strategy appeared to have a larger impact on accuracy than the initial number of parents. Generally, maximum accuracies (in terms of the correlation between true and estimated breeding value) were consistently achieved under a mass selection strategy, pedigree method, and single seed descent method depending on the simulation parameters being tested. This study also investigated model updating, which involves retraining the prediction model with a new set of genotypes and phenotypes that have a closer relation to the population being tested. While it has been repeatedly shown that model updating generally improves prediction accuracy, it benefited some breeding strategies more than others. For low heritability traits (e.g., yield), conventional phenotype-based selection methods showed consistent rates of genetic gain, but genetic gain under genomic selection reached a plateau after fewer cycles. This plateauing is likely a cause of faster fixation of alleles and a diminishing of genetic variance when selections are made based on estimated breeding value as opposed to phenotype.

本研究旨在评估脊回归最佳线性无偏预测模型在估计蚕豆(Phaseolus vulgaris)育种值时对不同性状、亲本群体大小和育种策略的准确性。在一个育种周期内进行基因组选择,并在 10 个育种周期后对五种不同的育种策略(单籽后裔、大规模选择、血统法、改良血统法和批量育种)进行比较。该模型在重组近交系模拟群体上进行了训练,该群体的基因分型为 1010 个单核苷酸多态性标记,包括文献中确定的 38 个已知数量性状位点。这些 QTL 包括 11 个种子产量 QTL、8 个白霉病发病率 QTL 和 19 个开花天数 QTL。模拟结果表明,实现的精确度随调查因素的不同而波动:性状遗传结构、育种策略以及用于开始第一个育种周期的初始亲本数量。与初始亲本数量相比,性状遗传结构和育种策略对精确度的影响似乎更大。一般来说,根据所测试的模拟参数,在大规模选择策略、血统方法和单种子后裔方法下都能达到最高精确度(就真实育种值和估计育种值之间的相关性而言)。本研究还对模型更新进行了调查,即用一组与被测群体关系更密切的新基因型和表型重新训练预测模型。尽管研究一再表明,模型更新通常能提高预测准确性,但它对某些育种策略的益处要大于其他策略。对于低遗传率性状(如产量),传统的基于表型的选择方法显示出一致的遗传增益率,但基因组选择下的遗传增益在较少的周期后就达到了一个高点。这种高原现象可能是基于估计育种值而不是表型进行选择时,等位基因固定更快和遗传变异减少的原因。
{"title":"Simulations of multiple breeding strategy scenarios in common bean for assessing genomic selection accuracy and model updating.","authors":"Isabella Chiaravallotti, Jennifer Lin, Vivi Arief, Zulfi Jahufer, Juan M Osorno, Phil McClean, Diego Jarquin, Valerio Hoyos-Villegas","doi":"10.1002/tpg2.20388","DOIUrl":"10.1002/tpg2.20388","url":null,"abstract":"<p><p>The aim of this study was to evaluate the accuracy of the ridge regression best linear unbiased prediction model across different traits, parent population sizes, and breeding strategies when estimating breeding values in common bean (Phaseolus vulgaris). Genomic selection was implemented to make selections within a breeding cycle and compared across five different breeding strategies (single seed descent, mass selection, pedigree method, modified pedigree method, and bulk breeding) following 10 breeding cycles. The model was trained on a simulated population of recombinant inbreds genotyped for 1010 single nucleotide polymorphism markers including 38 known quantitative trait loci identified in the literature. These QTL included 11 for seed yield, eight for white mold disease incidence, and 19 for days to flowering. Simulation results revealed that realized accuracies fluctuate depending on the factors investigated: trait genetic architecture, breeding strategy, and the number of initial parents used to begin the first breeding cycle. Trait architecture and breeding strategy appeared to have a larger impact on accuracy than the initial number of parents. Generally, maximum accuracies (in terms of the correlation between true and estimated breeding value) were consistently achieved under a mass selection strategy, pedigree method, and single seed descent method depending on the simulation parameters being tested. This study also investigated model updating, which involves retraining the prediction model with a new set of genotypes and phenotypes that have a closer relation to the population being tested. While it has been repeatedly shown that model updating generally improves prediction accuracy, it benefited some breeding strategies more than others. For low heritability traits (e.g., yield), conventional phenotype-based selection methods showed consistent rates of genetic gain, but genetic gain under genomic selection reached a plateau after fewer cycles. This plateauing is likely a cause of faster fixation of alleles and a diminishing of genetic variance when selections are made based on estimated breeding value as opposed to phenotype.</p>","PeriodicalId":49002,"journal":{"name":"Plant Genome","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139693326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetic control of grain amino acid composition in a UK soft wheat mapping population. 英国软质小麦图谱群体中谷物氨基酸组成的遗传控制。
IF 4.2 2区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-01 Epub Date: 2023-05-03 DOI: 10.1002/tpg2.20335
Joseph Oddy, Monika Chhetry, Rajani Awal, John Addy, Mark Wilkinson, Dan Smith, Robert King, Chris Hall, Rebecca Testa, Eve Murray, Sarah Raffan, Tanya Y Curtis, Luzie Wingen, Simon Griffiths, Simon Berry, J Stephen Elmore, Nicholas Cryer, Isabel Moreira de Almeida, Nigel G Halford

Wheat (Triticum aestivum L.) is a major source of nutrients for populations across the globe, but the amino acid composition of wheat grain does not provide optimal nutrition. The nutritional value of wheat grain is limited by low concentrations of lysine (the most limiting essential amino acid) and high concentrations of free asparagine (precursor to the processing contaminant acrylamide). There are currently few available solutions for asparagine reduction and lysine biofortification through breeding. In this study, we investigated the genetic architecture controlling grain free amino acid composition and its relationship to other traits in a Robigus × Claire doubled haploid population. Multivariate analysis of amino acids and other traits showed that the two groups are largely independent of one another, with the largest effect on amino acids being from the environment. Linkage analysis of the population allowed identification of quantitative trait loci (QTL) controlling free amino acids and other traits, and this was compared against genomic prediction methods. Following identification of a QTL controlling free lysine content, wheat pangenome resources facilitated analysis of candidate genes in this region of the genome. These findings can be used to select appropriate strategies for lysine biofortification and free asparagine reduction in wheat breeding programs.

小麦(Triticum aestivum L.)是全球人口的主要营养来源,但小麦籽粒的氨基酸组成并不能提供最佳营养。小麦谷物的营养价值受限于低浓度的赖氨酸(最限制性的必需氨基酸)和高浓度的游离天门冬酰胺(加工污染物丙烯酰胺的前体)。目前,通过育种减少天门冬酰胺和赖氨酸生物强化的可用解决方案很少。在本研究中,我们研究了控制谷物游离氨基酸组成的遗传结构及其与 Robigus × Claire 双倍单倍体群体中其他性状的关系。氨基酸和其他性状的多变量分析表明,这两个群体在很大程度上相互独立,环境对氨基酸的影响最大。通过对群体进行连锁分析,确定了控制游离氨基酸和其他性状的数量性状位点(QTL),并与基因组预测方法进行了比较。在确定了控制游离赖氨酸含量的 QTL 之后,小麦泛基因组资源有助于分析基因组这一区域的候选基因。这些发现可用于在小麦育种计划中选择适当的赖氨酸生物强化和游离天冬酰胺减少策略。
{"title":"Genetic control of grain amino acid composition in a UK soft wheat mapping population.","authors":"Joseph Oddy, Monika Chhetry, Rajani Awal, John Addy, Mark Wilkinson, Dan Smith, Robert King, Chris Hall, Rebecca Testa, Eve Murray, Sarah Raffan, Tanya Y Curtis, Luzie Wingen, Simon Griffiths, Simon Berry, J Stephen Elmore, Nicholas Cryer, Isabel Moreira de Almeida, Nigel G Halford","doi":"10.1002/tpg2.20335","DOIUrl":"10.1002/tpg2.20335","url":null,"abstract":"<p><p>Wheat (Triticum aestivum L.) is a major source of nutrients for populations across the globe, but the amino acid composition of wheat grain does not provide optimal nutrition. The nutritional value of wheat grain is limited by low concentrations of lysine (the most limiting essential amino acid) and high concentrations of free asparagine (precursor to the processing contaminant acrylamide). There are currently few available solutions for asparagine reduction and lysine biofortification through breeding. In this study, we investigated the genetic architecture controlling grain free amino acid composition and its relationship to other traits in a Robigus × Claire doubled haploid population. Multivariate analysis of amino acids and other traits showed that the two groups are largely independent of one another, with the largest effect on amino acids being from the environment. Linkage analysis of the population allowed identification of quantitative trait loci (QTL) controlling free amino acids and other traits, and this was compared against genomic prediction methods. Following identification of a QTL controlling free lysine content, wheat pangenome resources facilitated analysis of candidate genes in this region of the genome. These findings can be used to select appropriate strategies for lysine biofortification and free asparagine reduction in wheat breeding programs.</p>","PeriodicalId":49002,"journal":{"name":"Plant Genome","volume":null,"pages":null},"PeriodicalIF":4.2,"publicationDate":"2023-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9406358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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Plant Genome
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