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Correction to "The Plant Genome Annual Report, 2024". 更正“植物基因组年度报告,2024”。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70170
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引用次数: 0
The structure and allelic diversity of the self-incompatibility locus (S-locus) in diploid potatoes inferred from genome sequences and transcriptome data from styles and pollen. 从花柱和花粉的基因组序列和转录组数据推断二倍体马铃薯自交不亲和位点(S-locus)的结构和等位基因多样性。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70167
Mercedes Ames, Dennis Halterman, Paul C Bethke

Gametophytic self-incompatibility (GSI) is a reproductive strategy to prevent inbreeding and promote outcrossing. Studies to understand molecular and evolutionary aspects of the self-compatibility (SC)/self-incompatibility (SI) system in the Solanaceae have been conducted using several genera including Petunia Juss., Nicotiana L., and Solanum L. S-RNases are pistil determinants of GSI and multiple S-RNase alleles have been identified in a few potato species. S-locus F-box genes (SLFs), the pollen determinants of SI, are linked to S-RNases on chromosome 1. The S-RNase and SLFs present on each chromatid determine an individual's SC/SI haplotypes. However, the extent of SLF diversity, the number and position of SLFs in the S-locus, and their mechanism of interaction with S-RNases is unknown in potato or its wild relatives, most of which are diploid and SI. A combination of genome and transcriptome analysis from pollen and pistils of wild and cultivated diploid potatoes was used to determine the structure of the S-locus. Our analysis showed that SLF sequences are expressed in pollen but not in styles, vary in number between individuals, and are distributed across a 9-17 Mb region flanking one S-RNase gene. Preferential associations within haplotigs of specific S-RNase types and SLF types were not observed. Extensive sequence diversity was observed for S-RNases and SLFs, and phylogenetic analysis indicates that diversification of both genes predates the divergence between tomatoes and potatoes. This research sheds light on how these two pistil and pollen elements interact to determine SI or SC and may further our understanding of gene flow in wild potato species.

配子体自交不亲和(GSI)是一种防止近交和促进异交的生殖策略。对茄科植物自交不亲和(SC)/自交不亲和(SI)系统进行了分子和进化方面的研究。S-RNase是雌蕊GSI的决定因素,在一些马铃薯品种中已鉴定出多个S-RNase等位基因。S-locus F-box基因(SLFs)是水稻花粉的决定因子,与1号染色体上的s - rnase相连。每个染色单体上存在的S-RNase和slf决定了个体的SC/SI单倍型。然而,在马铃薯及其野生近缘种中,SLF的多样性程度、SLF在s位点的数量和位置以及它们与S-RNases的相互作用机制尚不清楚,其中大多数是二倍体和SI。对野生和栽培二倍体马铃薯的花粉和雌蕊进行基因组和转录组分析,确定了s位点的结构。我们的分析表明,SLF序列在花粉中表达,但在花柱中不表达,个体之间的数量不同,分布在一个S-RNase基因两侧的9-17 Mb区域。在特定S-RNase类型和SLF类型的单倍体中没有观察到优先关联。s - rnase和slf的序列存在广泛的多样性,系统发育分析表明,这两个基因的多样性早于番茄和土豆之间的分化。该研究揭示了这两个雌蕊和花粉元素如何相互作用决定SI或SC,并可能进一步加深我们对野生马铃薯物种基因流动的理解。
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引用次数: 0
Genome-wide identification and expression analysis reveals the drought-response MAPK genes in peanut (Arachis hypogaea L.). 花生(arachhis hypogaea L.)干旱响应MAPK基因的全基因组鉴定和表达分析。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70166
Jie Zhang, Qingying Meng, Alvaro Sanz-Saez, Charles Chen

Peanut (Arachis hypogaea L.) is one of the most important oilseed and food crops, and the drought stress remains the primary adverse environmental factor limiting its growth and productivity. Mitogen-activated protein kinase (MAPK) cascades play crucial roles in various signal transduction pathways, affecting a wide range of physiological processes and drought stress responses in plants; however, the systematic analysis of the MAPK gene family in peanuts remains unexplored. In this study, we identified 30, 16, and 15 MAPK genes in A. hypogaea, Arachis duranensis, and Arachis ipaensis, respectively. RNA-sequencing analysis in drought-tolerant and drought-susceptible genotypes revealed that Ah_At_MAPK4 and Ah_Bt_MAPK4 were significantly upregulated under drought stress conditions, with substantially higher induction in drought-tolerant genotypes compared to drought-susceptible ones. Weighted gene co-expression network analysis further identified a drought-responsive turquoise module highly correlated with drought tolerance traits, and both Ah_At_MAPK4 and Ah_Bt_MAPK4 were identified as core regulatory components within this module. Hub gene analysis revealed these MAPKs co-express with calmodulin-binding proteins, implicating calcium signaling in drought adaptation. Three-dimensional structural modeling confirmed both proteins possess canonical bilobed kinase architecture with properly positioned Thr-Glu-Tyr motifs and intact catalytic machinery. This genome-to-structure analysis identifies Ah_At_MAPK4 and Ah_Bt_MAPK4 as key components in drought-responsive networks and provides molecular targets for enhancing drought resilience in peanut breeding.

花生(arachhis hypogaea L.)是重要的油料作物和粮食作物之一,干旱胁迫是制约其生长和产量的主要不利环境因素。丝裂原活化蛋白激酶(MAPK)级联在多种信号转导途径中发挥重要作用,影响植物的广泛生理过程和干旱胁迫反应;然而,对花生中MAPK基因家族的系统分析仍未探索。在本研究中,我们分别鉴定了30个、16个和15个MAPK基因,分别来自山核桃、duranensis和ipaensis。对抗旱基因型和抗旱基因型的rna测序分析显示,干旱胁迫条件下Ah_At_MAPK4和Ah_Bt_MAPK4的表达量显著上调,且抗旱基因型的诱导量明显高于抗旱基因型。加权基因共表达网络分析进一步发现了一个与耐旱性状高度相关的绿松石干旱响应模块,Ah_At_MAPK4和Ah_Bt_MAPK4均为该模块的核心调控成分。Hub基因分析显示,这些MAPKs与钙调素结合蛋白共表达,暗示了钙信号在干旱适应中的作用。三维结构建模证实,这两种蛋白都具有典型的双叶激酶结构,具有适当定位的Thr-Glu-Tyr基序和完整的催化机制。该基因组-结构分析确定了Ah_At_MAPK4和Ah_Bt_MAPK4是干旱响应网络的关键组分,并为提高花生育种的抗旱能力提供了分子靶点。
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引用次数: 0
Genomic prediction and association mapping of early season flood tolerance in soybean. 大豆早期抗洪性的基因组预测与关联图谱。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70128
Caio Canella Vieira, Chengjun Wu, Derrick Harrison, Rafael Marmo, Liliana Florez-Palacios, Andrea Acuna, Daniel Rogers, Samuel B Fernandes, Igor Fernandes, Grover Shannon, Heng Ye, Henry T Nguyen

Flooding has become a major threat to soybean [Glycine max (L.) Merr.] production as the frequency and intensity of extreme precipitations have been increasing due to climate change. While advances have been made in identifying soybean genetic resources and genomic regions associated with mid-season flood tolerance, there is limited understanding of early season flood tolerance at the vegetative growth stages V2/V4. This study aimed to identify genomic regions associated with early season flood tolerance using a diverse panel of 254 soybean accessions, as well as investigate the viability of implementing genomic prediction models for flood tolerance. Field trials were conducted over 2 years, with flooding imposed at the V2/V4 vegetative growth stages. Genome-wide association studies were performed using the Bayesian-information and linkage-disequilibrium iteratively nested keyway and the multiple locus mixed linear model. Forward stepwise genomic prediction models using random forest (RF) were developed to identify the set of single nucleotide polymorphisms (SNPs) yielding the highest prediction accuracy while assessing the negative impacts of multicollinearity and overfitting on prediction accuracy. Genomic regions on chromosomes 4, 17, and 20 associated with early season flood tolerance were identified, all distinct from regions previously identified for mid-season tolerance. The RF model achieved a prediction accuracy of 0.64 with 29 selected SNPs, significantly improving over RF and ridge regression best linear unbiased prediction models with higher SNP counts. These findings provide genomic tools for improving the efficiency of breeding for early season flood tolerance, supporting the need to develop season-long flood-tolerant soybean genotypes.

洪涝灾害已成为大豆的主要威胁。稳定。由于气候变化,极端降水的频率和强度一直在增加。虽然在鉴定大豆遗传资源和与季中抗洪能力相关的基因组区域方面取得了进展,但对营养生长阶段V2/V4的早期抗洪能力了解有限。本研究旨在利用254份大豆材料,确定与早期抗洪能力相关的基因组区域,并研究实施抗洪能力基因组预测模型的可行性。田间试验进行了2年多,在V2/V4营养生长阶段进行了水浸。全基因组关联研究采用贝叶斯信息和连锁不平衡迭代嵌套键槽和多位点混合线性模型进行。利用随机森林(RF)建立了前向逐步基因组预测模型,以识别产生最高预测精度的单核苷酸多态性(snp)集,同时评估多重共线性和过拟合对预测精度的负面影响。在第4、17和20号染色体上发现了与早期季洪耐受性相关的基因组区域,这些区域都与之前发现的季中耐受性区域不同。RF模型对29个选择的SNP的预测精度为0.64,显著优于RF和ridge回归最佳线性无偏预测模型(SNP计数较高)。这些发现为提高早季抗洪育种效率提供了基因组工具,支持了开发全季抗洪大豆基因型的必要性。
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引用次数: 0
Integrated chloroplast genomics and whole-genome resequencing reveals demographic history and selection signatures of black walnuts. 综合叶绿体基因组学和全基因组重测序揭示了黑核桃的人口统计学历史和选择特征。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70172
Hang Ye, Hengzhao Liu, Huijuan Zhou, Jiayu Ma, Keith Woeste, Peng Zhao

Elucidating the impacts of demographic history and genomic selection on species evolution is a central topic in phylogeography and evolutionary biology. Black walnuts (Juglans section Rhysocaryon) are native nut trees of the NEW WORLD, with a broad distribution ranging from southern Canada to northern Argentina. The demographic history and genomic dynamics of Rhysocaryon species remain poorly understood. Here, we employed population genomics and chloroplast data to construct a high-density map of genomic variation across 108 Rhysocaryon accessions. Despite gene introgression, these accessions were clearly delimited into four groups. Evolutionary scenarios analysis showed that the diversification of black walnuts might have occurred approximately 28.74 million years ago during the late Oligocene, with the clade comprising Juglans hindsii and Juglans californica diverging earliest. The gene introgression and hybridization analysis indicated that Juglans microcarpa might be a hybrid descendant of Juglans nigra and J. hindsii. As the climate oscillated, these ancestral populations kept diverging, laying the basis for their colonization of South America. Quaternary climatic oscillations also exerted a profound influence on black walnut population size, which exhibited sensitive fluctuations in response to alternation of glacial and interglacial periods. The selection sweeps analysis unveiled highly divergent genomic regions in the economic species J. nigra, which were associated with development, reproduction, disease resistance, and stress tolerance. The genes WRKY41 and ERF012 were identified as potential drivers of J. nigra's adaptation. Our findings illuminated the demographic history and selective signatures of black walnuts, thereby providing a genetic foundation for future breeding, conservation, and genomic studies.

阐明人口历史和基因组选择对物种进化的影响是系统地理学和进化生物学的一个中心课题。黑核桃(Juglans section Rhysocaryon)是一种产于新大陆的原生坚果树,从加拿大南部到阿根廷北部分布广泛。对柳核属物种的人口统计学历史和基因组动力学仍然知之甚少。在这里,我们利用种群基因组学和叶绿体数据构建了108个Rhysocaryon物种基因组变异的高密度图谱。尽管存在基因渐渗现象,但这些材料被清楚地划分为四个类群。进化情景分析表明,黑核桃的多样化可能发生在大约2874万年前的晚渐新世,其中由印度核桃和加利福尼亚核桃组成的分支分化最早。基因渗入和杂交分析表明,小胡桃可能是黑胡桃和印度胡桃的杂交后代。随着气候的变化,这些祖先种群不断分化,为它们在南美洲的殖民奠定了基础。第四纪气候振荡对黑核桃种群大小也有深远的影响,黑核桃种群大小在冰期和间冰期交替中表现出敏感的波动。选择扫描分析揭示了经济物种J. nigra中高度分化的基因组区域,这些区域与发育、繁殖、抗病和抗逆性有关。WRKY41和ERF012基因被确定为黑家鼠适应的潜在驱动因子。我们的发现阐明了黑核桃的人口统计学历史和选择特征,从而为未来的育种、保护和基因组研究提供了遗传基础。
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引用次数: 0
Transcriptome analysis reveals key immune pathways and metabolites associated with resistance to Verticillium dahliae in GbMBL1.1A-overexpressing cotton. 转录组分析揭示了gbmbl1.1 a过表达棉花对大丽花黄萎病抗性相关的关键免疫途径和代谢物。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70120
Deming Tan, Leitian Yuan, Huanyang Zhang, Jing Li, Shuling Zhang, Guixia Liu, Fuxin Wang

Cotton (Gossypium barbadense L. and Gossypium hirsutum L.), a major economic crop, suffers severe yield losses due to Verticillium wilt caused by Verticillium dahliae Kleb. Although the lectin receptor-like protein GbMBL1.1A has been identified as a key activator of hypersensitive cell death in cotton resistance to this pathogen, its downstream defense mechanisms remain unknown. Here, we performed comparative transcriptome analyses between the GbMBL1.1A-overexpressing (OE) cotton line and its wild-type (WT) recipient counterpart (WC) under both normal (non-infected) and V. dahliae infected conditions. A total of 760 differentially expressed genes (DEGs) were identified by comparing GbMBL1.1A-OE and WT cotton lines under normal condition. Upon pathogen infection across three timepoints, the counts of 1679 (1063 up, 616 down) and 1648 (633 up, 1015 down) DEGs were identified uniquely from GbMBL1.1A-OE or WT cotton line, respectively, relative to their mock controls. Further analysis of these DEGs revealed three aspects of changes due to GbMBL1.1A overexpression: (1) Pre-infection priming via selective pattern recognition receptor modulation, mitochondrial cell death activation, and reactive oxygen species antioxidant perturbation under normal condition; (2) Significant enhancement of plant defense against pathogen through the remodeling of immune receptor activity, alteration of signal transduction and regulation, and modulation of secondary metabolic processes, with the most significant alteration occurring in lignin and phenylpropanoid metabolism. (3) Dynamic redox homeostasis regulation through metabolite interconversion enzymes during infection process. Collectively, these findings strengthen the theoretical foundation and provide novel candidate targets for developing improved control strategies to enhance cotton resistance against V. dahliae.

棉花(Gossypium barbadense L.和Gossypium hirsutum L.)是一种主要的经济作物,由于黄萎病(Verticillium dahliae Kleb)引起的黄萎病而遭受严重的产量损失。虽然凝集素受体样蛋白GbMBL1.1A已被确定为棉花抵抗该病原体的超敏细胞死亡的关键激活因子,但其下游防御机制尚不清楚。在这里,我们对gbmbl1.1 a过表达(OE)棉花品系及其野生型(WT)受体对应物(WC)在正常(未感染)和大丽花v感染条件下的转录组进行了比较分析。通过比较正常条件下GbMBL1.1A-OE与WT棉花品系,共鉴定出760个差异表达基因(deg)。在三个时间点的病原菌感染后,GbMBL1.1A-OE或WT棉系中分别鉴定出1679个(1063个向上,616个向下)和1648个(633个向上,1015个向下)基因的数量,相对于模拟对照。进一步分析这些deg揭示了GbMBL1.1A过表达引起的三个方面的变化:(1)在正常情况下,通过选择性模式识别受体调节的感染前启动、线粒体细胞死亡激活和活性氧抗氧化扰动;(2)通过对免疫受体活性的重塑、信号转导和调控的改变以及次生代谢过程的调节,显著增强了植物对病原体的防御能力,其中木质素和苯丙素代谢的改变最为显著。(3)感染过程中代谢物相互转化酶对氧化还原动态稳态的调节。总之,这些发现加强了理论基础,并为制定改进的防治策略提供了新的候选靶点,以提高棉花对大丽花病菌的抗性。
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引用次数: 0
Correction to "Identification of the sweet orange (Citrus sinensis) bHLH gene family and the role of CsbHLH55 and CsbHLH87 in regulating salt stress". 对“甜橙bHLH基因家族的鉴定及CsbHLH55和CsbHLH87在盐胁迫调控中的作用”的修正。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70165
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引用次数: 0
MicroRNAs-mediated heat stress regulations in plants: Mechanisms and targets. microrna介导的植物热胁迫调控:机制和靶点。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70112
Muhammad Farooq, Hina Tanveer, Hafiz Mamoon Rehman, Rabia Areej Cheema, Sehar Nawaz, Aneesa Ijaz, Muhammad Arif, Hon-Ming Lam

Heat stress, exacerbated by global warming, can cause significant challenges to agriculture, adversely impacting plant growth, reproduction, and yield. This review examines the crucial role of microRNAs (miRNAs) in mediating plant responses to heat stress across various key crops, including Arabidopsis (Arabidopsis thaliana), rice (Oryza sativa), wheat (Triticum aestivum), and other significant species. Under high temperatures, miRNAs regulate gene expression by targeting transcription factors (e.g., SPL, NF-YA, and Apetala 2 [AP2]), heat shock proteins, and antioxidant enzymes (e.g., copper/zinc superoxide dismutase), thereby modulating pathways involved in hormone signaling, oxidative stress mitigation, and developmental transitions. Advanced high-throughput sequencing technologies have identified heat-responsive miRNAs (e.g., miR156, miR398, miR172) and their functional networks, including crosstalk with small interfering RNAs, long noncoding RNAs, and circular RNAs via competing endogenous RNA (ceRNA) mechanisms. These findings highlight miRNAs as promising targets for engineering heat-resilient crops. However, gaps remain in understanding tissue-specific miRNA dynamics and their integration with epigenetic and multi-omics networks. Future research should employ integrative approaches to optimize miRNA-based strategies for sustainable agriculture in the context of climate change.

由于全球变暖而加剧的热应激会给农业带来重大挑战,对植物生长、繁殖和产量产生不利影响。本文综述了microRNAs (miRNAs)在多种主要作物中介导植物对热胁迫的关键作用,包括拟南芥(Arabidopsis thaliana)、水稻(Oryza sativa)、小麦(Triticum aestivum)和其他重要物种。在高温下,miRNAs通过靶向转录因子(如SPL、NF-YA和aptala 2 [AP2])、热休克蛋白和抗氧化酶(如铜/锌超氧化物歧化酶)来调节基因表达,从而调节激素信号通路、氧化应激缓解和发育转变。先进的高通量测序技术已经鉴定出热响应性mirna(如miR156、miR398、miR172)及其功能网络,包括通过竞争内源性RNA (ceRNA)机制与小干扰RNA、长链非编码RNA和环状RNA的串扰。这些发现强调了mirna作为工程耐热作物的有希望的靶标。然而,在了解组织特异性miRNA动力学及其与表观遗传和多组学网络的整合方面仍然存在空白。未来的研究应采用综合方法来优化气候变化背景下基于mirna的可持续农业战略。
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引用次数: 0
Genotyping analysis of over 130,000 CIMMYT bread wheat breeding lines: A decade-long effort in optimizing wheat genotyping. 超过13万个CIMMYT面包小麦育种品系的基因分型分析:优化小麦基因分型的十年努力。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70148
Sandesh Shrestha, Laxman Adhikari, Jared Crain, Susanne Dreisigacker, Shuangye Wu, Ravi Prakash Singh, Suchismita Mondal, Philomin Juliana, Jose Crossa, Mark Lucas, Ibrahim Elbasyoni, Jesse Poland

The International Maize and Wheat Improvement Center (CIMMYT) spring bread wheat (Triticum aestivum L.) program represents the largest and most diverse set of elite wheat germplasm globally. From 2013 to 2023, genotyping was conducted on 130,247 bread wheat lines advanced through CIMMYT's bread wheat breeding program with the objective to perform genomic prediction and identify genomic regions associated with important traits such as yield and disease resistance. We constructed and sequenced 636 genotyping-by-sequencing (GBS) libraries, multiplexed at 96- to 384-plex, and generated 30.7 terabases of sequence. Using an optimized TASSEL pipeline, we identified 24,125 high-quality single nucleotide polymorphism on 21 chromosomes. Population genetic clustering of 444 selected lines within 10 pedigrees supported the accuracy of the GBS approach. Genome-wide analysis of nucleotide diversity (π) and minor allele frequency across the entire dataset revealed significantly reduced genetic variation in pericentromeric regions of all chromosomes, which was confirmed by comparison to a genetic outgroup of diverse winter wheat lines. This pattern of low genetic diversity indicates fixation of large centromeric haplotype blocks. The limited diversity in non-recombining regions has critical implications for future genetic gains in wheat breeding. Temporal pairwise FST analyses further demonstrated signatures of selection that aligned with previously published genome-wide association studies for agronomic traits such as grain yield and disease resistance. These datasets have been implemented for the selection of superior breeding lines and are distributed as a publicly available resource for global wheat breeding efforts and genetic studies.

国际玉米和小麦改良中心(CIMMYT)春面包小麦(Triticum aestivum L.)项目是全球规模最大、品种最丰富的优质小麦种质。从2013年到2023年,通过CIMMYT的面包小麦育种计划对130,247个面包小麦品系进行了基因分型,目的是进行基因组预测并确定与产量和抗病等重要性状相关的基因组区域。我们构建了636个基因分型测序(GBS)文库并对其进行了测序,这些文库在96- 384-plex之间复用,产生了30.7 tb的序列数据库。利用优化的TASSEL管道,我们在21条染色体上鉴定了24125个高质量的单核苷酸多态性。对10个家系中444个选择品系的群体遗传聚类分析支持了GBS方法的准确性。对整个数据集的核苷酸多样性(π)和次要等位基因频率的全基因组分析显示,所有染色体的中心点周围区域的遗传变异显著减少,这一点通过与不同冬小麦品系的遗传外群比较得到证实。这种低遗传多样性的模式表明了大的着丝粒单倍型块的固定。非重组区有限的多样性对未来小麦育种的遗传增益具有重要意义。时间两两FST分析进一步证明了选择的特征与先前发表的谷物产量和抗病性等农艺性状的全基因组关联研究相一致。这些数据集已用于选择优良的育种品系,并作为全球小麦育种工作和遗传研究的公开资源分发。
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引用次数: 0
The effect of haplotype size on genomic selection accuracy and epistasis: An empirical study in rice. 单倍型大小对水稻基因组选择准确性和上位性的影响。
IF 3.8 2区 生物学 Q1 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1002/tpg2.70161
Maria Montiel, Jose Moreno-Amores, Jomar Punzalan, Brijesh Angira, Tommaso Cerioli, Kelly Robbins, Susan McCouch, Roberto Fritsche-Neto, Adam Famoso

Genomic selection (GS) has revolutionized breeding practices by integrating genotype and phenotype data to predict genomic estimated breeding values, offering the potential to accelerate breeding cycles and intensify and enhance early-stage selections. This approach utilizes the concept of linkage disequilibrium (LD) between genetic markers and quantitative trait loci within populations. LD, the nonrandom association between alleles at different loci, provides valuable insights into historical recombination patterns, although it can change over time under strong selection or genetic drift. This study aimed to investigate the influence of recombination on haplotype sizes and LD, assess the impact of additive (A) versus additive + epistasis (A+I) genetic models on GS predictive ability (PA), and demonstrate how haplotype resolution in the training set (TS) impacts the PA of GS. For this, we used biparental (MP2) and multiparent (MP6-8) populations, where the main difference between them was the recombination rate. As expected, a strong correlation between LD decay and the number of recombination opportunities within populations was observed, with smaller haplotype blocks in populations experiencing more recombination. The use of A+I models increased heritability but did not improve PA. Finally, populations with smaller haplotype sizes in the TS exhibited enhanced PA. This study demonstrates the effect of haplotype size on GS accuracy, and its uniqueness lies in its focus on populations where the primary differentiating factor is haplotype size. It offers an important tool for breeders in designing GS strategies, providing valuable guidance for future breeding efforts.

基因组选择(GS)通过整合基因型和表型数据来预测基因组估计的育种值,从而彻底改变了育种实践,有可能加快育种周期,加强和加强早期选择。该方法利用群体内遗传标记和数量性状位点之间的连锁不平衡(LD)概念。LD是不同位点等位基因之间的非随机关联,尽管它可能在强选择或遗传漂变下随时间而改变,但它为历史上的重组模式提供了有价值的见解。本研究旨在探讨重组对单倍型大小和LD的影响,评估加性(A)与加性+上位性(A+I)遗传模型对GS预测能力(PA)的影响,并论证训练集(TS)中单倍型分辨率对GS预测能力的影响。为此,我们使用了双亲(MP2)和多亲本(MP6-8)群体,它们之间的主要区别是重组率。正如预期的那样,观察到LD衰减与群体内重组机会的数量之间存在很强的相关性,群体中较小的单倍型块经历更多的重组。A+I模型的使用增加了遗传力,但没有提高遗传效率。最后,TS中单倍型大小较小的群体表现出增强的PA。本研究证明了单倍型大小对GS准确性的影响,其独特性在于其重点关注了以单倍型大小为主要分化因素的种群。它为育种者设计遗传策略提供了重要的工具,为今后的育种工作提供了有价值的指导。
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引用次数: 0
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