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Relics of interspecific hybridization retained in the genome of a drought-adapted peanut cultivar. 干旱适应性花生栽培品种基因组中保留的种间杂交遗迹。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae208
Paul P Grabowski, Phat Dang, Jerry J Jenkins, Avinash Sreedasyam, Jenell Webber, Marshall Lamb, Qiong Zhang, Alvaro Sanz-Saez, Yucheng Feng, Victoria Bunting, Jayson Talag, Josh Clevenger, Peggy Ozias-Akins, C Corley Holbrook, Ye Chu, Jane Grimwood, Jeremy Schmutz, Charles Chen, John T Lovell

Peanut (Arachis hypogaea L.) is a globally important oil and food crop frequently grown in arid, semi-arid, or dryland environments. Improving drought tolerance is a key goal for peanut crop improvement efforts. Here, we present the genome assembly and gene model annotation for "Line8," a peanut genotype bred from drought-tolerant cultivars. Our assembly and annotation are the most contiguous and complete peanut genome resources currently available. The high contiguity of the Line8 assembly allowed us to explore structural variation both between peanut genotypes and subgenomes. We detect several large inversions between Line8 and other peanut genome assemblies, and there is a trend for the inversions between more genetically diverged genotypes to have higher gene content. We also relate patterns of subgenome exchange to structural variation between Line8 homeologous chromosomes. Unexpectedly, we discover that Line8 harbors an introgression from A.cardenasii, a diploid peanut relative and important donor of disease resistance alleles to peanut breeding populations. The fully resolved sequences of both haplotypes in this introgression provide the first in situ characterization of A.cardenasii candidate alleles that can be leveraged for future targeted improvement efforts. The completeness of our genome will support peanut biotechnology and broader research into the evolution of hybridization and polyploidy.

花生(Arachis hypogaea L.)是一种全球重要的油料和粮食作物,通常种植在干旱、半干旱或旱地环境中。提高耐旱性是花生作物改良工作的一个关键目标。在这里,我们介绍了 "Line8 "的基因组组装和基因模型注释,"Line8 "是一种从耐旱栽培品种培育出来的花生基因型。我们的组装和注释是目前最连续、最完整的花生基因组资源。Line8 基因组的高度连续性使我们能够探索花生基因型和亚基因组之间的结构变异。我们在 Line8 和其他花生基因组汇编之间发现了几个大的倒位,而且基因差异较大的基因型之间的倒位有基因含量较高的趋势。我们还将亚基因组交换模式与 Line8 同源染色体之间的结构变异联系起来。出乎意料的是,我们发现 Line8 含有来自 A.cardenasii 的引种,A.cardenasii 是一种二倍体花生近缘种,也是花生育种群体抗病等位基因的重要供体。该引种中两个单倍型序列的完全解析首次对 A.cardenasii 候选等位基因进行了原位鉴定,可用于未来的定向改良工作。我们基因组的完整性将支持花生生物技术以及对杂交和多倍体进化的更广泛研究。
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引用次数: 0
Disentangling cobionts and contamination in long-read genomic data using sequence composition. 利用序列组成在长读基因组数据中区分同源物和污染
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae187
Claudia C Weber

The recent acceleration in genome sequencing targeting previously unexplored parts of the tree of life presents computational challenges. Samples collected from the wild often contain sequences from several organisms, including the target, its cobionts, and contaminants. Effective methods are therefore needed to separate sequences. Though advances in sequencing technology make this task easier, it remains difficult to taxonomically assign sequences from eukaryotic taxa that are not well represented in databases. Therefore, reference-based methods alone are insufficient. Here, I examine how we can take advantage of differences in sequence composition between organisms to identify symbionts, parasites, and contaminants in samples, with minimal reliance on reference data. To this end, I explore data from the Darwin Tree of Life project, including hundreds of high-quality HiFi read sets from insects. Visualizing two-dimensional representations of read tetranucleotide composition learned by a variational autoencoder can reveal distinct components of a sample. Annotating the embeddings with additional information, such as coding density, estimated coverage, or taxonomic labels allows rapid assessment of the contents of a dataset. The approach scales to millions of sequences, making it possible to explore unassembled read sets, even for large genomes. Combined with interactive visualization tools, it allows a large fraction of cobionts reported by reference-based screening to be identified. Crucially, it also facilitates retrieving genomes for which suitable reference data are absent.

最近,针对生命树中以前未探索的部分的基因组测序工作加速进行,这给计算带来了挑战。从野外采集的样本往往包含来自多种生物的序列,包括目标生物、其共生体和污染物。因此需要有效的方法来分离序列。虽然测序技术的进步使这项工作变得更加容易,但要对数据库中代表性不强的真核生物类群的序列进行分类学分配仍然十分困难。因此,仅靠基于参考文献的方法是不够的。在此,我将探讨如何利用生物间序列组成的差异来识别样本中的共生体、寄生虫和污染物,同时尽量减少对参考数据的依赖。为此,我探索了达尔文生命之树项目的数据,包括数百个来自昆虫的高质量 HiFi 读数集。将变异自动编码器学习到的读数四核苷酸组成的二维表示可视化,可以揭示样本的独特成分。用编码密度、估计覆盖率或分类标签等附加信息对嵌入进行注释,可以快速评估数据集的内容。这种方法可扩展到数百万个序列,即使是大型基因组也能探索未组装的读取集。该方法与交互式可视化工具相结合,可以鉴定出参考文献筛选报告的大部分共生菌。最重要的是,它还有助于检索缺乏合适参考数据的基因组。
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引用次数: 0
Remote sensing for estimating genetic parameters of biomass accumulation and modeling stability of growth curves in alfalfa. 利用遥感技术估算紫花苜蓿生物量积累的遗传参数并模拟生长曲线的稳定性。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae200
Ranjita Thapa, Karl H Kunze, Julie Hansen, Christopher Pierce, Virginia Moore, Ian Ray, Liam Wickes-Do, Nicolas Morales, Felipe Sabadin, Nicholas Santantonio, Michael A Gore, Kelly Robbins

Multispectral imaging by unoccupied aerial vehicles provides a nondestructive, high-throughput approach to measure biomass accumulation over successive alfalfa (Medicago sativa L. subsp. sativa) harvests. Information from estimated growth curves can be used to infer harvest biomass and to gain insights into the relationship between growth dynamics and forage biomass stability across cuttings and years. In this study, multispectral imaging and several common vegetation indices were used to estimate genetic parameters and model growth of alfalfa cultivars to determine the longitudinal relationship between vegetation indices and forage biomass. Results showed moderate heritability for vegetation indices, with median plot level heritability ranging from 0.11 to 0.64, across multiple cuttings in three trials planted in Ithaca, NY, and Las Cruces, NM. Genetic correlations between the normalized difference vegetation index and forage biomass were moderate to high across trials, cuttings, and the timing of multispectral image capture. To evaluate the relationship between growth parameters and forage biomass stability across cuttings and environmental conditions, random regression modeling approaches were used to estimate the growth parameters of cultivars for each cutting and the variance in growth was compared to the variance in genetic estimates of forage biomass yield across cuttings. These analyses revealed high correspondence between stability in growth parameters and stability of forage yield. The results of this study indicate that vegetation indices are effective at modeling genetic components of biomass accumulation, presenting opportunities for more efficient screening of cultivars and new longitudinal modeling approaches that can provide insights into temporal factors influencing cultivar stability.

无人飞行器的多光谱成像技术为测量紫花苜蓿(Medicago sativa L. subsp.从估计的生长曲线中获得的信息可用于推断收获生物量,并深入了解不同扦插期和年份的生长动态与牧草生物量稳定性之间的关系。在这项研究中,多光谱成像和几种常见的植被指数被用来估算遗传参数和建立紫花苜蓿栽培品种的生长模型,以确定植被指数和牧草生物量之间的纵向关系。结果表明,在纽约州伊萨卡市和新墨西哥州拉斯克鲁塞斯市种植的三个试验中,植被指数的遗传率中等,地块水平遗传率中位数为 0.11-0.64。归一化差异植被指数与牧草生物量之间的遗传相关性在不同试验、扦插点和多光谱图像捕获时间之间呈中度到高度相关。为了评估不同插条和环境条件下生长参数与牧草生物量稳定性之间的关系,采用随机回归建模方法估算了每个插条的栽培品种生长参数,并将生长方差与不同插条牧草生物量产量遗传估计方差进行了比较。这些分析表明,生长参数的稳定性与牧草产量的稳定性高度一致。这项研究的结果表明,植被指数能有效地模拟生物量积累的遗传成分,为更有效地筛选栽培品种和采用新的纵向建模方法提供了机会,从而能深入了解影响栽培品种稳定性的时间因素。
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引用次数: 0
Cross potential selection: a proposal for optimizing crossing combinations in recurrent selection using the usefulness criterion of future inbred lines. 杂交潜力选择:利用未来近交系的有用性标准优化循环选择中的杂交组合的建议。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae224
Kengo Sakurai, Kosuke Hamazaki, Minoru Inamori, Akito Kaga, Hiroyoshi Iwata

In plant breeding programs, rapid production of novel varieties is highly desirable. Genomic selection allows the selection of superior individuals based on genomic estimated breeding values. However, it is worth noting that superior individuals may not always be superior parents. The choice of the crossing pair significantly influences the genotypic value of the resulting progeny. This study has introduced a new crossing strategy, termed cross potential selection, designed to expedite the production of novel varieties of inbred crops. Cross potential selection integrates fast recurrent selection and usefulness criterion to generate novel varieties. It considers the segregation of each crossing pair and computes the expected genotypic values of the top-performing individuals, assuming that the progeny distribution of genotypic values follows a normal distribution. It does not consider genetic diversity and focuses only on producing a novel variety as soon as possible. We simulated a 30-year breeding program in 2 scenarios, low heritability (h2=0.3) and high heritability (h2=0.6), to compare cross potential selection with 2 other selection strategies. Cross potential selection consistently demonstrated the highest genetic gains among the 3 strategies in early cycles. In the 3rd year of the breeding program with a high heritability (h2=0.6), cross potential selection exhibited the highest genetic gains, 138 times that of 300 independent breeding simulations. Regarding long-term improvement, the other selection strategies outperformed cross potential selection. Nevertheless, compared with the other 2 strategies, cross potential selection achieved significant short-term genetic improvements. Cross potential selection is a suitable breeding strategy for the rapid production of varieties within limited time and cost.

在植物育种计划中,快速培育新品种是非常理想的。基因组选择可根据基因组估计育种值选择优良个体。但值得注意的是,优良个体不一定总是优良亲本。杂交配对的选择对所产生后代的基因型价值有很大影响。本研究引入了一种新的杂交策略,称为杂交潜力选择(CPS),旨在加快近交作物新品种的培育。CPS 整合了快速循环选择和实用性标准,以培育新品种。它考虑了每对杂交组合的分离情况,并假定后代基因型值的分布遵循正态分布,计算出表现最好的个体的预期基因型值。它不考虑遗传多样性,只关注尽快培育出新品种。我们模拟了低遗传率(h2 = 0.3)和高遗传率(h2 = 0.6)两种情况下的 30 年育种计划,以比较 CPS 和其他两种选择策略。在早期周期中,CPS 始终是三种策略中遗传收益最高的。在高遗传率(h2 = 0.6)育种计划的第三年,CPS 的遗传收益最高,是 300 次独立育种模拟的 138 倍。在长期改良方面,其他选择策略的表现优于 CPS。然而,与其他两种策略相比,CPS 在短期内实现了显著的遗传改良。CPS 是一种适合在有限时间和成本内快速培育品种的育种策略。
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引用次数: 0
Correction to: Linkage mapping of root shape traits in two carrot populations. 更正:两个胡萝卜种群根形性状的连锁图谱。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae227
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引用次数: 0
Flynotyper 2.0: an updated tool for rapid quantitative assessment of Drosophila eye phenotypes. Flynotyper 2.0:果蝇眼睛表型快速定量评估的最新工具。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-06 DOI: 10.1093/g3journal/jkae212
Johnathan Ray, Deepro Banerjee, Qingyu Wang, Santhosh Girirajan

About two-thirds of the genes in the Drosophila melanogaster genome are also involved in its eye development, making the Drosophila eye an ideal system for genetic studies. We previously developed Flynotyper, a software that uses image processing operations to identify and quantify the degree of roughness by measuring disorderliness of ommatidial arrangement in the fly eye. This software has enabled researchers to quantify morphological defects of thousands of eye images caused by genetic perturbations. Here, we present Flynotyper 2.0, a software that has an updated computer vision library, improved performance, and a streamlined pipeline for high-throughput analysis of multiple eye images. We also tested several batches of Drosophila eye images to ensure robustness and reproducibility of the updated Flynotyper 2.0 software.

黑腹果蝇基因组中约有三分之二的基因也参与了眼睛的发育,因此果蝇眼睛是遗传研究的理想系统。我们之前开发了 Flynotyper 软件,该软件利用图像处理操作,通过测量果蝇眼球中膜排列的无序性来识别和量化粗糙程度。通过该软件,研究人员可以量化数千个眼睛图像中由遗传扰动引起的形态缺陷。在此,我们介绍 Flynotyper 2.0,该软件更新了计算机视觉库,提高了性能,并简化了对多幅眼睛图像进行高通量分析的流程。我们还测试了几批果蝇眼睛图像,以确保更新后的 Flynotyper 2.0 软件的稳健性和可重复性。
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引用次数: 0
Chromosome-scale genome assembly of Apocynum pictum, a drought-tolerant medicinal plant from the Tarim Basin. 塔里木盆地一种耐旱药用植物 Apocynum pictum 的染色体级基因组组装。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-05 DOI: 10.1093/g3journal/jkae237
Wenlong Xie, Baowei Bai, Yanqin Wang

Apocynum pictum Schrenk is a semishrub of the Apocynaceae family with a wide distribution throughout the Tarim Basin that holds significant ecological, medicinal, and economic values. Here, we report the assembly of its chromosome-level reference genome using Nanopore long-read, Illumina HiSeq paired-end, and high-throughput chromosome conformation capture sequencing. The final assembly is 225.32 Mb in length with a scaffold N50 of 19.64 Mb. It contains 23,147 protein-coding genes across 11 chromosomes, 21,148 of which (91.36%) have protein functional annotations. Comparative genomics analysis revealed that A. pictum diverged from the closely related species Apocynum venetum approximately 2.2 million years ago and has not undergone additional polyploidizations after the core eudicot WGT-γ event. Karyotype evolution analysis was used to characterize interchromosomal rearrangements in representative Apocynaceae species and revealed that several A. pictum chromosomes were derived entirely from single chromosomes of the ancestral eudicot karyotype. Finally, we identified 50 members of the well-known stress-responsive WRKY transcription factor family and used transcriptomic data to document changes in their expression at 2 stages of drought stress, identifying a number of promising candidate genes. Overall, this study provides high-quality genomic resources for evolutionary and comparative genomics of the Apocynaceae, as well as initial molecular insights into the drought adaptation of this valuable desert plant.

Apocynum pictum Schrenk 是一种半灌木,属于天南星科,广泛分布于塔里木盆地,具有重要的生态、药用和经济价值。在此,我们报告了利用 Nanopore 长读数、Illumina HiSeq 成对端和高通量染色体构象捕获测序技术组装其染色体级参考基因组的结果。最终组装的基因组长度为 225.32 Mb,支架 N50 为 19.64 Mb。它包含 11 条染色体上的 23,147 个蛋白质编码基因,其中 21,148 个基因(91.36%)有蛋白质功能注释。比较基因组学分析表明,A. pictum 在大约 220 万年前从近缘物种 Apocynum venetum 分化而来,在核心裸子植物 WGT-γ 事件之后没有再经历多倍体化。通过核型进化分析,我们确定了狎鸥鸥科代表性物种染色体间重排的特征,并发现A. pictum的几条染色体完全来自于祖先裸子植物核型的单条染色体。最后,我们鉴定了众所周知的胁迫响应 WRKY 转录因子家族的 50 个成员,并利用转录组数据记录了它们在干旱胁迫的两个阶段的表达变化,从而确定了一些有希望的候选基因。总之,这项研究为胡桃科植物的进化和比较基因组学提供了高质量的基因组资源,并为这种珍贵的沙漠植物的干旱适应性提供了初步的分子见解。
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引用次数: 0
Female germline expression of OVO transcription factor bridges Drosophila generations. OVO转录因子的雌性种系表达为果蝇的世代交替架起了桥梁。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-04 DOI: 10.1093/g3journal/jkae252
Leif Benner, Savannah Muron, Charli L Wingfield, Brian Oliver

OVO is required for female germ cell viability but has no known function in the male germline in Drosophila. ovo is autoregulated by two antagonistic isoforms, OVO-A and OVO-B. All ovo- alleles were created as partial revertants of the antimorphic ovoD1 allele. Creation of new targeted alleles in an ovo+ background indicated that disrupting the germline-specific exon extension of ovo-B leads to an arrested egg chamber phenotype, rather than germ cell death. RNA-seq analysis, including >1K full length cDNAs, indicates that ovo has several unannotated splice variations in the extended exon and a minor population of ovo-B transcripts have an alternative splice. This indicates that classical ovo alleles such as ovoD1rv23, are not truly null for ovo, and are likely to be weak antimorphs. To generate bonafide nulls, we deleted the ovo-A and ovo-B promoters showing that only ovo-B is required for female germ cell viability and there is an early and continual developmental requirement for ovo-B in the female germline. To visualize OVO expression and localization, we endogenously tagged ovo and found nuclear OVO in all differentiating female germ cells throughout oogenesis in adults. We also found that OVO is maternally deposited into the embryo, where it showed nuclear localization in newly formed pole cells. Maternal OVO persisted in embryonic germ cells until zygotic OVO expression was detectable, suggesting that there is continuous nuclear OVO expression in the female germline in the transition from one generation to the next.

OVO 是雌性生殖细胞存活所必需的,但在果蝇雄性生殖细胞中没有已知的功能。OVO 由两种对立的同工酶 OVO-A 和 OVO-B 自动调节。所有ovo等位基因都是作为反态ovoD1等位基因的部分逆转录子产生的。在ovo+背景下产生的新靶向等位基因表明,破坏ovo-B的种系特异性外显子延伸会导致卵室表型停止,而不是生殖细胞死亡。RNA-seq分析(包括超过1K个全长cDNAs)表明,ovo在扩展外显子上有几个未标注的剪接变异,一小部分ovo-B转录本具有替代剪接。这表明经典的ovo等位基因(如ovoD1rv23)并不是真正的ovo无效基因,而很可能是弱反形态基因。为了产生真正的无效基因,我们删除了ovo-A和ovo-B启动子,结果表明只有ovo-B才是雌性生殖细胞存活所必需的,而且在雌性生殖细胞的早期和持续发育过程中需要ovo-B。为了观察 OVO 的表达和定位,我们对 Ovo 进行了内源性标记,结果发现,在成年雌性生殖细胞的整个卵子发生过程中,所有分化的雌性生殖细胞中都存在核 OVO。我们还发现 OVO 通过母体沉积到胚胎中,并在新形成的极细胞中显示出核定位。母体 OVO 在胚胎生殖细胞中持续存在,直到可以检测到子代 OVO 表达,这表明在从一代向下一代过渡的过程中,雌性生殖细胞中存在持续的核 OVO 表达。
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引用次数: 0
Genetic Screening Reveals Cone Cell-Specific Factors as Common Genetic Targets Modulating Rival-Induced Prolonged Mating in male Drosophila melanogaster. 基因筛选发现锥状细胞特异性因子是调节雄性黑腹果蝇竞争诱导交配时间延长的共同基因靶标
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-04 DOI: 10.1093/g3journal/jkae255
Yanying Sun, Xiaoli Zhang, Zekun Wu, Wenjing Li, Woo Jae Kim

Male-male social interactions exert a substantial impact on the transcriptional regulation of genes associated with aggression and mating behavior in male Drosophila melanogaster. Throughout our comprehensive genetic screening of aggression-related genes, we identified that the majority of mutants for these genes are associated with rival-induced and visually-oriented mating behavior, longer-mating-duration (LMD). The majority of mutants with upregulated genes in single-housed males significantly altered LMD behavior but not copulation latency, suggesting a primary regulation of mating duration. Single-cell RNA sequencing revealed that LMD-related genes are predominantly co-expressed with male-specific genes like dsx and Cyp6a20 in specific cell populations, especially in cone cells. Functional validation confirmed the roles of these genes in mediating LMD. Expression of LMD genes like Cyp6a20, Cyp4d21, and CrzR was enriched in cone cells, with disruptions in cone cell-specific expression of CrzR and Cyp4d21 leading to disrupted LMD. We also identified a novel gene, CG10026/Macewindu, that reversed LMD when overexpressed in cone cells. These findings underscore the critical role of cone cells as a pivotal site for the expression of genes involved in the regulation of LMD behavior. This study provides valuable insights into the intricate mechanisms underlying complex sexual behaviors in Drosophila.

雄性与雄性之间的社会互动对雄性黑腹果蝇攻击和交配行为相关基因的转录调控产生了重大影响。通过对攻击行为相关基因的全面遗传筛选,我们发现这些基因的大多数突变体都与对手诱导的视觉导向交配行为(交配持续时间更长)有关。大多数基因上调的突变体在单窝雄性中显著改变了LMD行为,但没有改变交配潜伏期,这表明交配持续时间是主要调控因素。单细胞RNA测序发现,LMD相关基因主要与dsx和Cyp6a20等雄性特异性基因在特定细胞群中共同表达,尤其是在锥体细胞中。功能验证证实了这些基因在介导 LMD 中的作用。Cyp6a20、Cyp4d21和CrzR等LMD基因的表达富集于锥体细胞中,锥体细胞特异性表达的CrzR和Cyp4d21的中断会导致LMD紊乱。我们还发现了一个新基因 CG10026/Macewindu,它在视锥细胞中过表达时可逆转 LMD。这些发现强调了视锥细胞作为参与调控 LMD 行为的基因表达的关键场所的重要作用。这项研究为研究果蝇复杂性行为的复杂机制提供了宝贵的见解。
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引用次数: 0
Optimization of breeding program design through stochastic simulation with evolutionary algorithms. 利用进化算法进行随机模拟,优化育种程序设计。
IF 2.1 3区 生物学 Q3 GENETICS & HEREDITY Pub Date : 2024-11-04 DOI: 10.1093/g3journal/jkae248
Azadeh Hassanpour, Johannes Geibel, Henner Simianer, Antje Rohde, Torsten Pook

The effective planning and allocation of resources in modern breeding programs is a complex task. Breeding program design and operational management have a major impact on the success of a breeding program and changing parameters such as the number of selected/phenotyped/genotyped individuals in the breeding program will impact genetic gain, genetic diversity, and costs. As a result, careful assessment and balancing of design parameters is crucial, taking into account the trade-offs between different breeding goals and associated costs. In a previous study, we optimized the resource allocation strategy in a dairy cattle breeding scheme via the combination of stochastic simulations and kernel regression, aiming to maximize a target function containing genetic gain and the inbreeding rate under a given budget. However, the high number of simulations required when using the proposed kernel regression method to optimize a breeding program with many parameters weakens the effectiveness of such a method. In this work, we are proposing an optimization framework that builds on the concepts of kernel regression but additionally makes use of an evolutionary algorithm to allow for a more effective and general optimization. The key idea is to consider a set of potential parameter settings of the breeding program, evaluate their performance based on stochastic simulations, and use these outputs to derive new parameter settings to test in an iterative procedure. The evolutionary algorithm was implemented in a Snakemake workflow management system to allow for efficient scaling on large distributed computing platforms. The algorithm achieved stabilization around the same optimum with a massively reduced number of simulations. Thereby, the incorporation of class variables and accounting for a higher number of parameters in the optimization framework leads to substantially reduced computing time and better scaling for the desired optimization of a breeding program.

现代育种计划中资源的有效规划和分配是一项复杂的任务。育种计划的设计和运营管理对育种计划的成功与否有着重大影响,而育种计划中被选育/表型/基因分型个体数量等参数的变化将影响遗传增益、遗传多样性和成本。因此,考虑到不同育种目标和相关成本之间的权衡,仔细评估和平衡设计参数至关重要。在之前的一项研究中,我们通过随机模拟和核回归相结合的方法优化了奶牛育种计划中的资源分配策略,目的是在给定预算下最大化包含遗传增益和近交率的目标函数。然而,当使用所提出的核回归方法来优化具有许多参数的育种计划时,需要进行大量的模拟,这削弱了这种方法的有效性。在这项工作中,我们提出了一个优化框架,它建立在核回归概念的基础上,但又利用了进化算法,以实现更有效、更通用的优化。其主要思路是考虑育种程序的一组潜在参数设置,根据随机模拟评估其性能,并利用这些输出得出新的参数设置,在迭代过程中进行测试。进化算法在 Snakemake 工作流管理系统中实施,以便在大型分布式计算平台上高效扩展。在大量减少模拟次数的情况下,该算法在同一最佳值附近实现了稳定。因此,在优化框架中加入类变量并考虑更多参数,可大幅减少计算时间,并更好地扩展,以实现育种计划的优化。
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引用次数: 0
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G3: Genes|Genomes|Genetics
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