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Genetic parameters for novel climatic resilience indicators derived from automatically-recorded vaginal temperature in lactating sows under heat stress conditions 根据热应激条件下自动记录的哺乳母猪阴道温度得出的新型气候适应性指标的遗传参数
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-06-10 DOI: 10.1186/s12711-024-00908-4
Hui Wen, Jay S. Johnson, Leonardo S. Gloria, Andre C. Araujo, Jacob M. Maskal, Sharlene Olivette Hartman, Felipe E. de Carvalho, Artur Oliveira Rocha, Yijian Huang, Francesco Tiezzi, Christian Maltecca, Allan P. Schinckel, Luiz F. Brito
Longitudinal records of automatically-recorded vaginal temperature (TV) could be a key source of data for deriving novel indicators of climatic resilience (CR) for breeding more resilient pigs, especially during lactation when sows are at an increased risk of suffering from heat stress (HS). Therefore, we derived 15 CR indicators based on the variability in TV in lactating sows and estimated their genetic parameters. We also investigated their genetic relationship with sows’ key reproductive traits. The heritability estimates of the CR traits ranged from 0.000 ± 0.000 for slope for decreased rate of TV (SlopeDe) to 0.291 ± 0.047 for sum of TV values below the HS threshold (HSUB). Moderate to high genetic correlations (from 0.508 ± 0.056 to 0.998 ± 0.137) and Spearman rank correlations (from 0.431 to 1.000) between genomic estimated breeding values (GEBV) were observed for five CR indicators, i.e. HS duration (HSD), the normalized median multiplied by normalized variance (Nor_medvar), the highest TV value of each measurement day for each individual (MaxTv), and the sum of the TV values above (HSUA) and below (HSUB) the HS threshold. These five CR indicators were lowly to moderately genetically correlated with shoulder skin surface temperature (from 0.139 ± 0.008 to 0.478 ± 0.048) and respiration rate (from 0.079 ± 0.011 to 0.502 ± 0.098). The genetic correlations between these five selected CR indicators and sow reproductive performance traits ranged from − 0.733 to − 0.175 for total number of piglets born alive, from − 0.733 to − 0.175 for total number of piglets born, and from − 0.434 to − 0.169 for number of pigs weaned. The individuals with the highest GEBV (most climate-sensitive) had higher mean skin surface temperature, respiration rate (RR), panting score (PS), and hair density, but had lower mean body condition scores compared to those with the lowest GEBV (most climate-resilient). Most of the CR indicators evaluated are heritable with substantial additive genetic variance. Five of them, i.e. HSD, MaxTv, HSUA, HSUB, and Nor_medvar share similar underlying genetic mechanisms. In addition, individuals with higher CR indicators are more likely to exhibit better HS-related physiological responses, higher body condition scores, and improved reproductive performance under hot conditions. These findings highlight the potential benefits of genetically selecting more heat-tolerant individuals based on CR indicators.
自动记录的阴道温度(TV)的纵向记录可以作为一个关键的数据来源,用于推导出新的气候适应性(CR)指标,从而培育出更有适应性的猪,尤其是在母猪遭受热应激(HS)风险增加的哺乳期。因此,我们根据泌乳母猪TV的变异性得出了15个CR指标,并估算了它们的遗传参数。我们还研究了它们与母猪主要繁殖性状的遗传关系。CR性状的遗传率估计值从TV下降率斜率(SlopeDe)的0.000 ± 0.000到低于HS阈值的TV值总和(HSUB)的0.291 ± 0.047不等。基因组估计育种值(GEBV)与五项 CR 指标之间存在中高遗传相关性(从 0.508 ± 0.056 到 0.998 ± 0.137)和 Spearman 等级相关性(从 0.431 到 1.000),这五项指标分别是HS持续时间(HSD)、归一化中位数乘以归一化方差(Nor_medvar)、每个个体每个测量日的最高TV值(MaxTv)以及高于(HSUA)和低于(HSUB)HS阈值的TV值之和。这五个 CR 指标与肩部皮肤表面温度(从 0.139 ± 0.008 到 0.478 ± 0.048)和呼吸速率(从 0.079 ± 0.011 到 0.502 ± 0.098)的遗传相关性从低到中度不等。这五个选定的 CR 指标与母猪繁殖性能性状之间的遗传相关性范围分别为:活产仔猪总数从 - 0.733 到 - 0.175,出生仔猪总数从 - 0.733 到 - 0.175,断奶猪数从 - 0.434 到 - 0.169。与 GEBV 最低的个体(气候敏感性最强)相比,GEBV 最高的个体(气候敏感性最强)的平均皮肤表面温度、呼吸速率(RR)、喘气评分(PS)和毛发密度较高,但平均体况评分较低。所评估的大多数 CR 指标都具有很大的遗传加性方差。其中五个指标,即 HSD、MaxTv、HSUA、HSUB 和 Nor_medvar 具有相似的潜在遗传机制。此外,在高温条件下,CR 指标较高的个体更有可能表现出更好的 HS 相关生理反应、更高的体况评分和更高的繁殖性能。这些发现凸显了根据CR指标从基因上选择更耐热个体的潜在益处。
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引用次数: 0
Using expression data to fine map QTL associated with fertility in dairy cattle 利用表达数据精细绘制与奶牛繁殖力相关的 QTL 图谱
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-06-06 DOI: 10.1186/s12711-024-00912-8
Irene van den Berg, Amanda J. Chamberlain, Iona M. MacLeod, Tuan V. Nguyen, Mike E. Goddard, Ruidong Xiang, Brett Mason, Susanne Meier, Claire V. C. Phyn, Chris R. Burke, Jennie E. Pryce
Female fertility is an important trait in dairy cattle. Identifying putative causal variants associated with fertility may help to improve the accuracy of genomic prediction of fertility. Combining expression data (eQTL) of genes, exons, gene splicing and allele specific expression is a promising approach to fine map QTL to get closer to the causal mutations. Another approach is to identify genomic differences between cows selected for high and low fertility and a selection experiment in New Zealand has created exactly this resource. Our objective was to combine multiple types of expression data, fertility traits and allele frequency in high- (POS) and low-fertility (NEG) cows with a genome-wide association study (GWAS) on calving interval in Australian cows to fine-map QTL associated with fertility in both Australia and New Zealand dairy cattle populations. Variants that were significantly associated with calving interval (CI) were strongly enriched for variants associated with gene, exon, gene splicing and allele-specific expression, indicating that there is substantial overlap between QTL associated with CI and eQTL. We identified 671 genes with significant differential expression between POS and NEG cows, with the largest fold change detected for the CCDC196 gene on chromosome 10. Our results provide numerous candidate genes associated with female fertility in dairy cattle, including GYS2 and TIGAR on chromosome 5 and SYT3 and HSD17B14 on chromosome 18. Multiple QTL regions were located in regions with large numbers of copy number variants (CNV). To identify the causal mutations for these variants, long read sequencing may be useful. Variants that were significantly associated with CI were highly enriched for eQTL. We detected 671 genes that were differentially expressed between POS and NEG cows. Several QTL detected for CI overlapped with eQTL, providing candidate genes for fertility in dairy cattle.
雌性繁殖力是奶牛的一个重要性状。确定与繁殖力相关的假定因果变异可能有助于提高繁殖力基因组预测的准确性。结合基因、外显子、基因拼接和等位基因特异性表达的表达数据(eQTL)是一种很有前景的方法,可用于精细绘制 QTL 图谱,从而更接近因果变异。另一种方法是识别高繁殖力奶牛和低繁殖力奶牛之间的基因组差异,新西兰的一项选育实验正是创造了这种资源。我们的目标是将高繁殖力(POS)和低繁殖力(NEG)奶牛的多种表达数据、繁殖力性状和等位基因频率与澳大利亚奶牛产犊间隔的全基因组关联研究(GWAS)结合起来,精细绘制与澳大利亚和新西兰奶牛种群繁殖力相关的QTL图。与产犊间隔(CI)显著相关的变体强烈富集于与基因、外显子、基因剪接和等位基因特异性表达相关的变体,这表明与CI相关的QTL和eQTL之间存在大量重叠。我们确定了 671 个在 POS 和 NEG 奶牛之间有显著表达差异的基因,其中 10 号染色体上的 CCDC196 基因的折叠变化最大。我们的研究结果提供了许多与奶牛雌性繁殖力相关的候选基因,包括 5 号染色体上的 GYS2 和 TIGAR 以及 18 号染色体上的 SYT3 和 HSD17B14。多个 QTL 区域位于存在大量拷贝数变异(CNV)的区域。要确定这些变异的致病突变,长读数测序可能很有用。与 CI 显著相关的变异高度富集于 eQTL。我们检测到 671 个基因在 POS 和 NEG 奶牛之间有差异表达。检测到的几个CI QTL与eQTL重叠,为奶牛的繁殖力提供了候选基因。
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引用次数: 0
Definition of metafounders based on population structure analysis 基于种群结构分析的元创始者定义
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-06-06 DOI: 10.1186/s12711-024-00913-7
Christine Anglhuber, Christian Edel, Eduardo C. G. Pimentel, Reiner Emmerling, Kay-Uwe Götz, Georg Thaller
Limitations of the concept of identity by descent in the presence of stratification within a breeding population may lead to an incomplete formulation of the conventional numerator relationship matrix ( $$mathbf{A}$$ ). Combining $$mathbf{A}$$ with the genomic relationship matrix ( $$mathbf{G}$$ ) in a single-step approach for genetic evaluation may cause inconsistencies that can be a source of bias in the resulting predictions. The objective of this study was to identify stratification using genomic data and to transfer this information to matrix $$mathbf{A}$$ , to improve the compatibility of $$mathbf{A}$$ and $$mathbf{G}$$ . Using software to detect population stratification (ADMIXTURE), we developed an iterative approach. First, we identified 2 to 40 strata ( $$k$$ ) with ADMIXTURE, which we then introduced in a stepwise manner into matrix $$mathbf{A}$$ , to generate matrix $${mathbf{A}}^{{varvec{Gamma}}}$$ using the metafounder methodology. Improvements in consistency between matrix $$mathbf{G}$$ and $${mathbf{A}}^{{varvec{Gamma}}}$$ were evaluated by regression analysis and through the comparison of the overall mean and mean diagonal values of both matrices. The approach was tested on genotype and pedigree information of European and North American Brown Swiss animals (85,249). Analyses with ADMIXTURE were initially performed on the full set of genotypes (S1). In addition, we used an alternative dataset where we avoided sampling of closely related animals (S2). Results of the regression analyses of standard $$mathbf{A}$$ on $$mathbf{G}$$ were – 0.489, 0.780 and 0.647 for intercept, slope and fit of the regression. When analysing S1 data results of the regression for $${mathbf{A}}^{{varvec{Gamma}}}$$ on $$mathbf{G}$$ corresponding values were – 0.028, 1.087 and 0.807 for $$k$$ =7, while there was no clear optimum $$k$$ . Analyses of S2 gave a clear optimal $$k$$ =24, with − 0.020, 0.998 and 0.817 as results of the regression. For this $$k$$ differences in mean and mean diagonal values between both matrices were negligible. The derivation of hidden stratification information based on genotyped animals and its integration into $$mathbf{A}$$ improved compatibility of the resulting $${mathbf{A}}^{{varvec{Gamma}}}$$ and $$mathbf{G}$$ considerably compared to the initial situation. In dairy breeding populations with large half-sib families as sub-structures it is necessary to balance the data when applying population structure analysis to obtain meaningful results.
在育种群体中存在分层的情况下,后裔同一性概念的局限性可能会导致传统的分子关系矩阵($$mathbf{A}$$)表述不完整。将 $$mathbf{A}$ 与基因组关系矩阵 ( $$mathbf{G}$)结合起来进行单步遗传评估可能会导致不一致,从而使预测结果产生偏差。本研究的目的是利用基因组数据识别分层,并将这一信息转移到矩阵 $$mathbf{A}$ 中,以提高 $$mathbf{A}$ 和 $$mathbf{G}$ 的兼容性。我们使用检测人群分层的软件(ADMIXTURE)开发了一种迭代方法。首先,我们利用 ADMIXTURE 确定了 2 到 40 个分层($$k$$),然后将这些分层逐步引入矩阵 $$mathbf{A}$$,利用元创始方法生成矩阵 ${mathbf{A}}^{varvec{Gamma}}$。通过回归分析和比较两个矩阵的总平均值和对角线平均值,评估了矩阵 $$mathbf{G}$ 和 $${mathbf{A}}^{{varvec{Gamma}}$ 之间一致性的改进。该方法在欧洲和北美棕瑞动物的基因型和血统信息中进行了测试 (85,249)。最初使用 ADMIXTURE 对全套基因型进行了分析(S1)。此外,我们还使用了另一个数据集,其中我们避免了对近亲动物的取样(S2)。标准 $$mathbf{A}$ 对 $$mathbf{G}$ 的回归分析结果为:截距、斜率和回归拟合度分别为 -0.489、0.780 和 0.647。在分析 S1 数据时,$${mathbf{A}}^{{varvec{Gamma}}$$ 对 $$mathbf{G}$ 的回归结果在 $$k$$ =7 时的相应值分别为 -0.028、1.087 和 0.807,而没有明显的最佳 $$k$$。对 S2 的分析表明,最佳 k$$ =24,回归结果为 -0.020、0.998 和 0.817。对于这个 k$$$,两个矩阵的平均值和对角线平均值的差异可以忽略不计。与最初的情况相比,基于基因分型动物的隐藏分层信息的推导及其与 $$mathbf{A}$ 的整合大大提高了所得 $${mathbf{A}}^{{varvec{Gamma}}$ 和 $$mathbf{G}$ 的兼容性。在以大型半同胞家系为子结构的奶牛育种群体中,应用群体结构分析时有必要平衡数据,以获得有意义的结果。
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引用次数: 0
Integration of selective sweeps across the sheep genome: understanding the relationship between production and adaptation traits 绵羊基因组选择性扫描的整合:了解生产和适应性状之间的关系
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-21 DOI: 10.1186/s12711-024-00910-w
Pablo A. S. Fonseca, Aroa Suárez-Vega, Juan J. Arranz, Beatriz Gutiérrez-Gil
Livestock populations are under constant selective pressure for higher productivity levels for different selective purposes. This pressure results in the selection of animals with unique adaptive and production traits. The study of genomic regions associated with these unique characteristics has the potential to improve biological knowledge regarding the adaptive process and how it is connected to production levels and resilience, which is the ability of an animal to adapt to stress or an imbalance in homeostasis. Sheep is a species that has been subjected to several natural and artificial selective pressures during its history, resulting in a highly specialized species for production and adaptation to challenging environments. Here, the data from multiple studies that aim at mapping selective sweeps across the sheep genome associated with production and adaptation traits were integrated to identify confirmed selective sweeps (CSS). In total, 37 studies were used to identify 518 CSS across the sheep genome, which were classified as production (147 prodCSS) and adaptation (219 adapCSS) CSS based on the frequency of each type of associated study. The genes within the CSS were associated with relevant biological processes for adaptation and production. For example, for adapCSS, the associated genes were related to the control of seasonality, circadian rhythm, and thermoregulation. On the other hand, genes associated with prodCSS were related to the control of feeding behaviour, reproduction, and cellular differentiation. In addition, genes harbouring both prodCSS and adapCSS showed an interesting association with lipid metabolism, suggesting a potential role of this process in the regulation of pleiotropic effects between these classes of traits. The findings of this study contribute to a deeper understanding of the genetic link between productivity and adaptability in sheep breeds. This information may provide insights into the genetic mechanisms that underlie undesirable genetic correlations between these two groups of traits and pave the way for a better understanding of resilience as a positive ability to respond to environmental stressors, where the negative effects on production level are minimized.
出于不同的选择目的,牲畜种群不断受到提高生产力水平的选择性压力。这种压力导致选择具有独特适应性和生产特征的动物。对与这些独特特征相关的基因组区域进行研究,有可能提高有关适应过程及其与生产水平和恢复力(即动物适应压力或平衡失调的能力)之间关系的生物学知识。绵羊是一个在其历史上受到过多次自然和人工选择性压力的物种,这导致其成为一个在生产和适应挑战性环境方面高度专业化的物种。在此,我们整合了多项旨在绘制与生产和适应性状相关的绵羊基因组选择性扫描图谱的研究数据,以确定已证实的选择性扫描(CSS)。总共有 37 项研究确定了绵羊基因组中的 518 个 CSS,并根据各类相关研究的频率将其分为生产型 CSS(147 个 prodCSS)和适应型 CSS(219 个 adapCSS)。CSS 中的基因与适应和生产的相关生物过程有关。例如,对于适应CSS,相关基因与季节性控制、昼夜节律和体温调节有关。另一方面,与prodCSS相关的基因则与控制摄食行为、繁殖和细胞分化有关。此外,含有prodCSS和adapCSS的基因与脂质代谢有着有趣的联系,这表明脂质代谢过程在调节这两类性状之间的多效性效应中可能发挥作用。本研究的发现有助于加深对绵羊品种生产力和适应性之间遗传联系的理解。这些信息有助于深入了解这两类性状之间不良遗传相关性的遗传机制,并为更好地理解抗逆性作为一种积极应对环境压力的能力铺平了道路,这种能力可将对生产水平的负面影响降至最低。
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引用次数: 0
A recurrent de novo missense mutation in COL1A1 causes osteogenesis imperfecta type II and preterm delivery in Normande cattle COL1A1中的一个复发性从头错义突变导致诺曼底牛II型成骨不全症和早产
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-21 DOI: 10.1186/s12711-024-00909-3
Julien Corbeau, Cécile Grohs, Jeanlin Jourdain, Mekki Boussaha, Florian Besnard, Anne Barbat, Vincent Plassard, Julie Rivière, Christophe Hamelin, Jeremy Mortier, Didier Boichard, Raphaël Guatteo, Aurélien Capitan
Nine male and eight female calves born to a Normande artificial insemination bull named “Ly” were referred to the French National Observatory of Bovine Abnormalities for multiple fractures, shortened gestation, and stillbirth or perinatal mortality. Using Illumina BovineSNP50 array genotypes from affected calves and 84 half-sib controls, the associated locus was mapped to a 6.5-Mb interval on chromosome 19, assuming autosomal inheritance with germline mosaicism. Subsequent comparison of the whole-genome sequences of one case and 5116 control genomes, followed by genotyping in the affected pedigree, identified a de novo missense substitution within the NC1 domain of the COL1A1 gene (Chr19 g.36,473,965G > A; p.D1412N) as unique candidate variant. Interestingly, the affected residue was completely conserved among 243 vertebrate orthologs, and the same substitution in humans has been reported to cause type II osteogenesis imperfecta (OI), a connective tissue disorder that is characterized primarily by bone deformity and fragility. Moreover, three COL1A1 mutations have been described to cause the same syndrome in cattle. Necropsy, computed tomography, radiology, and histology confirmed the diagnosis of type II OI, further supporting the causality of this variant. In addition, a detailed analysis of gestation length and perinatal mortality in 1387 offspring of Ly and more than 160,000 progeny of 63 control bulls allowed us to statistically confirm in a large pedigree the association between type II OI and preterm delivery, which is probably due to premature rupture of fetal membranes and has been reported in several isolated cases of type II OI in humans and cattle. Finally, analysis of perinatal mortality rates and segregation distortion supported a low level of germ cell mosaicism in Ly, with an estimate of 4.5% to 7.7% of mutant sperm and thus 63 to 107 affected calves born. These numbers contrast with the 17 cases reported and raise concerns about the underreporting of congenital defects to heredo-surveillance platforms, even for textbook genetic syndromes. In conclusion, we describe a large animal model for a recurrent substitution in COL1A1 that is responsible for type II OI in humans. More generally, this study highlights the utility of such datasets and large half-sib families available in livestock species to characterize sporadic genetic defects.
一头名为 "Ly "的诺曼底人工授精公牛所产的九头公牛犊和八头母牛犊因多发性骨折、妊娠期缩短、死胎或围产期死亡而被转诊至法国国家牛畸形观察站。利用 Illumina BovineSNP50 阵列对患病小牛和 84 个半同父异母对照的基因型分析,相关基因座被映射到 19 号染色体上的一个 6.5 兆字节区间,假定为常染色体遗传与种系镶嵌。随后对一个病例和 5116 个对照基因组的全基因组序列进行了比较,并对受影响的血统进行了基因分型,确定了 COL1A1 基因 NC1 结构域内的一个新的错义置换(Chr19 g.36,473,965G > A; p.D1412N)是唯一的候选变异。有趣的是,受影响的残基在 243 个脊椎动物直系同源物中完全保密,而且据报道,在人类中,相同的置换可导致 II 型成骨不全症(OI),这是一种结缔组织疾病,主要特征是骨骼畸形和脆弱。此外,有报道称三种 COL1A1 基因突变可导致牛患相同的综合征。尸检、计算机断层扫描、放射学和组织学证实了 II 型 OI 的诊断,进一步支持了这种变异的因果关系。此外,通过对 Ly 的 1387 头后代和 63 头对照组公牛的 16 万多头后代的妊娠期长度和围产期死亡率进行详细分析,我们在一个大型血统中统计证实了 II 型 OI 与早产之间的关联,早产可能是由于胎膜早破造成的,在人类和牛的几例 II 型 OI 孤例中均有报道。最后,对围产期死亡率和分离畸变的分析表明,Ly 的生殖细胞嵌合程度较低,估计突变精子的比例为 4.5% 至 7.7%,因此出生的受影响小牛为 63 至 107 头。这些数字与报告的 17 个病例形成鲜明对比,并引发了人们对先天性缺陷向遗传监测平台报告不足的担忧,即使是教科书上的遗传综合征也是如此。总之,我们描述了一个大型动物模型,该动物模型中的 COL1A1 发生了复发性置换,而这种置换是导致人类 II 型 OI 的原因。更广泛地说,这项研究强调了此类数据集和家畜物种中的大型半同父异母家系在描述零星遗传缺陷方面的实用性。
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引用次数: 0
Improving selection decisions with mating information by accounting for Mendelian sampling variances looking two generations ahead 利用交配信息改进选择决策,考虑孟德尔抽样方差,展望未来两代
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-21 DOI: 10.1186/s12711-024-00899-2
Tobias A. M. Niehoff, Jan ten Napel, Piter Bijma, Torsten Pook, Yvonne C. J. Wientjes, Bernadett Hegedűs, Mario P. L. Calus
Breeding programs are judged by the genetic level of animals that are used to disseminate genetic progress. These animals are typically the best ones of the population. To maximise the genetic level of very good animals in the next generation, parents that are more likely to produce top performing offspring need to be selected. The ability of individuals to produce high-performing progeny differs because of differences in their breeding values and gametic variances. Differences in gametic variances among individuals are caused by differences in heterozygosity and linkage. The use of the gametic Mendelian sampling variance has been proposed before, for use in the usefulness criterion or Index5, and in this work, we extend existing approaches by not only considering the gametic Mendelian sampling variance of individuals, but also of their potential offspring. Thus, the criteria developed in this study plan one additional generation ahead. For simplicity, we assumed that the true quantitative trait loci (QTL) effects, genetic map and the haplotypes of all animals are known. In this study, we propose a new selection criterion, ExpBVSelGrOff, which describes the genetic level of selected grand-offspring that are produced by selected offspring of a particular mating. We compare our criterion with other published criteria in a stochastic simulation of an ongoing breeding program for 21 generations for proof of concept. ExpBVSelGrOff performed better than all other tested criteria, like the usefulness criterion or Index5 which have been proposed in the literature, without compromising short-term gains. After only five generations, when selection is strong (1%), selection based on ExpBVSelGrOff achieved 5.8% more commercial genetic gain and retained 25% more genetic variance without compromising inbreeding rate compared to selection based only on breeding values. Our proposed selection criterion offers a new tool to accelerate genetic progress for contemporary genomic breeding programs. It retains more genetic variance than previously published criteria that plan less far ahead. Considering future gametic Mendelian sampling variances in the selection process also seems promising for maintaining more genetic variance.
育种计划的评判标准是用于传播基因进步的动物的基因水平。这些动物通常是种群中最优秀的动物。为了最大限度地提高下一代优秀动物的遗传水平,需要选择更有可能培育出优秀后代的亲本。由于个体的育种值和配子变异性不同,个体产生优秀后代的能力也不同。个体间配子变异的差异是由杂合性和连锁性的差异造成的。配子孟德尔抽样方差曾被提议用于有用性标准或指数5,在这项工作中,我们扩展了现有的方法,不仅考虑了个体的配子孟德尔抽样方差,还考虑了其潜在后代的配子孟德尔抽样方差。因此,本研究制定的标准还能再提前一代。为简单起见,我们假设所有动物的真实数量性状位点(QTL)效应、遗传图谱和单倍型都是已知的。在本研究中,我们提出了一个新的选择标准 ExpBVSelGrOff,它描述了特定交配所产生的被选子代的遗传水平。我们对一个正在进行的育种计划进行了 21 代的随机模拟,将我们的标准与其他已公布的标准进行了比较,以证明我们的概念。ExpBVSelGrOff 的表现优于所有其他测试标准,如有用性标准或文献中提出的 Index5,而且不会影响短期收益。仅经过五代,当选择强度较高时(1%),基于 ExpBVSelGrOff 的选择与仅基于育种值的选择相比,在不影响近交率的情况下,商业遗传增益提高了 5.8%,遗传变异保留率提高了 25%。我们提出的选择标准为当代基因组育种计划提供了一种加快遗传进展的新工具。与之前公布的那些计划不够长远的标准相比,它保留了更多的遗传变异。在选择过程中考虑未来配子孟德尔抽样方差似乎也很有希望保持更多的遗传变异。
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引用次数: 0
Accuracy of genomic prediction using multiple Atlantic salmon populations 利用多个大西洋鲑鱼种群进行基因组预测的准确性
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-15 DOI: 10.1186/s12711-024-00907-5
Afees A. Ajasa, Solomon A. Boison, Hans M. Gjøen, Marie Lillehammer
The accuracy of genomic prediction is partly determined by the size of the reference population. In Atlantic salmon breeding programs, four parallel populations often exist, thus offering the opportunity to increase the size of the reference set by combining these populations. By allowing a reduction in the number of records per population, multi-population prediction can potentially reduce cost and welfare issues related to the recording of traits, particularly for diseases. In this study, we evaluated the accuracy of multi- and across-population prediction of breeding values for resistance to amoebic gill disease (AGD) using all single nucleotide polymorphisms (SNPs) on a 55K chip or a selected subset of SNPs based on the signs of allele substitution effect estimates across populations, using both linear and nonlinear genomic prediction (GP) models in Atlantic salmon populations. In addition, we investigated genetic distance, genetic correlation estimated based on genomic relationships, and persistency of linkage disequilibrium (LD) phase across these populations. The genetic distance between populations ranged from 0.03 to 0.07, while the genetic correlation ranged from 0.19 to 0.99. Nonetheless, compared to within-population prediction, there was limited or no impact of combining populations for multi-population prediction across the various models used or when using the selected subset of SNPs. The estimates of across-population prediction accuracy were low and to some extent proportional to the genetic correlation estimates. The persistency of LD phase between adjacent markers across populations using all SNP data ranged from 0.51 to 0.65, indicating that LD is poorly conserved across the studied populations. Our results show that a high genetic correlation and a high genetic relationship between populations do not guarantee a higher prediction accuracy from multi-population genomic prediction in Atlantic salmon.
基因组预测的准确性部分取决于参考群体的规模。在大西洋鲑鱼育种计划中,通常存在四个平行种群,因此有机会通过合并这些种群来增加参考集的规模。通过减少每个种群的记录数量,多种群预测有可能降低记录性状(尤其是疾病)的成本和福利问题。在这项研究中,我们使用 55K 芯片上的所有单核苷酸多态性(SNPs),或根据等位基因替换效应估计值在不同种群中的符号选定的 SNPs 子集,使用大西洋鲑种群中的线性和非线性基因组预测(GP)模型,评估了多种群和跨种群预测抗阿米巴鳃病(AGD)育种值的准确性。此外,我们还研究了这些种群间的遗传距离、基于基因组关系估计的遗传相关性以及连锁不平衡(LD)阶段的持续性。种群间的遗传距离在 0.03 到 0.07 之间,而遗传相关性在 0.19 到 0.99 之间。不过,与种群内预测相比,在使用各种模型或使用选定的 SNPs 子集时,结合种群进行多种群预测的影响有限或没有影响。跨种群预测准确性的估计值较低,而且在一定程度上与遗传相关性估计值成正比。在使用所有 SNP 数据的情况下,相邻标记之间的 LD 阶段在不同种群间的持续性从 0.51 到 0.65 不等,这表明在所研究的种群间,LD 的保守性很差。我们的研究结果表明,种群间的高遗传相关性和高遗传关系并不能保证大西洋鲑的多种群基因组预测具有更高的预测准确性。
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引用次数: 0
Whole-genome sequences restore the original classification of dabbling ducks (genus Anas) 全基因组序列恢复了斑嘴鸭(鸭属)的原始分类
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-13 DOI: 10.1186/s12711-024-00904-8
Zhou Zhang, Huashui Ai, Lusheng Huang
Anas, is a genus of dabbling ducks and encompasses a considerable number of species, among which some are the progenitors of domestic ducks. However, the taxonomic position of the Anas genus remains uncertain because several of its species, initially categorized as Anas based on morphological characteristics, were subsequently reclassified and grouped with the South American genus Tachyeres, primarily based on analysis of their mitochondrial gene sequences. Here, we constructed a phylogenetic tree using nine of our recently assembled Anas genomes, two Tachyeres genomes, and one Cairina genome that are publicly available. The results showed that the Northern shoveler (Anas clypeata) and Baikal teal (Anas formosa) clustered with the other Anas species at the whole-genome level rather than with the Steamer ducks (genus Tachyeres). Therefore, we propose to restore the original classification of the Anas genus, which includes the Northern shoveler and Baikal teal species, 47 species in total. Moreover, our study unveiled extensive incomplete lineage sorting and an ancient introgression event from Tachyeres to Anas, which has led to notable phylogenetic incongruence within the Anas genome. This ancient introgression event not only supports the theory that Anas originated in South America but also that it played a significant role in shaping the evolutionary trajectory of Anas, including the domestic duck.
鸭属(Anas)是鸭类的一个属,包括相当多的物种,其中一些物种是家鸭的祖先。然而,鸭属在分类学上的地位仍不确定,因为最初根据形态特征将其归类为鸭属的几个物种后来被重新分类,并与南美洲的Tachyeres属归为一类,主要依据是对其线粒体基因序列的分析。在此,我们利用最近组装的九个 Anas 基因组、两个 Tachyeres 基因组和一个 Cairina 基因组构建了系统发生树。结果表明,在全基因组水平上,北方锹形目(Anas clypeata)和贝加尔凫(Anas formosa)与其他雉科物种聚类,而不是与斯泰默鸭(Tachyeres属)聚类。因此,我们建议恢复安氏鸭属的原始分类,其中包括北方锹形目和贝加尔凫目,共 47 种。此外,我们的研究还揭示了广泛的不完全世系分类以及从 Tachyeres 到 Anas 的古老引入事件,这导致了 Anas 基因组内显著的系统发育不一致。这一古老的引入事件不仅支持了 Anas 起源于南美洲的理论,而且在塑造 Anas(包括家鸭)的进化轨迹方面发挥了重要作用。
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引用次数: 0
Academic research and training to advance global agriculture through quantitative genetics: a personal perspective on the contributions of Rohan Fernando 通过定量遗传学开展学术研究和培训,推动全球农业发展:从个人角度看罗汉-费尔南多的贡献
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-03 DOI: 10.1186/s12711-024-00906-6
Liviu Radu Totir
<p>Rohan Fernando is known and celebrated for many outstanding technical contributions to Animal Breeding and Quantitative Genetics [1]. The intent of this Editorial is to provide a personal perspective on the impact of Rohan’s scientific and pedagogical excellence on global agriculture. In the animal breeding and genetics community, it is well known that Rohan has played key technical roles in multiple public/private partnerships that resulted in measurable improvements in animal agriculture. What is less known is that Rohan has also made important contributions towards the productivity and resilience of the seed industry and thus plant agriculture.</p><p>I am a former graduate and post-doctoral student of Rohan, working under his supervision from August 1995 to September 2004, first at the University of Illinois at Urbana Champaign (UIUC) and then at Iowa State University (ISU). I joined DuPont Pioneer—now Corteva Agriscience, one of the leading global Agriscience companies, in October 2004. Here, I have spent my entire career working with teams that develop and deploy methodology and software for optimized breeding analytics and decision systems to accelerate global crop improvement. Given this background, I will provide a personal perspective on Rohan’s contributions to the seed industry and thus plant agriculture.</p><p>The seed industry is a key component in building productive, resilient, and sustainable agricultural systems (Fig. 1).</p><figure><figcaption><b data-test="figure-caption-text">Fig. 1</b></figcaption><picture><source srcset="//media.springernature.com/lw685/springer-static/image/art%3A10.1186%2Fs12711-024-00906-6/MediaObjects/12711_2024_906_Fig1_HTML.png?as=webp" type="image/webp"/><img alt="figure 1" aria-describedby="Fig1" height="507" loading="lazy" src="//media.springernature.com/lw685/springer-static/image/art%3A10.1186%2Fs12711-024-00906-6/MediaObjects/12711_2024_906_Fig1_HTML.png" width="685"/></picture><p>Example of the outcome of continuous improvement in US corn (maize) yield, measured in terms of land mass kept out of production (left Y axis) because of the increased production (right Y axis) due to 6.5-fold increase in yield per hectare from 1921 to 2021 (data from https://quickstats.nass.usda.gov/)</p><span>Full size image</span><svg aria-hidden="true" focusable="false" height="16" role="img" width="16"><use xlink:href="#icon-eds-i-chevron-right-small" xmlns:xlink="http://www.w3.org/1999/xlink"></use></svg></figure><p>Increased yield output per unit area of land is critical given the societal constraint of restricted land use for agriculture [2]. To achieve this, modern plant agriculture makes use of scientific and technological expertise from a very wide range of domains, in an integrated and coordinated systems-based approach. The coordinated use of applied statistics, quantitative genetics, statistical computing, and decision science, focused on optimization of artificial selection within plant breeding progra
然而,罗汉认为这些只是实现对当前科学问题的全面理解、培养他的学生以及帮助推进与农业相关的科学知识的垫脚石。因此,除了路线图类型的出版物使他对所从事研究领域的关键技术方面有了清晰的认识和理解(例如,从 2006 年开始,他发表了大量关于全基因组分析和基因组选择的出版物),罗汉共同编写的软件包使社区能够将这些知识应用于大规模的实际使用案例中[20, 21]。罗汉的科学出版物记录包含了他对植物育种的许多贡献,例如[22, 23],最近的一篇发表于 2023 年[24]。罗汉采用三步 "系统 "方法解决复杂而实用的遗传评估问题,种业是其受益者之一。例如,作为杜邦先锋与伊利诺伊大学合作的一部分,从 2005 年到 2011 年,我有机会每周与罗汉在伊利诺伊大学共事一天。这些每周一次的一对一工作会议主要侧重于讨论和理解与新兴的全基因组分析和基因组选择领域相关的方法论和软件开发策略的复杂性。罗汉一直热衷于确保这些新兴领域不仅仅是理论上的练习,还应该由植物育种人员来实施,以帮助全球种植者高效地创造新的改良作物品种。因此,我们的合作有助于杜邦先锋/科蒂娃农业科学公司更快地为全球客户提供更好的种子产品。这有助于提高单位面积土地的生产率。托马斯-杰斐逊(Thomas Jefferson)有一句名言:"能为任何国家提供的最大服务就是为其文化增添一种有用的植物"[25]。通过与杜邦先锋/Corteva Agriscience 的合作,罗汉不仅为一个国家,而且为人类提供了这项伟大的服务。接下来,我将谈谈罗汉培养研究生和博士后的方式。回首我与他共度的岁月,从学生到合作者,我再一次认识到 "系统 "的培养方法。在我看来,罗汉培养学生时注重四种行为:(1) 和蔼可亲;(2) 技术卓越;(3) 无私协作;(4) 尊重探究。我第一次见到罗翰是在 1995 年 8 月,当时我从罗马尼亚来到 UIUC 开始攻读动物育种与遗传学研究生课程。罗翰知道我没有住处,便让我在他家暂住,尽管玛吉-费尔南多(罗翰的第三个孩子)在我抵达前一周出生。这是罗汉多次对我表示友好而不求回报的第一次。这不仅让我感受到了自己的价值,还让我认识到,善意是建立有凝聚力的技术团队的重要杠杆。虽然罗翰总是很亲切,但他从一开始就明确表示,要想在他的项目中取得成功,就必须在应用和理论统计、定量遗传学和科学编程方面达到卓越的技术水平。不知不觉中,通过努力在罗翰的项目中取得卓越的技术成就,我也奠定了从动物育种无缝过渡到植物育种的基础。难能可贵的是,为了帮助我达到预期的卓越技术水平,Rohan 花了无数个小时与我并肩作战,研究算法和理论,用 C + + 编程,并撰写科学文章的草稿。通过这些工作,我认识到善良和卓越的技术是相辅相成的,两者结合在一起会非常有效。无私合作的重要性是我从 Rohan 身上学到的下一课。在我与罗汉共事期间,他以一种非常无私的合作方式对待所有的科研工作。他总是把主要精力放在解决感兴趣的科学问题上,而不担心因自己的贡献而获得荣誉。这种无私的合作方式,再加上他卓越的技术水平和仁慈,使罗汉成为查尔斯-亨德森(Charles Henderson)、丹-贾诺拉(Dan Gianola)、丹尼尔-索伦森(Daniel Sorensen)、莫什-索勒(Moshe Soller)、比尔-希尔(Bill Hill)、罗伯特-埃尔斯顿(Robert Elston)、杰克-德克斯(Jack Dekkers)、多里安-加里克(Dorian Garrick)、阿尔布雷希特-梅尔辛格(Albrecht Melchinger)等许多杰出科学家争相聘请和尊敬的合作者。不过,罗汉对待学生和职业生涯初期的科学家也同样具有无私的合作精神,因此通过导师和指导帮助他们中的许多人在项目上取得进展。 0/)适用于本文提供的数据,除非在数据的信用行中另有说明。转载和授权引用本文Totir, L.R. Academic research and training to advance global agriculture through quantitative genetics: a personal perspective on the contributions of Rohan Fernando.Genet Sel Evol 56, 36 (2024). https://doi.org/10.1186/s12711-024-00906-6Download citationPublished: 03 May 2024DOI: https://doi.org/10.1186/s12711-024-00906-6Share this articleAnyone you share the following link with will be able to read this content:Get shareable linkSorry, a shareable link is not currently available for this article.Copy to clipboard Provided by the Springer Nature SharedIt content-sharing initiative.
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引用次数: 0
Redefining and interpreting genomic relationships of metafounders 重新定义和解释元创始人的基因组关系
IF 4.1 1区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-02 DOI: 10.1186/s12711-024-00891-w
Andres Legarra, Matias Bermann, Quanshun Mei, Ole F. Christensen
Metafounders are a useful concept to characterize relationships within and across populations, and to help genetic evaluations because they help modelling the means and variances of unknown base population animals. Current definitions of metafounder relationships are sensitive to the choice of reference alleles and have not been compared to their counterparts in population genetics—namely, heterozygosities, FST coefficients, and genetic distances. We redefine the relationships across populations with an arbitrary base of a maximum heterozygosity population in Hardy–Weinberg equilibrium. Then, the relationship between or within populations is a cross-product of the form $${Gamma }_{left(b,{b}^{prime}right)}=left(frac{2}{n}right)left(2{mathbf{p}}_{b}-mathbf{1}right)left(2{mathbf{p}}_{{b}^{prime}}-mathbf{1}right)^{prime}$$ with $$mathbf{p}$$ being vectors of allele frequencies at $$n$$ markers in populations $$b$$ and $$b^{prime}$$ . This is simply the genomic relationship of two pseudo-individuals whose genotypes are equal to twice the allele frequencies. We also show that this coding is invariant to the choice of reference alleles. In addition, standard population genetics metrics (inbreeding coefficients of various forms; FST differentiation coefficients; segregation variance; and Nei’s genetic distance) can be obtained from elements of matrix $${varvec{Gamma}}$$ .
元基因是一个有用的概念,可用于描述种群内和种群间的关系,并有助于遗传评估,因为元基因有助于模拟未知基础种群动物的均值和方差。目前的元始祖关系定义对参考等位基因的选择很敏感,而且还没有与群体遗传学中的对应关系--即杂合度、FST系数和遗传距离--进行过比较。我们以处于哈代-温伯格平衡状态的最大杂合度种群为基础,重新定义种群间的关系。然后,种群之间或种群内部的关系是一个形式为 $${Gamma }_{left(b.)的交叉积、{b}^{prime}right)}=left(frac{2}{n}right)left(2{mathbf{p}}_{b}-mathbf{1}right)left(2{mathbf{p}}_{{b}^{prime}}-$$mathbf{p}$$是种群 $$b$ 和 $$b^{prime}$ 中 $$n$ 标记的等位基因频率向量。这就是基因型等于等位基因频率两倍的两个假个体的基因组关系。我们还证明,这种编码与参考等位基因的选择无关。此外,标准种群遗传学指标(各种形式的近交系数、FST 分化系数、分离方差和内氏遗传距离)可以从矩阵 $${varvec{Gamma}}$ 的元素中获得。
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Genetics Selection Evolution
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