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Longevity in South African Afrikaner cows as assessed through survival analysis 通过生存分析评估南非阿非利加奶牛的寿命。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-01-10 DOI: 10.1111/jbg.12847
Allison M. Bot Steffl, Michael D. MacNeil, Michiel M. Scholtz, Leticia P. Sanglard, Tiago Passafaro, Michael G. Gonda

The Afrikaner breed of cattle is indigenous to South Africa and, due to their hardiness, was once the most popular breed amongst South African farmers, although in recent years their numbers have decreased. The goal of this study was to assess factors affecting length of productive life, defined as the interval between production of the first and last calf, in Afrikaner cattle using survival analysis. The data spanned 40 years with an observed measure of length of life for 29,379 cows from 374 herds. Relative to similar analyses, few (n = 2964; 8.4%) cows had records that were right censored. The median length of productive life of an Afrikaner cow was just less than 6 years. Cows that were younger at their first parturition had longer productive lives than those that were older at their first calving. Cows that were born in the period from December to February had shorter productive lives than those born between March and November. The estimated animal genetic variance of 0.266 resulted in a heritability estimate for length of productive life in Afrikaner cattle of 0.225. Thus, there appeared to be sufficient additive genetic variance in Afrikaner cattle to enable genetic improvement in their length of productive life.

阿非利加牛是南非的本土品种,由于其耐寒性强,曾是南非农民最喜爱的品种,但近年来其数量有所减少。本研究的目的是利用生存分析法评估影响阿夫里坎尔牛生产寿命的因素,生产寿命是指生产第一头牛和最后一头牛犊之间的间隔时间。数据的时间跨度为 40 年,对来自 374 个牛群的 29,379 头奶牛的寿命进行了观察测量。与类似分析相比,很少(n = 2964;8.4%)奶牛的记录是右删失的。阿非利加奶牛生产寿命的中位数略低于6年。首次分娩时年龄较小的奶牛比首次产犊时年龄较大的奶牛生产寿命更长。12月至次年2月出生的奶牛比3月至11月出生的奶牛生产寿命短。动物遗传变异估计值为 0.266,因此阿非利加牛的生产寿命遗传率估计值为 0.225。因此,阿福里卡牛似乎有足够的可加遗传变异,使其生产寿命得到遗传改良。
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引用次数: 0
Genome-wide association studies for diarrhoea outcomes identified genomic regions affecting resistance to a severe enteropathy in suckling rabbits 腹泻结果的全基因组关联研究发现了影响乳兔对严重肠病抵抗力的基因组区域。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-28 DOI: 10.1111/jbg.12844
Samuele Bovo, Anisa Ribani, Giuseppina Schiavo, Valeria Taurisano, Francesca Bertolini, Daniela Fornasini, Andrea Frabetti, Luca Fontanesi

Selection and breeding strategies to improve resistance to enteropathies are essential to reaching the sustainability of the rabbit production systems. However, disease heterogeneity (having only as major visible symptom diarrhoea) and low disease heritability are two barriers for the implementation of these strategies. Diarrhoea condition can affect rabbits at different life stages, starting from the suckling period, with large negative economic impacts. In this study, from a commercial population of suckling rabbits (derived from 133 litters) that experienced an outbreak of enteropathy, we first selected a few animals that died with severe symptoms of diarrhoea and characterized their microbiota, using 16S rRNA gene sequencing data. Clostridium genus was consistently present in all affected specimens. In addition, with the aim to identify genetic markers in the rabbit genome that could be used as selection tools, we performed genome-wide association studies for symptoms of diarrhoea in the same commercial rabbit population. These studies were also complemented with FST analyses between the same groups of rabbits. A total of 332 suckling rabbits (151 with severe symptoms of diarrhoea, 42 with mild symptoms and 129 without any symptoms till the weaning period), derived from 45 different litters (a subset of the 133 litters) were genotyped with the Affymetrix Axiom OrcunSNP Array. In both genomic approaches, rabbits within litters were paired to constitute two groups (susceptible and resistant, including the mildly affected in one or the other group) and run case and control genome-wide association analyses. Genomic heritability estimated in the designed experimental structure integrated in a commercial breeding scheme was 0.19–0.21 (s.e. 0.09–0.10). A total of eight genomic regions on rabbit chromosome 2 (OCU2), OCU3, OCU7, OCU12, OCU13, OCU16 and in an unassembled scaffold had significant single nucleotide polymorphisms (SNPs) and/or markers that trespassed the FST percentile distribution. Among these regions, three main peaks of SNPs were identified on OCU12, OCU13 and OCU16. The QTL region on OCU13 encompasses several genes that encode members of a family of immunoglobulin Fc receptors (FCER1G, FCRLA, FCRLB and FCGR2A) involved in the immune innate system, which might be important candidate genes for this pathogenic condition. The results obtained in this study demonstrated that resistance to an enteropathy occurring in suckling rabbits is in part genetically determined and can be dissected at the genomic level, providing DNA markers that could be used in breeding programmes to increase resistance to enteropathies in meat rabbits.

提高对肠道疾病抵抗力的选育策略对于实现家兔生产系统的可持续发展至关重要。然而,疾病的异质性(仅以腹泻为主要可见症状)和疾病的低遗传性是实施这些策略的两大障碍。腹泻可影响兔子从哺乳期开始的不同生命阶段,对经济产生巨大的负面影响。在这项研究中,我们首先从爆发肠病的商业乳兔群体(来自 133 胎)中挑选了几只因腹泻症状严重而死亡的兔子,并利用 16S rRNA 基因测序数据对其微生物群进行了鉴定。梭状芽孢杆菌属始终存在于所有受影响的标本中。此外,为了确定兔子基因组中可用作选择工具的遗传标记,我们对同一商业兔子群体的腹泻症状进行了全基因组关联研究。这些研究还辅以同组兔子之间的 FST 分析。使用 Affymetrix Axiom OrcunSNP 阵列对来自 45 个不同仔兔(133 个仔兔的子集)的 332 只乳兔(151 只腹泻症状严重,42 只症状轻微,129 只断奶前无任何症状)进行了基因分型。在这两种基因组学方法中,将窝内的兔子配对组成两组(易感性组和抵抗性组,包括其中一组或另一组中的轻度感染者),并进行病例和对照全基因组关联分析。在设计的实验结构中,结合商业育种计划估计的基因组遗传率为 0.19-0.21(等值 0.09-0.10)。在兔 2 号染色体(OCU2)、OCU3、OCU7、OCU12、OCU13、OCU16 和一个未组装的支架上,共有八个基因组区域存在显著的单核苷酸多态性(SNPs)和/或超出 FST 百分位数分布的标记。在这些区域中,在 OCU12、OCU13 和 OCU16 上发现了三个主要的 SNP 峰。OCU13 上的 QTL 区域包含多个编码免疫球蛋白 Fc 受体家族成员(FCER1G、FCRLA、FCRLB 和 FCGR2A)的基因,这些基因参与免疫先天系统,可能是该病症的重要候选基因。这项研究的结果表明,乳兔对肠病的抵抗力部分是由基因决定的,而且可以在基因组水平上进行剖析,从而提供可用于育种计划的 DNA 标记,以提高肉兔对肠病的抵抗力。
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引用次数: 0
Investigation of phenotypic, genetic and genomic background of Milk spectra in Sarda dairy sheep 萨达奶羊牛奶光谱的表型、遗传和基因组背景调查。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-26 DOI: 10.1111/jbg.12843
Michele Congiu, Laura Falchi, Silvia Carta, Alberto Cesarani, Corrado Dimauro, Fabio Correddu, Nicolò Pietro Paolo Macciotta

Aim of this study was to analyse the genetic background of milk Fourier transform infrared (FTIR) spectra in dairy sheep. Individual milk FTIR spectra, with 1060 wavenumbers each, were available for 793 adult Sarda breed ewes genotyped at 45,813 SNP. The absorbance values of each wavenumber was analysed using a linear mixed model that included dim class, parity and lambing month as fixed effects and flock-test date and animal as random effects. The model was applied to estimate variance components and heritability and to perform a genome-wide association study for each wavenumber. Average h2 of wavenumbers absorbance was 0.13 ± 0.08, with the largest values observed in the regions associated with the characteristic bonds of carbonylic and methylenic groups of milk fat (h2 = 0.57 at 1724–1728 cm−1; and h2 = 0.34 at 2811–2834 cm−1, respectively). The absorbance values of wavenumbers were moderately correlated with the estimated heritabilities. After the Bonferroni correction, a total of nine markers were found to be significantly associated with 32 different wavenumbers. Of particular interest was the SNP s63269.1, mapped on chromosome 2, that was found to be associated with 27 wavenumbers. Genes previously found to be related to traits of interest (e.g. disease resistance, milk yield and quality, cheese firmness) are located close to the significant SNP. As expected, the heritability estimated for the absorbance of each wavenumbers seems to be associated with the related milk components.

本研究旨在分析奶羊牛奶傅立叶变换红外光谱(FTIR)的遗传背景。对 793 只成年撒达种母羊进行了 45,813 个 SNP 的基因分型,获得了每只母羊 1060 个波长的牛奶傅立叶变换红外光谱。使用线性混合模型分析了每个波长的吸光度值,该模型将昏暗等级、奇数和产羔月份作为固定效应,羊群测试日期和动物作为随机效应。该模型用于估计方差成分和遗传率,并对每个波长进行全基因组关联研究。文氏吸光度的平均 h2 为 0.13 ± 0.08,最大值出现在与乳脂羰基和甲烯基特征键相关的区域(分别为 1724-1728 cm-1 处的 h2 = 0.57 和 2811-2834 cm-1 处的 h2 = 0.34)。波数的吸光度值与估计的遗传率呈中度相关。经 Bonferroni 校正后,发现共有 9 个标记与 32 个不同的波长显著相关。特别值得关注的是绘制在 2 号染色体上的 SNP s63269.1,发现它与 27 个波长相关。以前发现的与相关性状(如抗病性、牛奶产量和质量、奶酪硬度)有关的基因都位于该重要 SNP 附近。正如预期的那样,每个波数的吸光度估计遗传率似乎与相关的牛奶成分有关。
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引用次数: 0
A review of the role of transcription factors in regulating adipogenesis and lipogenesis in beef cattle 转录因子在调节肉牛脂肪发生和脂肪生成中的作用综述。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-25 DOI: 10.1111/jbg.12841
Belete Kuraz Abebe, Hongbao Wang, Anning Li, Linsen Zan

In the past few decades, genomic selection and other refined strategies have been used to increase the growth rate and lean meat production of beef cattle. Nevertheless, the fast growth rates of cattle breeds are often accompanied by a reduction in intramuscular fat (IMF) deposition, impairing meat quality. Transcription factors play vital roles in regulating adipogenesis and lipogenesis in beef cattle. Meanwhile, understanding the role of transcription factors in regulating adipogenesis and lipogenesis in beef cattle has gained significant attention to increase IMF deposition and meat quality. Therefore, the aim of this paper was to provide a comprehensive summary and valuable insight into the complex role of transcription factors in adipogenesis and lipogenesis in beef cattle. This review summarizes the contemporary studies in transcription factors in adipogenesis and lipogenesis, genome-wide analysis of transcription factors, epigenetic regulation of transcription factors, nutritional regulation of transcription factors, metabolic signalling pathways, functional genomics methods, transcriptomic profiling of adipose tissues, transcription factors and meat quality and comparative genomics with other livestock species. In conclusion, transcription factors play a crucial role in promoting adipocyte development and fatty acid biosynthesis in beef cattle. They control adipose tissue formation and metabolism, thereby improving meat quality and maintaining metabolic balance. Understanding the processes by which these transcription factors regulate adipose tissue deposition and lipid metabolism will simplify the development of marbling or IMF composition in beef cattle.

在过去几十年中,基因组选育和其他改良策略被用于提高肉牛的生长速度和瘦肉产量。然而,肉牛品种的快速生长率往往伴随着肌肉内脂肪沉积的减少,从而影响肉质。转录因子在调节肉牛的脂肪生成和脂肪产量方面发挥着重要作用。与此同时,了解转录因子在调控肉牛脂肪生成和脂肪生成中的作用,对提高肉牛肌内脂肪沉积和肉质已受到极大关注。因此,本文旨在对转录因子在肉牛脂肪发生和脂肪生成中的复杂作用进行全面总结,并提供有价值的见解。本综述总结了转录因子在脂肪生成和脂肪生成中的作用、转录因子的全基因组分析、转录因子的表观遗传调控、转录因子的营养调控、代谢信号通路、功能基因组学方法、脂肪组织的转录组分析、转录因子与肉质以及与其他家畜物种的比较基因组学等方面的当代研究。总之,转录因子在促进肉牛脂肪细胞发育和脂肪酸生物合成方面起着至关重要的作用。它们控制着脂肪组织的形成和新陈代谢,从而改善肉质并保持新陈代谢平衡。了解这些转录因子调控脂肪组织沉积和脂质代谢的过程将简化肉牛大理石花纹或IMF成分的开发。
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引用次数: 0
Pedigree diversity and implications for genetic selection of Katahdin sheep 卡塔丁绵羊的血统多样性及其对遗传选择的影响。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-18 DOI: 10.1111/jbg.12842
Sara M. Nilson, Joan M. Burke, Brenda M. Murdoch, James L. M. Morgan, Ronald M. Lewis

The Katahdin hair breed gained popularity in the United States as low input and prolific, with a propensity to exhibit parasite resistance. With the introduction of genomically enhanced estimated breeding values (GEBV) to the Katahdin genetic evaluation, defining the diversity present in the breed is pertinent. Utilizing pedigree records (n = 92,030) from 1984 to 2019 from the National Sheep Improvement Program, our objectives were to (i) estimate the completeness and quality of the pedigree, (ii) calculate diversity statistics for the whole pedigree and relevant reference subpopulations and (iii) assess the impact of current diversity on genomic selection. Reference 1 was Katahdins born from 2017 to 2019 (n = 23,494), while reference 2 was a subset with at least three generations of Katahdin ancestry (n = 9327). The completeness of the whole pedigree, and the pedigrees of reference 1 and reference 2, were above 50% through the fourth, fifth and seventh generation of ancestors, respectively. Effective population size (Ne) averaged 111 animals with a range from 42.2 to 451.0. The average generation interval was 2.9 years for the whole pedigree and reference 1, and 2.8 years for reference 2. The mean individual inbreeding and average relatedness coefficients were 1.62% and 0.91%, 1.74% and 0.90% and 2.94% and 1.46% for the whole pedigree, reference 1, and reference 2, respectively. There were over 300 effective founders in the whole pedigree and reference 1, with 169 in reference 2. Effective number of ancestors were over 150 for the whole pedigree and reference 1, while there were 67 for reference 2. Prediction accuracies increased as the reference population grew from 1k to 7.5k and plateaued at 15k animals. Given the large number of founders and ancestors contributing to the base genetic variation in the breed, the Ne is sufficient to maintain diversity while achieving progress with selection. Stable low rates of inbreeding and relatedness suggest that incorporating genetic conservation in breeding decisions is currently not of high priority. Current Ne suggests that with limited genotyping, high levels of accuracy for genomic prediction can be achieved. However, intense selection on GEBV may cause loss of genetic diversity long term.

卡塔丁犬(Katahdin)毛发品种在美国很受欢迎,因为它投入少、产量高,而且具有抗寄生虫的特性。随着基因组学增强估计育种值(GEBV)被引入到卡塔丁犬的遗传评估中,确定该品种的多样性就显得尤为重要。利用国家绵羊改良计划 1984 年至 2019 年的血统记录(n = 92,030 个),我们的目标是:(i) 估算血统的完整性和质量;(ii) 计算整个血统和相关参考亚群的多样性统计数据;(iii) 评估当前多样性对基因组选择的影响。参照 1 是 2017 年至 2019 年出生的卡塔丁犬(n = 23494),参照 2 是至少有三代卡塔丁犬血统的子集(n = 9327)。整个血统以及参照 1 和参照 2 的血统在第四代、第五代和第七代祖先中的完整率分别超过 50%。有效种群数量(Ne)平均为 111 头,范围在 42.2 至 451.0 之间。整个血统和参照 1 的平均世代间隔为 2.9 年,参照 2 为 2.8 年。整个血统、参考 1 和参考 2 的平均个体近交系数和平均亲缘系数分别为 1.62% 和 0.91%、1.74% 和 0.90% 以及 2.94% 和 1.46%。整个血统和参照 1 中的有效始祖超过 300 个,参照 2 中为 169 个。整个血统和参照 1 的有效祖先数超过 150 个,而参照 2 为 67 个。随着参考群体从 1k 增长到 7.5k,预测准确率也随之增加,并在 15k 时趋于稳定。鉴于有大量的始祖和祖先为该品种的基础遗传变异做出了贡献,Ne足以在保持多样性的同时实现选择的进步。稳定的低近亲繁殖率和亲缘关系表明,将基因保护纳入育种决策中目前并不是最优先考虑的问题。目前的 Ne 值表明,通过有限的基因分型,可以实现高水平的基因组预测准确性。然而,对 GEBV 的严格选择可能会导致遗传多样性的长期丧失。
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引用次数: 0
Genomic analysis of feed efficiency traits in beef cattle using random regression models 利用随机回归模型对肉牛饲料效率特征进行基因组分析
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-07 DOI: 10.1111/jbg.12840
Pedro Vital Brasil Ramos, Gilberto Romeiro de Oliveira Menezes, Delvan Alves da Silva, Daniela Lourenco, Gustavo Garcia Santiago, Roberto A. A. Torres Júnior, Fabyano Fonseca e Silva, Paulo Sávio Lopes, Renata Veroneze

Feed efficiency plays a major role in the overall profitability and sustainability of the beef cattle industry, as it is directly related to the reduction of the animal demand for input and methane emissions. Traditionally, the average daily feed intake and weight gain are used to calculate feed efficiency traits. However, feed efficiency traits can be analysed longitudinally using random regression models (RRMs), which allow fitting random genetic and environmental effects over time by considering the covariance pattern between the daily records. Therefore, the objectives of this study were to: (1) propose genomic evaluations for dry matter intake (DMI), body weight gain (BWG), residual feed intake (RFI) and residual weight gain (RWG) data collected during an 84-day feedlot test period via RRMs; (2) compare the goodness-of-fit of RRM using Legendre polynomials (LP) and B-spline functions; (3) evaluate the genetic parameters behaviour for feed efficiency traits and their implication for new selection strategies. The datasets were provided by the EMBRAPA–GENEPLUS beef cattle breeding program and included 2920 records for DMI, 2696 records for BWG and 4675 genotyped animals. Genetic parameters and genomic breeding values (GEBVs) were estimated by RRMs under ssGBLUP for Nellore cattle using orthogonal LPs and B-spline. Models were compared based on the deviance information criterion (DIC). The ranking of the average GEBV of each test week and the overall GEBV average were compared by the percentage of individuals in common and the Spearman correlation coefficient (top 1%, 5%, 10% and 100%). The highest goodness-of-fit was obtained with linear B-Spline function considering heterogeneous residual variance. The heritability estimates across the test period for DMI, BWG, RFI and RWG ranged from 0.06 to 0.21, 0.11 to 0.30, 0.03 to 0.26 and 0.07 to 0.27, respectively. DMI and RFI presented within-trait genetic correlations ranging from low to high magnitude across different performance test-day. In contrast, BWG and RWG presented negative genetic correlations between the first 3 weeks and the other days of performance tests. DMI and RFI presented a high-ranking similarity between the GEBV average of week eight and the overall GEBV average, with Spearman correlations and percentages of individuals selected in common ranging from 0.95 to 1.00 and 93 to 100, respectively. Week 11 presented the highest Spearman correlations (ranging from 0.94 to 0.98) and percentages of individuals selected in common (ranging from 85 to 94) of BWG and RWG with the average GEBV of the entire period of the test. In conclusion, the RRM using linear B-splines is a feasible alternative for the genomic evaluation of feed efficiency. Heritability estimates of DMI, RFI, BWG and RWG indicate enough additive genetic variance to achieve a moderate response to selection. A new selection strategy can be adopted by reducing the performance test to 56 days for DMI and RFI selection and 7

饲料效率在肉牛产业的整体盈利能力和可持续性中起着重要作用,因为它直接关系到动物对投入物的需求和甲烷排放的减少。传统上采用平均日采食量和增重来计算饲料效率性状。然而,饲料效率性状可以使用随机回归模型(RRMs)进行纵向分析,该模型可以通过考虑日记录之间的协方差模式来拟合随机遗传和环境随时间的影响。因此,本研究的目的是:(1)通过RRMs对84天试验期收集的干物质采食量(DMI)、体增重(BWG)、剩余采食量(RFI)和剩余增重(RWG)数据进行基因组评估;(2)使用Legendre多项式(LP)和B样条函数比较RRM的拟合优度;(3)评价饲料效率性状的遗传参数行为及其对新选择策略的启示。数据集由EMBRAPA-GENEPLUS肉牛育种计划提供,包括2920条DMI记录、2696条BWG记录和4675条基因型动物记录。采用正交LPs和B样条法,利用ssGBLUP下的RRMs估计Nellore牛的遗传参数和基因组育种值(GEBVs)。基于偏差信息准则(DIC)对模型进行了比较。通过共同个体百分比和Spearman相关系数(前1%、前5%、前10%和前100%)比较各测试周平均GEBV与总体平均GEBV的排名。考虑异质残差方差的线性B样条函数获得了最高的拟合优度。DMI、BWG、RFI和RWG的遗传力估计区间分别为0.06 ~ 0.21、0.11 ~ 0.30、0.03 ~ 0.26和0.07 ~ 0.27。DMI和RFI在不同的性能测试日中表现出从低到高的性状遗传相关性。相比之下,在性能试验的前3周和其他天,体增重和RWG呈负遗传相关。DMI和RFI在第8周的GEBV平均值和总体GEBV平均值之间表现出高度的相似性,Spearman相关性和共同选择的个体百分比分别在0.95 - 1.00和93 - 100之间。第11周呈现出最高的Spearman相关性(范围从0.94到0.98)和共同选择的BWG和RWG个体百分比(范围从85到94)与整个测试期间的平均GEBV。总之,使用线性B样条的RRM是一种可行的饲料效率基因组评估替代方法。DMI、RFI、BWG和RWG的遗传力估计表明,有足够的加性遗传变异来实现对选择的适度响应。可以采用新的选择策略,将DMI和RFI选择的性能测试减少到56天,BWG和RWG选择的性能测试减少到77天。
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引用次数: 0
Microsatellite imputation using SNP data for parentage verification in four Italian sheep breeds 利用SNP数据对四个意大利绵羊品种进行亲子鉴定的微卫星植入。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-12-06 DOI: 10.1111/jbg.12839
Michela Ablondi, Giorgia Stocco, Matteo Cortellari, Antonello Carta, Andrea Summer, Alessio Negro, Silverio Grande, Paola Crepaldi, Claudio Cipolat-Gotet, Stefano Biffani

Microsatellite markers (MS) have been widely used for parentage verification in most of the livestock species over the past decades mainly due to their high polymorphic information content. In the genomic era, the spread of genotype information as single-nucleotide polymorphism (SNP) has raised the question to effectively use SNPs also for parentage testing. Despite the clear advantages of SNP panels in terms of cost, accuracy, and automation, the transition from MS to SNP markers for parentage verification is still very slow and, so far, only routinely applied in cattle. A major difficulty during this transition period is the need of SNP data for parents and offspring, which in most cases is not yet feasible due to the genotyping cost. To overcome the unavailability of same genotyping platform during the transition period, in this study we aimed to assess the feasibility of a MS imputation pipeline from SNPs in four native sheep dairy breeds: Comisana (N = 331), Massese (N = 210), Delle Langhe (N = 59) and Sarda (N = 1003). Those sheep were genotyped for 11 MS and with the Ovine SNP50 Bead Chip. Prior to imputation, a quality control (QC) was performed, and SNPs located within a window of 2 Mb from each MS were selected. The core of the developed pipeline was made up of three steps: (a) storing of both MS and SNP data in a Variant Call Format file, (b) masking MS information in a random sample of individuals (10%), (c) imputing masked MS based on non-missing individuals (90%) using an imputation program. The feasability of the proposed methodology was assessed also among different training − testing split ratio, population size, number of flanking SNPs as well as within and among breeds. The accuracy of the MS imputation was assessed based on the genotype concordance as well as at parentage verification level in a subset of animals in which assigned parents' MS were available. A total of 8 MS passed the QC, and 505 SNPs were located within the ±2 Mb window from each MS, with an average of 63 SNPs per MS. The results were encouraging since when excluding the worst imputed MS (OARAE129), and regardless on the analyses performed (within and across breeds) for all breeds, we achieved an overall concordance rate over 94%. In addition, on average, the imputed offspring MS resulted in equivalent parentage outcome in 94% of the cases when compared to verification using original MS, highlighting both the feasibility and the eventual practical advantage of using this imputation pipeline.

近几十年来,由于微卫星标记具有较高的多态性信息含量,因此被广泛用于家畜亲本鉴定。在基因组时代,基因型信息作为单核苷酸多态性(SNP)的传播提出了有效利用SNP进行亲子鉴定的问题。尽管SNP面板在成本,准确性和自动化方面具有明显的优势,但从质谱到SNP标记的亲子鉴定过渡仍然非常缓慢,到目前为止,仅常规应用于牛。在这个过渡时期的一个主要困难是需要父母和后代的SNP数据,在大多数情况下,由于基因分型成本尚不可行。为了克服在过渡期间无法获得相同的基因分型平台的问题,本研究旨在评估从四个本地绵羊奶牛品种:Comisana (N = 331)、Massese (N = 210)、Delle Langhe (N = 59)和Sarda (N = 1003)的snp中建立MS imputation管道的可行性。用绵羊SNP50基因芯片对这些绵羊进行了11 MS基因分型。在插入之前,进行质量控制(QC),并选择距离每个质谱2 Mb的窗口内的snp。开发的管道的核心由三个步骤组成:(a)在Variant Call Format文件中存储MS和SNP数据,(b)在随机样本中屏蔽MS信息(10%),(c)使用插补程序基于非缺失个体(90%)输入屏蔽MS。在不同的训练测试分割比、种群规模、侧翼snp数量以及品种内部和品种之间,还评估了所提出方法的可行性。根据基因型一致性以及在一组可获得指定父母质谱的动物的亲子验证水平,评估质谱输入的准确性。共有8个质谱通过了质量控制,505个snp位于每个质谱±2 Mb窗口内,平均每个质谱63个snp。结果令人鼓舞,因为当排除最差的输入质谱(OARAE129)时,无论对所有品种进行的分析(品种内和跨品种),我们的总体一致性率都超过94%。此外,与使用原始质谱进行验证相比,平均而言,在94%的情况下,输入后代质谱产生了相同的亲子结果,突出了使用这种输入管道的可行性和最终的实际优势。
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引用次数: 0
Genomic predictions and GWAS for heat tolerance in pigs based on reaction norm models with performance records and data from public weather stations considering alternative temperature thresholds 猪耐热性的基因组预测和GWAS基于性能记录的反应规范模型和考虑可选温度阈值的公共气象站数据。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-27 DOI: 10.1111/jbg.12838
Pedro Henrique F. Freitas, Jay S. Johnson, Francesco Tiezzi, Yijian Huang, Allan P. Schinckel, Luiz F. Brito

Genetic improvement of livestock productivity has resulted in greater production of metabolic heat and potentially greater susceptibility to heat stress. Various studies have demonstrated that there is genetic variability for heat tolerance and genetic selection for more heat tolerant individuals is possible. The rate of genetic progress tends to be greater when genomic information is incorporated into the analyses as more accurate breeding values can be obtained for young individuals. Therefore, this study aimed (1) to evaluate the predictive ability of genomic breeding values for heat tolerance based on routinely recorded traits, and (2) to investigate the genetic background of heat tolerance based on single-step genome-wide association studies for economically important traits related to body composition, growth and reproduction in Large White pigs. Pedigree information was available for 265,943 animals and genotypes for 8686 animals. The studied traits included ultrasound backfat thickness (BFT), ultrasound muscle depth (MDP), piglet weaning weight (WW), off-test weight (OTW), interval between farrowing (IBF), total number of piglets born (TNB), number of piglets born alive (NBA), number of piglets born dead (NBD), number of piglets weaned (WN) and weaning-to-estrus interval (IWE). The number of phenotypic records ranged from 6059 (WN) to 172,984 (TNB). Single-step genomic reaction norm predictions were used to calculate the genomic estimated breeding values for each individual. Predictions of breeding values for the validation population individuals were compared between datasets containing phenotypic records measured in the whole range of temperatures (WR) and datasets containing only phenotypic records measured when the weather station temperature was above 10°C (10C) or 15°C (15C), to evaluate the usefulness of these datasets that may better reflect the within-barn temperature. The use of homogeneous or heterogeneous residual variance was found to be trait-dependent, where homogeneous variance presented the best fit for MDP, BFT, OTW, TNB, NBA, WN and IBF, while the other traits (WW and IWE) had better fit with heterogeneous variance. The average prediction accuracy, dispersion and bias values considering all traits for WR were 0.36 ± 0.05, −0.07 ± 0.13 and 0.76 ± 0.10, respectively; for 10C were 0.39 ± 0.02, −0.05 ± 0.07 and 0.81 ± 0.05, respectively; and for 15C were 0.32 ± 0.05, −0.05 ± 0.11 and 0.84 ± 0.10, respectively. Based on the studied traits, using phenotypic records collected when the outside temperature (from public weather stations) was above 10°C provided better predictions for most of the traits. Forty-three and 62 candidate genomic regions were associated with the intercept (overall performance level) and slope term (specific biological mechanisms related to environmental sensitivity), respectively. Our results contribute to improve genomic predictions using existing datasets and better understand the genetic backgroun

牲畜生产力的遗传改进导致代谢热产量增加,对热应激的潜在易感性增加。各种研究表明,耐热性存在遗传变异性,遗传选择更耐热的个体是可能的。当基因组信息被纳入分析时,遗传进步的速度往往会更快,因为可以为年轻个体获得更准确的育种值。因此,本研究旨在(1)基于常规记录的性状,评估基因组育种价值对耐热性的预测能力;(2)基于与大白猪体组成、生长和繁殖相关的重要经济性状的单步全基因组关联研究,探讨耐热性的遗传背景。获得了265,943只动物的系谱信息和8686只动物的基因型。研究的性状包括超声背膘厚度(BFT)、超声肌深(MDP)、仔猪断奶重(WW)、离试重(OTW)、产仔间隔(IBF)、总产仔数(TNB)、活产仔数(NBA)、死产仔数(NBD)、断奶仔数(WN)和断奶至发情间隔(IWE)。表型记录数从6059 (WN)到172984 (TNB)不等。单步基因组反应规范预测用于计算每个个体的基因组估计育种值。将包含整个温度范围(WR)下测量的表型记录的数据集与仅包含气象站温度高于10°C (10C)或15°C (15C)时测量的表型记录的数据集进行比较,以评估这些数据集的有用性,这些数据集可能更好地反映仓内温度。同质或异质残差方差的使用具有性状依赖性,其中同质方差最适合MDP、BFT、OTW、TNB、NBA、WN和IBF,而其他性状(WW和IWE)最适合异质方差。考虑各性状的平均预测精度、离散度和偏差值分别为0.36±0.05、-0.07±0.13和0.76±0.10;10C分别为0.39±0.02、-0.05±0.07和0.81±0.05;15C分别为0.32±0.05、-0.05±0.11和0.84±0.10。基于所研究的性状,使用外部温度(来自公共气象站)高于10℃时收集的表型记录可以更好地预测大多数性状。43个和62个候选基因组区域分别与截距(总体表现水平)和斜率项(与环境敏感性相关的特定生物机制)相关。我们的研究结果有助于利用现有数据集改进基因组预测,并更好地了解猪耐热性的遗传背景。此外,所确定的基因组区域和候选基因将有助于未来的基因组研究和育种应用。
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引用次数: 0
Should performance at different race lengths be treated as genetically distinct traits in Coldblooded trotters? 在不同赛程上的表现是否应该被视为冷血蹄马的遗传特征?
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-27 DOI: 10.1111/jbg.12837
Paulina Berglund, Sreten Andonov, Erling Strandberg, Susanne Eriksson

Speed, in the form of racing time per kilometre (km), is a performance trait of the Swedish–Norwegian Coldblooded trotter included in the joint Swedish–Norwegian genetic evaluation. A few popular stallions have dominated Coldblooded trotter breeding, which has led to an increasing average relationship between individuals in the population. This study investigated the scope for broadening the breeding goal by selecting for racing time per km over different race lengths (short: 1640 m, medium: 2140 m and long: 2640 m), as this could encourage the use of breeding sires that are less related to the population. Performance data on three- to 12-year-old Coldblooded trotters in all Swedish races run 1995–2021 were obtained from the Swedish Trotting Association. These data consisted of 46,356 observations for 8375 horses in short-distance races, 430,512 observations for 11,193 horses in medium-distance races and 11,006 observations for 3341 horses in long-distance races. Variance components and genetic correlations were calculated using a trivariate animal model with Gibbs sampling from the BLUPF90 suite of programs. Breeding values for the three traits were then estimated using univariate animal models with the same fixed and random effects as in the trivariate model. Heritability estimates of 0.27–0.28 and genetic correlations between racing time per km at the different distances of 0.97–0.99 were obtained. Despite the strong genetic correlation between the traits, there was some re-ranking among the top 10 and top 30 stallions based on distance-specific breeding values. Estimated rank correlation between breeding values for racing time per km in short- and medium-distance races was 0.86, while between short- and long-distance races and between medium- and long-distance races it was 0.61. Mean relationship within the top 10 and top 30 stallions based on breeding values for racing time per km at each distance was 0.31–0.33 and 0.23–0.24 while mean relationship to the rest of the population ranged from 0.17 to 0.18 for all groups, although the 10 and 30 top-ranking stallions differed somewhat in the traits. Estimated average increase in inbreeding was 0.1% per year of birth and 1.2% per generation. The strong genetic correlation between racing time per km at different distances did not support their use as genetically distinct traits. Re-ranking of stallions for racing time per km at different race lengths could favour the use of a larger number of stallions in breeding, but according to our results it would not promote the use of stallions that are less related to the total population. Other traits like longevity or health traits, for example, career length and orthopaedic status, may be more relevant in broadening the breeding goal and preventing a few sires dominating future breeding, and this would be interesting to study further.

速度,以每公里的比赛时间(km)的形式,是瑞典-挪威冷血蹄的一种性能特征,包括在瑞典-挪威联合基因评估中。少数受欢迎的种马主导了冷血蹄的繁殖,这导致了种群中个体之间的平均关系增加。本研究通过选择不同赛段(短赛段:1640米,中赛段:2140米,长赛段:2640米)的每公里比赛时间,探讨了扩大育种目标的范围,因为这可以鼓励使用与种群关系较小的育种品种。1995-2021年瑞典所有比赛中3 - 12岁的冷血小马的表现数据来自瑞典小马协会。这些数据包括短距离比赛中8375匹马的46,356次观察,中距离比赛中11193匹马的430,512次观察和长距离比赛中3341匹马的11,006次观察。方差成分和遗传相关性使用三变量动物模型与Gibbs抽样从BLUPF90套件程序计算。然后使用与三元模型相同的固定和随机效应的单变量动物模型估计这三个性状的育种值。遗传力估计为0.27-0.28,不同距离每公里比赛时间的遗传相关性为0.97-0.99。尽管这些性状之间存在较强的遗传相关性,但根据距离特异性育种值,前10名和前30名种马之间存在一定的重新排序。中短距离比赛中每公里比赛时间的育种值的秩相关系数估计为0.86,而短距离比赛和长距离比赛以及中长距离比赛的育种值的秩相关系数估计为0.61。每公里跑用时前10名和前30名的平均亲缘关系分别为0.31 ~ 0.33和0.23 ~ 0.24,其余群体的平均亲缘关系在0.17 ~ 0.18之间,但前10名和前30名在性状上存在一定差异。估计近亲繁殖的平均增长率为每年出生0.1%,每一代1.2%。不同距离的每公里比赛时间之间存在很强的遗传相关性,但这并不支持将它们作为遗传上不同的特征。对不同赛段的公马进行每公里赛时的重新排序,有利于利用较多的公马进行育种,但对与种群总数关联度较低的公马不具有促进作用。其他特征,如寿命或健康特征,例如,职业长度和矫形状态,可能与扩大育种目标和防止少数品种主宰未来育种更相关,这将是进一步研究的有趣之处。
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引用次数: 0
Assessment of runs of homozygosity, heterozygosity-rich regions and genomic inbreeding estimates in a subpopulation of Guzerá (Bos indicus) dual-purpose cattle 双用途牛一个亚群纯合子、富杂合子区域和基因组近交估计的评估。
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2023-11-27 DOI: 10.1111/jbg.12836
E. R. Carrara, P. S. Lopes, R. Veroneze, R. J. Pereira, L. E. F. Zadra, M. G. C. D. Peixoto

For decades, inbreeding in cattle has been evaluated using pedigree information. Nowadays, inbreeding coefficients can be obtained using genomic information such as runs of homozygosity (ROH). The aims of this study were to quantify ROH and heterozygosity-rich regions (HRR) in a subpopulation of Guzerá dual-purpose cattle, to examine ROH and HRR islands, and to compare inbreeding coefficients obtained by ROH with alternative genomic inbreeding coefficients. A subpopulation of 1733 Guzerá animals genotyped for 50k SNPs was used to obtain the ROH and HRR segments. Inbreeding coefficients by ROH (FROH), by genomic relationship matrix based on VanRaden's method 1 using reference allele frequency in the population (FGRM), by genomic relationship matrix based on VanRaden's method 1 using allele frequency fixed in 0.5 (FGRM_0.5), and by the proportion of homozygous loci (FHOM) were calculated. A total of 15,660 ROH were identified, and the chromosome with the highest number of ROH was BTA6. A total of 4843 HRRs were identified, and the chromosome with the highest number of HRRs was BTA23. No ROH and HRR islands were identified according to established criteria, but the regions closest to the definition of an island were examined from 64 to 67 Mb of BTA6, from 36 to 37 Mb of BTA2 and from 0.50 to 1.25 Mb of BTA23. The genes identified in ROH islands have previously been associated with dairy and beef traits, while genes identified on HRR islands have previously been associated with reproductive traits and disease resistance. FROH was equal to 0.095 ± 0.084, and its Spearman correlation with FGRM was low (0.44) and moderate-high with FHOM (0.79) and with FGRM_0.5 (0.80). The inbreeding coefficients determined by ROH were higher than other cattle breeds' and higher than pedigree-based inbreeding in the Guzerá breed obtained in previous studies. It is recommended that future studies investigate the effects of inbreeding determined by ROH on the traits under selection in the subpopulation studied.

几十年来,牛的近亲繁殖一直使用系谱信息进行评估。目前,近交系数可以利用基因组信息如纯合子数(ROH)来获得。本研究的目的是定量分析古泽双用途牛亚群中的ROH和杂合性富区(HRR),检验ROH和HRR岛,并将ROH获得的近交系数与其他基因组近交系数进行比较。采用50k snp基因分型的1733只古泽动物亚群获得了ROH和HRR片段。采用ROH (FROH)、基于VanRaden方法1的参考等位基因频率基因组关系矩阵(FGRM)、基于VanRaden方法1的等位基因频率固定在0.5的基因组关系矩阵(FGRM_0.5)和纯合位点比例(FHOM)计算近交系数。共鉴定出15660个ROH,其中数量最多的是BTA6染色体。共鉴定出4843条hrr,其中hrr数量最多的是BTA23染色体。没有根据既定标准确定ROH和HRR岛屿,但在BTA6的64至67 Mb, BTA2的36至37 Mb和BTA23的0.50至1.25 Mb范围内检查了最接近岛屿定义的区域。在ROH岛上发现的基因以前与乳制品和牛肉性状有关,而在HRR岛上发现的基因以前与生殖性状和抗病能力有关。FROH = 0.095±0.084,与FGRM的Spearman相关性为低(0.44),与FHOM的Spearman相关性为中高(0.79),与FGRM_0.5的Spearman相关性为0.80。ROH测定的近交系数高于其他牛品种,也高于以往研究中获得的guzer品种的基于家系的近交系数。建议今后进一步研究由ROH决定的近交对所研究亚群体选择性状的影响。
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引用次数: 0
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Journal of Animal Breeding and Genetics
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