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Transgenerational effects of the maternal gestational environment on the post-natal performance of beef cattle: A reaction norm approach. 母体妊娠环境对肉牛产后表现的跨代影响:反应规范法
IF 2.6 3区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-29 DOI: 10.1111/jbg.12883
Mário Luiz Santana, Annaiza Braga Bignardi, Rodrigo Junqueira Pereira, José Bento Sterman Ferraz, Joanir Pereira Eler

In tropical beef cattle production systems, animals are commonly raised on pastures, exposing them to potential stressors. The end of gestation typically overlaps with a dry period characterized by limited food availability. Late gestation is pivotal for fetal development, making it an ideal scenario for inter- and transgenerational effects of the maternal gestational environment. Intergenerational effects occur due to exposure during gestation, impacting the development of the embryo and its future germline. Transgenerational effects, however, extend beyond direct exposure to the subsequent generations. The objective of the present study was to verify these effects on the post-natal performance of zebu beef cattle. We extended the use of a reaction norm model to identify genetic variation in the animals' responses to transgenerational effects. The inter- and transgenerational effects were predominantly positive (-0.09% to 19.74%) for growth and reproductive traits, indicating improved animal performance on the phenotypic scale in more favourable maternal gestational environments. Additionally, these effects were more pronounced in the reproductive performance of females. On average, the ratio of direct additive genetic variances of the slope and intercept of the reaction norm ranged from 1.23% to 3.60% for direct and from 10.17% to 11.42% for maternal effects. Despite its relatively modest magnitude, this variation proved sufficient to prompt modifications in parameter estimates. The average percentage variation of direct heritability estimates ranged from 19.3% for scrotal circumference to 33.2% for yearling weight across the environmental descriptors evaluated. Genetic correlations between distant environments for the studied traits were generally high for direct effects and far from unity for maternal effects. Changes in EBV rankings of sires across different gestational environments were also observed. Due to the multifaceted nature of inter- and transgenerational effects of the maternal gestational environment on various traits of beef cattle raised under tropical pasture conditions, they should not be overlooked by producers and breeders. There were differences in the specific response of beef cattle to variations in the quality of the maternal gestational environment, which can be partially explained by transgenerational epigenetic inheritance. Adopting a reaction norm model to capture a portion of the additive variance induced by inter- or transgenerational effects could be an alternative for future research and animal genetic evaluations.

在热带肉牛生产系统中,动物通常在牧场上饲养,使其面临潜在的压力。妊娠末期通常与食物供应有限的干旱期重叠。妊娠晚期是胎儿发育的关键时期,是母体妊娠环境产生代际和跨代影响的理想时期。妊娠期间的暴露会产生代际效应,影响胚胎及其未来种系的发育。而跨代效应则超出了直接接触的范围,会对后代产生影响。本研究的目的是验证这些影响对斑马肉牛产后表现的影响。我们扩展了反应规范模型的使用范围,以确定动物对跨代效应反应的遗传变异。在生长和繁殖性状方面,代际效应和跨代效应主要为正(-0.09% 到 19.74%),这表明在更有利的母体妊娠环境中,动物的表型表现有所改善。此外,这些影响在雌性繁殖性能方面更为明显。平均而言,反应标准的斜率和截距的直接加性遗传变异比,直接效应为 1.23% 至 3.60%,母本效应为 10.17% 至 11.42%。尽管变异幅度相对较小,但足以促使对参数估计进行修改。在所评估的环境描述因子中,直接遗传率估计值的平均变化百分比从阴囊周长的 19.3% 到一岁体重的 33.2% 不等。所研究性状的远距离环境之间的遗传相关性在直接效应方面普遍较高,而在母本效应方面则远未达到统一。在不同的妊娠环境中,还观察到母本EBV排名的变化。由于母体妊娠环境对热带牧场条件下饲养的肉牛各种性状的跨代和跨代影响是多方面的,生产者和育种者不应忽视。肉牛对母体妊娠环境质量变化的具体反应存在差异,这可以通过跨代表观遗传得到部分解释。在未来的研究和动物遗传评估中,采用反应规范模型来捕捉由代际或跨代效应引起的部分加性变异可能是一种替代方法。
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引用次数: 0
Identification of genetic markers associated with hyperketonemia patterns in early lactation Holstein cows 鉴定与荷斯坦奶牛泌乳早期高酮血症模式相关的遗传标记。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-23 DOI: 10.1111/jbg.12875
Maria Malane M. Muniz, Rita Couto Serrenho, Todd Duffield, Gerson A. de Oliveira Junior, Jessica A. A. McArt, Christine F. Baes, Flavio Schramm Schenkel, E. James Squires

Ketosis, evidenced by hyperketonemia with elevated blood β-hydroxybutyrate (BHB) levels, is a significant metabolic disorder of dairy cattle, typically diagnosed within the first 6 weeks post-calving when high energy levels are essential to milk production. Our study aimed to identify genetic markers linked to hyperketonemia (HYK) patterns in Holstein cows during early lactation and compare these to HYK-negative cows. We screened 964 cows for HYK using a threshold of BHB ≥1.2 mmol/L during the first 2 weeks postpartum (screening period, SP). Cows that tested negative initially were retested the following week. Cows were deemed HYK-negative (CON group) if BHB levels were below 1.2 mmol/L in both tests, while those with BHB levels exceeding this threshold at any test were treated and classified as HYK-positive (HYK+). Post-treatment, HYK+ cows were monitored for two-week follow-up period (FP) and classified based on their recovery: cured (CUR; consistently low BHB), recurrent (REC; fluctuating BHB levels), severe (SEV; high initial BHB that decreased), or chronic (CHR; persistently high BHB). Using 489 cows that were genotyped, a GWAS was conducted using GCTA software, revealing significant associations of several SNPs across different HYK patterns when compared to the CON group. These SNPs were primarily linked to genes affecting milk traits and were enriched in biological pathways relevant to protein glycosylation, inflammatory response, glucose homeostasis, and fatty acid synthesis. Our findings highlight genomic regions, potential candidate genes, and biological pathways related to ketosis, underscoring potential targets for improving health management in dairy cattle. These insights could lead to better strategies for managing ketosis through genetic selection, ultimately enhancing dairy cattle welfare and productivity. Further research with a larger number of cows is recommended to validate these findings and help confirm the implicated SNPs and genes.

高酮血症表现为血液中β-羟基丁酸(BHB)水平升高,是奶牛的一种重要代谢紊乱,通常在产犊后前 6 周内诊断,此时高能量水平对产奶量至关重要。我们的研究旨在确定与荷斯坦奶牛泌乳早期高酮血症(HYK)模式相关的遗传标记,并将其与高酮血症阴性奶牛进行比较。我们对 964 头奶牛进行了高酮血症筛查,在产后头两周(筛查期,SP)内使用 BHB ≥1.2 mmol/L 的阈值。最初检测结果为阴性的奶牛将在下周接受复检。如果两次检测的 BHB 水平均低于 1.2 mmol/L,则被视为 HYK 阴性组(CON 组);如果任何一次检测的 BHB 水平均超过该阈值,则对其进行治疗,并将其归类为 HYK 阳性组(HYK+)。治疗后,对 HYK+ 奶牛进行为期两周的随访监测(FP),并根据其恢复情况将其分为:治愈(CUR;BHB 水平持续较低)、复发(REC;BHB 水平波动)、严重(SEV;初始 BHB 水平较高,但随后有所下降)或慢性(CHR;BHB 水平持续较高)。使用 GCTA 软件对 489 头奶牛进行了基因分型,发现与 CON 组相比,不同 HYK 模式的几个 SNP 存在显著关联。这些 SNPs 主要与影响牛奶性状的基因相关,并富集在与蛋白质糖基化、炎症反应、葡萄糖稳态和脂肪酸合成相关的生物通路中。我们的研究结果突出了与酮病有关的基因组区域、潜在候选基因和生物通路,强调了改善奶牛健康管理的潜在目标。这些洞察力可通过基因选择制定更好的酮病管理策略,最终提高奶牛的福利和生产率。建议对更多奶牛进行进一步研究,以验证这些发现,并帮助确认相关的 SNPs 和基因。
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引用次数: 0
The predicted benefits of genomic selection on pig breeding objectives 基因组选择对猪育种目标的预期效益。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-23 DOI: 10.1111/jbg.12873
Md Sharif-Islam, Julius H. J. van der Werf, Benjamin J. Wood, Susanne Hermesch

The premise was tested that the additional genetic gain was achieved in the overall breeding objective in a pig breeding program using genomic selection (GS) compared to a conventional breeding program, however, some traits achieved larger gain than other traits. GS scenarios based on different reference population sizes were evaluated. The scenarios were compared using a deterministic simulation model to predict genetic gain in scenarios with and without using genomic information as an additional information source. All scenarios were compared based on selection accuracy and predicted genetic gain per round of selection for objective traits in both sire and dam lines. The results showed that GS scenarios increased overall response in the breeding objectives by 9% to 56% and 3.5% to 27% in the dam and sire lines, respectively. The difference in response resulted from differences in the size of the reference population. Although all traits achieved higher selection accuracy in GS, traits with limited phenotypic information at the time of selection or with low heritability, such as sow longevity, number of piglets born alive, pre- and post-weaning survival, as well as meat and carcass quality traits achieved the largest additional response. This additional response came at the expense of smaller responses for traits that are easy to measure, such as back fat and average daily gain in GS compared to the conventional breeding program. Sow longevity and drip loss percentage did not change in a favourable direction in GS with a reference population of 500 pigs. With a reference population of 1000 pigs or onwards, sow longevity and drip loss percentage began to change in a favourable direction. Despite the smaller responses for average daily gain and back fat thickness in GS, the overall breeding objective achieved additional gain in GS.

试验的前提是,与传统育种计划相比,使用基因组选择(GS)的猪育种计划在总体育种目标上实现了额外的遗传增益,但某些性状的增益大于其他性状。我们对基于不同参考种群规模的 GS 方案进行了评估。使用确定性模拟模型对这些方案进行了比较,以预测使用和不使用基因组信息作为额外信息源的方案的遗传增益。所有方案都是根据选择准确性和每轮选择对父系和母系客观性状的预测遗传增益进行比较的。结果表明,GS 方案使母本和父本品系对育种目标的总体响应分别提高了 9% 至 56%,3.5% 至 27%。响应的差异是由于参考群体规模的不同造成的。虽然所有性状在 GS 中都获得了更高的选择准确性,但选择时表型信息有限或遗传率低的性状,如母猪寿命、活产仔猪数、断奶前后存活率以及肉质和胴体品质性状获得的额外响应最大。与传统育种计划相比,这种额外响应是以较小的易于测量性状响应为代价的,例如背脂和 GS 平均日增重。在以 500 头猪为参考群的 GS 中,母猪寿命和滴水损失率没有发生有利的变化。当参考种群达到 1000 头或以上时,母猪的寿命和滴水损失率开始向有利的方向变化。尽管在 GS 中平均日增重和背脂厚度的反应较小,但总体育种目标在 GS 中实现了额外增重。
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引用次数: 0
Evaluation of breeding strategies to reduce the inbreeding rate in the Friesian horse population: Looking back and moving forward 降低弗里斯兰马近亲繁殖率的育种策略评估:回顾过去,展望未来。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-15 DOI: 10.1111/jbg.12872
Marije J. Steensma, Harmen P. Doekes, Torsten Pook, Martijn F. L. Derks, Nynke Bakker, Bart J. Ducro

In the past, small population sizes and unequal ancestor contributions have resulted in high inbreeding rates (ΔF) in the Friesian horse. Two decades ago, the studbook implemented a mating quota and started publishing individual kinships and reduced ΔF below 1% per generation. However, since then, the breeding population size has decreased and this raises the question whether current breeding strategies are sufficient to keep ΔF below desired rates. The aim of this study was to (1) reflect on past inbreeding trends and their main determinants, using pedigree analysis and (2) evaluate the effectiveness of the current and additional breeding strategies using stochastic simulations. We estimated the current ΔF (2013–2022) at 0.72% per generation. While the total contribution of the top 10 sires to the number of offspring per year has decreased from 75% in 1980 to 35% in 2022, this was mainly due to an increased number of approved studbook sires, and not due to more equalized contributions among sires. Of the simulated breeding strategies, selecting only breeding stallions with a below average mean kinship (i.e., “mean kinship selection”) was most effective to decrease ΔF (from 0.66% to 0.33%). Increasing the number of breeding sires only had an effect when also a mating quota was applied. However, its effect remained limited. For example, a ~1.5 fold increase, combined with a mating quota of 80 offspring per sire per year, reduced ΔF from 0.55% to 0.51%. When increasing the number of breeding mares, a practically unfeasible large increase was needed for a meaningful reduction in ΔF (e.g. twice as many mares were needed to reduce ΔF from 0.66% to 0.56%). Stratified mating quotas, a novel approach in which we assigned each sire a mating quota (of 60, 80, 100 or 120 offspring per year) based on its mean kinship to recently born foals, resulted in a lower ΔF (0.43%) than a general mating quota of 90 offspring per sire per year (0.55%). Overall, while the current ΔF is below 1%, we recommend to implement additional strategies to further reduce ΔF below 0.5% in the Friesian horse population. For this breed and similar populations, we recommend to focus on breeding strategies based on kinship levels to effectively reduce ΔF.

过去,由于种群规模小、祖先贡献不均,导致弗里斯兰马的近亲繁殖率(ΔF)很高。二十年前,种马场实施了交配限额,并开始公布个体亲缘关系,从而将每一代的ΔF降至1%以下。然而,从那时起,繁殖种群的数量就开始减少,这就提出了一个问题,即目前的繁殖策略是否足以将ΔF控制在理想的比率以下。本研究的目的是:(1) 利用血统分析反思过去的近亲繁殖趋势及其主要决定因素;(2) 利用随机模拟评估当前和其他育种策略的有效性。我们估计目前的ΔF(2013-2022 年)为每代 0.72%。虽然排名前 10 位的种公牛对每年后代数量的总贡献率从 1980 年的 75% 降至 2022 年的 35%,但这主要是由于批准的种公牛数量增加,而不是由于种公牛之间的贡献率更加均衡。在模拟育种策略中,仅选择平均亲缘关系低于平均值的种公马(即 "平均亲缘关系选择")对降低ΔF最为有效(从 0.66% 降至 0.33%)。只有在采用交配配额的情况下,增加种公猪的数量才有效果。然而,其效果仍然有限。例如,增加约 1.5 倍,再加上每头公马每年 80 个后代的交配配额,可将ΔF 从 0.55% 降至 0.51%。当增加繁殖母马的数量时,要使 ΔF 有意义地降低,需要大量增加繁殖母马的数量,这实际上是不可行的(例如,要将ΔF 从 0.66% 降低到 0.56%,需要两倍的繁殖母马数量)。分层交配配额是一种新方法,我们根据每头公马与新近出生马驹的平均亲缘关系为其分配交配配额(每年60、80、100或120头后代),结果ΔF(0.43%)低于每头公马每年90头后代的一般交配配额(0.55%)。总体而言,虽然目前的ΔF 低于 1%,但我们建议实施更多策略,进一步将弗里斯兰马种群中的ΔF 降低到 0.5% 以下。对于该品种和类似种群,我们建议重点关注基于亲缘关系水平的育种策略,以有效降低ΔF。
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引用次数: 0
Plateau-linear reaction norm model analysis of number born alive in purebred Landrace pigs using meteorological data in Japan 利用日本气象数据对纯种陆地猪活产数进行高原线性反应规范模型分析
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-13 DOI: 10.1111/jbg.12871
Shinichiro Ogawa, Toshihiro Okamura, Yo Fukuzawa, Motohide Nishio, Kazuo Ishii, Makoto Kimata, Masamitsu Tomiyama, Masahiro Satoh

We performed a plateau-linear reaction norm model (RNM) analysis of number born alive (NBA) in purebred Landrace pigs, where breeding value changes according to maximum temperature at mating day, using public meteorological observation data in Japan. We analysed 52,668 NBA records obtained from 10,320 Landrace sows. Pedigree data contained 99,201 animals. Off-farm daily temperature data at the nearest weather station from each of the farms were downloaded from the Japan Meteorological Agency website. A plateau-linear RNM analysis based on daily maximum temperature on mating day (threshold temperature of 16.6°C) was performed. The percentage of the records with daily maximum temperatures at mating days of ≤16.6, ≥25.0, ≥30.0 and ≥35.0°C were 34.3%, 33.6%, 14.0% and 0.8%, respectively. The value of Akaike's information criterion for the plateau-linear RNM was lower than that for a simple repeatability model (RM). With the plateau-linear RNM, estimated value of heritability ranged from 0.14 to 0.15, while that from the RM analysis was 0.15. Additive genetic correlation between intercept and slope terms was estimated to be −0.52 from the plateau-linear RNM analysis. Estimated additive genetic correlations were >0.9 between NBA at different temperatures ranging from 16.6 to 37.6°C. For the 10,320 sows, average values of prediction reliability of the intercept and slope terms for breeding values in the plateau-linear RNM were 0.47 and 0.16, respectively. Increasing weight for slope term in linear selection index could bring positive genetic gain in the slope part, but prediction accuracy would decrease. Our results imply that genetically improving heat tolerance in sows reared in Japan focusing on NBA using RNM is possible, while RNM is more complex to implement and interpret. Therefore, further study should be encouraged to make genetic improvement for heat tolerance in sows more efficient.

我们利用日本的公共气象观测数据,对纯种兰德良种猪的活产数(NBA)进行了高原线性反应规范模型(RNM)分析,其中繁殖值随交配日的最高温度而变化。我们分析了从 10,320 头兰系母猪中获得的 52,668 条 NBA 记录。血统数据包含 99,201 头母猪。我们从日本气象厅网站下载了离每个猪场最近的气象站的场外日温度数据。根据交配日的日最高气温(临界温度为 16.6°C)进行了高原线性 RNM 分析。交配日日最高气温≤16.6°C、≥25.0°C、≥30.0°C 和≥35.0°C 的记录百分比分别为 34.3%、33.6%、14.0% 和 0.8%。高原线性 RNM 的 Akaike 信息标准值低于简单重复性模型(RM)。高原线性 RNM 的遗传力估计值为 0.14 至 0.15,而 RM 分析的遗传力估计值为 0.15。根据高原线性 RNM 分析,截距项和斜率项之间的加性遗传相关性估计为-0.52。在 16.6 至 37.6°C 的不同温度范围内,NBA 之间的估计加性遗传相关性大于 0.9。在 10,320 头母猪中,高原线性 RNM 中育种值的截距项和斜率项预测可靠性的平均值分别为 0.47 和 0.16。增加线性选择指数中斜率项的权重可带来斜率部分的正遗传增益,但预测准确性会降低。我们的研究结果表明,利用 RNM 对日本饲养的母猪进行耐热性遗传改良是可行的,但 RNM 的实施和解释较为复杂。因此,应鼓励进一步研究,使母猪耐热性的遗传改良更有效。
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引用次数: 0
Estimation of genetic parameters for maintenance energy requirements and residual feed intake in Nellore cattle 内洛尔牛维持能量需求和剩余饲料摄入量遗传参数的估算
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-05-07 DOI: 10.1111/jbg.12870
Roberto D. Sainz, Fernando Baldi, Larissa Bordin Temp, Luciano B. Ribeiro

We estimated heritabilities and genetic and phenotypic correlation estimates for maintenance energy requirements (NEmR), residual feed intake (RFI), growth, carcass and reproductive indicator traits, using data from 41 feed efficiency trials in Brazil, comprising 4381 males and females. Continuous traits were analysed using a linear animal model and threshold traits were analysed using a threshold animal model. The heritability estimates were low for RFI (0.190) and NEmR (0.193); other heritabilities were mainly moderate (growth and carcass traits) or high (sexual precocity traits). The genetic correlation of RFI with NEmR was high (0.701). The genetic correlations of NEmR were low with carcass and reproductive traits, and moderate with growth traits. Thus, selection to improve weaning weight and female sexual precocity indicator traits would not affect maintenance energy requirement. Genetic selection to reduce maintenance energy requirements is feasible and would also reduce DMI and RFI. Selection to improve RFI can be used to identify animals with lower maintenance energy requirements. Long-term selection to reduce RFI and NEmR would have favourable effects on yearling weight, carcass muscle indicator traits and female sexual precocity. Genetic (co)variance component estimates for NEmR, in conjunction with economic values of selection criteria, may be used to develop novel approaches for genetic selection to improve efficiency of beef production.

我们利用来自巴西 41 项饲料效率试验的数据,对维持能量需要量(NEmR)、剩余采食量(RFI)、生长、胴体和繁殖指标性状的遗传率以及遗传和表型相关性进行了估算。连续性性状采用线性动物模型进行分析,阈值性状采用阈值动物模型进行分析。RFI(0.190)和NEmR(0.193)的遗传率估计值较低;其他遗传率主要为中等(生长和胴体性状)或较高(性早熟性状)。RFI 与 NEmR 的遗传相关性很高(0.701)。NEmR与胴体和繁殖性状的遗传相关性较低,与生长性状的遗传相关性中等。因此,提高断奶重和雌性性早熟指标性状的选择不会影响维持能量需求。降低维持能量需求的遗传选择是可行的,而且也会降低DMI和RFI。提高 RFI 的选择可用于识别维持能量需求较低的动物。降低RFI和NEmR的长期选择将对一岁体重、胴体肌肉指标性状和雌性性早熟产生有利影响。NEmR的遗传(共)变异成分估计值与选择标准的经济价值相结合,可用于开发新的遗传选择方法,以提高牛肉生产效率。
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引用次数: 0
Resequencing of Brazilian locally adapted cattle breeds revealed variants in candidate genes and transcription factors for meat fatty acid profile 对巴西本地适应性牛种的重测序发现了肉脂肪酸谱候选基因和转录因子的变异。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-04-30 DOI: 10.1111/jbg.12869
João Inácio Gomes Vieira, Larissa Graciano Braga, Tatiane C. S. Chud, Pablo Henrique Ferreira, Simone Eliza Facioni Guimarães, Marta Fonseca Martins, João Cláudio do Carmo Panetto, Marco Antonio Machado, Danielly Beraldo dos Santos Silva, Cristina Moreira Bonafé, Ana Fabrícia Braga Magalhães, Marcos Vinícius G. B. da Silva, Lucas Lima Verardo

The beef cattle industry has experienced a shift driven by a market demand for healthier meat, cost efficiency and environmental sustainability in recent years. Consequently, there has been a growing focus on the fatty acids content and functions of meat in cattle breeding programmes. Besides, a deeper understanding of the biological mechanisms influencing the expression of different phenotypes related to fatty acid profiles is crucial. In this study, we aimed to identify Single-Nucleotide Variants (SNV) and Insertion/Deletion (InDels) DNA variants in candidate genes related to fatty acid profiles described in genomic, transcriptomic and proteomic studies conducted in beef cattle breeds. Utilizing whole-genome re-sequencing data from Brazilian locally adapted bovine breeds, namely Caracu and Pantaneiro, we identified SNVs and InDels associated with 23,947 genes. From these, we identified 318 candidate genes related to fatty acid profiles that contain variants. Subsequently, we select only genes with SNVs and InDels in their promoter, 5′ UTR and coding region. Through the gene–biological process network, approximately 19 genes were highlighted. Furthermore, considering the studied trait and a literature review, we selected the main transcription factors (TF). Functional analysis via gene–TF network allowed us to identify the 30 most likely candidate genes for meat fatty acid profile in cattle. LIPE, MFSD2A and SREBF1 genes were highlighted in networks due to their biological importance. Further dissection of these genes revealed 15 new variants found in promoter regions of Caracu and Pantaneiro sequences. The gene networks facilitated a better functional understanding of genes and TF, enabling the identification of variants potentially related to the expression of candidate genes for meat fatty acid profiles in cattle.

近年来,市场对肉质健康、成本效益和环境可持续性的需求推动肉牛业发生了转变。因此,在肉牛育种计划中,人们越来越关注肉的脂肪酸含量和功能。此外,深入了解影响与脂肪酸谱相关的不同表型表达的生物学机制也至关重要。在本研究中,我们旨在鉴定肉牛品种基因组、转录组和蛋白质组研究中描述的与脂肪酸谱相关的候选基因中的单核苷酸变异(SNV)和插入/缺失(InDels)DNA变异。利用巴西本地适应性牛种(即 Caracu 和 Pantaneiro)的全基因组重测序数据,我们确定了与 23,947 个基因相关的 SNV 和 InDels。从中,我们确定了 318 个与含有变异的脂肪酸谱相关的候选基因。随后,我们只选择了在启动子、5' UTR 和编码区存在 SNV 和 InDels 的基因。通过基因-生物过程网络,大约 19 个基因被突出显示出来。此外,考虑到所研究的性状和文献综述,我们选择了主要的转录因子(TF)。通过基因-转录因子网络的功能分析,我们确定了 30 个最有可能与牛的肉脂肪酸谱有关的候选基因。LIPE、MFSD2A和SREBF1基因因其生物学重要性而在网络中得到强调。对这些基因的进一步分析发现,在卡拉库(Caracu)和潘塔内罗(Pantaneiro)序列的启动子区域发现了 15 个新变体。基因网络有助于更好地了解基因和TF的功能,从而鉴定出可能与牛肉脂肪酸谱候选基因表达有关的变异。
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引用次数: 0
Genetic parameters for mid-infrared-spectroscopy-predicted mastitis phenotypes and related traits 中红外光谱预测乳腺炎表型及相关性状的遗传参数。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-04-29 DOI: 10.1111/jbg.12868
Lisa Rienesl, Birgit Fuerst-Waltl, Gábor Mészáros, Astrid Koeck, Christa Egger-Danner, Nicolas Gengler, Clément Grelet, Johann Sölkner

Genetic improvement of udder health in dairy cows is of high relevance as mastitis is one of the most prevalent diseases. Since it is known that the heritability of mastitis is low and direct data on mastitis cases are often not available in large numbers, auxiliary traits, such as somatic cell count (SCC) are used for the genetic evaluation of udder health. In previous studies, models to predict clinical mastitis based on mid-infrared (MIR) spectral data and a somatic cell count-derived score (SCS) were developed. Those models can provide a probability of mastitis for each cow at every test-day, which is potentially useful as an additional auxiliary trait for the genetic evaluation of udder health. Furthermore, MIR spectral data were used to estimate contents of lactoferrin, a glycoprotein positively associated with immune response. The present study aimed to estimate heritabilities (h2) and genetic correlations (ra) for clinical mastitis diagnosis (CM), SCS, MIR-predicted mastitis probability (MIRprob), MIR + SCS-predicted mastitis probability (MIRSCSprob) and lactoferrin estimates (LF). Data for this study were collected within the routine milk recording and health monitoring system of Austria from 2014 to 2021 and included records of approximately 54,000 Fleckvieh cows. Analyses were performed in two datasets, including test-day records from 5 to 150 or 5 to 305 days in milk. Prediction models were applied to obtain MIR- and SCS-based phenotypes (MIRprob, MIRSCSprob, LF). To estimate heritabilities and genetic correlations bivariate linear animal models were applied for all traits. A lactation model was used for CM, defined as a binary trait, and a test-day model for all other continuous traits. In addition to the random animal genetic effect, the fixed effects year-season of calving and parity-age at calving and the random permanent environmental effect were considered in all models. For CM the random herd-year effect, for continuous traits the random herd-test day effect and the covariate days in milk (linear and quadratic) were additionally fitted. The obtained genetic parameters were similar in both datasets. The heritability found for CM was expectedly low (h2 = 0.02). For SCS and MIRSCSprob, heritability estimates ranged from 0.23 to 0.25, and for MIRprob and LF from 0.15 to 0.17. CM was highly correlated with SCS and MIRSCSprob (ra = 0.85 to 0.88). Genetic correlations of CM were moderate with MIRprob (ra = 0.26 and 0.37) during 150 and 305 days in milk, respectively and low with LF (h2 = 0.10 and 0.11). However, basic selection index calculations indicate that the added value of the new MIR-predicted phenotypes is limited for genetic evaluation of udder health.

乳腺炎是最常见的疾病之一,因此遗传改良奶牛乳房健康具有重要意义。众所周知,乳腺炎的遗传率很低,而乳腺炎病例的直接数据往往无法大量获得,因此,体细胞数(SCC)等辅助性状被用于乳房健康的遗传评估。在以前的研究中,基于中红外(MIR)光谱数据和体细胞计数衍生评分(SCS)建立了预测临床乳腺炎的模型。这些模型可提供每头奶牛在每个测试日患乳腺炎的概率,这对乳房健康的遗传评估具有潜在的辅助作用。此外,近红外光谱数据还用于估算乳铁蛋白的含量,乳铁蛋白是一种与免疫反应正相关的糖蛋白。本研究旨在估算临床乳腺炎诊断(CM)、SCS、近红外预测乳腺炎概率(MIRprob)、近红外+SCS预测乳腺炎概率(MIRSCSprob)和乳铁蛋白估计值(LF)的遗传率(h2)和遗传相关性(ra)。这项研究的数据收集于奥地利2014年至2021年的常规牛奶记录和健康监测系统中,包括约54000头弗莱克维赫奶牛的记录。分析在两个数据集中进行,包括产奶 5 至 150 天或 5 至 305 天的测试日记录。应用预测模型获得基于 MIR 和 SCS 的表型(MIRprob、MIRSCSprob、LF)。为了估算遗传率和遗传相关性,所有性状都采用了双变量线性动物模型。泌乳期模型用于 CM(二元性状),测试日模型用于所有其他连续性状。除了随机动物遗传效应外,所有模型中还考虑了产犊季节和产犊年龄的固定效应以及随机永久环境效应。对 CM 而言,随机牛群年效应;对连续性性状而言,随机牛群测试日效应和协变量(线性和二次)产奶天数是额外拟合的。两个数据集获得的遗传参数相似。CM 的遗传率较低(h2 = 0.02),在意料之中。SCS和MIRSCSprob的遗传力估计值在0.23至0.25之间,MIRprob和LF的遗传力估计值在0.15至0.17之间。CM与SCS和MIRSCSprob高度相关(ra = 0.85至0.88)。在产奶 150 天和 305 天期间,CM 与 MIRprob 的遗传相关性分别为中等(ra = 0.26 和 0.37),与 LF 的遗传相关性较低(h2 = 0.10 和 0.11)。然而,基本选择指数计算表明,新的 MIR 预测表型对乳房健康遗传评估的附加值有限。
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引用次数: 0
Genetic investigations on backfat thickness and body condition score in German Holstein cattle 德国荷斯坦牛背膘厚度和体况评分的遗传调查
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-04-08 DOI: 10.1111/jbg.12867
Christin Schmidtmann, Julius Mugambe, Iulia Blaj, Carsten Harms, Georg Thaller

Up to now, little has been known about backfat thickness (BFT) in dairy cattle. The objective of this study was to investigate the lactation curve and genetic parameters for BFT as well as its relationship with body condition score (BCS) and milk yield (MKG). For this purpose, a dataset was analysed including phenotypic observations of 1929 German Holstein cows for BFT, BCS and MKG recorded on a single research dairy farm between September 2005 and December 2022. Additionally, pedigree and genomic information was available. Lactation curves were predicted and genetic parameters were estimated for all traits in first to third lactation using univariate random regression models. For BCS, lactation curves had nadirs at 94 DIM, 101 DIM and 107 DIM in first, second and third lactation. By contrast, trajectories of BFT showed lowest values later in lactation at 129 DIM, 117 DIM and 120 DIM in lactation numbers 1 to 3, respectively. Although lactation curves of BCS and BFT had similar shapes, the traits showed distinct sequence of curves for lactation number 2 and 3. Cows in third lactation had highest BCS, whereas highest BFT values were found for second parity animals. Average heritabilities were 0.315 ± 0.052, 0.297 ± 0.048 and 0.332 ± 0.061 for BCS in lactation number 1 to 3, respectively. Compared to that, BFT had considerably higher heritability in all lactation numbers with estimates ranging between 0.357 ± 0.028 and 0.424 ± 0.034. Pearson correlation coefficients between estimated breeding values for the 3 traits were negative between MKG with both BCS (r = −0.245 to −0.322) and BFT (r = −0.163 to −0.301). Correlation between traits BCS and BFT was positive and consistently high (r = 0.719 to 0.738). Overall, the results of this study suggest that BFT and BCS show genetic differences in dairy cattle, which might be due to differences in depletion and accumulation of body reserves measured by BFT and BCS. Therefore, routine recording of BFT on practical dairy farms could provide valuable information beyond BCS measurements and might be useful, for example, to better assess the nutritional status of cows.

迄今为止,人们对奶牛背膘厚度(BFT)知之甚少。本研究的目的是调查背膘厚度的泌乳曲线、遗传参数及其与体况评分(BCS)和产奶量(MKG)的关系。为此,我们分析了一个数据集,其中包括 2005 年 9 月至 2022 年 12 月期间在一个研究奶牛场记录的 1929 头德国荷斯坦奶牛的 BFT、BCS 和 MKG 表型观测数据。此外,还提供了血统和基因组信息。使用单变量随机回归模型预测了泌乳曲线,并估算了第一至第三个泌乳期所有性状的遗传参数。就 BCS 而言,第一、第二和第三泌乳期的泌乳曲线的最低点分别为 94 DIM、101 DIM 和 107 DIM。相比之下,BFT 的泌乳曲线在泌乳后期显示出最低值,在第 1 至第 3 个泌乳期分别为 129 DIM、117 DIM 和 120 DIM。虽然BCS和BFT的泌乳期曲线形状相似,但第2和第3个泌乳期的曲线顺序却截然不同。第 3 个泌乳期的奶牛 BCS 值最高,而第 2 个泌乳期的奶牛 BFT 值最高。第 1 至第 3 个泌乳期 BCS 的平均遗传率分别为 0.315 ± 0.052、0.297 ± 0.048 和 0.332 ± 0.061。相比之下,BFT 在所有泌乳数中的遗传率都要高得多,估计值介于 0.357 ± 0.028 和 0.424 ± 0.034 之间。MKG 与 BCS(r = -0.245 至 -0.322)和 BFT(r = -0.163 至 -0.301)3 个性状的估计育种值之间的皮尔逊相关系数均为负。BCS 和 BFT 性状之间呈正相关,且相关性一直很高(r = 0.719 至 0.738)。总之,本研究结果表明,BFT 和 BCS 在奶牛中表现出遗传差异,这可能是由于 BFT 和 BCS 测定的体储消耗和积累存在差异。因此,在实际奶牛场例行记录 BFT 可提供 BCS 测量以外的宝贵信息,例如,可能有助于更好地评估奶牛的营养状况。
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引用次数: 0
Effects of reference population size and structure on genomic prediction of maternal traits in two pig lines using whole-genome sequence-, high-density- and combined annotation-dependent depletion genotypes 利用全基因组序列、高密度和组合注释依赖性损耗基因型,参考种群规模和结构对两个猪品系母系性状基因组预测的影响。
IF 1.9 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2024-04-02 DOI: 10.1111/jbg.12865
Maria V. Kjetså, Arne B. Gjuvsland, Eli Grindflek, Theo Meuwissen

The aim of this study was to investigate the reference population size required to obtain substantial prediction accuracy within- and across-lines and the effect of using a multi-line reference population for genomic predictions of maternal traits in pigs. The data consisted of two nucleus pig populations, one pure-bred Landrace (L) and one Synthetic (S) Yorkshire/Large White line. All animals were genotyped with up to 30 K animals in each line, and all had records on maternal traits. Prediction accuracy was tested with three different marker data sets: High-density SNP (HD), whole genome sequence (WGS), and markers derived from WGS based on pig combined annotation dependent depletion-score (pCADD). Also, two different genomic prediction methods (GBLUP and Bayes GC) were compared for four maternal traits; total number piglets born (TNB), total number of stillborn piglets (STB), Shoulder Lesion Score and Body Condition Score. The main results from this study showed that a reference population of 3 K–6 K animals for within-line prediction generally was sufficient to achieve high prediction accuracy. However, when the number of animals in the reference population was increased to 30 K, the prediction accuracy significantly increased for the traits TNB and STB. For multi-line prediction accuracy, the accuracy was most dependent on the number of within-line animals in the reference data. The S-line provided a generally higher prediction accuracy compared to the L-line. Using pCADD scores to reduce the number of markers from WGS data in combination with the GBLUP method generally reduced prediction accuracies relative to GBLUP using HD genotypes. The BayesGC method benefited from a large reference population and was less dependent on the different genotype marker datasets to achieve a high prediction accuracy.

本研究的目的是调查在猪的母系性状基因组预测中,为获得较高的系内和跨系预测准确性所需的参考种群规模,以及使用多系参考种群的效果。数据由两个核心猪群组成,一个是纯种兰德猪(L),另一个是约克夏/大白猪合成猪(S)。所有动物都进行了基因分型,每个品系有多达 30 K 头动物,所有动物都有母性性状记录。预测准确性用三个不同的标记数据集进行了测试:高密度 SNP(HD)、全基因组序列(WGS)和基于猪联合注释依赖性损耗分数(pCADD)的 WGS 衍生标记。此外,还比较了两种不同的基因组预测方法(GBLUP 和 Bayes GC)对四个母性性状的预测结果:出生仔猪总数(TNB)、死胎仔猪总数(STB)、肩部损伤评分和体况评分。该研究的主要结果表明,一般来说,线内预测的参考群体为 3 K-6 K 头动物就足以达到较高的预测准确率。然而,当参考群体中的动物数量增加到 30 K 时,TNB 和 STB 性状的预测准确率显著提高。在多线预测准确性方面,准确性主要取决于参考数据中的线内动物数量。与 L 线相比,S 线的预测准确率普遍较高。与使用 HD 基因型的 GBLUP 方法相比,使用 pCADD 分数减少 WGS 数据中的标记数量通常会降低预测准确率。BayesGC 方法得益于庞大的参考群体,较少依赖不同的基因型标记数据集来获得较高的预测准确率。
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引用次数: 0
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