Genetic markers

遗传标记
  • 文章类型: Journal Article
    普契氏菌f.sp.小麦(Pgt)Ug99新兴的毒力种族对全球小麦生产构成了重大挑战。为了满足当前和未来的需求,必须找到新的抵抗源。需要识别允许跟踪抗性基因的标记以用于对抗高毒力病原体种族的部署策略。对位于QTL的DH种群的茎锈病(Sr)抗性的田间评估,QSr.nc-6D从育种系MD01W28-08-11到染色体臂6DS的远端区域,其中Sr抗性基因Sr42,SrCad,和SrTmp已被识别。在来自AGS2000×LA95135杂交的DH种群和RIL种群中确定了对Pgt种族TTKSK的幼苗抗性位点。抗性品种AGS2000属于MD01W28-08-11的谱系,我们的结果表明它是该育种系中Sr抗性的来源。我们利用已发表的标记和外显子组捕获数据来丰富QSr侧翼的10Mb区域中的标记密度。nc-6D.我们在杂合近交系中的精细作图确定了三个与抗性共同分离的标记,并界定了QSr。nc-6D到1.3Mb区域。我们进一步利用来自其他基因组组装的信息,并鉴定了6DS的共线区域,这些区域包含NLR基因簇。与我们的共分离SNP相对应的KASP测定的评估表明,它们可用于在育种程序中跟踪这种Sr抗性。然而,我们的结果还强调了在缺乏抗性基因型的基因组序列的情况下,在这种复杂区域中鉴定潜在抗性基因所面临的挑战。
    The Puccinia graminis f. sp. tritici (Pgt) Ug99-emerging virulent races present a major challenge to global wheat production. To meet present and future needs, new sources of resistance must be found. Identification of markers that allow tracking of resistance genes is needed for deployment strategies to combat highly virulent pathogen races. Field evaluation of a DH population located a QTL for stem rust (Sr) resistance, QSr.nc-6D from the breeding line MD01W28-08-11 to the distal region of chromosome arm 6DS where Sr resistance genes Sr42, SrCad, and SrTmp have been identified. A locus for seedling resistance to Pgt race TTKSK was identified in a DH population and an RIL population derived from the cross AGS2000 × LA95135. The resistant cultivar AGS2000 is in the pedigree of MD01W28-08-11 and our results suggest that it is the source of Sr resistance in this breeding line. We exploited published markers and exome capture data to enrich marker density in a 10 Mb region flanking QSr.nc-6D. Our fine mapping in heterozygous inbred families identified three markers co-segregating with resistance and delimited QSr.nc-6D to a 1.3 Mb region. We further exploited information from other genome assemblies and identified collinear regions of 6DS harboring clusters of NLR genes. Evaluation of KASP assays corresponding to our co-segregating SNP suggests that they can be used to track this Sr resistance in breeding programs. However, our results also underscore the challenges posed in identifying genes underlying resistance in such complex regions in the absence of genome sequence from the resistant genotypes.
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  • 文章类型: Journal Article
    结论:马铃薯品种的转录组分析揭示了与块茎产量相关性状相关的基因,并开发了基因表达标记。本研究旨在鉴定马铃薯品种(KufriFrysona,KufriKhyati,和KufriMohan)与对照(KufriSutlej)相比。气评价显示,品种间产量相关性状差异显著。在Illumina平台上使用块茎和叶组织进行总RNA测序。与参考马铃薯基因组的高质量读段(QV>25)作图显示统计学上显著(P<0.05)差异表达基因(DEGs)分为两类:上调(>2Log2倍变化)和下调(<-2Log2倍变化)。DEGs的特征在于基因本体论(GO)和京都基因和基因组百科全书(KEGG)途径。总的来说,我们确定了参与糖代谢的基因,应激反应,转录因子,植物激素,激酶蛋白,和其他基因极大地影响块茎产量及其相关性状。一些选择的基因是UDP-葡萄糖基转移酶,谷胱甘肽S-转移酶,GDSL酯酶/脂肪酶,转录因子(MYB,WRKY,bHLH63和BURP),植物激素(生长素诱导蛋白X10A,和GA20氧化酶),激酶蛋白(Kunitz型块茎转化酶抑制剂,油菜素类固醇不敏感1相关受体激酶1)和漆酶。根据选定的代表13个基因的17个肽序列,分析了系统发育树和基序。使用实时定量聚合酶链反应(RT-qPCR)分析来验证RNA-seq结果。针对101kDa热休克蛋白等基因开发了基于RT-qPCR的基因表达标记,儿茶酚氧化酶B叶绿体,半胱氨酸蛋白酶抑制剂1,Kunitz型块茎转化酶抑制剂,和漆酶来鉴定高产马铃薯基因型。因此,我们的研究为在气oponics下与马铃薯块茎产量性状相关的潜在基因铺平了道路。
    CONCLUSIONS: Transcriptome analysis in potato varieties revealed genes associated with tuber yield-related traits and developed gene expression markers. This study aimed to identify genes involved in high tuber yield and its component traits in test potato varieties (Kufri Frysona, Kufri Khyati, and Kufri Mohan) compared to control (Kufri Sutlej). The aeroponic evaluation showed significant differences in yield-related traits in the varieties. Total RNA sequencing was performed using tuber and leaf tissues on the Illumina platform. The high-quality reads (QV > 25) mapping with the reference potato genomes revealed statistically significant (P < 0.05) differentially expressed genes (DEGs) into two categories: up-regulated (> 2 Log2 fold change) and down-regulated (< -2 Log2 fold change). DEGs were characterized by Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways. Collectively, we identified genes participating in sugar metabolism, stress response, transcription factors, phytohormones, kinase proteins, and other genes greatly affecting tuber yield and its related traits. A few selected genes were UDP-glucose glucosyltransferase, glutathion S-transferase, GDSL esterase/lipase, transcription factors (MYB, WRKY, bHLH63, and BURP), phytohormones (auxin-induced protein X10A, and GA20 oxidase), kinase proteins (Kunitz-type tuber invertase inhibitor, BRASSINOSTEROID INSENSITIVE 1-associated receptor kinase 1) and laccase. Based on the selected 17 peptide sequences representing 13 genes, a phylogeny tree and motifs were analyzed. Real time-quantitative polymerase chain reaction (RT-qPCR) analysis was used to validate the RNA-seq results. RT-qPCR based gene expression markers were developed for the genes such as 101 kDa heat shock protein, catechol oxidase B chloroplastic, cysteine protease inhibitor 1, Kunitz-type tuber invertase inhibitor, and laccase to identify high yielding potato genotypes. Thus, our study paved the path for potential genes associated with tuber yield traits in potato under aeroponics.
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  • 文章类型: Journal Article
    背景:全基因组标记数据的区域可能对评估的性状具有不同的影响。这可以通过为标记分配不同的权重来反映在基因组模型中,这可以提高基因组预测的准确性。然而,当允许性状具有不同的标记权重时,标准的多性状单步基因组评估模型在计算上是不可行的。
    结果:在这项研究中,我们开发并实施了用于大型基因组数据评估的多性状单步单核苷酸多态性最佳线性无偏预测(SNPBLUP)模型,该模型允许使用预先计算的性状特异性标记权重.对标准单步SNPBLUP模型的修改很小,并且没有显着增加预处理工作量。使用模拟数据和使用BayesA预先计算的标记权重对模型进行了测试。根据结果,与没有权重的标准单步模型相比,每次迭代的内存需求和计算时间略有增加。此外,当使用标记权重时,模型的收敛速度较慢,这导致了更长的总计算时间。使用标记权重,然而,提高预测精度。
    结论:我们研究了可用于适应性状特异性标记权重的单步SNPBLUP模型。标记加权单步模型提高了预测精度。该方法可用于使用预先计算的标记权重的大型基因组数据评估。
    BACKGROUND: Regions of genome-wide marker data may have differing influences on the evaluated traits. This can be reflected in the genomic models by assigning different weights to the markers, which can enhance the accuracy of genomic prediction. However, the standard multi-trait single-step genomic evaluation model can be computationally infeasible when the traits are allowed to have different marker weights.
    RESULTS: In this study, we developed and implemented a multi-trait single-step single nucleotide polymorphism best linear unbiased prediction (SNPBLUP) model for large genomic data evaluations that allows for the use of precomputed trait-specific marker weights. The modifications to the standard single-step SNPBLUP model were minor and did not significantly increase the preprocessing workload. The model was tested using simulated data and marker weights precomputed using BayesA. Based on the results, memory requirements and computing time per iteration slightly increased compared to the standard single-step model without weights. Moreover, convergence of the model was slower when using marker weights, which resulted in longer total computing time. The use of marker weights, however, improved prediction accuracy.
    CONCLUSIONS: We investigated a single-step SNPBLUP model that can be used to accommodate trait-specific marker weights. The marker-weighted single-step model improved prediction accuracy. The approach can be used for large genomic data evaluations using precomputed marker weights.
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  • 文章类型: Journal Article
    牛养殖面临与集约开采和气候变化相关的挑战,需要加强动物的韧性以应对这些动态环境。目前,遗传选择用于通过识别对特定疾病具有抗性的动物来增强复原力;然而,某些疾病,比如乳腺炎,在遗传预测中存在困难。这项研究介绍了利用酶促甲基测序(EM-seq)的12头奶牛的血液基因组DNA来鉴定DNA甲基化生物标志物,目的是预测乳房炎的恢复力和易感性。分析发现,奶牛有弹性和易感乳腺炎之间存在显着差异,具有196,275个差异甲基化胞嘧啶(DMC)和1,227个差异甲基化区域(DMRs)。与免疫反应和形态性状相关的关键基因,包括ENOPH1,MYL10和KIR2DL5A,通过我们的分析确定。还突出了数量性状基因座(QTL),并且体重性状是DMC和DMRs最靶向的。根据我们的结果,发展乳腺炎的风险可以用50个甲基化生物标志物来估计,为早期动物选择铺平了道路。这项研究通过基于动物表观遗传状态的早期选择,为在农业可持续性框架内改善动物健康管理和经济产量奠定了基础。
    Cattle farming faces challenges linked to intensive exploitation and climate change, requiring the reinforcement of animal resilience in response to these dynamic environments. Currently, genetic selection is used to enhance resilience by identifying animals resistant to specific diseases; however, certain diseases, such as mastitis, pose difficulties in genetic prediction. This study introduced the utilization of enzymatic methyl sequencing (EM-seq) of the blood genomic DNA from twelve dairy cows to identify DNA methylation biomarkers, with the aim of predicting resilience and susceptibility to mastitis. The analysis uncovered significant differences between cows resilient and susceptible to mastitis, with 196,275 differentially methylated cytosines (DMCs) and 1,227 Differentially Methylated Regions (DMRs). Key genes associated with the immune response and morphological traits, including ENOPH1, MYL10 and KIR2DL5A, were identified by our analysis. Quantitative trait loci (QTL) were also highlighted and the body weight trait was the most targeted by DMCs and DMRs. Based on our results, the risk of developing mastitis can potentially be estimated with as few as fifty methylation biomarkers, paving the way for early animal selection. This research sets the stage for improved animal health management and economic yields within the framework of agricultural sustainability through early selection based on the epigenetic status of animals.
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  • 文章类型: Journal Article
    背景:黑麦(SecalecerealeL.)是小麦遗传育种中使用最广泛的相关物种,通过远缘杂交将其染色体片段引入小麦基因组对于丰富小麦的遗传多样性至关重要。小麦基因组中黑麦染色质的快速准确检测对于远距离杂交具有重要意义。简单序列重复(SSR)在基因组中广泛分布,不同物种的SSR通常表现出物种特有的特征。
    结果:在这项研究中,鉴定了黑麦中的全基因组SSR,并概述了它们的特点。总共选择了997,027个SSR,平均密度为115.97SSRs/Mb。各染色体上SSRs数目无显著差别。2R的SSR数量最高(15.29%),1R上的SSR数量最低(13.02%)。每条染色体上SSR的数量与染色体长度显着相关。SSR基序类型丰富,每种类型的SSR分布在黑麦的7条染色体上。单核苷酸简单序列重复(MNRs)的数量,二核苷酸简单序列重复(DNRs),三核苷酸简单序列重复(TNR)是最大的,占46.90%,18.37%,占总数的22.64%,分别。在MNR中,G/C重复数和10bp基序数最大,占MNR的26.24%和31.32%,分别。根据SSR序列,共设计了657对引物。PCR结果表明,119对引物具有黑麦特异性,可以有效检测小麦基因组中的黑麦染色质。此外,86对引物也可以检测一个或多个特定的黑麦染色体。
    结论:这些结果为黑麦基因组进化研究和小麦分子育种奠定了基础。
    BACKGROUND: Rye (Secale cereale L.) is the most widely used related species in wheat genetic breeding, and the introduction of its chromosome fragments into the wheat genome through distant hybridization is essential for enriching the genetic diversity of wheat. Rapid and accurate detection of rye chromatin in the wheat genome is important for distant hybridization. Simple sequence repeats (SSRs) are widely distributed in the genome, and SSRs of different species often exhibit species-specific characteristics.
    RESULTS: In this study, genome-wide SSRs in rye were identified, and their characteristics were outlined. A total of 997,027 SSRs were selected, with a density of 115.97 SSRs/Mb on average. There was no significant difference in the number of SSRs on each chromosome. The number of SSRs on 2R was the highest (15.29%), and the number of SSRs on 1R was the lowest (13.02%). The number of SSRs on each chromosome is significantly correlated with chromosome length. The types of SSR motifs were abundant, and each type of SSR was distributed on 7 chromosomes of rye. The numbers of mononucleotide simple sequence repeats (MNRs), dinucleotide simple sequence repeats (DNRs), and trinucleotide simple sequence repeats (TNRs) were the greatest, accounting for 46.90%, 18.37%, and 22.64% of the total number, respectively. Among the MNRs, the number of G/C repeats and the number of 10 bp motifs were the greatest, accounting for 26.24% and 31.32% of the MNRs, respectively. Based on the SSR sequences, a total of 657 pairs of primers were designed. The PCR results showed that 119 pairs of these primers were rye-specific and could effectively detect rye chromatin in the wheat genome. Moreover, 86 pairs of the primers could also detect one or more specific rye chromosomes.
    CONCLUSIONS: These results lay a foundation for both genomic evolution studies of rye and molecular breeding in wheat.
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  • 文章类型: Journal Article
    普通小麦品系4N0461显示出成年植物对叶锈病的抗性。将4N0461与易感品种Nongda4503和Shi4185杂交以绘制因果抗性基因。来自两个杂交的F2种群的叶锈病反应分离为9抗性:7易感,指示两个互补的显性抗性基因。这些基因位于染色体臂3BS和4BL上,暂时命名为LrN3B和LrN4B,分别。来自4N0461×Nongda4503的亚群与LrN3B分离为单个等位基因,用于对LrN3B基因座进行精细定位。LrN3B的遗传间隔为0.07cM,根据中国春季参考基因组(IWGSCRefSeqv1.1),对应于106kb。在该区域中注释了四个基因,其中TraesCS3B02G014800和TraesCS3B02G014900在抗性和易感基因型之间存在差异,在病毒诱导的基因沉默实验中,两者都是LrN3B抗性所必需的。为检查每个候选基因的多态性而开发的诊断标记,可用于小麦育种程序中的标记辅助选择。
    The common wheat line 4N0461 showed adult-plant resistance to leaf rust. 4N0461 was crossed with susceptible cultivars Nongda4503 and Shi4185 to map the causal resistance gene(s). Segregation of leaf rust response in F2 populations from both crosses was 9 resistant:7 susceptible, indicative of two complementary dominant resistance genes. The genes were located on chromosome arms 3BS and 4BL and temporarily named LrN3B and LrN4B, respectively. Subpopulations from 4N0461 × Nongda4503 with LrN3B segregating as a single allele were used to fine-map LrN3B locus. LrN3B was delineated in a genetic interval of 0.07 cM, corresponding to 106 kb based on the Chinese Spring reference genome (IWGSC RefSeq v1.1). Four genes were annotated in this region, among which TraesCS3B02G014800 and TraesCS3B02G014900 differed between resistant and susceptible genotypes, and both were required for LrN3B resistance in virus-induced gene silencing experiments. Diagnostic markers developed for checking the polymorphism of each candidate gene, can be used for marker-assisted selection in wheat breeding programs.
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  • 文章类型: Journal Article
    平菇是一种具有营养和药用价值的全球性蘑菇作物。然而,几个商业性状的遗传基础仍然未知。为了解决这个问题,我们分析了两个代表性品种的数量性状位点(QTLs),\"Heuktari\"和\"Miso,“具有明显不同的等位基因。构建了11个连锁群的遗传图谱,其中27个QTL被分配给14个性状。QTL中解释的表型变异范围为7.8%至22.0%。估计了相对较高的LOD值6.190和5.485,用于钉头期和有效柱数,分别。一些QTL衍生的分子标记显示了自交系中选择精度的潜在提高率,特别是对于瓶盖形状(50%)和瓶盖厚度(30%)。从QTL区域推断候选基因,并使用qRT-PCR进行验证,特别是对于半胱氨酸和谷胱甘肽途径,关于帽子的黄色。本研究中的分子标记有望促进Heuktari和Miso品系的育种,并为鉴定平菇中的相关基因提供探针。
    Pleurotus ostreatus is a global mushroom crop with nutritional and medicinal benefits. However, the genetic basis of several commercial traits remains unknown. To address this, we analyzed the quantitative trait loci (QTLs) for two representative cultivars, \"Heuktari\" and \"Miso,\" with apparently distinct alleles. A genetic map with 11 linkage groups was constructed, in which 27 QTLs were assigned to 14 traits. The explained phenotypic variations in QTLs ranged from 7.8% to 22.0%. Relatively high LOD values of 6.190 and 5.485 were estimated for the pinheading period and the number of valid stipes, respectively. Some QTL-derived molecular markers showed potential enhancement rates of selection precision in inbred lines, especially for cap shape (50%) and cap thickness (30%). Candidate genes were inferred from the QTL regions and validated using qRT-PCR, particularly for the cysteine and glutathione pathway, in relation to cap yellowness. The molecular markers in this study are expected to facilitate the breeding of the Heuktari and Miso lines and provide probes to identify related genes in P. ostreatus.
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  • 文章类型: Journal Article
    黑腿病,由Leptosphaeriaspp引起。真菌,是甘蓝型油菜最重要的疾病之一,负责全球严重的产量损失。黑腿抗性受主要R基因和次要数量性状基因座(QTL)控制。由于病原体的高适应能力,R介导的抗性很容易被打破,而通过QTL介导的抗性被认为更持久。因此,鉴定与黑腿抗性相关的新型分子标记对于欧洲油菜育种计划至关重要。在这项研究中,在田间条件下评估了183个加倍单倍体(DH)油菜品系对Leptosphaeriaspp的抗性。随后,进行基于DArTseq的全基因组关联研究(GWAS)以鉴定与黑腿抗性相关的分子标记。总共获得了133,764个标记(96,121个SilicoDArT和37,643个SNP)。最后,9个SilicoDArT和6个SNP分子标记与植物对小孢子虫的抗性有关。在最高意义级别,p<0.001。重要的是,在位于染色体A06,A07,A08,C02,C03,C06和C08上的十个基因中发现了这十五个标记中的十一个。鉴于拟南芥中这些基因的直系同源物的免疫相关功能,鉴定的标记物有很大的应用前景在油菜育种计划。
    Blackleg disease, caused by Leptosphaeria spp. fungi, is one of the most important diseases of Brassica napus, responsible for severe yield losses worldwide. Blackleg resistance is controlled by major R genes and minor quantitative trait loci (QTL). Due to the high adaptation ability of the pathogen, R-mediated resistance can be easily broken, while the resistance mediated via QTL is believed to be more durable. Thus, the identification of novel molecular markers linked to blackleg resistance for B. napus breeding programs is essential. In this study, 183 doubled haploid (DH) rapeseed lines were assessed in field conditions for resistance to Leptosphaeria spp. Subsequently, DArTseq-based Genome-Wide Association Study (GWAS) was performed to identify molecular markers linked to blackleg resistance. A total of 133,764 markers (96,121 SilicoDArT and 37,643 SNP) were obtained. Finally, nine SilicoDArT and six SNP molecular markers were associated with plant resistance to Leptosphaeria spp. at the highest significance level, p < 0.001. Importantly, eleven of these fifteen markers were found within ten genes located on chromosomes A06, A07, A08, C02, C03, C06 and C08. Given the immune-related functions of the orthologues of these genes in Arabidopsis thaliana, the identified markers hold great promise for application in rapeseed breeding programs.
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  • 文章类型: Journal Article
    一些遗传标记已经显示出与肌肉性能和身体能力有关,但是对运动疗法的反应仍然未知。这项研究的目的是通过北欧步行计划通过有氧物理治疗策略测试长期COVID患者的反应,以及肌肉表现中涉及的几种遗传多态性如何影响身体能力。使用非随机对照试验研究,29名先前患有COVID-19(长COVID=13,COVID-19=16)的患者进行了为期12个疗程的北欧步行运动疗法。ACE的影响(rs4646994),ACTN3(rs1815739),AMPD1(rs17602729),CKM(rs8111989),和MLCK(rs2849757和rs2700352)多态性,通过使用乳酸浓度的单核苷酸引物延伸(SNPE)进行基因分型,采用三因素方差分析(组×基因型×会话)。对于ACE多态性,主要效应为乳酸(p=0.019)。在ACTN3多态性中,没有乳酸的主要作用,group,或基因型。然而,posthoc分析显示,与非长COVID相比,长COVID增加了CT和TT基因型北欧步行会话中的乳酸浓度(均p<0.05)。对于AMPD1多态性,有乳酸的主要作用,group,或基因型与乳酸×基因型或乳酸×组×基因型相互作用(均p<0.05)。posthoc分析显示,与非长COVID相比,长期COVID增加了CC和CT基因型北欧步行中的乳酸浓度(均p<0.05)。通过北欧步行的物理治疗策略增强了ACTN3c.1729C>T和AMPD1c.34C>T多态性不同基因型的COVID19患者有氧运动期间的身体能力。这些发现表明,报告长期COVID的人可能事先锻炼较少的人似乎锻炼能力较差,根据乳酸水平,有氧体育锻炼的作用增强了长期COVID患者的几种遗传标记的身体能力。
    Several genetic markers have shown associations with muscle performance and physical abilities, but the response to exercise therapy is still unknown. The aim of this study was to test the response of patients with long COVID through an aerobic physical therapy strategy by the Nordic walking program and how several genetic polymorphisms involved in muscle performance influence physical capabilities. Using a nonrandomized controlled pilot study, 29 patients who previously suffered from COVID-19 (long COVID = 13, COVID-19 = 16) performed a Nordic walking exercise therapy program for 12 sessions. The influence of the ACE (rs4646994), ACTN3 (rs1815739), AMPD1 (rs17602729), CKM (rs8111989), and MLCK (rs2849757 and rs2700352) polymorphisms, genotyped by using single nucleotide primer extension (SNPE) in lactic acid concentration was established with a three-way ANOVA (group × genotype × sessions). For ACE polymorphism, the main effect was lactic acid (p = 0.019). In ACTN3 polymorphism, there were no main effects of lactic acid, group, or genotype. However, the posthoc analysis revealed that, in comparison with nonlong COVID, long COVID increased lactic acid concentrations in Nordic walking sessions in CT and TT genotypes (all p < 0.05). For AMPD1 polymorphism, there were main effects of lactic acid, group, or genotype and lactic acid × genotype or lactic acid × group × genotype interactions (all p < 0.05). The posthoc analysis revealed that, in comparison with nonlong COVID, long COVID increased lactic acid concentrations in Nordic walking sessions in CC and CT genotypes (all p < 0.05). Physical therapy strategy through Nordic walking enhanced physical capabilities during aerobic exercise in post-COVID19 patients with different genotypes in ACTN3 c.1729C>T and AMPD1 c.34C>T polymorphisms. These findings suggest that individuals who reported long COVID who presumably exercised less beforehand appeared to be less able to exercise, based on lactate levels, and the effect of aerobic physical exercise enhanced physical capabilities conditioned by several genetic markers in long COVID patients.
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  • 文章类型: Journal Article
    体形性状在奶牛养殖经济发展中起着至关重要的作用。通过提高体型性状选择的准确性,我们可以提高乳制品行业和农场的经济回报,有助于乳制品行业未来的盈利能力。注册的身体构象性状是用于国家牛育种选择计划的可靠且具有成本效益的工具。这些性状与产量显著相关,长寿,移动性,健康,生育力,奶牛的环境适应。因此,它们可以被认为是奶牛经济重要性状的间接指标。利用有效的遗传方法,例如全基因组关联研究(GWAS),通过遗传标记的鉴定和应用,可以更深入地了解复杂性状的遗传结构。在当前的审查中,我们总结了与全球奶牛体形性状相关的候选基因和基因组区域的信息。手稿还回顾了身体构象的重要性,身体构象性状与其他性状之间的关系,遗传性,影响因素,和身体构象特征的遗传学。本综述提供的与体形性状相关的候选基因信息可能有助于为奶牛体形性状的遗传改良选择潜在的遗传标记。
    Body shape traits are very important and play a crucial role in the economic development of dairy farming. By improving the accuracy of selection for body size traits, we can enhance economic returns across the dairy industry and on farms, contributing to the future profitability of the dairy sector. Registered body conformation traits are reliable and cost-effective tools for use in national cattle breeding selection programs. These traits are significantly related to the production, longevity, mobility, health, fertility, and environmental adaptation of dairy cows. Therefore, they can be considered indirect indicators of economically important traits in dairy cows. Utilizing efficacious genetic methods, such as genome-wide association studies (GWASs), allows for a deeper understanding of the genetic architecture of complex traits through the identification and application of genetic markers. In the current review, we summarize information on candidate genes and genomic regions associated with body conformation traits in dairy cattle worldwide. The manuscript also reviews the importance of body conformation, the relationship between body conformation traits and other traits, heritability, influencing factors, and the genetics of body conformation traits. The information on candidate genes related to body conformation traits provided in this review may be helpful in selecting potential genetic markers for the genetic improvement of body conformation traits in dairy cattle.
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