body size traits

体型性状
  • 文章类型: Journal Article
    背景:阐明表型多样性的遗传变异将有助于提高家畜物种的生产性能。中国的藏羊品种具有重要的历史意义,作为青海畜牧业的基本支柱。高原型藏羊,占全省90%的人口,其特点是身材高大,是藏羊的主要品种。相比之下,扎什家羊具有较大的体型和优良的肉质。这两个物种为阐明体型变异的遗传基础提供了极好的模型。因此,本研究旨在对这两个藏绵羊品种进行全面的全基因组关联研究,以鉴定影响藏绵羊体型性状的单核苷酸多态性位点和调控基因。
    结果:在这项研究中,体重的表型特征,身体长度,身体高度,胸围,胸部深度,胸部宽度,腰角宽度,在两个藏绵羊品种中评估了管围:高原型羊和扎什家藏羊。全基因组测序产生了48,215,130个高质量的SNPs用于全基因组关联研究。应用了四种方法,鉴定了623个与体型性状显着相关的SNP。在这项研究中鉴定出的显著相关的单核苷酸多态性位于111个候选基因附近或之内。这些基因在cAMP和Rap1信号通路中表现出富集,显著影响动物生长,和身体大小。具体来说,以下基因相关:ASAP1,CDK6,FRYL,NAV2,PTPRM,GPC6,PTPRG,KANK1、NTRK2和ADCY8。
    结论:通过全基因组关联研究,我们确定了16个SNPs和10个候选基因与藏羊体型性状相关,具有应用于绵羊基因组选择育种计划的潜力。鉴定这些候选基因将为在绵羊育种中应用分子标记辅助选择奠定坚实的基础,并提高我们对养殖动物体型控制的理解。
    BACKGROUND: Elucidating the genetic variation underlying phenotypic diversity will facilitate improving production performance in livestock species. The Tibetan sheep breed in China holds significant historical importance, serving as a fundamental pillar of Qinghai\'s animal husbandry sector. The Plateau-type Tibetan sheep, comprising 90% of the province\'s population, are characterized by their tall stature and serve as the primary breed among Tibetan sheep. In contrast, Zhashijia sheep exhibit larger size and superior meat quality. These two species provide an excellent model for elucidating the genetic basis of body size variation. Therefore, this study aims to conduct a comprehensive genome-wide association study on these two Tibetan sheep breeds to identify single nucleotide polymorphism loci and regulatory genes that influence body size traits in Tibetan sheep.
    RESULTS: In this study, the phenotypic traits of body weight, body length, body height, chest circumference, chest depth, chest width, waist angle width, and pipe circumference were evaluated in two Tibetan sheep breeds: Plateau-type sheep and Zhashijia Tibetan sheep. Whole genome sequencing generated 48,215,130 high-quality SNPs for genome-wide association study. Four methods were applied and identified 623 SNPs significantly associated with body size traits. The significantly associated single nucleotide polymorphisms identified in this study are located near or within 111 candidate genes. These genes exhibit enrichment in the cAMP and Rap1 signaling pathways, significantly affecting animal growth, and body size. Specifically, the following genes were associated: ASAP1, CDK6, FRYL, NAV2, PTPRM, GPC6, PTPRG, KANK1, NTRK2 and ADCY8.
    CONCLUSIONS: By genome-wide association study, we identified 16 SNPs and 10 candidate genes associated with body size traits in Tibetan sheep, which hold potential for application in genomic selection breeding programs in sheep. Identifying these candidate genes will establish a solid foundation for applying molecular marker-assisted selection in sheep breeding and improve our understanding of body size control in farmed animals.
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  • 文章类型: Journal Article
    德州驴是中国著名的地方驴品种。本研究的目的是鉴定与德州驴体型性状相关的基因,促进驴的繁殖活动。用限制性位点相关的DNA测序分析了来自两代的349只驴(F0中的113个个体和F1中的236个个体)。一项全基因组关联研究表明,13号染色体13.7至15.6Mb之间的区域与体型显着相关。与体型发育相关的候选基因,包括POLR2A,鉴定了CHRNB1、FGF11和ZBTB4。GO和KEGG分析结果表明,许多GO术语中涉及的基因与代谢过程和发育过程有关。此外,在POLR2A基因的内含子10发现了T>C突变(Chr13:14312485)。关联分析表明,大小性状的基因型之间存在显着差异。TT基因型个体的体型明显高于CC基因型个体。结果表明,POLR2A的多态性有可能在德州驴的育种程序中用作标记。
    The Dezhou donkey is a famous local donkey breed in China. The aim of the present study was to identify the genes associated with the body size traits of the Dezhou donkey and facilitate the breeding activities of the donkeys. A total of 349 donkeys from 2 generations (113 individuals in F0 and 236 in F1) were analyzed with restriction-site-associated DNA sequencing. A genome-wide association study revealed that the region between 13.7 and 15.6 Mb of chromosome 13 is significantly associated with body sizes. Candidate genes related to body size development, including POLR2A, CHRNB1, FGF11, and ZBTB4, were identified. The results of GO and KEGG analysis indicated that the genes involved in many GO terms were related to metabolic processes and developmental processes. Additionally, a T>C mutation (Chr13:14312485) was found at intron 10 of the POLR2A gene. The association analysis showed significant differences among genotypes for the size traits. The body size of the individuals with the TT genotype was significantly higher than that with the CC genotype. The results showed that the polymorphism of POLR2A has the potential to be used as a marker in the breeding programs of the Dezhou donkeys.
    Body size is a crucial economic trait in donkeys, as it is closely related to meat and skin production. The aim of this study was to identify the genes and loci associated with body size traits, using the Dezhou donkey as an experimental population. The study findings make contributions to a better understanding on the molecular genetic mechanism of body size traits. The significant loci screened out in the present study may facilitate gene-assisted selection breeding and accelerate genetic selection, which is of great significance to the breeding of donkeys and the development of the donkey industry.
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  • 文章类型: Journal Article
    探讨贵州白山羊脂肪酸合成酶基因(FASN)的核苷酸变异位点(SNPs)及表达差异,研究了变异与体型性状之间的关系。在这项研究中,从贵州省不同地区的100只白山羊的血液中提取DNA,中国,通过混合DNA样本,使用合并测序来筛选变异位点,并采用242份具有体型性状的血液样本进行关联分析。等位基因频率,基因型频率,纯合性,利用PopGene32.0软件计算杂合性和有效基因数,使用PIC软件(0.6版)计算群体多态性信息含量,用卡方检验分析各基因的遗传平衡状态。采用实时荧光定量PCR(RT-qPCR)检测雄性和雌性山羊FASN基因mRNA的表达水平。使用MINTAB软件(版本16.0)的一般线性混合模型来分析FASN基因核苷酸突变位点与体型性状之间的关联。结果表明,FASN基因扩增的靶片段中存在一个核苷酸突变位点g.141C/T,揭示了两个等位基因,C和T,和三种基因型CC,CT和TT。CC的基因型频率,CT和TT分别为0.4308、0.4205和0.1487。C和T的等位基因频率分别为0.6410和0.3590。遗传纯合性(Ho)高于杂合性(He)。χ2检验表明,突变位点处于Hardy-Weinberg平衡状态(p>0.05)。RT-qPCR结果显示,FASN基因在雄性和雌性山羊背最长肌中有不同程度的表达,并且其在雄性山羊中的表达明显高于雌性山羊。关联分析结果表明,FASN基因的突变对雄性和雌性山羊的体型性状有不同的影响,T等位基因和TT基因型的群体的存在记录了较高的体型特征(体重,女性人群的心围和枯萎的高度)。因此,FASN基因位点可作为贵州白山羊生长性状早期选择的候选标记。
    To investigate the nucleotide variation sites (SNPs) and expression differences of the fatty acid synthase gene (FASN) in Guizhou white goats, the relationship between the variation and body size traits was investigated. In this study, DNA was extracted from the blood of 100 samples of white goats from different regions in Guizhou province, China, and the variation sites were screened using pooled sequencing by mixing DNA samples, and 242 blood samples with body size traits were used for association analysis. The allele frequency, genotype frequency, homozygosity, heterozygosity and effective gene number were calculated by using PopGene 32.0 software, the population polymorphism information content was calculated by using PIC software (Version 0.6), and the state of genetic balance of the genes was analyzed by using the chi-square test. The mRNA of FASN gene expression levels in male and female goats were investigated by using real-time fluorescence quantitative PCR (RT-qPCR). The general linear mixed model of MINTAB software (Version 16.0) was used to analyze the association between FASN gene nucleotide mutation sites and body size traits. The results showed that there was one nucleotide mutation site g.141 C/T in the target fragment of FASN gene amplification, and revealed two alleles, C and T, and three genotypes CC, CT and TT. The genotype frequencies for CC, CT and TT were 0.4308, 0.4205 and 0.1487, respectively. The allele frequencies for C and T were 0.6410 and 0.3590, respectively. The genetic homozygosity (Ho) was higher than the heterozygosity (He). The χ2 test showed that the mutation site was in the Hardy-Weinberg equilibrium state (p > 0.05). The RT-qPCR results showed that the FASN gene had different expression levels in the longissimus dorsi muscle of male and female goats, and its expression was significantly higher in male goats than in female goats. The association analysis results showed that the mutation of the FASN gene had different effects on body size traits of male and female goats, and the presence of the populations of the T allele and the TT genotype recorded higher body size traits (body weight, heart girth and wither height) in female populations. Therefore, the site of the FASN gene can be used as a candidate marker for the early selection of growth traits in Guizhou white goats.
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  • 文章类型: Journal Article
    杜洛克猪是流行的杂交终端母猪,准确评估种群中的遗传参数可以帮助合理化育种计划。这项研究的主要目的是评估生产的遗传参数(出生体重,BW;年龄115公斤,年龄;饲料转化率,FCR)和车身尺寸(车身长度,BL;车身高度,BH;前炮围,杜洛克猪的FCC)性状。第二个目标是分析不同遗传评估模型的拟合度。BW的方差分量和相关性(28,348条记录),年龄(28,335记录),FCR(11,135条记录),BL(31,544条记录),BH(21,862条记录),使用BLUPF90软件包中的DMU和AIREMLF90计算了FCC(14684条记录)性状。在公共环境模型中,BW的遗传力,年龄,FCR,BL,BH,和FCC性状分别为0.17±0.014、0.30±0.019、0.28±0.024、0.16±0.013、0.14±0.017和0.081±0.016,常见凋落物效应值分别为0.25、0.20、0.18、0.23、0.19和0.16。根据Akaike信息准则(AIC)计算结果,具有较小AIC值的模型具有更好的拟合度。我们发现,以凋落物效应为随机效应的共同环境模型用于估计遗传参数具有更好的拟合性。在这个模型中,估计AGE与BW之间的遗传相关性,FCR,BL,BH,FCC性状为-0.28(0.040),0.76(0.038),-0.71(0.036),-0.44(0.060),和-0.60(0.073),分别,表型相关性分别为-0.17、0.52、-0.22、-0.13和-0.24。在我们对2012年至2021年Duroc种群中六个性状的遗传趋势分析中,我们观察到了AGE的显着遗传趋势,BL,还有BH.特别值得注意的是AGE的遗传趋势迅速下降,表明通过选择性育种提高了猪的生长速度。因此,我们认为,一些具有挑战性的选择性状可以受益于性状之间的遗传相关性。通过选择容易测量的特征,它们可以从协同选择效应中获益,导致遗传进步。进行群体遗传参数分析可以帮助我们制定育种策略。
    Duroc pigs are popular crossbred terminal sires, and accurate assessment of genetic parameters in the population can help to rationalize breeding programmes. The principle aim of this study were to evaluate the genetic parameters of production (birth weight, BW; age at 115 kg, AGE; feed conversion ratio, FCR) and body size (body length, BL; body height, BH; front cannon circumference, FCC) traits of Duroc pigs. The second objective was to analyze the fit of different genetic assessment models. The variance components and correlations of BW (28,348 records), AGE (28,335 records), FCR (11,135 records), BL (31,544 records), BH (21,862 records), and FCC (14,684 records) traits were calculated by using DMU and AIREMLF90 from BLUPF90 package. In the common environment model, the heritability of BW, AGE, FCR, BL, BH, and FCC traits were 0.17 ± 0.014, 0.30 ± 0.019, 0.28 ± 0.024, 0.16 ± 0.013, 0.14 ± 0.017, and 0.081 ± 0.016, with common litter effect values of 0.25, 0.20, 0.18, 0.23, 0.19, and 0.16, respectively. According to the results of the Akaike information criterion (AIC) calculations, models with smaller AIC values have a better fit. We found that the common environment model with litter effects as random effects for estimating genetic parameters had a better fit. In this Model, the estimated genetic correlations between AGE with BW, FCR, BL, BH, and FCC traits were -0.28 (0.040), 0.76 (0.038), -0.71 (0.036), -0.44 (0.060), and -0.60 (0.073), respectively, with phenotypic correlations of -0.17, 0.52, -0.22, -0.13 and -0.24, respectively. In our analysis of genetic trends for six traits in the Duroc population from 2012 to 2021, we observed significant genetic trends for AGE, BL, and BH. Particularly noteworthy is the rapid decline in the genetic trend for AGE, indicating an enhancement in the pig\'s growth rate through selective breeding. Therefore, we believe that some challenging-to-select traits can benefit from the genetic correlations between traits. By selecting easily measurable traits, they can gain from synergistic selection effects, leading to genetic progress. Conducting population genetic parameter analysis can assist us in devising breeding strategies.
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  • 文章类型: Journal Article
    体型性状是家畜的主要性状,它直观地显示了动物骨骼和肌肉的发育。本研究采用PCR扩增,桑格测序,KASPar基因分型,和定量实时逆转录PCR(qRT-PCR)分析了胡羊ArgonauteRISC催化成分2(AGO2)和PLEC(PLEC)基因的单核苷酸多态性和表达特征。在湖羊中发现了两个内含子突变,AGO2g.51700A>C和PLECg.23157C>T,分别。通过两个突变位点与体型性状的关联分析,发现AGO2g.51700A>C主要影响湖羊的胸围和炮围,而PLECg.23157C主要影响身高和身长。具有体型性状的AGO2和PLEC基因的组合基因型显示在AGO2g.51700A>C和PLECg.23157C>T位点的SNPs显著改善了湖羊的体型性状。此外,AGO2基因在心脏中的表达水平最高,rumen,和尾巴脂肪,并且PLEC基因在心脏中高度表达。这两个位点可以为湖羊体型性状的改良供给新的研讨思绪。
    The body size traits are major traits in livestock, which intuitively displays the development of the animal\'s bones and muscles. This study used PCR amplification, Sanger sequencing, KASPar genotyping, and quantitative real-time reverse transcription PCR (qRT-PCR) to analyze the Single-nucleotide polymorphism and expression characteristics of Argonaute RISC catalytic component 2 (AGO2) and Plectin (PLEC) genes in Hu sheep. Two intron mutations were found in Hu sheep, which were AGO2 g.51700 A > C and PLEC g.23157 C > T, respectively. Through association analysis of two mutation sites and body size traits, it was found that AGO2 g.51700 A > C mainly affects the chest and cannon circumference of Hu sheep of while PLEC g.23157 C mainly affects body height and body length. The combined genotypes of AGO2 and PLEC genes with body size traits showed SNPs at the AGO2 g.51700 A > C and PLEC g.23157 C > T loci significantly improved the body size traits of Hu sheep. In addition, the AGO2 gene has the highest expression levels in the heart, rumen, and tail fat, and the PLEC gene is highly expressed in the heart. These two loci can provide new research ideas for improving the body size traits of Hu sheep.
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  • 文章类型: Journal Article
    The Yangyuan donkey is a domestic animal breed mainly distributed in the northwest region of Hebei Province. Donkey body shape is the most direct production index, can fully reflect the donkey\'s growth status, and is closely related to important economic traits. As one of the main breeding selection criteria, body size traits have been widely used to monitor animal growth and evaluate the selection response. Molecular markers genetically linked to body size traits have the potential to accelerate the breeding process of animals via marker-assisted selection. However, the molecular markers of body size in Yangyuan donkeys have yet to be explored. In this study, we performed a genome-wide association study to identify the genomic variations associated with body size traits in a population of 120 Yangyuan donkeys. We screened 16 single nucleotide polymorphisms that were significantly associated with body size traits. Some genes distributed around these significant SNPs were considered candidates for body size traits, including SMPD4, RPS6KA6, LPAR4, GLP2R, BRWD3, MAGT1, ZDHHC15, and CYSLTR1. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses indicated that these genes were mainly involved in the P13K-Akt signaling pathway, Rap1 signaling pathway, regulation of actin cytoskeleton, calcium signaling pathway, phospholipase D signaling pathway, and neuroactive ligand-receptor interactions. Collectively, our study reported on a list of novel markers and candidate genes associated with body size traits in donkeys, providing useful information for functional gene studies and offering great potential for accelerating Yangyuan donkey breeding.
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  • 文章类型: Journal Article
    本研究旨在了解包括育种年份在内的非遗传因素的影响,季节,对秦川牛生长发育性状进行了性别分析,并对不同生长阶段体重的遗传力进行了评价。秦川牛的测量记录是由国家肉牛改良中心实验农场(杨凌,中国)从2000年到2017年。采用SPSS和R软件分析非遗传因素对包括体重(BW)在内的体型性状的影响,枯萎高度(WH),臀高(HH),体长(BL),胸围(CC),腹围(AG),和小腿周长(CG),出生时,6、12、18和24个月的年龄。同时,使用DMU软件的单性状动物模型来估计方差分量和体重的遗传度。GLM分析结果显示:性别、出生年份,出生季节对秦川牛不同生长阶段的体型性状有影响。分别,出生时体重的遗传性,6、12、18和24月龄分别为0.43、0.32、0.37、0.32和0.38。
    This study aimed to understand the influence of the non-genetic factors that include breeding year, season, and sex of growth and development traits of Qinchuan cattle and to estimate the heritability of body weight at different growth stages. The Qinchuan cattle measurement records were by the Experiment farm of the National Beef Cattle Improvement Center (Yangling, China) from 2000 to 2017. SPSS and R software were used to analyze the influence of non-genetic factors on body size traits that include body weight (BW), withers height (WH), hip height (HH), body length (BL), chest circumference (CC), abdominal girth (AG), and calf girth (CG), at birth, 6, 12, 18, and 24 months of age. Meanwhile, the single-trait animal model of DMU software was used to estimate the variance component and the heritability of body weight. The results of GLM analysis showed as follows: sex, birth year, and birth season had effects on the body size traits of Qinchuan cattle at different growth stages. Respectively, the heritability of body weight at birth, 6, 12, 18, and 24 months of age were 0.43, 0.32, 0.37, 0.32, and 0.38.
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  • 文章类型: Journal Article
    猪的体形是最直接的生产指标,能充分反映猪的生长状况,与重要的经济性状密切相关。在这项研究中,对七个体型特征的全基因组关联研究,身体长度(BL),高度(BH),胸围(CC),腹围(AC),大炮骨围(CBC),臀部宽度(RW),和胸部宽度(CW),是在约克郡的猪身上进行的。Illumina猪80KSNP芯片用于5,572只约克郡猪的589只具有体型记录的基因型,然后将芯片数据归入测序数据。在对估算的测序数据进行质量控制后,获得784,267个SNP,平均连锁不平衡(r2)为0.191。我们采用单性状模型和双性状模型对7个体型性状进行了单步全基因组关联研究(ssGWAS);根据P值和对个体SNP的遗传变异的贡献,最终共鉴定出198个显著的SNPS。11个候选基因(CDH13、SIL1、CDC14A、TMRPSS15,TRAPPC9,CTNND2,KDM6B,CHD3,MUC13,MAPK4和HMGA1)被发现与猪的体型性状有关;KDM6B和CHD3共同影响AC和CC,和MUC13共同影响RW和CW。这些基因参与骨骼生长和发育的调节以及营养物质的吸收,并与肥胖有关。由于HMGA1具有重要的功能,并且与其他有关体型性状调控的研究高度一致,因此被认为是体型性状的强大候选基因。我们的研究结果可以为基于分子育种的猪育种提供有价值的信息。
    The body shape of a pig is the most direct production index, which can fully reflect the pig\'s growth status and is closely related to important economic traits. In this study, a genome-wide association study on seven body size traits, the body length (BL), height (BH), chest circumference (CC), abdominal circumference (AC), cannon bone circumference (CBC), rump width (RW), and chest width (CW), were conducted in Yorkshire pigs. Illumina Porcine 80K SNP chips were used to genotype 589 of 5,572 Yorkshire pigs with body size records, and then the chip data was imputed to sequencing data. After quality control of imputed sequencing data, 784,267 SNPs were obtained, and the averaged linkage disequilibrium (r 2) was 0.191. We used the single-trait model and the two-trait model to conduct single-step genome wide association study (ssGWAS) on seven body size traits; a total of 198 significant SNPS were finally identified according to the P-value and the contribution to the genetic variance of individual SNP. 11 candidate genes (CDH13, SIL1, CDC14A, TMRPSS15, TRAPPC9, CTNND2, KDM6B, CHD3, MUC13, MAPK4, and HMGA1) were found to be associated with body size traits in pigs; KDM6B and CHD3 jointly affect AC and CC, and MUC13 jointly affect RW and CW. These genes are involved in the regulation of bone growth and development as well as the absorption of nutrients and are associated with obesity. HMGA1 is proposed as a strong candidate gene for body size traits because of its important function and high consistency with other studies regarding the regulation of body size traits. Our results could provide valuable information for pig breeding based on molecular breeding.
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  • 文章类型: Journal Article
    体型是绵羊生长和健康的重要指标。在本研究中,我们进行了全基因组关联研究(GWAS)以检测与湖羊体型相关的显著单核苷酸多态性(SNPs)。在对湖羊产肉的亲代(G1)和后代(G2)进行基因分型后,对湖羊的身高进行GWAS,胸围,身体长度,尾部长度,两组的尾巴宽度,在染色体显著性水平上鉴定了5个与身高相关的SNP和4个与胸围相关的SNP。没有SNP与体长显着相关,尾部长度,和宽度。发现9个SNP中有4个位于4个基因内。KITLG和CADM2被认为是与身高相关的候选功能基因;MCTP1和COL4A6是与胸围相关的候选功能基因。使用用于肉类生产的核群的G3代验证了GWAS中发现的9个SNP。在9个站点周围扩增了9个产物,发现了29个SNP;3个突变位点,s554331下游134bp处的G>C突变、s26859.1上游19bp处的T>G突变和s26859.1下游81bp处的A>G突变与身高显著相关。双荧光素酶报告基因实验表明,3个SNP可以显着影响双荧光素酶和基因转录活性。
    Body size is an important indicator of growth and health in sheep. In the present study, we performed Genome-Wide Association Studies (GWAS) to detect significant single-nucleotide polymorphisms (SNPs) associated with Hu sheep\'s body size. After genotyping parental (G1) and offspring (G2) generation of the nucleus herd for meat production of Hu sheep and conducting GWAS on the body height, chest circumference, body length, tail length, and tail width of the two groups, 5 SNPs associated with body height and 4 SNPs correlated with chest circumference were identified at the chromosomal significance level. No SNPs were significantly correlated to body length, tail length, and width. Four out of the 9 SNPs were found to be located within the 4 genes. KITLG and CADM2 are considered as candidate functional genes related to body height; MCTP1 and COL4A6 are candidate functional genes related to chest circumference. The 9 SNPs found in GWAS were verified using the G3 generation of the nucleus herd for meat production. Nine products were amplified around the 9 sites, and 29 SNPs were found; 3 mutation sites, G > C mutation at 134 bp downstream of s554331, T > G mutation at 19 bp upstream of s26859.1, and A > G mutation at 81 bp downstream of s26859.1, were significantly correlated to the body height. Dual-luciferase reporter gene experiments showed that the 3 SNPs could significantly impact dual-luciferase and gene transcription activity.
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  • 文章类型: Journal Article
    Signal transducer and activator of transcription 3 (STAT3) plays a critical role in leptin-mediated regulation of energy metabolism. This study investigated genetic variation in STAT3 promoter regions and verified their contribution to bovine body size traits. We first estimated the degree of conservation in STAT3, followed by measurements of its mRNA expression during fetal and adult stages of Qinchuan cattle. We then sequenced the STAT3 promoter region to determine genetic variants and evaluate their association with body size traits. From fetus to adult, STAT3 expression increased significantly in muscle, fat, heart, liver, and spleen tissues (p < 0.01), but decreased in the intestine, lung, and rumen (p < 0.01). We identified and named five single nucleotide polymorphisms (SNPs): SNP1-304A>C, SNP2-285G>A, SNP3-209A>C, SNP4-203A>G, and SNP5-188T>C. These five mutations fell significantly outside the Hardy-Weinberg equilibrium (HWE) (Chi-squared test, p < 0.05) and significantly associated with body size traits (p < 0.05). Individuals with haplotype H3H3 (CC-GG-CC-GG-CC) were larger in body size than other haplotypes. Therefore, variations in the STAT3 gene promoter regions, most notably haplotype H3H3, may benefit marker-assisted breeding of Qinchuan cattle.
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