Candidate genes

候选基因
  • 文章类型: Journal Article
    使用标记辅助选择等现代方法对当地兔品种进行遗传改良需要有关具有不同遗传背景的动物的标记性状关联的准确和精确的信息。因此,这项研究旨在估计位于神经肽Y(NPY,g.1778G>C)和磷酸甘油酸突变酶2(PGAM2,c.195C>T)基因在新西兰白人(NZW),Baladi(BR),V线兔子第一个突变是使用高分辨率熔解基因分型的,第二个突变采用PCR-RFLP方法进行基因分型。结果显示,NPY突变与10(V线)和12周龄时的体重之间存在显着关联(NZW,BR,和V线),10至12周龄(BR)的体重增加(BWG),BWG从6到12周龄(NZW,BR,和V线),平均每日收益(新西兰元,BR,和V线,和BR),生长速率(GR)从8到10周(V线),10至12周(BR),和6至12周龄的GR(BR,和V线)。PGAM2突变与体重在10(V线)和12(NZW,和V线)周龄,在所有品种中,在12周龄时都有显著的正累加效应,并与BR中的BWG从8到10和10到12相关联,和6至12周龄的BWG(NZW,和BR),和平均每日收益(新西兰元,和BR),并与8至10周(BR)的GR形式有关,从10到12周(BR,和V线)以及6至12周(BR)。结果强调了这两种突变在生长发育中的重要性,以及将它们视为兔子晚期生长的候选基因的可能性。
    Genetic improvement of local rabbit breeds using modern approaches such as marker-assisted selection requires accurate and precise information about marker‒trait associations in animals with different genetic backgrounds. Therefore, this study was designed to estimate the association between two mutations located in the Neuropeptide Y (NPY, g.1778G > C) and Phosphoglycerate Mutase 2 (PGAM2, c.195 C > T) genes in New Zealand White (NZW), Baladi (BR), and V-line rabbits. The first mutation was genotyped using high-resolution melting, and the second mutation was genotyped using the PCR-RFLP method. The results revealed significant associations between the NPY mutation and body weight at 10 (V-line) and 12 weeks of age (NZW, BR, and V-line), body weight gain (BWG) from 10 to 12 weeks of age (BR), BWG from 6 to 12 weeks of age (NZW, BR, and V-line), average daily gain (NZW, BR, and V-line, and BR), growth rate (GR) from 8 to10 weeks (V-line), 10 to 12 weeks (BR), and GR from 6 to 12 weeks of age (BR, and V-line). The PGAM2 mutation was associated with body weight at 10 (V-line) and 12 (NZW, and V-line) weeks of age, with significant positive additive effects at 12 weeks of age in all breeds, and was associated with BWG from 8 to 10 and 10 to 12 in BR, and BWG from 6 to 12 weeks of age (NZW, and BR), and average daily gain (NZW, and BR), and was associated with GR form 8 to 10 weeks (BR), from10 to 12 weeks (BR, and V-line) and from 6 to 12 weeks (BR). The results highlighted the importance of the two mutations in growth development, and the possibility of considering them as candidate genes for late growth in rabbits.
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  • 文章类型: Journal Article
    低覆盖率全基因组测序(LCWGS)数据中基因型缺失导致的不确定性使基因型填补复杂化。这项研究的目的是找出准确估算LCWGS数据的最佳策略,并评估其对大型白猪的经济重要性状的基因组预测(GP)和全基因组关联研究(GWAS)的有效性。使用三种不同的策略估算了1.423只大型白猪的LCWGS数据:(1)使用30个关键祖细胞的高覆盖率全基因组测序(HCWGS)作为参考组(Ref_LG);(2)将关键祖细胞的HCWGS与LCWGS(Mix_HLG)混合,以及(3)在LCWGS(内部LG)中进行自补。此外,为了比较LCWGS的估算效果,我们还使用由关键祖细胞(Ref_SNP)组成的参考组,将1.423只大型白猪的SNP芯片数据估算至全基因组测序水平.为了评估估算的测序数据的效果,我们根据芯片数据比较了GP和GWAS对四个繁殖性状的统计能力的准确性,使用最佳策略从芯片数据和LCWGS数据估算的测序数据。内部LG的平均估算精度,Ref_LG和Mix_HLG分别为0.9893、0.9899和0.9875,高于Ref_SNP(0.8522)。使用来自LCWGS的估算测序数据和Ref_LG估算策略,与芯片数据相比,GP对四个性状的准确度提高了约0.31-1.04%,与芯片数据估算的测序数据相比,下降了0.7-1.05%。此外,通过使用从LCWGS输入的序列数据与Ref_LG,确定了18个候选基因与大型白猪感兴趣的四个繁殖性状相关:出生的仔猪总数-EPC2,MBD5,ORC4和ACVR2A;健康出生的仔猪数-IKBKE;活着出生的仔猪的总产仔重-HSPA13和CPA1;妊娠长度-GTF2H5,ITGAV,NFE2L2,CALCRL,ITGA4,STAT1,HOXD10,MSTN,COL5A2和STAT4。除EPC2、ORC4、ACVR2A和MSTN外,其他人代表新候选人。研究结果可为LCWGS数据在畜禽中的应用提供参考。
    The uncertainty resulting from missing genotypes in low-coverage whole-genome sequencing (LCWGS) data complicates genotype imputation. The aim of this study is to find out an optimal strategy for accurately imputing LCWGS data and assess its effectiveness for genomic prediction (GP) and genome-wide association study (GWAS) on economically important traits of Large White pigs. The LCWGS data of 1 423 Large White pigs were imputed using three different strategies: (1) using the high-coverage whole-genome sequencing (HCWGS) of 30 key progenitors as the reference panel (Ref_LG); (2) mixing HCWGS of key progenitors with LCWGS (Mix_HLG) and (3) self-imputation in LCWGS (Within_LG). Additionally, to compare the imputation effects of LCWGS, we also imputed SNP chip data of 1 423 Large White pigs to the whole-genome sequencing level using the reference panel consisting of key progenitors (Ref_SNP). To evaluate effects of the imputed sequencing data, we compared the accuracies of GP and statistical power of GWAS for four reproductive traits based on the chip data, sequencing data imputed from chip data and LCWGS data using an optimal strategy. The average imputation accuracies of the Within_LG, Ref_LG and Mix_HLG were 0.9893, 0.9899 and 0.9875, respectively, which were higher than that of the Ref_SNP (0.8522). Using the imputed sequencing data from LCWGS with the Ref_LG imputation strategy, the accuracies of GP for four traits improved by approximately 0.31-1.04% compared to the chip data, and by 0.7-1.05% compared to the imputed sequencing data from chip data. Furthermore, by using the sequence data imputed from LCWGS with the Ref_LG, 18 candidate genes were identified to be associated with the four reproductive traits of interest in Large White pigs: total number of piglets born - EPC2, MBD5, ORC4 and ACVR2A; number of piglets born healthy - IKBKE; total litter weight of piglets born alive - HSPA13 and CPA1; gestation length - GTF2H5, ITGAV, NFE2L2, CALCRL, ITGA4, STAT1, HOXD10, MSTN, COL5A2 and STAT4. With the exception of EPC2, ORC4, ACVR2A and MSTN, others represent novel candidates. Our findings can provide a reference for the application of LCWGS data in livestock and poultry.
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  • 文章类型: Journal Article
    优质肉牛品种的选育对畜牧业的发展至关重要,全基因组重测序在分子育种领域有着广泛的应用。与其他牛品种相比,皮南牛在生长和繁殖性状上存在优势,但是对其基因组机制的研究有限。使用全基因组重测序,本研究调查了皮南牛的遗传结构和基因组选择特征。系统发育,群集,和混合物分析结果表明,皮南牛与Kholmogory牛和中国北方牛品种具有更紧密的亲缘关系。通过选择性扫描策略,207和54个与生长、繁殖和免疫相关的候选基因,分别,在皮南牛种群中被发现。鉴于谷氨酸-半胱氨酸连接酶催化(GCLC)基因在肌肉抗氧化防御中的关键作用,Pinan牛种群中GCLCc.429C>T基因座的等位基因T的高频率可能部分有助于Pinan牛在生长性能上的优势。本研究为中国地方肉牛的遗传改良奠定了基础,也为皮南牛的生长发育研究提供了背景。
    The breeding of high-quality beef cattle breeds is crucial for the development of animal husbandry, and whole-genome resequencing is widely applicated in the field of molecular breeding. Advantages in growth and reproductive traits exist in Pinan cattle compared with other cattle breeds, but there is limited research on its genomic mechanism. Using whole-genome resequencing, the genetic structure and genomic selection signatures in Pinan cattle were investigated in this study. Phylogenetic, cluster, and admixture analysis results indicated that Pinan cattle have a closer genetic relationship with Kholmogory cattle and China north cattle breeds. Through a selective sweep strategy, 207 and 54 candidate genes related to growth and reproduction and immunity, respectively, were identified in the Pinan cattle population. Given the crucial role of the glutamate-cysteine ligase catalytic (GCLC) gene in muscle antioxidative defense, the high frequency of allele T of the GCLC c.429 C>T locus in the Pinan cattle population might partially contribute to the advantages of Pinan cattle in growth performance. This study laid the foundation for the genetic improvement in Chinese local beef cattle and provide background for the studies on the growth and development of Pinan cattle.
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  • 文章类型: Journal Article
    甲状腺癌是内分泌系统中最常见的恶性肿瘤。PANoptosis是一种特定形式的炎性细胞死亡。它主要包括焦亡,细胞凋亡和坏死细胞凋亡。越来越多的证据表明,PANoptosis在肿瘤发展中起着至关重要的作用。然而,在甲状腺癌中尚未发现与PANoptosis相关的致病机制.
    根据目前鉴定的PANoptosis基因,对GEO数据库中甲状腺癌患者的数据集进行了分析.目的筛选甲状腺癌和PANoptosis常见的差异表达基因。分析PANoptosis相关基因(PRGs)的功能特点,筛选关键表达通路。通过LASSO回归建立预后模型并鉴定关键基因。基于CIBERSORT算法评估了hub基因与免疫细胞之间的关联。预测模型通过验证数据集进行了验证,研究了免疫组织化学以及药物-基因相互作用。
    结果显示8个关键基因(NUAK2,TNFRSF10B,TNFRSF10C,TNFRSF12A,UNC5B,和PMAIP1)在区分甲状腺癌患者和对照组方面表现出良好的诊断性能。这些关键基因与巨噬细胞有关,CD4+T细胞和中性粒细胞。此外,PRGs主要富集在免疫调节通路和TNF信号通路中。模型的预测性能在验证数据集中得到证实。DGIdb数据库揭示了36种潜在的甲状腺癌治疗靶点药物。
    我们的研究表明,PANoptosis可能通过调节巨噬细胞参与甲状腺癌的免疫失调,CD4+T细胞和活化的T和B细胞以及TNF信号通路。这项研究提出了甲状腺癌发展的潜在目标和机制。
    UNASSIGNED: Thyroid cancer is the most common malignancy of the endocrine system. PANoptosis is a specific form of inflammatory cell death. It mainly includes pyroptosis, apoptosis and necrotic apoptosis. There is increasing evidence that PANoptosis plays a crucial role in tumour development. However, no pathogenic mechanism associated with PANoptosis in thyroid cancer has been identified.
    UNASSIGNED: Based on the currently identified PANoptosis genes, a dataset of thyroid cancer patients from the GEO database was analysed. To screen the common differentially expressed genes of thyroid cancer and PANoptosis. To analyse the functional characteristics of PANoptosis-related genes (PRGs) and screen key expression pathways. The prognostic model was established by LASSO regression and key genes were identified. The association between hub genes and immune cells was evaluated based on the CIBERSORT algorithm. Predictive models were validated by validation datasets, immunohistochemistry as well as drug-gene interactions were explored.
    UNASSIGNED: The results showed that eight key genes (NUAK2, TNFRSF10B, TNFRSF10C, TNFRSF12A, UNC5B, and PMAIP1) exhibited good diagnostic performance in differentiating between thyroid cancer patients and controls. These key genes were associated with macrophages, CD4+ T cells and neutrophils. In addition, PRGs were mainly enriched in the immunomodulatory pathway and TNF signalling pathway. The predictive performance of the model was confirmed in the validation dataset. The DGIdb database reveals 36 potential therapeutic target drugs for thyroid cancer.
    UNASSIGNED: Our study suggests that PANoptosis may be involved in immune dysregulation in thyroid cancer by regulating macrophages, CD4+ T cells and activated T and B cells and TNF signalling pathways. This study suggests potential targets and mechanisms for thyroid cancer development.
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  • 文章类型: Journal Article
    屯昌猪,主要分布在中国海南省,以其卓越的肉质而闻名,粗饲料耐受性,和对高温和湿度的适应性。纯合性(ROH)的运行可以提供有关个体近交系数的有价值的信息,以及可能揭示与关键功能性状相关的候选基因的选择信号。杂合性(ROHet)的运行通常与平衡选择有关,这可以帮助我们了解家畜的适应性进化史。在这项研究中,我们调查了88头屯昌猪的ROHs和ROHts。我们还比较了基于四种方法计算的个体近亲繁殖系数的估计值。总之,我们在研究中发现了16个ROH岛,在ROH区域内发现了100个基因。这些基因与经济上重要的性状相关,如繁殖(例如,SERPIND1,HIRA),肉质(例如,PI4KA,TBX1),豁免权(例如,ESS2,RANBP1),适应热应激(TXNRD2和DGCR8),和粗粮耐受性(TRPM6)。此外,我们发现了18个含有与生殖相关基因的ROHet岛(例如,ARHGEF12,BMPR2),免疫系统(例如,BRD4,DNMT3B)。这些发现可能有助于我们为这种独特的品种设计有效的育种和保护策略。
    Tunchang pigs, mainly distributed throughout Hainan Province of China, are well-known for their superior meat quality, crude feed tolerance, and adaptability to high temperatures and humidity. Runs of homozygosity (ROH) can provide valuable information about the inbreeding coefficient in individuals and selection signals that may reveal candidate genes associated with key functional traits. Runs of heterozygosity (ROHet) are commonly associated with balance selection, which can help us understand the adaptive evolutionary history of domestic animals. In this study, we investigated ROHs and ROHets in 88 Tunchang pigs. We also compared the estimates of inbreeding coefficients in individuals calculated based on four methods. In summary, we detected a total of 16 ROH islands in our study, and 100 genes were found within ROH regions. These genes were correlated with economically important traits such as reproduction (e.g., SERPIND1, HIRA), meat quality (e.g., PI4KA, TBX1), immunity (e.g., ESS2, RANBP1), adaption to heat stress (TXNRD2 and DGCR8), and crude food tolerance (TRPM6). Moreover, we discovered 18 ROHet islands harbouring genes associated with reproduction (e.g., ARHGEF12, BMPR2), immune system (e.g., BRD4, DNMT3B). These findings may help us design effective breeding and conservation strategies for this unique breed.
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  • 文章类型: Journal Article
    背景:哮喘是一种异质性疾病。本研究旨在确定与中度至重度哮喘相关的基因表达和分子机制的变化。
    方法:在GSE69683数据集中分析了中度哮喘及其对照组以及重度哮喘和中度哮喘之间的差异表达基因(DEGs)。通过共表达分析鉴定关键模块基因,并通过富集分析和基因集富集分析(GSEA)探讨了模块基因的分子机制。GSE89809用于验证与中重度哮喘相关的特征基因。
    结果:因此,中度哮喘组和对照组之间存在2540DEGs,而重度哮喘和中度哮喘之间存在6781DEGs。将这些基因鉴定为14个共表达模块。模块7与严重哮喘的正相关性最高,被STEM认为是关键模块。富集分析表明,模块基因主要参与氧化应激相关信号通路。HSPA1A的表达,PIK3CG和PIK3R6与中度哮喘相关,而MAPK13和MMP9与重度哮喘相关。AUC值通过GSE89809验证。此外,预计有322种药物靶向5个基因。
    结论:这些结果确定了与中度和重度哮喘相关的特征性基因及其相应的分子机制,为今后的研究提供依据。
    BACKGROUND: Asthma is a heterogeneous disorder. This study aimed to identify changes in gene expression and molecular mechanisms associated with moderate to severe asthma.
    METHODS: Differentially expressed genes (DEGs) were analyzed in GSE69683 dataset among moderate asthma and its controls as well as between severe asthma and moderate asthma. Key module genes were identified via co-expression analysis, and the molecular mechanism of the module genes was explored through enrichment analysis and gene set enrichment analysis (GSEA). GSE89809 was used to verify the characteristic genes related to moderate and severe asthma.
    RESULTS: Accordingly, 2540 DEGs were present between moderate asthma and the control group, while 6781 DEGs existed between severe asthma and moderate asthma. These genes were identified into 14 co-expression modules. Module 7 had the highest positive correlation with severe asthma and was recognized to be a key module by STEM. Enrichment analysis demonstrated that the module genes were mainly involved in oxidative stress-related signaling pathways. The expression of HSPA1A, PIK3CG and PIK3R6 was associated with moderate asthma, while MAPK13 and MMP9 were associated with severe asthma. The AUC values were verified by GSE89809. Additionally, 322 drugs were predicted to target five genes.
    CONCLUSIONS: These results identified characteristic genes related to moderate and severe asthma and their corresponding molecular mechanisms, providing a basis for future research.
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  • 文章类型: Journal Article
    植物根系对于吸收水分和养分至关重要,对生长和产量有直接影响。在黄瓜中,全球消费的作物,根发育的分子机制尚不清楚,这对开发抗逆品种有影响。本研究试图确定黄瓜根重的遗传模式和相关基因。利用黄瓜核心种质群体在三种环境下进行GWAS分析。
    这里,我们调查了四个根重相关性状,包括根鲜重(RFW),根干重(RDW),根干重与根鲜重的比值(RDFW)和综合评价指标,根据以上三个性状推导出黄瓜全球库核心种质的根重D值(DRW)。根据D值,我们确定了21种和16种轻根和重根,分别。我们还发现,东亚生态型种质的根明显比其他三种生态型重。这四个性状的全基因组关联研究(GWAS)显示,至少两个性状重复检测到10个重要基因座中的4个(gDRW3.1,gDRW3.2,gDRW4.1和gDRW5.1)。位于轻根和重根种质之间的这4个基因座内的蛋白质编码基因的进一步单倍型和表达分析预测了五个候选基因(即,Csa3G132020和Csa3G132520均编码gDRW3.1的F-box蛋白PP2-B1,Csa3G629240编码gDRW3.2的B细胞受体相关蛋白,Csa4G499330编码gDRW4.1的GTP结合蛋白,Csa5G286040编码gDRW5.1的蛋白酶抑制剂)。
    我们对黄瓜核心种质群体的根系遗传基础和特征进行了系统分析。我们检测到四个新的基因座,调节黄瓜的根重。我们的研究为黄瓜育种中根系的改良提供了有价值的候选基因和单倍型。
    UNASSIGNED: The plant root system is critical for the absorption of water and nutrients, and have a direct influence on growth and yield. In cucumber, a globally consumed crop, the molecular mechanism of root development remains unclear, and this has implications for developing stress tolerant varieties. This study sought to determine the genetic patterns and related genes of cucumber root weight. A core cucumber germplasms population was used to do the GWAS analysis in three environments.
    UNASSIGNED: Here, we investigated four root-weight related traits including root fresh weight (RFW), root dry weight (RDW), ratio of root dry weight to root fresh weight (RDFW) and the comprehensive evaluation index, D-value of root weight (DRW) deduced based on the above three traits for the core germplasm of the cucumber global repository. According to the D-value, we identified 21 and 16 accessions with light and heavy-root, respectively. We also found that the East Asian ecotype accessions had significantly heavier root than other three ecotypes. The genome-wide association study (GWAS) for these four traits reveals that 4 of 10 significant loci (gDRW3.1, gDRW3.2, gDRW4.1 and gDRW5.1) were repeatedly detected for at least two traits. Further haplotype and expression analysis for protein-coding genes positioned within these 4 loci between light and heavy-root accessions predicted five candidate genes (i.e., Csa3G132020 and Csa3G132520 both encoding F-box protein PP2-B1 for gDRW3.1, Csa3G629240 encoding a B-cell receptor-associated protein for gDRW3.2, Csa4G499330 encodes a GTP binding protein for gDRW4.1, and Csa5G286040 encodes a proteinase inhibitor for gDRW5.1).
    UNASSIGNED: We conducted a systematic analysis of the root genetic basis and characteristics of cucumber core germplasms population. We detected four novel loci, which regulate the root weight in cucumber. Our study provides valuable candidate genes and haplotypes for the improvement of root system in cucumber breeding.
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  • 文章类型: Journal Article
    最近,海水温度升高导致了许多不利影响,包括双壳类动物的显著死亡率。矮人冲浪蛤仔,外侧Mulinialateralis,由于其快速生长和较短的生成时间,被认为是双壳类动物研究的有价值的模型物种。在整个生命周期中在实验室环境中的成功培养使其成为探索双壳类动物对热应力反应的潜在机制的理想候选者。在这项研究中,在30°C的温度下,对总共600只clam进行了17天的热应力实验,这是该物种的半致死温度。最初死亡的90个人被归类为热敏感人群(HSP),而在实验中幸存的89人被归类为耐热人群(HTP)。随后,然后对179个人进行了测序,并对21,292个单核苷酸多态性(SNPs)进行基因分型,用于下游分析。发现生存状态的遗传力估计值为0.375±0.127,这表明了耐热性性状的遗传基础。此外,一项全基因组关联研究(GWAS)确定了3个SNPs和10个候选基因与外侧分枝杆菌的耐热性性状相关.这些候选基因参与了ETHR/EHF信号通路,在信号感觉、细胞粘附,氧化应激,DNA损伤修复,等。此外,qPCR结果表明,不包括MGAT4A,ZAN,和RFC1基因,所有其他在HTP中表现出显著较高的表达(p<0.05),强调ETHR/EHF信号通路在外侧分枝杆菌热耐受性中的关键参与。这些结果揭示了外侧分枝杆菌中与耐热性相关的常设遗传变异的存在,强调ETHR/EHF信号通路在双壳类动物对热应激反应中的调节作用,这有助于理解双壳类动物耐热性的遗传基础。
    Recently, elevated seawater temperatures have resulted numerous adverse effects, including significant mortality among bivalves. The dwarf surf clam, Mulinia lateralis, is considered a valuable model species for bivalve research due to its rapid growth and short generation time. The successful cultivation in laboratory setting throughout its entire life cycle makes it an ideal candidate for exploring the potential mechanisms underlying bivalve responses to thermal stress. In this study, a total of 600 clams were subjected to a 17-day thermal stress experiment at a temperature of 30 °C which is the semi-lethal temperature for this species. Ninety individuals who perished initially were classified as heat-sensitive populations (HSP), while 89 individuals who survived the experiment were classified as heat-tolerant populations (HTP). Subsequently, 179 individuals were then sequenced, and 21,292 single nucleotide polymorphisms (SNPs) were genotyped for downstream analysis. The heritability estimate for survival status was found to be 0.375 ± 0.127 suggesting a genetic basis for thermal tolerance trait. Furthermore, a genome-wide association study (GWAS) identified three SNPs and 10 candidate genes associated with thermal tolerance trait in M. lateralis. These candidate genes were involved in the ETHR/EHF signaling pathway and played pivotal role in signal sensory, cell adhesion, oxidative stress, DNA damage repair, etc. Additionally, qPCR results indicated that, excluding MGAT4A, ZAN, and RFC1 genes, all others exhibited significantly higher expression in the HTP (p < 0.05), underscoring the critical involvement of the ETHR/EHF signaling pathway in M. lateralis\' thermal tolerance. These results unveil the presence of standing genetic variations associated with thermal tolerance in M. lateralis, highlighting the regulatory role of the ETHR/EHF signaling pathway in the bivalve\'s response to thermal stress, which contribute to comprehension of the genetic basis of thermal tolerance in bivalves.
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  • 文章类型: Journal Article
    玉米(玉米L.),主食和重要的经济作物,富含核黄素,微量营养素和其他对人体健康有益的化合物。随着对作物营养质量的重视程度的提高,玉米研究已扩展到关注产量和质量。这项研究通过全面的全基因组关联研究(GWAS)探索了影响玉米籽粒中微量营养素水平的遗传因素。我们利用了244个自交玉米品系和大约300万个单核苷酸多态性(SNP)的不同小组来研究包括镉(Cd)在内的必需和微量元素的积累。钴(Co),铜(Cu),镍(Ni),硒(Se)和锌(Zn)。我们的分析确定了842个数量性状基因座(QTL),在多个元素中共享12个QTL,并在这些QTL的100kb半径内精确定位了524个潜在基因。值得注意的是,ZmHMA3已成为先前报道的影响Cd积累的关键候选基因。我们强调了与微量元素转运相关的十个关键基因,包括那些编码重金属ATP酶,MYB转录因子,ABC转运蛋白和其他参与金属处理的关键蛋白质。此外,单倍型分析显示,八种近交系积累了相对较高的有益元素,而有害元素却被最小化。这些发现阐明了玉米籽粒微量元素积累的遗传机制,为营养增强型玉米品种的选育奠定了基础。
    Maize (Zea mays L.), a staple food and significant economic crop, is enriched with riboflavin, micronutrients and other compounds that are beneficial for human health. As emphasis on the nutritional quality of crops increases maize research has expanded to focus on both yield and quality. This study exploreed the genetic factors influencing micronutrient levels in maize kernels through a comprehensive genome-wide association study (GWAS). We utilized a diverse panel of 244 inbred maize lines and approximately 3 million single nucleotide polymorphisms (SNPs) to investigate the accumulation of essential and trace elements including cadmium (Cd), cobalt (Co), copper (Cu), nickel (Ni), selenium (Se) and zinc (Zn). Our analysis identified 842 quantitative trait loci (QTLs), with 12 QTLs shared across multiple elements and pinpointed 524 potential genes within a 100 kb radius of these QTLs. Notably ZmHMA3 has emerged as a key candidate gene previously reported to influence the Cd accumulation. We highlighted ten pivotal genes associated with trace element transport including those encoding heavy metal ATPases, MYB transcription factors, ABC transporters and other crucial proteins involved in metal handling. Additionally, haplotype analysis revealed that eight inbred linesaccumulated relatively high levels of beneficial elements while harmful elements were minimized. These findings elucidate the genetic mechanisms underlying trace element accumulation in maize kernels and provide a foundation for the breeding of nutritionally enhanced maize varieties.
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  • 文章类型: Journal Article
    全基因组关联研究(GWAS)用于鉴定与几种性状相关的基因组区域和候选基因。这项研究的目的是进行GWAS以鉴定与产奶量相关的致病变异和基因。框架,Gir奶牛乳房构象性状。身体构象性状被归类为“框架”,本研究的“乳房”和“乳房”特征。基因分型后,插补和质量控制可用于分析42,105个多态性,具有谱系信息的24,489头母牛具有表型。首先,基于第一次迭代的SNP效应的预测误差的方差计算P值。之后,进行了2次迭代,以执行加权单步全基因组关联方法,使用基于连锁不平衡定义的基因组移动窗口进行。选择了显着的SNP和解释加性遗传变异最高百分比的前10个窗口,并将其用于QTL和基因注释。在我们的工作中鉴定出的变体与动物QTL数据库中1至23号染色体上的QTL重叠,但4号染色体除外。与Holstein品种相比,对Gir品种的研究较少,因此动物QTL数据库偏向于Holstein结果。因此,值得注意的是,我们的GWAS与先前描述的QTL有相似之处。这些先前已知的QTL与产奶量有关,身体高度,臀部角,乳房宽度,和乳房深度。总的来说,5个基因被注解。在这些基因中,FAM13A和CMSS1先前与牛的骨骼和car体重量有关。
    Genome-wide association studies (GWAS) are employed to identify genomic regions and candidate genes associated with several traits. The aim of this study was to perform a GWAS to identify causative variants and genes associated with milk yield, frame, and udder conformation traits in Gir dairy cattle. Body conformation traits were classified as \"frame,\" and \"udder\" traits for this study. After genotyping imputation and quality control 42,105 polymorphisms were available for analyses and 24,489 cows with pedigree information had phenotypes. First, P-value was calculated based on the variance of the prediction error of the SNP-effects on the first iteration. After that, 2 more iterations were performed to carry out the weighted single-step genome-wide association methodology, performed using genomic moving windows defined based on linkage disequilibrium. The significant SNPs and top 10 windows explaining the highest percentage of additive genetic variance were selected and used for QTL and gene annotation. The variants identified in our work overlapped with QTLs from the animal QTL database on chromosomes 1 to 23, except for chromosome 4. The Gir breed is less studied than the Holstein breed and as such the animal QTL database is biased to Holstein results. Hence it is noteworthy that our GWAS had similarities with previously described QTLs. These previously known QTLs were related to milk yield, body height, rump angle, udder width, and udder depth. In total, 5 genes were annotated. Of these genes, FAM13A and CMSS1 had been previously related to bone and carcass weight in cattle.
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