QTLs

QTL
  • 文章类型: Journal Article
    小麦籽粒产量是一个复杂的性状,需要在许多不同的组成部分之间进行权衡。在小麦进化过程中,驯化事件和现代育种大大提高了小麦植物的产量潜力,通过提高穗状花序的生育能力。从每穗的小穗数和每穗的小花数来解决穗育的遗传基础,110个重组自交系(RLLS)的种群与普通小麦杂交。开发了硬粒品种(Latino)和T.dicoccum登录名(MG5323)。作为现代硬粒和半驯化基因型,分别,这两个父母在穗结构和生育能力上有所不同,因此,相应的RIL种群是剖析产量要素遗传基础的理想遗传物质。RIL群体在四种环境中进行表型分析。使用高密度SNP遗传图谱,并利用可用于小麦的几种基因组测序,对于所考虑的八个性状,总共确定了94个QTL;这些QTL进一步减少到17组,基于他们的遗传和物理共同定位。控制每个小穗小花数和每个穗小穗数的QTL定位在非重叠染色体区域,这表明独立的遗传因素决定了这些生育相关的性状。QTL组的物理间隔被认为可能与已知基因在功能上涉及穗育性状以及先前在四倍体小麦中定位的与产量相关的QTL共位。最有趣的结果涉及5B染色体上的一个QTL组,与每个穗的小穗数量相关,因为它可以宿主基因仍未表征它们与刺突生育力的关联。最后,我们确定了两个不同的区域,在这些区域中,生育相关性状和籽粒重量之间的权衡被克服。对这些区域的进一步分析可以为将来鉴定新的遗传基因座铺平道路,这些遗传基因座有助于提高硬粒小麦的产量所必需的育性性状。
    Wheat grain yield is a complex trait resulting from a trade-off among many distinct components. During wheat evolution, domestication events and then modern breeding have strongly increased the yield potential of wheat plants, by enhancing spike fertility. To address the genetic bases of spike fertility in terms of spikelet number per spike and floret number per spikelet, a population of 110 recombinant inbred lines (RILS) obtained crossing a Triticum turgidum ssp. durum cultivar (Latino) and a T. dicoccum accession (MG5323) was exploited. Being a modern durum and a semi-domesticated genotype, respectively, the two parents differ for spike architecture and fertility, and thus the corresponding RIL population is the ideal genetic material to dissect genetic bases of yield components. The RIL population was phenotyped in four environments. Using a high-density SNP genetic map and taking advantage of several genome sequencing available for Triticeae, a total of 94 QTLs were identified for the eight traits considered; these QTLs were further reduced to 17 groups, based on their genetic and physical co-location. QTLs controlling floret number per spikelet and spikelet number per spike mapped in non-overlapping chromosomal regions, suggesting that independent genetic factors determine these fertility-related traits. The physical intervals of QTL groups were considered for possible co-location with known genes functionally involved in spike fertility traits and with yield-related QTLs previously mapped in tetraploid wheat. The most interesting result concerns a QTL group on chromosome 5B, associated with spikelet number per spike, since it could host genes still uncharacterized for their association to spike fertility. Finally, we identified two different regions where the trade-off between fertility related traits and kernel weight is overcome. Further analyses of these regions could pave the way for a future identification of new genetic loci contributing to fertility traits essential for yield improvement in durum wheat.
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  • 文章类型: Journal Article
    油茶,是中国重要的树种和食用油来源,由于油的高不饱和脂肪酸含量而受到了极大的关注,这对人类健康有好处。然而,油茶产量和油质量的潜在机制在很大程度上是未知的。在这项研究中,从两个亲本获得了180个F1后代,其果实和油脂相关性状存在明显差异。我们使用双消化限制性位点相关DNA测序(ddRAD-Seq)策略在油菜籽中构建了高密度遗传图谱。这张地图跨越了3327cM,并在15个连锁群(LG)中锚定了2780个标记,平均标记间隔为1.20cM。在三年的表型数据中,总共鉴定了221个与水果和油相关性状相关的数量性状基因座(QTL)。在至少两个不同的年份同时检测到9个QTL,位于LG02,LG04,LG05,LG06和LG11上,并解释了相应性状中8.5-16.6%的表型变异,分别。获得了17个主要QTL,解释了13.0-16.6%的表型变异。检测到11个和5个与水果和油相关性状的主要QTL侧翼SNP,可用于油茶育种程序中的标记辅助选择。此外,根据遗传图谱和油茶“CON”基因组的共线性,鉴定了QTL区域的202个潜在候选基因。构建了控制水果发育和油脂生物合成的潜在调控网络,以剖析油脂积累的复杂机制。这些QTL的解剖将促进脂质合成基础的基因克隆,并增加我们的理解,以提高油菜籽油的产量和质量。
    Camellia oleifera, an important tree species and source of edible oil in China, has received significant attention owing to the oil\'s high unsaturated fatty acid content, which has benefits for human health. However, the mechanisms underlying C. oleifera yield and oil quality are largely unknown. In this study, 180 F1 progenies were obtained from two parents with obvious differences in fruit- and oil-related traits. We constructed a high-density genetic map using a double digest restriction site-associated DNA sequencing (ddRAD-Seq) strategy in C. oleifera. This map spanned 3327 cM and anchored 2780 markers in 15 linkage groups (LGs), with an average marker interval of 1.20 cM. A total of 221 quantitative trait loci (QTLs) associated with fruit- and oil-related traits were identified across three years\' worth of phenotypic data. Nine QTLs were detected simultaneously in at least two different years, located on LG02, LG04, LG05, LG06, and LG11, and explained 8.5-16.6% of the phenotypic variation in the corresponding traits, respectively. Seventeen major QTLs were obtained that explained 13.0-16.6% of the phenotypic variance. Eleven and five flanking SNPs of major QTLs for fruit- and oil-related traits were detected which could be used for marker-assisted selection in C. oleifera breeding programs. Furthermore, 202 potential candidate genes in QTL regions were identified based on the collinearity of the genetic map and the C. oleifera \"CON\" genome. A potential regulatory network controlling fruit development and oil biosynthesis was constructed to dissect the complex mechanism of oil accumulation. The dissection of these QTLs will facilitate the gene cloning underlying lipid synthesis and increase our understanding in order to enhance C. oleifera oil yield and quality.
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  • 文章类型: Journal Article
    流感病毒感染是一个主要的全球健康问题。流感可导致轻度/中度疾病或进展为更严重的疾病,导致高发病率和死亡率。严重程度被认为主要由免疫病理学驱动,但预测哪些人住院的风险较高,需要对流感感染期间宿主遗传学和宿主反应的分子特征进行调查。
    这里,我们对健康对照组和轻度/中度或重度流感患者(ICU患者)进行了转录组和基因型分析.我们研究的一个独特方面是所有参与者的基因分型,这使我们能够根据遗传变异分配种族,并评估变异是否与表达水平相关。
    我们确定了ICU患者与非ICU患者之间的169个差异表达基因和相关分子通路。转录组/基因型关联分析确定了871个与遗传变异相关的基因和39个在非裔美国人和白种人之间不同的基因。我们还调查了年龄和性别的影响,在我们的队列中只发现了一些明显的基因效应。
    一起,我们的研究结果突出了可能导致流感感染患者ICU入住风险增加的部分危险因素.这应该有助于开发更好的基于分子特征的诊断工具,除了更好地了解宿主对流感反应的生物学过程。
    UNASSIGNED: Influenza virus infections are a major global health problem. Influenza can result in mild/moderate disease or progress to more severe disease, leading to high morbidity and mortality. Severity is thought to be primarily driven by immunopathology, but predicting which individuals are at a higher risk of being hospitalized warrants investigation into host genetics and the molecular signatures of the host response during influenza infections.
    UNASSIGNED: Here, we performed transcriptome and genotype analysis in healthy controls and patients exhibiting mild/moderate or severe influenza (ICU patients). A unique aspect of our study was the genotyping of all participants, which allowed us to assign ethnicities based on genetic variation and assess whether the variation was correlated with expression levels.
    UNASSIGNED: We identified 169 differentially expressed genes and related molecular pathways between patients in the ICU and those who were not in the ICU. The transcriptome/genotype association analysis identified 871 genes associated to a genetic variant and 39 genes distinct between African-Americans and Caucasians. We also investigated the effects of age and sex and found only a few discernible gene effects in our cohort.
    UNASSIGNED: Together, our results highlight select risk factors that may contribute to an increased risk of ICU admission for influenza-infected patients. This should help to develop better diagnostic tools based on molecular signatures, in addition to a better understanding of the biological processes in the host response to influenza.
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  • 文章类型: Journal Article
    为了应对糖尿病发病率的上升并满足日常蛋白质需求,我们创造了蛋白质含量(PC)超过14%的低血糖指数(GI)水稻品种。在使用SambaMahsuri和IR36直链淀粉延伸剂(IR36ae)作为亲本系的重组自交系的开发中,我们确定了与低GI相关的数量性状基因座和基因,高直链淀粉含量(AC),高PC通过将遗传技术与分类模型相结合,这种综合方法确定了2号染色体上的候选基因(qGI2.1/qAC2.1跨越18.62Mb至19.95Mb的区域),对低GI和高直链淀粉的影响。值得注意的是,具有高值的表型变异与淀粉分支酶2b(sbeIIb)的隐性等位基因有关。基因组编辑的sbeIIb系证实了碾米谷粒中的低GI表型。Further,来自靶向关联和上位相互作用基因的高度显著SNP产生的等位基因组合显示具有高直链淀粉和高蛋白的超低GI表型。不同AC的水稻代谢组学分析,PC,和GI揭示了高AC和PC的优越线路,低GI优先富含糖酵解和氨基酸代谢,而低AC和PC以及高GI的劣质品系富含脂肪酸代谢。高直链淀粉高蛋白重组自交系(HAHP_101)富含赖氨酸等必需氨基酸。这些系列可能与食品产品开发高度相关,以解决糖尿病和营养不良问题。
    To counter the rising incidence of diabetes and to meet the daily protein needs, we created low glycemic index (GI) rice varieties with protein content (PC) surpassing 14%. In the development of recombinant inbred lines using Samba Mahsuri and IR36 amylose extender (IR36ae) as parental lines, we identified quantitative trait loci and genes associated with low GI, high amylose content (AC), and high PC. By integrating genetic techniques with classification models, this comprehensive approach identified candidate genes on chromosome 2 (qGI2.1/qAC2.1 spanning the region from 18.62 Mb to 19.95 Mb), exerting influence on low GI and high amylose. Notably, the phenotypic variant with high value was associated with the recessive allele of the starch branching enzyme 2b (sbeIIb). The genome-edited sbeIIb line confirmed low GI phenotype in milled rice grains. Further, combinations of alleles created by the highly significant SNPs from the targeted associations and epistatically interacting genes showed ultralow GI phenotypes with high amylose and high protein. Metabolomics analysis of rice with varying AC, PC, and GI revealed that the superior lines of high AC and PC, and low GI were preferentially enriched in glycolytic and amino acid metabolisms, whereas the inferior lines of low AC and PC and high GI were enriched with fatty acid metabolism. The high amylose high protein recombinant inbred line (HAHP_101) was enriched in essential amino acids like lysine. Such lines may be highly relevant for food product development to address diabetes and malnutrition.
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  • 文章类型: Journal Article
    水稻是全球主要农作物。低温对水稻的最佳生长发育产生负面影响。在直接播种条件下,适应低温的水稻品种表现出改善的幼苗出苗,然而,对低温下调控发芽的基因(LTG)知之甚少。在这项研究调查中,我们对273份水稻植物材料进行了全基因组测序。使用每种大米材料的最佳线性无偏预测(BLUP)值,我们鉴定了7个LTG相关性状,并进行了有效的遗传分析和全基因组关联研究(GWAS).因此,鉴定了95个与水稻LTG相关的数量性状位点(QTLs)和1001个候选基因。候选基因的单倍型分析和功能注释导致鉴定出三个有希望的候选基因(LOC_Os08g30520用于调节LTG4和LTG5,LOC_Os10g02625用于调节LTG6,LTg7和LTG8,以及LOC_Os12g31460用于调节LTG7,LTg8和LTG9)。这项研究为解决水稻中的LTG问题提供了坚实的基础,并将在未来的直播水稻育种计划中具有价值。
    Rice is the leading global staple crop. Low temperatures pose negative impacts on rice\'s optimal growth and development. Rice cultivars acclimating to low temperatures exhibited improved seedling emergence under direct-seeded sowing conditions, yet little is known about the genes that regulate germination at low temperatures (LTG). In this research investigation, we\'ve performed whole genome sequencing for the 273 rice plant materials. Using the best linear unbiased prediction (BLUP) values for each rice material, we identified 7 LTG-related traits and performed the efficient genetic analysis and genome-wide association study (GWAS). As a result of this, 95 quantitative trait loci (QTLs) and 1001 candidate genes associated with LTG in rice were identified. Haplotype analysis and functional annotation of the candidate genes resulted in the identification of three promising candidate genes (LOC_Os08g30520 for regulating LTG4 and LTG5, LOC_Os10g02625 for regulating LTG6, LTg7 and LTG8, and LOC_Os12g31460 for regulating LTG7, LTg8 and LTG9) involving in the regulation of LTG in rice. This research provides a solid foundation for addressing the LTG issue in rice and will be valuable in future direct-seeded rice breeding programs.
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  • 文章类型: Journal Article
    培育对恶劣环境具有耐旱性的水稻对于农业可持续性至关重要。了解耐旱性的遗传基础对于开发抗旱性水稻品种至关重要。全基因组关联研究(GWAS)已成为揭示干旱耐受性等特征的复杂遗传结构的关键工具。利用水稻种质资源中的自然遗传多样性。
    在这项研究中,一个由210个水稻品种组成的综合小组在受控条件下进行了十天的表型鉴定,在培养皿中使用20%PEG6000进行模拟干旱胁迫。在整个压力时期,关键性状,如发芽率(GP),发芽率指数(GRI),平均发芽时间(MGT),和幼苗百分比(SP)进行了精心监测。
    GWAS分析发现了总共38个与耐旱性相关的QTL,包括新的基因座,如qMGT-5.2,qSP-3,qSP7.2和qGP-5.2。此外,RNA-seq分析鉴定了10个在干旱胁迫条件下具有显著表达差异的基因。值得注意的是,单倍型分析确定了与耐旱性增强相关的特定基因中的精英单倍型。
    总的来说,这项研究强调了GWAS在验证已知基因,同时发掘新基因座以丰富遗传资源以增强水稻育种计划中的耐旱性方面的重要性。
    UNASSIGNED: Breeding rice with drought tolerance for harsh environments is crucial for agricultural sustainability. Understanding the genetic underpinnings of drought tolerance is vital for developing resilient rice varieties. Genome-wide association studies (GWAS) have emerged as pivotal tools in unravelling the complex genetic architecture of traits like drought tolerance, capitalizing on the natural genetic diversity within rice germplasm collections.
    UNASSIGNED: In this study, a comprehensive panel of 210 rice varieties was phenotyped over ten days in controlled conditions, subjected to simulated drought stress using 20% PEG 6000 in petri dishes. Throughout the stress period, crucial traits such as germination percentage (GP), germination rate index (GRI), mean germination time (MGT), and seedling percentage (SP) were meticulously monitored.
    UNASSIGNED: The GWAS analysis uncovered a total of 38 QTLs associated with drought tolerance traits, including novel loci like qMGT-5.2, qSP-3, qSP7.2, and qGP-5.2. Additionally, RNA-seq analysis identified ten genes with significant expression differences under drought stress conditions. Notably, haplotype analysis pinpointed elite haplotypes in specific genes linked to heightened drought tolerance.
    UNASSIGNED: Overall, this study underscores the importance of GWAS in validating known genes while unearthing novel loci to enrich the genetic resources for enhancing drought tolerance in rice breeding programs.
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  • 文章类型: Journal Article
    全皮肤DNA甲基化变异与几种疾病有关,包括黑色素瘤,但是其遗传基础尚未完全表征。使用414位健康的英国女性双胞胎的大量皮肤组织样本,我们对>400,000个DNA甲基化位点进行了基于双胞胎的遗传力和甲基化数量性状基因座(meQTL)分析。我们发现,人类皮肤DNA甲基化组的遗传力平均低于先前估计的血液和其他组织(平均遗传力:10.02%)。meQTL分析确定了影响DNA甲基化的18.8%(76,442)测试CpG位点的局部遗传效应,以及与至少一个远端遗传变异相关的1,775个CpG位点。作为一个功能性的后续行动,我们对部分重叠的604对雌性双胞胎进行了皮肤表达QTL(eQTL)分析.共同定位分析确定了超过3,500个共同的遗传效应,影响了数千个CpG位点(10,067个)和基因(4,475个)。推定的共定位基因-CpG对的中介分析鉴定出114个基因,这些基因具有由皮肤中DNA甲基化介导的eQTL效应的证据,包括与皮肤病相关的基因,如ALOX12和CSPG4。我们进一步探索了皮肤meQTL与皮肤病的相关性,发现遗传影响下的皮肤meQTL和CpG富集了多个皮肤相关的全基因组和全基因组关联信号,包括黑色素瘤和牛皮癣.我们的发现为皮肤表观基因组变异的调控景观提供了见解。
    Whole-skin DNA methylation variation has been implicated in several diseases, including melanoma, but its genetic basis has not yet been fully characterized. Using bulk skin tissue samples from 414 healthy female UK twins, we performed twin-based heritability and methylation quantitative trait loci (meQTL) analyses for >400,000 DNA methylation sites. We find that the human skin DNA methylome is on average less heritable than previously estimated in blood and other tissues (mean heritability: 10.02%). meQTL analysis identified local genetic effects influencing DNA methylation at 18.8% (76,442) of tested CpG sites, as well as 1,775 CpG sites associated with at least one distal genetic variant. As a functional follow-up, we performed skin expression QTL (eQTL) analyses in a partially overlapping sample of 604 female twins. Colocalization analysis identified over 3,500 shared genetic effects affecting thousands of CpG sites (10,067) and genes (4,475). Mediation analysis of putative colocalized gene-CpG pairs identified 114 genes with evidence for eQTL effects being mediated by DNA methylation in skin, including in genes implicating skin disease such as ALOX12 and CSPG4. We further explored the relevance of skin meQTLs to skin disease and found that skin meQTLs and CpGs under genetic influence were enriched for multiple skin-related genome-wide and epigenome-wide association signals, including for melanoma and psoriasis. Our findings give insights into the regulatory landscape of epigenomic variation in skin.
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  • 文章类型: Journal Article
    愈伤组织诱导(CI)是植物中转化所需基因的关键性状。对110份粳稻种质资源进行了全基因组关联研究(GWAS)分析,其中三种组织培养基,B5,MS,和N6,用于这些水稻组成熟种子的CI。水稻2、6、7和11号染色体上的七个数量性状基因座(QTLs)影响了三种培养基中的CI百分比。对于B5培养基,在水稻6号染色体上鉴定出一个QTL(qCI-B5-Chr6);对于MS培养基,在水稻2号和6号染色体上鉴定出两个QTL(分别为qCI-MS-Chr2和qCI-MS-Chr6);对于N6培养基,在水稻染色体6、7和11上鉴定出四个QTL(分别为qCI-N6-Chr6.1和qCI-N6-Chr6.2,qCI-N6-Chr7和qCI-N6-Chr11)。在与这些QTL相对应的单倍型区块内鉴定出55个基因,其中31个显示与这些培养基中不同CI百分比相关的单倍型。qCI-B5-Chr6位于与qCI-N6-Chr6.2相同的区域中,并且在该区域中还鉴定出与Caleosin相关的家族蛋白。基于基因的单倍型分析揭示了该基因与B5和N6培养基中不同CI百分比的关联。提示该基因可能在CI机制中起关键作用。此外,几个基因,包括那些编码β-微管蛋白的蛋白,锌指蛋白,含RNP-1结构域的蛋白质,和溶血磷脂酸酰基转移酶,与N6培养基中不同的CI百分比相关。这项研究的结果提供了对水稻愈伤组织诱导的潜在QTL和候选基因的见解,这有助于我们对愈伤组织形成所涉及的生理和生化过程的理解,是水稻分子育种的重要工具。
    Callus induction (CI) is a critical trait for transforming desirable genes in plants. A genome-wide association study (GWAS) analysis was conducted on the rice germplasms of 110 Indica rice accessions, in which three tissue culture media, B5, MS, and N6, were used for the CI of those rice panels\' mature seeds. Seven quantitative trait loci (QTLs) on rice chromosomes 2, 6, 7, and 11 affected the CI percentage in the three media. For the B5 medium, one QTL (qCI-B5-Chr6) was identified on rice chromosome 6; for the MS medium, two QTLs were identified on rice chromosomes 2 and 6 (qCI-MS-Chr2 and qCI-MS-Chr6, respectively); for the N6 medium, four QTLs were identified on rice chromosomes 6, 7, and 11 (qCI-N6-Chr6.1 and qCI-N6-Chr6.2, qCI-N6-Chr7, and qCI-N6-Chr11, respectively). Fifty-five genes were identified within the haplotype blocks corresponding to these QTLs, thirty-one of which showed haplotypes associated with different CI percentages in those media. qCI-B5-Chr6 was located in the same region as qCI-N6-Chr6.2, and the Caleosin-related family protein was also identified in this region. Analysis of the gene-based haplotype revealed the association of this gene with different CI percentages in both B5 and N6 media, suggesting that the gene may play a critical role in the CI mechanism. Moreover, several genes, including those that encode the beta-tubulin protein, zinc finger protein, RNP-1 domain-containing protein, and lysophosphatidic acid acyltransferase, were associated with different CI percentages in the N6 medium. The results of this study provide insights into the potential QTLs and candidate genes for callus induction in rice that contribute to our understanding of the physiological and biochemical processes involved in callus formation, which is an essential tool in the molecular breeding of rice.
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  • 文章类型: Journal Article
    谷粒重量(GW)是最重要的稳定性状,在谷物的情况下直接影响作物产量。来自Swarna/O的总共105个回交基因渗入系(BC2F10BIL)。来自Swarna/O的nivaraIRGC81848(NPS)和90BIL。对nivaraIRGC81832(NPK)进行了四年(2014年,2015年,2016年和2018年)的千粒重(TGW)评估,并选择了染色体片段替代系(CSSL)。从与Swarna的显著成对平均值比较来看,共鉴定出77个阳性和29个阴性显著NPS系以及62个阳性和29个阴性显著NPK系。在所有的四年里,在Swarna上,TGW的14个NPS系和9个NPK系始终为正显著,单系NPS69(IET22161)为负显著。NPS系和NPK系分别使用111和140个多态性SSR进行基因分型。使用ICIMv4.2软件的数量性状基因座(QTL)作图显示NPS中TGW的13个QTL。在NPS中发现了三个主要效应QTLqTGW2.1,qTGW8.1和qTGW11.1,持续两年或更长时间,PVE范围为8%至14%。同样,在NPK中鉴定了10个QTL,包括两个主要效应QTLqTGW3.1和qTGW12.1,分别为6%至32%PVE。在所有QTL中,O.nivara等位基因增加TGW。这些一致的QTL非常适合用于粒重的精细作图和功能分析。在这项研究中,CSSLsNPS1(10-2S)和NPK61(158K)的粒重明显高于轮回亲本,Swarna简历.从每个种群中选择水稻,并开发了次级F2作图种群。使用批量分离QTL测序,一个粒重QTL,命名为qTGW3.1是从NPK61和Swarna之间的杂交中绘制的。该QTL解释了48%(赔率对数=32.2)的表型变异,并使用重组分析精细映射到31kb的间隔。位于该基因组位点的参与植物生长发育的GRAS转录因子基因(OS03go103400)可能是qTGW3.1的候选基因。本研究的结果将有助于进一步的功能研究和提高水稻粒重分子机制的相关知识,为高产育种奠定坚实的基础。
    在线版本包含补充材料,可在10.1007/s12298-024-01483-0获得。
    Grain weight (GW) is the most important stable trait that directly contributes to crop yield in case of cereals. A total of 105 backcross introgression lines (BC2F10 BILs) derived from Swarna/O. nivara IRGC81848 (NPS) and 90 BILs from Swarna/O. nivara IRGC81832 (NPK) were evaluated for thousand-grain weight (TGW) across four years (wet seasons 2014, 2015, 2016 and 2018) and chromosome segment substitution lines (CSSLs) were selected. From significant pair- wise mean comparison with Swarna, a total of 77 positively and 29 negatively significant NPS lines and 62 positively and 29 negatively significant NPK lines were identified. In all 4 years, 14 NPS lines and 9 NPK lines were positively significant and one-line NPS69 (IET22161) was negatively significant for TGW over Swarna consistently. NPS lines and NPK lines were genotyped using 111 and 140 polymorphic SSRs respectively. Quantitative trait locus (QTL) mapping using ICIM v4.2 software showed 13 QTLs for TGW in NPS. Three major effect QTLs qTGW2.1, qTGW8.1 and qTGW11.1 were identified in NPS for two or more years with PVE ranging from 8 to 14%. Likewise, 10 QTLs were identified in NPK and including two major effect QTL qTGW3.1 and qTGW12.1 with 6 to 32% PVE. In all QTLs, O. nivara alleles increased TGW. These consistent QTLs are very suitable for fine mapping and functional analysis of grain weight. Further in this study, CSSLs NPS1 (10-2S) and NPK61 (158 K) with significantly higher grain weight than the recurrent parent, Swarna cv. Oryza sativa were selected from each population and secondary F2 mapping populations were developed. Using Bulked Segregant QTL sequencing, a grain weight QTL, designated as qTGW3.1 was fine mapped from the cross between NPK61 and Swarna. This QTL explained 48% (logarithm of odds = 32.2) of the phenotypic variations and was fine mapped to a 31 kb interval using recombinant analysis. GRAS transcription factor gene (OS03go103400) involved in plant growth and development located at this genomic locus might be the candidate gene for qTGW3.1. The results of this study will help in further functional studies and improving the knowledge related to the molecular mechanism of grain weight in Oryza and lays a solid foundation for the breeding for high yield.
    UNASSIGNED: The online version contains supplementary material available at 10.1007/s12298-024-01483-0.
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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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