Seed Bank

种子库
  • 文章类型: Journal Article
    本研究对辽宁省谷子种质资源进行了评估,以支持收集。谷子种质资源的保存与创新.
    这项研究于2018年至2020年进行,涉及从辽宁省农业科学院种质库(LAAS)筛选105份小米种质资源,对31个性状的观察和记录,以及应用多变量分析方法评估表型多样性。
    从多样性分析和相关性分析来看,结果表明,所测试的性状具有丰富的多样性和复杂的相关性。主成分分析(PCA)综合分析了所有数量性状,并提取了7个主成分。灰色关联分析(GRA)强调了不同性状对产量的不同贡献。通过系统聚类分析(SCA),在欧几里得距离17.09处将资源分为6组.K均值聚类分析确定了各性状的分布区间和中心值,然后确定具有理想特征的资源。
    结果表明,资源具有向上抛苗叶片等特征,更多的耕种和树枝,较大且形状良好的耳朵,抗倒伏性更喜欢更高的籽粒产量。还发现,sebar节间长度(SIL)可以作为成熟度选择的指标。四个具体资源,即,DunguNo.1,小丽香,巴森神古,和玉皇古号。1,用于进一步育种和实际应用。
    UNASSIGNED: This study evaluated millet germplasms in Liaoning Province to support the collection, preservation and innovation of millet germplasm resources.
    UNASSIGNED: The study was conducted from 2018 to 2020, involved the selection of 105 millet germplasm resources from the Germplasm Bank of the Liaoning Academy of Agricultural Sciences (LAAS), the observation and recording of 31 traits, and the application of multivariate analysis methods to assess phenotypic diversity.
    UNASSIGNED: From the diversity analysis and correlation analysis, it was found that the tested traits had abundant diversity and complex correlations among them. Principal component analysis (PCA) comprehensively analyzed all quantitative traits and extracted seven principal components. Grey relational analysis (GRA) highlighted the varied contributions of different traits to yield. Through systematic cluster analysis (SCA), the resources were categorized into six groups at Euclidean distance of 17.09. K-mean cluster analysis determined the distribution interval and central value of each trait, then identified resources with desirable traits.
    UNASSIGNED: The results revealed resources that possess characteristics such as upthrow seedling leaves, more tillers and branches, larger and well-formed ears, and lodging resistance prefer to higher grain yield. It was also discovered that the subear internode length (SIL) could be an indicator for maturity selection. Four specific resources, namely, Dungu No. 1, Xiao-li-xiang, Basen Shengu, and Yuhuanggu No. 1, were identified for further breeding and practical applications.
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  • 文章类型: Journal Article
    目的:种子异形是一种植物策略,即单个植物产生两种或两种以上不同类型的黄体孢子,具有不同的形态,分散能力,生态功能及其对植物生活史性状的不同影响。这项研究的目的是测试季节性土壤盐分和埋葬深度对荒漠一年生盐生植物中的三形散孢子的休眠/发芽和持久性/耗竭动态的影响。
    方法:我们研究了盐度和温度的季节性波动对发芽的影响,恢复A型的发芽和死亡率,B,在实验室中的C.centrasiatica和在四个土壤盐度和三个深度的原位埋藏的总孢子。从2016年12月至2018年11月,每月从种子库中收集黄体孢子,并确定剩余的活黄体孢子数量(未耗尽)及其发芽能力。
    结果:在第一年,在低盐度“窗口”中,非休眠的A型洋圆孢子被耗尽。在0.3和0.1molL-1土壤盐分下,休眠的乙型和C型硬铝孢子萌发率很高,分别。高盐度和浅埋延迟了乙型和C型一水孢子的耗竭。高盐度延迟了三种一水孢子类型的耗竭时间,并延迟了从秋季到春季的乙型和C型一水孢子的休眠释放。土壤盐分通过延迟种子休眠在八月和冬季的释放,并通过在春季和初夏为非休眠的水杨发芽提供低盐浓度窗口,改变了种子库中水杨的响应。
    结论:一年生荒漠盐生植物A.centrasiatica的埋藏三态洋草表现出不同的休眠/萌发行为,以响应季节性土壤盐分波动。延长种子库的持久性和延迟原位盐胁迫下的洋草耗竭主要是由于抑制了休眠中断。土壤种子库中休眠/发芽和种子持久性的差异可能是适应压力时空异质性的押注策略,并允许中亚曲霉在不可预测的寒冷沙漠环境中持续存在。
    OBJECTIVE: Seed heteromorphism is a plant strategy that an individual plant produces two or more distinct types of diaspores, which have diverse morphology, dispersal ability, ecological functions and different effects on plant life history traits. The aim of this study was to test the effects of seasonal soil salinity and burial depth on the dynamics of dormancy/germination and persistence/depletion of buried trimorphic diaspores of a desert annual halophyte Atriplex centralasiatica.
    METHODS: We investigated the effects of salinity and seasonal fluctuations of temperature on germination, recovery of germination and mortality of types A, B, C diaspores of A. centralasiatica in the laboratory and buried diaspores in situ at four soil salinities and three depths. Diaspores were collected monthly from the seedbank from December 2016 to November 2018, and the number of viable diaspores remaining (not depleted) and their germinability were determined.
    RESULTS: Non-dormant type A diaspores were depleted in the low salinity \"window\" in the first year. Dormant diaspore types B and C germinated to high percentages at 0.3 and 0.1 mol L-1 soil salinity, respectively. High salinity and shallow burial delayed depletion of diaspore types B and C. High salinity delayed depletion time of the three diaspore types and delayed dormancy release of types B and C diaspores from autumn to spring. Soil salinity modified the response of diaspores in the seedbank by delaying seed dormancy release in autum and winter and by providing a low-salt concentration window for germination of non-dormant diaspores in spring and early summer.
    CONCLUSIONS: Buried trimorphic diaspores of annual desert halophyte A. centralasiatica exhibited diverse dormancy/germination behavior in respond to seasonal soil salinity fluctuation. Prolonging persistence of the seedbank and delaying depletion of diaspores under salt stress in situ primarily is due to inhibition of dormancy-break. The differences in dormancy/germination and seed persistence in the soil seedbank may be a bet-hadging strategy adapted to stressful temporal and spatial heterogeneity, and allows A. centralasiatica to persist in the unpredictable cold desert enevironment.
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  • 文章类型: Journal Article
    橡胶树,巴西橡胶树(威尔德。前Adr.deJuss.)穆勒。Arg.,是世界上唯一用于商业生产天然橡胶的工厂。经过多年的繁殖,橡胶树存在广泛的种质分化。橡胶树种质资源多样性和种群结构的探索,在建立核心种质资源的同时,有助于阐明遗传背景并促进这些资源的有效利用和管理。通过使用SNP分子标记技术,扩增了195棵橡胶树资源,他们的遗传多样性分析,随后构建了指纹图谱。通过这个过程,鉴定了橡胶树的耐寒核心种质。结果显示,PIC,他,和pi值分别为0.0905至0.3750、0.095至0.5000和0.0953至0.5013。群体结构分析和聚类分析都将种质划分为两组,表示一个简单的组结构。建立核心种质资源库,抽样比例为10%,由21个种质组成,分为两个种群。G1人口由20个国家组成,而人口G2包括1个登录名。研究结果导致了分子数据库的创建,该数据库有望为橡胶树种质的管理和后续育种应用做出贡献。
    The rubber tree, Hevea brasiliensis (Willd. ex Adr. de Juss.) Muell. Arg., is the sole plant worldwide utilized for the commercial production of natural rubber. Following years of breeding, there exists a wide array of germplasm differentiation in rubber trees. The exploration of diversity and population structure within rubber tree germplasm resources, alongside the establishment of core germplasm resources, is instrumental in elucidating the genetic background and facilitating the effective utilization and management of these resources. By employing SNP molecular marker technology, 195 rubber tree resources were amplified, their genetic diversity analyzed, and a fingerprint map was subsequently constructed. Through this process, the cold-resistant core germplasm of rubber trees was identified. The results revealed that the PIC, He, and pi values ranged from 0.0905 to 0.3750, 0.095 to 0.5000, and 0.0953 to 0.5013, respectively. Both group structure analysis and cluster analysis delineated the accessions into two groups, signifying a simple group structure. A core germplasm bank was established with a sampling ratio of 10%, comprising 21 accessions divided into two populations. Population G1 consists of 20 accessions, while population G2 comprises 1 accession. The research findings have led to the creation of a molecular database that is anticipated to contribute to the management and subsequent breeding applications of rubber tree accessions.
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  • 文章类型: Journal Article
    了解植物物种的建立对于指导恢复草原的管理和保护古代草原的生物多样性非常重要。在草原社区,植物物种可以从通过空间传播到达的种子中建立,从土壤种子库中的种子或通过附近来源个体的植物传播。然而,在具有不同土地利用历史的草原中,这种殖民潜力和物种建立的可能性可能会有所不同。我们调查了当地物种招募来源的相对重要性,例如空间和时间的分散以及相邻草原中的物种存在,在确定具有不同土地利用历史的八个草原中植物物种的建立(成对的古代草原连续作为牧场管理与恢复前森林上的草原)。在每个草原上,我们建立了地块(0.25平方米)来监测种子扩散的幼苗出苗,种子库,并记录了两个生长时期的克隆生长。我们发现物种建立的可能性来自当地的种子雨,而且当地物种库中存在的物种更能够在两种类型的草原上发芽和建立。来自种子库和克隆生长的物种对物种建立的贡献程度较小,但在古代草原物种的重新定居和再生中占了更大的比例。这些结果表明,周围的草原是物种定殖的来源,从相邻的草原扩散是植物再生和定殖的关键过程。这些结果表明,草原的恢复在很大程度上取决于与草原物种来源的联系,特别是在恢复的草原上。因此,管理计划应将轮牧和更大的草地网络纳入恢复工作,这将使理想的物种能够在草原上建立和持续存在。
    Understanding the establishment of plant species is important to inform management of restored grasslands and to preserve biodiversity in ancient grasslands. In grassland communities, plant species can establish from seeds arriving via spatial dispersal, from seeds in the soil seed bank or through vegetative spread from nearby source individuals. However, this colonization potential and the likelihood of species establishment can vary in grasslands with different land-use history. We investigated the relative importance of local species recruitment sources, such as dispersal in space and time and species presence in adjacent grasslands, in determining establishment of plant species in eight grasslands with different land-use history (paired ancient grasslands continuously managed as pasture vs. restored grasslands on former forest). At each grassland, we established plots (0.25 m2) to monitor seedling emergence from seed dispersal, seed bank, and recorded clonal growth over two growing periods. We found that the likelihood of species establishment was highest from local seed rain, and that species present in the local species pool were more able to germinate and establish in both type of grasslands. Species from the seed bank and clonal growth contributed to a lesser extent to species establishment, but represented a greater proportion of the recolonization and regeneration of species in ancient grasslands. These results demonstrate that surrounding grasslands serve as a source for colonizing species and that dispersal from the adjacent grasslands is the key process in regeneration and colonization of plants. These results imply that the recovery of grasslands depends heavily upon to links to species source in grasslands, especially in restored grasslands. Therefore, management plans should incorporate rotational livestock grazing and larger networks of grassland in restoration efforts, which will enable to desirable species to establish and persist in grasslands.
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  • 文章类型: Journal Article
    目的:野生物种是通过杂交将有价值的性状引入作物的战略来源。对于花生,Arachis部分中目前描述的33种野生物种特别重要,因为它们与驯化物种的性相容性,拟南芥。尽管许多野生种质被精心保存在种子库中,它们的形态相似性对常规分类提出了挑战。
    方法:使用高密度阵列,我们对272个种质进行了基因分型,涵盖了Arachis部分中的所有二倍体物种。通过系统发育分析揭示了种质与物种之间的详细关系,并利用种质收集者和策展人的专业知识进行了解释。
    结果:确定了两个主要群体:一个具有A基因组物种,另一个具有B基因组,D,F,G,和K基因组。物种分组通常显示出清晰的边界。组内的结构是信息丰富的,例如,揭示了原始驯化A.senosperma的历史。然而,一些分组建议多个兄弟姐妹物种。其他人是多系的,表明需要进行分类学修订。年度物种比多年生物种更好地定义,揭示了将经典和系统发育物种概念应用于该属的局限性。我们建议为几个种质分配新物种。
    结论:由种质收藏家和策展人策划,这种对物种关系的分析为未来的物种描述奠定了基础,未知种质的分类,和种质资源用于花生改良。它支持当前种质的保存和管理,这两个关键任务都考虑到栖息地丧失对属的威胁以及当前对新收藏和种质转移的限制。
    OBJECTIVE: Wild species are strategic sources of valuable traits to be introduced into crops through hybridization. For peanut, the 33 currently described wild species in the section Arachis are particularly important because of their sexual compatibility with the domesticated species, Arachis hypogaea. Although numerous wild accessions are carefully preserved in seed banks, their morphological similarities pose challenges to routine classification.
    METHODS: Using a high-density array, we genotyped 272 accessions encompassing all diploid species in section Arachis. Detailed relationships between accessions and species were revealed through phylogenetic analyses and interpreted using the expertise of germplasm collectors and curators.
    RESULTS: Two main groups were identified: one with A genome species and the other with B, D, F, G, and K genomes. Species groupings generally showed clear boundaries. Structure within groups was informative, for instance, revealing the history of the proto-domesticate A. stenosperma. However, some groupings suggested multiple sibling species. Others were polyphyletic, indicating the need for taxonomic revision. Annual species were better defined than perennial ones, revealing limitations in applying classical and phylogenetic species concepts to the genus. We suggest new species assignments for several accessions.
    CONCLUSIONS: Curated by germplasm collectors and curators, this analysis of species relationships lays the foundation for future species descriptions, classification of unknown accessions, and germplasm use for peanut improvement. It supports the conservation and curation of current germplasm, both critical tasks considering the threats to the genus posed by habitat loss and the current restrictions on new collections and germplasm transfer.
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  • 文章类型: English Abstract
    Aiming to understand the responses of soil seed bank to different water levels, we investigated vegetation and soil seed bank along a water level gradient (frequently flooded area, unflooded area) on the floodplain wetland of Juzhang River. We used the structural equation model to explore the direct and indirect effects of water level on soil seed bank, and used non-metric multidimensional scaling (NMDS) to assess the role of soil seed bank for vegetation regeneration. The results showed that the density of transient and persistent seed banks at unflooded area was 36.9% and 7.8% higher than that of frequently flooded area, respectively. Shannon index and Pielou index of seed bank and vegetation were significantly affected by water level and sampling location. Water level significantly affected the similarity between seed bank and aboveground vegetation, and the similarity of persistent seed bank with aboveground vegetation was significantly higher than that with transient seed bank. Structural equation model showed that water level had a direct effect on seed bank density, and indirect effects on density and richness of seed bank via affecting soil pH and NH4+-N content. NMDS results showed that there was no significant difference in the composition of the persistent seed bank and vegetation community in autumn under different water levels, but water level significantly changed the community composition of transient seed bank. Transient seed bank was affected by the vegetation and soil property, while persistent seed bank was determined by aboveground vegetation and water level. Although soil seed bank had low regeneration potential for the vegetation communities in floodplain wetlands, soil seed bank could not be neglected during the restoration of propagule diversity after disturbance in wetlands. Persistent seed bank would be an importance source of diversity of propagules for floodplain wetlands restoration following disturbance.
    为了解土壤种子库对不同水位变化的响应,以沮漳河河漫滩湿地为研究对象,沿水位梯度(常淹区,未淹区)调查地上植被和土壤种子库,采用结构方程模型,探讨水位变化对种子库的直接和间接影响,采用非度量多维尺度(NMDS)分析研究种子库在植被重建中的潜力。结果表明: 未淹区的短暂种子库和持久种子库密度分别比常淹区提高36.9%和7.8%。种子库和地上植被的Shannon指数和Pielou指数受水位和采样地点双因素的显著影响。水位显著影响种子库与地上植被的相似性,持久种子库与地上植被的相似性显著高于短暂种子库。结构方程模型表明,水位变化对种子库密度有直接影响,并通过土壤pH和NH4+-N间接影响种子库密度和丰富度。NMDS结果显示,水位变化对持久种子库和秋季地上植被群落组成没有显著影响,但显著改变了短暂种子库群落组成。短暂种子库主要受地上植被和土壤理化性质的影响,而持久种子库由地上植被和水位共同决定。在河漫滩湿地中,种子库再生潜力较低,但在水位变化过程中,种子库对湿地扰动后繁殖体多样性的恢复作用不容忽视,持久种子库可能是地上物种多样性的重要来源。.
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  • 文章类型: Journal Article
    有证据表明,种子性状可以影响种子在土壤中的长期持久性。然而,关于这一主题的研究结果在不同的系统之间有所不同。这里,我们汇集了全球1474个物种的种子持久性数据数据库,以测试种子质量-形状-持久性关系的普遍性。我们发现低种子持久性与较大和较小的球形种子有关的显着趋势。然而,这种关系在不同的分支中有所不同,生长形式和物种生态偏好。具体来说,在Poales中,种子质量-形状-持久性的关系比其他顺序进化枝更为明显。与土壤含沙量和降水量较高的地点相比,倾向于在土壤含沙量和降水量较低的地点发现的草本植物在种子形状和持久性之间具有更强的关系。对于木本植物来说,土壤含沙量高、降水少的地方,持久性与种子形态的关系强于土壤含沙量低、降水多的地方。提高预测土壤种子库形成过程的能力,包括埋葬和坚持,可以在植被恢复和控制跨不同植被类型和环境的物种入侵的管理策略中利用种子形态-持久性关系。
    There is some evidence that seed traits can affect the long-term persistence of seeds in the soil. However, findings on this topic have differed between systems. Here, we brought together a worldwide database of seed persistence data for 1474 species to test the generality of seed mass-shape-persistence relationships. We found a significant trend for low seed persistence to be associated with larger and less spherical seeds. However, the relationship varied across different clades, growth forms and species ecological preferences. Specifically, relationships of seed mass-shape-persistence were more pronounced in Poales than in other order clades. Herbaceous species that tend to be found in sites with low soil sand content and precipitation have stronger relationships between seed shape and persistence than in sites with higher soil sand content and precipitation. For the woody plants, the relationship between persistence and seed morphology was stronger in sites with high soil sand content and low precipitation than in sites with low soil sand content and higher precipitation. Improving the ability to predict the soil seed bank formation process, including burial and persistence, could benefit the utilization of seed morphology-persistence relationships in management strategies for vegetation restoration and controlling species invasion across diverse vegetation types and environments.
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  • 文章类型: Journal Article
    大麦是世界上最重要的谷类作物之一,它作为食物的价值不断被揭示,因此,大麦种质资源的研究和利用对全球粮食安全非常重要。尽管在全球范围内收集了大量的大麦种质样本,它们的特定遗传组成还没有被很好地理解,在许多情况下,它们的起源甚至有争议。在这项研究中,利用基因分型测序(GBS)技术对上海农业基因库的183份大麦种质样品进行基因分型,识别SNP并估计其遗传参数,进行了主成分分析(PCA),并分析了样本的系统发育树和种群结构。此外,进行了全基因组关联研究(GWAS),使用相关的SNP开发了KASP标记。结果表明,共鉴定出181,906个SNP,根据系统发育分析,这些大麦种质样本可以大致分为三类,这与行型和皮壳/裸粒性状的分类基本一致。种群结构分析表明,整个大麦种群可分为4个亚种群,与以前分类的主要区别在于,两排和去壳基因型被细分为两个SP。壳/裸性状的GWAS分析表明,许多相关基因座与Nud/nud基因座无关,表明可能有新的基因座控制该性状。为染色体7上的一个外显子型SNP开发了KASP标记。基于KASP分析的基因分型与基于SNP的基因分型一致,表明该基因座的基因可能与皮壳/裸露性状有关。以上工作不仅为该大麦种质种群的未来利用奠定了良好的基础,而且为壳/裸性状提供了新的基因座和候选基因。
    Barley is one of the most important cereal crops in the world, and its value as a food is constantly being revealed, so the research into and the use of barley germplasm are very important for global food security. Although a large number of barley germplasm samples have been collected globally, their specific genetic compositions are not well understood, and in many cases their origins are even disputed. In this study, 183 barley germplasm samples from the Shanghai Agricultural Gene Bank were genotyped using genotyping-by-sequencing (GBS) technology, SNPs were identified and their genetic parameters were estimated, principal component analysis (PCA) was preformed, and the phylogenetic tree and population structure of the samples were also analyzed. In addition, a genome-wide association study (GWAS) was carried out for the hulled/naked grain trait, and a KASP marker was developed using an associated SNP. The results showed that a total of 181,906 SNPs were identified, and these barley germplasm samples could be roughly divided into three categories according to the phylogenetic analysis, which was generally consistent with the classification of the traits of row type and hulled/naked grain. Population structure analysis showed that the whole barley population could be divided into four sub-populations (SPs), the main difference from previous classifications being that the two-rowed and the hulled genotypes were sub-divided into two SPs. The GWAS analysis of the hulled/naked trait showed that many associated loci were unrelated to the Nud/nud locus, indicating that there might be new loci controlling the trait. A KASP marker was developed for one exon-type SNP on chromosome 7. Genotyping based on the KASP assay was consistent with that based on SNPs, indicating that the gene of this locus might be associated with the hulled/naked trait. The above work not only lays a good foundation for the future utilization of this barley germplasm population but it provides new loci and candidate genes for the hulled/naked trait.
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  • 文章类型: Journal Article
    种子雨和土壤种子库代表了种子在空间和时间上的传播,分别,并且可能是植物群落再生过程中招募新个体的重要来源。然而,种子雨的时间动态以及种子雨和土壤种子库可能在放牧干扰增加的植物群落再生中发挥作用的机制尚不清楚。种子雨,土壤种子库,地上植被,在青藏高原东部的高山沼泽中,沿着放牧梯度采样了啮齿动物的密度。我们使用贝叶斯广义混合模型描述了种子传播的时间动力学,利用非度量多维尺度和结构方程模型研究了放牧干扰对种子雨和土壤种子库在地上植物群落再生中的相对作用的影响。随着放牧干扰的增加,种子雨的时间动态从单峰模式变为双峰模式。随着放牧干扰的增加,种子雨和种子库的物种多样性和种子密度均显着增加。放牧干扰的增加间接增加了种子雨之间成分的相似性,种子库,直接增加地上植物群落的物种多样性和丰富度。然而,放牧干扰的增加也间接降低了种子雨的相似性,土壤种子库,通过直接增加啮齿动物密度和地上植物群落。随着放牧干扰的增加,种子雨与地上植物群落的相似性大于土壤种子库和地上植物群落的相似性。放牧干扰通过改变种子扩散的时间动态来传播种子发芽和幼苗建立的风险。植物(阳性)和啮齿动物(阴性)介导了种子雨和土壤种子库在植物群落再生中的作用。种子雨在植物群落再生中的作用高于种子库在受干扰的高山沼泽中的作用。我们的发现增加了我们对植物群落再生过程的理解,它们为高山沼泽生态系统的保护和恢复提供了有价值的信息。
    Seed rain and the soil seed bank represent the dispersal of seeds in space and time, respectively, and can be important sources of recruitment of new individuals during plant community regeneration. However, the temporal dynamics of seed rain and the mechanisms by which the seed rain and soil seed bank may play a role in plant community regeneration with increased grazing disturbance remain unclear. Seed rain, soil seed bank, aboveground vegetation, and rodent density were sampled along a grazing gradient in an alpine marsh on the eastern Tibetan Plateau. We described the temporal dynamics of seed dispersal using Bayesian generalized mixed models, and nonmetric multidimensional scaling and the structural equation model were used to examine the effects of grazing disturbance on the relative role of seed rain and soil seed bank on aboveground plant community regeneration. The temporal dynamics of seed rain changed from a unimodal to a bimodal pattern with increased grazing disturbance. Both species diversity and seed density of the seed rain and seed bank increased significantly with increased grazing disturbance. Increased grazing disturbance indirectly increased the similarity of composition between seed rain, seed bank, and aboveground plant community by directly increasing species diversity and abundance of aboveground plant community. However, increased grazing disturbance also indirectly decreased the similarity of seed rain, soil seed bank, and aboveground plant community by directly increasing rodent density. The similarity between seed rain and aboveground plant community was greater than that of the soil seed bank and aboveground plant community with increased grazing disturbance. Grazing disturbance spreads the risk of seed germination and seedling establishment by changing the temporal dynamics of seed dispersal. Plants (positive) and rodents (negative) mediated the role of seed rain and soil seed bank in plant community regeneration. The role of seed rain in plant community regeneration is higher than the seed bank in disturbed alpine marshes. Our findings increase our understanding of the regeneration process of the plant community, and they provide valuable information for the conservation and restoration of alpine marsh ecosystems.
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  • 文章类型: Journal Article
    高通量表型为基于图像处理技术和使用机器学习算法的数据分析的详细基因库种质表征带来了新的机会。我们的工作建议通过鉴定与经典描述符相当的表型描述符,包括将方法学整合到基因库工作流程中,来改善CIAT基因库中豆类和花生种质的表征过程。为了实现这些目标,确定了14个豆类和16个草料花生的形态计量学和比色学性状,并将其与经典的国际植物遗传资源委员会(IBPGR)描述符进行了比较。使用随机森林算法识别区分大多数种质的描述符。花生最有价值的分类描述符是100种子重量和开花天数,还有豆子,天开花和主要种子颜色。表型和经典描述符的结合提高了菜豆和花生种质分类的准确性。建议基因库策展人使用功能多样性指数来评估表型变异性,以识别具有独特性状的种质或识别代表该物种最大表型变异的种质(功能性农业生物多样性集合)。人工智能算法能够表征种质,从而降低了额外表型产生的成本。即使对数据进行深入分析需要新的技能,关联遗传,形态和生态地理多样性为我们提供了建立具有新潜在特征的独特功能农业生物多样性集合的机会。
    High-throughput phenotyping brings new opportunities for detailed genebank accessions characterization based on image-processing techniques and data analysis using machine learning algorithms. Our work proposes to improve the characterization processes of bean and peanut accessions in the CIAT genebank through the identification of phenomic descriptors comparable to classical descriptors including methodology integration into the genebank workflow. To cope with these goals morphometrics and colorimetry traits of 14 bean and 16 forage peanut accessions were determined and compared to the classical International Board for Plant Genetic Resources (IBPGR) descriptors. Descriptors discriminating most accessions were identified using a random forest algorithm. The most-valuable classification descriptors for peanuts were 100-seed weight and days to flowering, and for beans, days to flowering and primary seed color. The combination of phenomic and classical descriptors increased the accuracy of the classification of Phaseolus and Arachis accessions. Functional diversity indices are recommended to genebank curators to evaluate phenotypic variability to identify accessions with unique traits or identify accessions that represent the greatest phenotypic variation of the species (functional agrobiodiversity collections). The artificial intelligence algorithms are capable of characterizing accessions which reduces costs generated by additional phenotyping. Even though deep analysis of data requires new skills, associating genetic, morphological and ecogeographic diversity is giving us an opportunity to establish unique functional agrobiodiversity collections with new potential traits.
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