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Variant calling in polyploids for population and quantitative genetics 多倍体中的变异调用,用于群体遗传学和数量遗传学
IF 2.7 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-07-17 DOI: 10.1002/aps3.11607
Alyssa R. Phillips

Advancements in genome assembly and sequencing technology have made whole genome sequence (WGS) data and reference genomes accessible to study polyploid species. Compared to popular reduced-representation sequencing approaches, the genome-wide coverage and greater marker density provided by WGS data can greatly improve our understanding of polyploid species and polyploid biology. However, biological features that make polyploid species interesting also pose challenges in read mapping, variant identification, and genotype estimation. Accounting for characteristics in variant calling like allelic dosage uncertainty, homology between subgenomes, and variance in chromosome inheritance mode can reduce errors. Here, I discuss the challenges of variant calling in polyploid WGS data and discuss where potential solutions can be integrated into a standard variant calling pipeline.

基因组组装和测序技术的进步使得全基因组序列(WGS)数据和参考基因组可以用于研究多倍体物种。与流行的降低代表性测序方法相比,WGS 数据提供的全基因组覆盖率和更高的标记密度可以大大提高我们对多倍体物种和多倍体生物学的认识。然而,使多倍体物种变得有趣的生物学特征也给读图、变异识别和基因型估计带来了挑战。考虑等位基因剂量的不确定性、亚基因组之间的同源性以及染色体遗传模式的差异等变异调用特征可以减少误差。在此,我将讨论在多倍体 WGS 数据中进行变异调用所面临的挑战,并探讨可将哪些潜在解决方案整合到标准变异调用管道中。
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引用次数: 0
Polyploidy and the evolution of phenotypic integration: Network analysis reveals relationships among anatomy, morphology, and physiology 多倍体与表型整合的进化:网络分析揭示解剖学、形态学和生理学之间的关系
IF 2.7 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-07-16 DOI: 10.1002/aps3.11605
Robert L. Baker, Grace L. Brock, Eastyn L. Newsome, Meixia Zhao

Premise

Most traits are polygenic and most genes are pleiotropic, resulting in complex, integrated phenotypes. Polyploidy presents an excellent opportunity to explore the evolution of phenotypic integration as entire genomes are duplicated, allowing for new associations among traits and potentially leading to enhanced or reduced phenotypic integration. Despite the multivariate nature of phenotypic evolution, studies often rely on simplistic bivariate correlations that cannot accurately represent complex phenotypes or data reduction techniques that can obscure specific trait relationships.

Methods

We apply network modeling, a common gene co-expression analysis, to the study of phenotypic integration to identify multivariate patterns of phenotypic evolution, including anatomy and morphology (structural) and physiology (functional) traits in response to whole genome duplication in the genus Brassica.

Results

We identify four key structural traits that are overrepresented in the evolution of phenotypic integration. Seeding networks with key traits allowed us to identify structure–function relationships not apparent from bivariate analyses. In general, allopolyploids exhibited larger, more robust networks indicative of increased phenotypic integration compared to diploids.

Discussion

Phenotypic network analysis may provide important insights into the effects of selection on non-target traits, even when they lack direct correlations with the target traits. Network analysis may allow for more nuanced predictions of both natural and artificial selection.

前提大多数性状是多基因性的,而大多数基因是多效的,从而导致复杂的综合表型。多倍体是探索表型整合进化的绝佳机会,因为整个基因组被复制,使性状之间产生新的关联,并可能导致表型整合的增强或减弱。尽管表型进化具有多变量的性质,但研究往往依赖于简单的二变量相关性,而这种相关性不能准确地代表复杂的表型,或者依赖于数据缩减技术,而这种技术可能会掩盖特定的性状关系。方法我们将网络建模(一种常见的基因共表达分析方法)应用于表型整合研究,以确定表型进化的多变量模式,包括芸苔属全基因组复制时的解剖学和形态学(结构)以及生理学(功能)性状。利用关键性状构建网络使我们能够识别双变量分析中不明显的结构-功能关系。一般来说,与二倍体相比,异源多倍体表现出更大、更稳健的网络,表明表型整合程度有所提高。 讨论表型网络分析可为了解选择对非目标性状的影响提供重要信息,即使这些性状与目标性状缺乏直接相关性。网络分析可以对自然选择和人工选择进行更细致的预测。
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引用次数: 0
nQuack: An R package for predicting ploidal level from sequence data using site-based heterozygosity nQuack:利用基于位点的杂合度从序列数据预测倍体水平的 R 软件包
IF 2.7 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-07-14 DOI: 10.1002/aps3.11606
Michelle L. Gaynor, Jacob B. Landis, Timothy K. O'Connor, Robert G. Laport, Jeff J. Doyle, Douglas E. Soltis, José Miguel Ponciano, Pamela S. Soltis

Premise

Traditional methods of ploidal-level estimation are tedious; using DNA sequence data for cytotype estimation is an ideal alternative. Multiple statistical approaches to leverage sequence data for ploidy inference based on site-based heterozygosity have been developed. However, these approaches may require high-coverage sequence data, use inappropriate probability distributions, or have additional statistical shortcomings that limit inference abilities. We introduce nQuack, an open-source R package that addresses the main shortcomings of current methods.

Methods and Results

nQuack performs model selection for improved ploidy predictions. Here, we implement expectation maximization algorithms with normal, beta, and beta-binomial distributions. Using extensive computer simulations that account for variability in sequencing depth, as well as real data sets, we demonstrate the utility and limitations of nQuack.

Conclusions

Inferring ploidy based on site-based heterozygosity alone is difficult. Even though nQuack is more accurate than similar methods, we suggest caution when relying on any site-based heterozygosity method to infer ploidy.

前提传统的倍性水平估算方法非常繁琐;利用 DNA 序列数据进行细胞型估算是一种理想的替代方法。目前已开发出多种统计方法,利用序列数据进行基于位点杂合度的倍性推断。然而,这些方法可能需要高覆盖率的序列数据、使用不恰当的概率分布,或存在其他限制推断能力的统计缺陷。我们介绍了一个开源 R 软件包 nQuack,它能解决当前方法的主要缺陷。方法与结果nQuack 能进行模型选择以改进倍性预测。在这里,我们使用正态分布、贝塔分布和贝塔二叉分布实现了期望最大化算法。结论仅根据基于位点的杂合度来推测倍性是很困难的。尽管 nQuack 比类似的方法更准确,但我们建议在依赖任何基于位点的杂合度方法来推断倍性时要谨慎。
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引用次数: 0
Bringing genomics to the field: An integrative approach to seed sourcing for forest restoration 将基因组学带入实地:为森林恢复寻找种子的综合方法
IF 2.7 3区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-20 DOI: 10.1002/aps3.11600
Anoob Prakash, Thibaut Capblancq, Kathryn Shallows, David Saville, Deborah Landau, Chad Landress, Tal Jacobs, Stephen Keller

Premise

Global anthropogenic change threatens the health and productivity of forest ecosystems. Assisted migration and reforestation are tools to help mitigate these impacts. However, questions remain about how to approach sourcing seeds to ensure high establishment and future adaptability.

Methods

Using exome-capture sequencing, we demonstrate a computational approach to finding the best n-sets from a candidate list of seed sources that collectively achieve high genetic diversity (GD) and minimal genetic load (GL), while also increasing evolvability in quantitative traits. The benefits of this three-part strategy (diversity-load-evolvability) are to increase near-term establishment success while also boosting evolutionary potential to respond to future stressors. Members of The Nature Conservancy and the Central Appalachian Spruce Restoration Initiative planted 58,000 seedlings across 255 acres. A subset of seedlings was monitored for establishment success and variation in growth.

Results

The results show gains in GD relative to GL and increases in quantitative genetic variation in seedling growth for pooled vs. single-source restoration. No single “super source” was observed across planting sites; rather, monitoring results demonstrate that pooling of multiple sources helps achieve higher GD:GL and evolvability.

Discussion

Our study shows the potential for integrating genomics into local-scale restoration and the importance of building partnerships between academic researchers and applied conservation managers.

前提 全球人为变化威胁着森林生态系统的健康和生产力。协助迁移和重新造林是帮助减轻这些影响的工具。然而,如何寻找种子以确保高建树率和未来的适应性仍然是个问题。 方法 利用外显子组捕获测序,我们展示了一种计算方法,从种子来源候选列表中找到最佳的 n 组,这些 n 组共同实现了高遗传多样性(GD)和最小遗传负荷(GL),同时还提高了数量性状的可进化性。这种由三部分组成的策略(多样性-遗传负荷-可进化性)的好处是,既能提高近期的建植成功率,又能增强进化潜力,以应对未来的压力。大自然保护协会和中阿巴拉契亚云杉恢复计划的成员在 255 英亩的土地上种植了 58,000 株树苗。对一部分幼苗的成活率和生长变化进行了监测。 结果表明,相对于 GL,集合修复与单一来源修复在幼苗生长方面的 GD 和定量遗传变异都有所增加。在各个种植地点都没有观察到单一的 "超级来源";相反,监测结果表明,汇集多个来源有助于实现更高的 GD:GL 值和可进化性。 讨论 我们的研究显示了将基因组学融入地方规模恢复的潜力,以及在学术研究人员和应用保护管理人员之间建立合作关系的重要性。
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引用次数: 0
Conservation applications of niche modeling: Native and naturalized ferns may compete for limited Hawaiian dryland habitat 生态位建模在保护方面的应用:本地蕨类植物和归化蕨类植物可能会争夺有限的夏威夷旱地栖息地
IF 2.7 3区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-14 DOI: 10.1002/aps3.11598
Krystalyn Edwards-Calma, Laura Jiménez, Rosana Zenil-Ferguson, Karolina Heyduk, Miles K. Thomas, Carrie M. Tribble

Premise

Competition from naturalized species and habitat loss are common threats to native biodiversity and may act synergistically to increase competition for decreasing habitat availability. We use Hawaiian dryland ferns as a model for the interactions between land-use change and competition from naturalized species in determining habitat availability.

Methods

We used fine-resolution climatic variables and carefully curated occurrence data from herbaria and community science repositories to estimate the distributions of Hawaiian dryland ferns. We quantified the degree to which naturalized ferns tend to occupy areas suitable for native species and mapped the remaining available habitat given land-use change.

Results

Of all native species, Doryopteris angelica had the lowest percentage of occurrences of naturalized species in its suitable area while D. decora had the highest. However, all Doryopteris spp. had a higher percentage overlap, while Pellaea ternifolia had a lower percentage overlap, than expected by chance. Doryopteris decora and D. decipiens had the lowest proportions (<20%) of suitable area covering native habitat.

Discussion

Areas characterized by shared environmental preferences of native and naturalized ferns may decrease due to human development and fallowed agricultural lands. Our study demonstrates the value of place-based application of a recently developed correlative ecological niche modeling approach for conservation risk assessment in a rapidly changing and urbanized island ecosystem.

前提归化物种的竞争和栖息地的丧失是本地生物多样性面临的共同威胁,它们可能会协同作用,加剧对栖息地可用性下降的竞争。我们以夏威夷旱地蕨类植物为模型,研究土地利用变化与归化物种竞争在决定栖息地可用性方面的相互作用。 方法 我们使用精细分辨率的气候变量以及来自标本馆和社区科学资料库的精心整理的出现数据来估计夏威夷旱地蕨类植物的分布。我们对归化蕨类植物倾向于占据适合本地物种生长的区域的程度进行了量化,并绘制了土地利用变化情况下剩余可用栖息地的地图。 结果 在所有本地物种中,当归蕨(Doryopteris angelica)在其适宜区域内出现归化物种的比例最低,而花蕨蕨(D. decora)的比例最高。然而,所有鲯鳅属植物的重叠百分比都比预期的要高,而蕨类植物的重叠百分比则比预期的要低。Doryopteris decora和D. decipiens的适宜区覆盖原生栖息地的比例最低(20%)。 讨论 由于人类开发和农田休耕,具有原生和归化蕨类植物共同环境偏好特征的区域可能会减少。我们的研究表明,在一个快速变化和城市化的岛屿生态系统中,基于地点应用最近开发的相关生态位建模方法进行保护风险评估很有价值。
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引用次数: 0
Genome-wide patterns of homoeologous gene flow in allotetraploid coffee 全基因组同源基因在四倍体咖啡中的流动模式
IF 2.7 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-06-14 DOI: 10.1002/aps3.11584
Andre J. Ortiz, Joel Sharbrough

Premise

Allopolyploidy—a hybridization-induced whole-genome duplication event—has been a major driver of plant diversification. The extent to which chromosomes pair with their proper homolog vs. with their homoeolog in allopolyploids varies across taxa, and methods to detect homoeologous gene flow (HGF) are needed to understand how HGF has shaped polyploid lineages.

Methods

The ABBA-BABA test represents a classic method for detecting introgression between closely related species, but here we developed a modified use of the ABBA-BABA test to characterize the extent and direction of HGF in allotetraploid Coffea arabica.

Results

We found that HGF is abundant in the C. arabica genome, with both subgenomes serving as donors and recipients of variation. We also found that HGF is highly maternally biased in plastid-targeted—but not mitochondrial-targeted—genes, as would be expected if plastid–nuclear incompatibilities exist between the two parent species.

Discussion

Together, our analyses provide a simple framework for detecting HGF and new evidence consistent with selection favoring overwriting of paternally derived alleles by maternally derived alleles to ameliorate plastid–nuclear incompatibilities. Natural selection therefore appears to shape the direction and intensity of HGF in allopolyploid coffee, indicating that cytoplasmic inheritance has long-term consequences for polyploid lineages.

前提条件 异源多倍体--杂交诱导的全基因组复制事件--一直是植物多样化的主要驱动力。在异源多倍体中,染色体与其同源染色体配对与与其同源染色体配对的程度因类群而异,因此需要检测同源基因流(HGF)的方法来了解 HGF 是如何形成多倍体系的。 方法 ABBA-BABA 检验是检测近缘物种间引种的经典方法,但在此我们开发了一种经过改良的 ABBA-BABA 检验方法,以确定阿拉伯咖啡(Coffea arabica)异源四倍体中 HGF 的程度和方向。 结果 我们发现 HGF 在阿拉伯咖啡基因组中含量丰富,两个亚基因组都是变异的供体和受体。我们还发现,HGF 在质粒靶向基因中具有高度的母性偏向,而在线粒体靶向基因中则没有这种偏向,如果两个亲本之间存在质粒-核不相容的情况,就会出现这种情况。 讨论 总之,我们的分析为检测 HGF 提供了一个简单的框架,并提供了新的证据,证明选择有利于用母本等位基因覆盖父本等位基因,以改善质核不相容性。因此,自然选择似乎决定了全多倍体咖啡中HGF的方向和强度,表明细胞质遗传对多倍体品系具有长期影响。
{"title":"Genome-wide patterns of homoeologous gene flow in allotetraploid coffee","authors":"Andre J. Ortiz,&nbsp;Joel Sharbrough","doi":"10.1002/aps3.11584","DOIUrl":"https://doi.org/10.1002/aps3.11584","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Premise</h3>\u0000 \u0000 <p>Allopolyploidy—a hybridization-induced whole-genome duplication event—has been a major driver of plant diversification. The extent to which chromosomes pair with their proper homolog vs. with their homoeolog in allopolyploids varies across taxa, and methods to detect homoeologous gene flow (HGF) are needed to understand how HGF has shaped polyploid lineages.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods</h3>\u0000 \u0000 <p>The ABBA-BABA test represents a classic method for detecting introgression between closely related species, but here we developed a modified use of the ABBA-BABA test to characterize the extent and direction of HGF in allotetraploid <i>Coffea arabica</i>.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results</h3>\u0000 \u0000 <p>We found that HGF is abundant in the <i>C. arabica</i> genome, with both subgenomes serving as donors and recipients of variation. We also found that HGF is highly maternally biased in plastid-targeted—but not mitochondrial-targeted—genes, as would be expected if plastid–nuclear incompatibilities exist between the two parent species.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Discussion</h3>\u0000 \u0000 <p>Together, our analyses provide a simple framework for detecting HGF and new evidence consistent with selection favoring overwriting of paternally derived alleles by maternally derived alleles to ameliorate plastid–nuclear incompatibilities. Natural selection therefore appears to shape the direction and intensity of HGF in allopolyploid coffee, indicating that cytoplasmic inheritance has long-term consequences for polyploid lineages.</p>\u0000 </section>\u0000 </div>","PeriodicalId":8022,"journal":{"name":"Applications in Plant Sciences","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2024-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/aps3.11584","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142045281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Capturing and managing genetic diversity in ex situ collections of threatened tropical trees: A case study in Karomia gigas 捕捉和管理受威胁热带树木异地采集的遗传多样性:千屈菜个案研究
IF 2.7 3区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-06 DOI: 10.1002/aps3.11589
Alexander G. Linan, Roy E. Gereau, Rebecca Sucher, Fandey H. Mashimba, Burgund Bassuner, Andrew Wyatt, Christine E. Edwards

Premise

Although ex situ collections of threatened plants are most useful when they contain maximal genetic variation, the conservation and maintenance of genetic diversity in collections are often poorly known. We present a case study using population genomic analyses of an ex situ collection of Karomia gigas, a critically endangered tropical tree from Tanzania. Only ~43 individuals are known in two wild populations, and ex situ collections containing 34 individuals were established in two sites from wild-collected seed. The study aimed to understand how much diversity is represented in the collection, analyze the parentage of ex situ individuals, and identify efficient strategies to capture and maintain genetic diversity.

Methods

We genotyped all known individuals using a 2b-RADseq approach, compared genetic diversity in wild populations and ex situ collections, and conducted parentage analysis of the collections.

Results

Wild populations were found to have greater levels of genetic diversity than ex situ populations as measured by number of private alleles, number of polymorphic sites, observed and expected heterozygosity, nucleotide diversity, and allelic richness. In addition, only 32.6% of wild individuals are represented ex situ and many individuals were found to be the product of selfing by a single wild individual.

Discussion

Population genomic analyses provided important insights into the conservation of genetic diversity in K. gigas, identifying gaps and inefficiencies, but also highlighting strategies to conserve genetic diversity ex situ. Genomic analyses provide essential information to ensure that collections effectively conserve genetic diversity in threatened tropical trees.

虽然濒危植物的异地采集物在遗传变异最大时最有用,但采集物中遗传多样性的保护和维持情况往往鲜为人知。我们通过对坦桑尼亚一种极度濒危的热带树种--千层塔(Karomia gigas)的异地采集进行种群基因组分析,介绍了一个案例研究。目前已知的两个野生种群中只有约 43 个个体,在两个地点利用野生采集的种子建立了包含 34 个个体的异地采集群。我们使用 2b-RADseq 方法对所有已知个体进行了基因分型,比较了野生种群和异地采集种群的遗传多样性,并对采集种群进行了亲缘关系分析。根据私有等位基因数量、多态位点数量、观察到的和预期的杂合度、核苷酸多样性和等位基因丰富度,我们发现野生种群比异地种群具有更高水平的遗传多样性。此外,只有32.6%的野生个体在异地有代表,而且发现许多个体是单个野生个体自交的产物。种群基因组分析为保护千岛湖姬松茸的遗传多样性提供了重要见解,找出了差距和不足,同时也强调了保护异地遗传多样性的策略。基因组分析为确保有效保护濒危热带树木的遗传多样性提供了重要信息。
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引用次数: 0
Seed classification with random forest models 使用随机森林模型进行种子分类
IF 2.7 3区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-05 DOI: 10.1002/aps3.11596
Josephine Elena Reek, Janneke Hille Ris Lambers, Eléonore Perret, Alana R. O. Chin

Premise

To improve forest conservation monitoring, we developed a protocol to automatically count and identify the seeds of plant species with minimal resource requirements, making the process more efficient and less dependent on human operators.

Methods and Results

Seeds from six North American conifer tree species were separated from leaf litter and imaged on a flatbed scanner. In the most successful species-classification approach, an ImageJ macro automatically extracted measurements for random forest classification in the software R. The method allows for good classification accuracy, and the same process can be used to train the model on other species.

Conclusions

This protocol is an adaptable tool for efficient and consistent identification of seed species or potentially other objects. Automated seed classification is efficient and inexpensive, making it a practical solution that enhances the feasibility of large-scale monitoring projects in conservation biology.

为了改进森林保护监测工作,我们开发了一种自动计数和识别植物种子的方案,只需最少的资源,从而提高了工作效率,减少了对人工操作的依赖。在最成功的物种分类方法中,ImageJ 宏自动提取测量值,用于 R 软件中的随机森林分类。该方法具有很高的分类准确性,同样的过程可用于训练其他物种的模型。种子自动分类既高效又廉价,是一种实用的解决方案,提高了保护生物学大规模监测项目的可行性。
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引用次数: 0
Unfurling an improved method for visualizing mitotic chromosomes in ferns 展开蕨类植物有丝分裂染色体可视化的改进方法
IF 2.7 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-06-04 DOI: 10.1002/aps3.11588
Rosa Ramirez-Castillo, Claudio Palma-Rojas, Pedro Jara Seguel, Amanda L. Grusz, Cristian Araya-Jaime

Premise

Cytotaxonomy employs chromosome visualization to study organismal relationships and evolution. Despite the critical value of cytogenetic data, cytotypes are lacking for many plant groups. Here, we present an improved approach for visualizing mitotic chromosomes in ferns, a key lineage of land plants, using the dividing cells of unfurling croziers (fiddleheads).

Methods and Results

Our modified mitotic chromosome preparation incorporates a brief pectinase–cellulase pretreatment, as well as colchicine fixation and the Feulgen reaction to improve the staining and separation of mitotic chromosomes. To demonstrate this easy and efficient assessment, we determined the sporophytic (2n) chromosome number for three fern species: Cheilanthes mollis (2n = 60), Cheilanthes hypoleuca (2n = 120), and Nephrolepis cordifolia (2n = 82).

Conclusions

The new method presented here improves visualizations of mitotic chromosomes from the dividing nuclei of young fern croziers. Fiddleheads are widely accessible in nature and in living collections worldwide, and this modified approach increases their suitability for fern cytotaxonomic studies.

细胞分类学利用染色体可视化来研究生物的关系和进化。尽管细胞遗传学数据具有重要价值,但许多植物类群都缺乏细胞型。我们改进的有丝分裂染色体制备方法包括简短的果胶酶-纤维素酶预处理、秋水仙碱固定和费尔根反应,以改善有丝分裂染色体的染色和分离。为了证明这种简便高效的评估方法,我们测定了三种蕨类植物的孢子体染色体数(2n):本文介绍的新方法提高了从蕨类植物幼苗分裂的细胞核中观察有丝分裂染色体的效率。蕨菜在自然界和世界各地的活体收藏中广泛存在,这种改良方法提高了蕨菜细胞分类学研究的适用性。
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引用次数: 0
From theory to practice: New innovations and their application in conservation biology 从理论到实践:新的创新及其在保护生物学中的应用
IF 2.7 3区 生物学 Q1 Agricultural and Biological Sciences Pub Date : 2024-05-31 DOI: 10.1002/aps3.11599
Christopher P. Krieg, Carrie M. Tribble, Randall Long

Evolution has generated an extraordinary diversity of life on Earth that drives the function of natural ecosystems (Xu et al., 2020), human cultures (Clark et al., 2014), and economies (Hanley and Perrings, 2019; Paul et al., 2020). Plants are the most dominant life form on Earth (Bar-On et al., 2018) and the decline of plant diversity has caused drastic shifts in natural ecosystems (Pugnaire et al., 2019), resulting in a loss of hundreds of billions of dollars (USD) per year from the global economy (Austin et al., 2020; Diagne et al., 2021). Plant species face unprecedented challenges to their survival, growth, and reproduction due to numerous threats, including anthropogenic factors such as land-use change, habitat destruction, climate change, and illegal poaching (IUCN, 2023). The most urgent threats vary by region and species; thus, addressing individual threats to species survival worldwide will require broad knowledge of plant organismal function, ecology, and evolution and the creation of innovative, targeted tools and applications. This special issue features new techniques and approaches across multiple disciplines (from molecules to ecosystems) and scales of inquiry (from individual plants to global perspectives), with a central focus on the development and dissemination of new methods and perspectives in conservation biology.

Conservation biologists and practitioners around the globe are conducting research and enacting policies to conserve and preserve plant diversity at the local and regional scales. One primary obstacle to the conservation of plant diversity at larger scales has been the lack of tools that directly aid the coordination of research efforts and knowledge from around the world. Linsky et al. (2024) present a new collaborative framework called the Global Conservation Consortia (GCC). Under this framework, researchers and practitioners are united by a shared focus on a specific ecological or taxonomic group (e.g., trees, cycads, magnolias, oaks) to develop comprehensive conservation action plans that scaffold efforts across local, regional, and global scales. While gathering and collating data from around the globe has historically been a challenge, a new tool hosted by the Botanic Gardens Conservation International (BGCI), reported here by Quintana et al. (2024), aims to close knowledge gaps on the conservation status of threatened tree species across regions, increase collaboration, and provide information to decision-makers. The Conservation Action Tracker, part of the GlobalTree Portal, gathers information about the current status of threatened species, action/recovery plans, ex situ collections, species protections, and policy and outreach programs. This online database is freely available so that it can be used to guide conservation efforts and monitor their success

然而,许多恢复工作并不成功,提高恢复工作的成功率可以广泛改变保护实践。Prakash 等人(2024 年)证明了在最大限度地提高北美东部衰退林木红豆杉(Picea rubens)的外植多样性和可进化性时考虑源种群遗传多样性的重要性。通过整合基因组数据、现场实验和实地保护,作者证明了外植个体的综合源种群、生命早期适应性和进化性之间的正相关。尽管保护研究取得了进展,但由于保护研究与保护实践脱节,目前在分享植物恢复工作成果方面还存在差距。Bellis 等人(2024 年)介绍了一个名为 "植物保护再引入数据库中心"(CPCRD)的美国再引入数据库,以共享恢复工作及其进展和成果。CPCRD 的合作为促进恢复工作者做出更好的管理决策以及通过提供长期数据库鼓励科学参与提供了巨大希望。目前可用的方法既昂贵又耗时,要么需要使用昂贵的机器来逐一分离种子的大小或形状,要么需要高技能人员花费大量时间。如果不是由同一个人负责每个季节的分类工作,多年期项目也往往会带来用户误差。Reek 等人(2024 年)测试了一种利用图像识别和机器学习对针叶树种子进行分类的新方法。在对一组针叶树种子进行训练后,他们将模型与人工识别进行了验证,发现两者在准确性上相差无几。这种新的种子计数方法效率更高,如果能应用于其他物种,将为保护工作监测各种物种的种子可用性节省时间和成本。在物种需要大力恢复之前预测其灭绝风险和未来可能发生的各方面生物学变化(如分布、物候、繁殖成功率、生理表现、基因表达)已成为保护生物学研究的基石。例如,"进化独特性和全球濒危性(EDGE)"和 "EDGE2 "指标是最近的两种方法,它们综合了物种灭绝风险和地理区域的进化独特性,以确定保护的优先次序。Pizzardo 等人(2024 年)比较了这些指标与更传统的指标(如系统发育多样性)的性能,并利用在巴西坎波鲁佩斯特雷生态系统中发现的一个热带豆科支系(Chamaecrista ser. Coriaceae)来确定保护的优先次序。虽然 EDGE 和 EDGE2 都考虑了物种灭绝的风险,但 Pizzardo 等人提请注意它们对完整系统发育数据的要求,这对于数据缺乏的地区或分类群来说可能是不现实的。与依赖系统发育多样性确定保护优先次序的大尺度方法不同,物种分布模型(SDM)通常用于预测物种生态学和分布在未来的潜在变化。通过整合不同类型的地理、生物和历史数据来改进这些模型的使用是保护生物学的一个核心目标,以提高未来物种结果的可预测性。Hansen 等人(2024 年)使用不同地理尺度的数据,在包含或不包含实地观测数据的情况下,测试了针对入侵水生植物欧洲蛙咬的相关 SDM 的性能。作者发现,根据所包含的数据类型,包括驱动物种分布的因素,对模型输出的解释可能会大不相同。这些比较显示了数据整合对物种生物学认知的直接影响,从而为物种生物学中与保护有关的方面提供信息或错误信息。同样,Edwards-Calma 等人(2014 年)将历史土地利用数据与最近开发的统计模型相结合,用于估算归化蕨类植物和本地蕨类植物的假定基本生态位。作者根据历史上土地利用的变化,对物种的生态位占有率进行了有力的比较,揭示了本土蕨类植物生态位中被归化物种占有的部分,并讨论了生物相互作用对限制物种分布的影响。这些研究表明,整合不同类型的数据可以提高可持续发展机制的保护价值,并预测跨时空的物种生物学方面的变化。 本特刊介绍的新方法和新途径说明,面对全球生物多样性危机,植物学家在保护濒危物种和生态系统的工作中采用了多种方法。其中许多论文最初是在 "从理论到实践 "研讨会上发表的:该研讨会有两个目标:研讨会有两个目的:(1) 强调记录和促进植物物种保护的新技术和数据集的新用途;(2) 庆祝《植物科学应用》成为美国植物学会出版物十周年。本特刊由 2023 年研讨会发展而来,重点介绍了其中的一些进展,以及其他有助于地区和全球保护工作的进展,包括更多合作数据存储库、遗传技术、机器学习和精细模型。随着保护研究人员和从业人员不断创新和开发新工具,以防止生物多样性的进一步丧失,继续向更广泛的社区分享和推广这些应用将非常重要。我们希望本特刊能成为社区的有用资源,帮助他们在面对未来挑战的同时继续创新和解决问题。所有作者都参与了本特刊稿件的编辑工作。所有作者都参与了稿件的文字撰写,C.P.K.综合了他们的贡献并领导了撰写和编辑工作。所有作者都批准了稿件的最终版本。
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Applications in Plant Sciences
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