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Carbon balance: A technique to assess comparative photosynthetic physiology in poikilohydric plants 碳平衡:评估水生植物光合生理比较的技术
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-05-13 DOI: 10.1002/aps3.11585
Kirsten K. Coe, Nicolas Neumeister, Maya I. Gomez, Niko Carvajal Janke

Premise

Poikilohydric plants respond to hydration by undergoing dry–wet–dry cycles. Carbon balance represents the net gain or loss of carbon from each cycle. Here we present the first standard protocol for measuring carbon balance, including a custom-modified chamber system for infrared gas analysis, 12-h continuous monitoring, resolution of plant–substrate relationships, and in-chamber specimen hydration.

Methods and Results

We applied the carbon balance technique to capture responses to water stress in populations of the moss Syntrichia caninervis, comparing 19 associated physiological variables. Carbon balance was negative in desiccation-acclimated (field-collected) mosses, which exhibited large respiratory losses. Contrastingly, carbon balance was positive in hydration-acclimated (lab-cultivated) mosses, which began exhibiting net carbon uptake <15 min following hydration.

Conclusions

Carbon balance is a functional trait indicative of physiological performance, hydration stress, and survival in poikilohydric plants, and the carbon balance method can be applied broadly across taxa to test hypotheses related to environmental stress and global change.

水生植物通过干-湿-干循环对水合作用做出反应。碳平衡代表每个循环中碳的净增量或净量损失。在此,我们提出了首个测量碳平衡的标准方案,包括用于红外气体分析的定制改良室系统、12 小时连续监测、植物与基质关系的解析以及室中标本的水合。在适应干燥环境(野外采集)的苔藓中,碳平衡为负值,表现出大量的呼吸损失。碳平衡是指示水生植物生理表现、水合压力和存活的功能特征,碳平衡方法可广泛应用于不同类群,以检验与环境压力和全球变化相关的假设。
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引用次数: 0
Conservation Action Tracker: A tool to identify and monitor conservation actions for tree species 保护行动跟踪器:确定和监测树种保护行动的工具
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-05-04 DOI: 10.1002/aps3.11579
Itxaso Quintana, Malin Rivers, Katharine Davies

Premise

The GlobalTree Portal, hosted by Botanic Gardens Conservation International, provides access to information on the approximately 58,000 tree species worldwide. Included in the GlobalTree Portal is the Conservation Action Tracker, a dynamic and collaborative database to identify and monitor conservation actions for tree species globally.

Methods

The Conservation Action Tracker collates conservation action information at the species level, including species recovery/action plans, ex situ collections, propagation protocols, in situ management, species protection policy, and education/awareness campaigns.

Results

To date, the Conservation Action Tracker contains conservation action information for 4126 tree species, including 2161 threatened species, of which 659 are classified as Vulnerable, 783 as Endangered, and 719 as Critically Endangered. It covers conservation action information for at least one tree species in every country; however, more information is needed for 89% of Vulnerable, 87% of Endangered, and 77% of Critically Endangered tree species.

Discussion

Monitoring species conservation actions can support the prioritization and scaling up of conservation practices by sharing knowledge, increasing collaboration, enabling the identification of conservation gaps, and making the information available to be used by decision-makers. Tracking conservation actions at the species level is, therefore, essential to guide future conservation efforts. Increasing the amount of data in the Conservation Action Tracker will improve the tool's ability to guide future conservation efforts and avoid the extinction of tree species.

前提由国际植物园保护协会主办的全球树木门户网站提供有关全球约 58,000 种树木的信息。方法 "保护行动跟踪器 "整理了物种层面的保护行动信息,包括物种恢复/行动计划、异地采集、繁殖协议、原地管理、物种保护政策以及教育/宣传活动。成果迄今为止,"保护行动追踪 "包含了 4126 个树种的保护行动信息,包括 2161 个濒危物种,其中 659 个被列为易危物种,783 个被列为濒危物种,719 个被列为极危物种。它涵盖了每个国家至少一个树种的保护行动信息;然而,89% 的易危树种、87% 的濒危树种和 77% 的极度濒危树种还需要更多的信息。讨论物种保护行动监测可通过共享知识、加强合作、识别保护差距以及提供信息供决策者使用,支持保护实践的优先级和扩展。因此,跟踪物种层面的保护行动对于指导未来的保护工作至关重要。增加保护行动跟踪器中的数据量将提高该工具指导未来保护工作的能力,避免树种灭绝。
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引用次数: 0
Hijacking a rapid and scalable metagenomic method reveals subgenome dynamics and evolution in polyploid plants 劫持快速、可扩展的元基因组方法揭示多倍体植物的亚基因组动态与进化
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-04-29 DOI: 10.1002/aps3.11581
Gillian Reynolds, Brendan Mumey, Veronika Strnadova-Neeley, Jennifer Lachowiec

Premise

The genomes of polyploid plants archive the evolutionary events leading to their present forms. However, plant polyploid genomes present numerous hurdles to the genome comparison algorithms for classification of polyploid types and exploring genome dynamics.

Methods

Here, the problem of intra- and inter-genome comparison for examining polyploid genomes is reframed as a metagenomic problem, enabling the use of the rapid and scalable MinHashing approach. To determine how types of polyploidy are described by this metagenomic approach, plant genomes were examined from across the polyploid spectrum for both k-mer composition and frequency with a range of k-mer sizes. In this approach, no subgenome-specific k-mers are identified; rather, whole-chromosome k-mer subspaces were utilized.

Results

Given chromosome-scale genome assemblies with sufficient subgenome-specific repetitive element content, literature-verified subgenomic and genomic evolutionary relationships were revealed, including distinguishing auto- from allopolyploidy and putative progenitor genome assignment. The sequences responsible were the rapidly evolving landscape of transposable elements. An investigation into the MinHashing parameters revealed that the downsampled k-mer space (genomic signatures) produced excellent approximations of sequence similarity. Furthermore, the clustering approach used for comparison of the genomic signatures is scrutinized to ensure applicability of the metagenomics-based method.

Discussion

The easily implementable and highly computationally efficient MinHashing-based sequence comparison strategy enables comparative subgenomics and genomics for large and complex polyploid plant genomes. Such comparisons provide evidence for polyploidy-type subgenomic assignments. In cases where subgenome-specific repeat signal may not be adequate given a chromosomes' global k-mer profile, alternative methods that are more specific but more computationally complex outperform this approach.

前提多倍体植物的基因组记录了导致其目前形态的进化事件。然而,植物多倍体基因组给分类多倍体类型和探索基因组动态的基因组比较算法带来了许多障碍。方法在这里,研究多倍体基因组的基因组内和基因组间比较问题被重新定义为元基因组问题,从而可以使用快速、可扩展的 MinHashing 方法。为了确定这种元基因组学方法是如何描述多倍体类型的,我们利用一系列 k-聚合大小对整个多倍体谱系的植物基因组进行了 k-聚合组成和频率的研究。结果鉴于染色体规模的基因组集合具有足够的亚基因组特异性重复元件含量,经文献验证的亚基因组和基因组进化关系得以揭示,包括区分自多倍体和异源多倍体以及推测的祖先基因组分配。这些序列是快速进化的转座元件。对 MinHashing 参数的研究表明,下采样 k-mer 空间(基因组特征)产生了极好的序列相似性近似值。此外,为确保基于元基因组学的方法的适用性,还对用于比较基因组特征的聚类方法进行了仔细研究。 讨论基于 MinHashing 的序列比较策略易于实施,计算效率高,可用于大型复杂多倍体植物基因组的亚基因组学和基因组学比较。这种比较为多倍体类型的亚基因组分配提供了证据。在染色体的全局 k-mer 轮廓下,亚基因组特异性重复信号可能不够充分的情况下,特异性更强但计算更复杂的替代方法优于这种方法。
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引用次数: 0
A roadmap of phylogenomic methods for studying polyploid plant genera 研究多倍体植物属的系统发生组方法路线图
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-04-22 DOI: 10.1002/aps3.11580
Weixuan Ning, Heidi M. Meudt, Jennifer A. Tate

Phylogenetic inference of polyploid species is the first step towards understanding their patterns of diversification. In this paper, we review the challenges and limitations of inferring species relationships of polyploid plants using traditional phylogenetic sequencing approaches, as well as the mischaracterization of the species tree from single or multiple gene trees. We provide a roadmap to infer interspecific relationships among polyploid lineages by comparing and evaluating the application of current phylogenetic, phylogenomic, transcriptomic, and whole-genome approaches using different sequencing platforms. For polyploid species tree reconstruction, we assess the following criteria: (1) the amount of prior information or tools required to capture the genetic region(s) of interest; (2) the probability of recovering homeologs for polyploid species; and (3) the time efficiency of downstream data analysis. Moreover, we discuss bioinformatic pipelines that can reconstruct networks of polyploid species relationships. In summary, although current phylogenomic approaches have improved our understanding of reticulate species relationships in polyploid-rich genera, the difficulties of recovering reliable orthologous genes and sorting all homeologous copies for allopolyploids remain a challenge. In the future, assembled long-read sequencing data will assist the recovery and identification of multiple gene copies, which can be particularly useful for reconstructing the multiple independent origins of polyploids.

多倍体物种的系统发育推断是了解其多样化模式的第一步。在本文中,我们回顾了利用传统系统发育测序方法推断多倍体植物物种关系所面临的挑战和局限性,以及单基因树或多基因树对物种树的错误描述。我们通过比较和评估当前使用不同测序平台的系统发生学、系统基因组学、转录组学和全基因组学方法的应用,为推断多倍体系间的种间关系提供了一个路线图。对于多倍体物种树的重建,我们评估了以下标准:(1) 捕获感兴趣的遗传区域所需的先验信息或工具的数量;(2) 恢复多倍体物种同源物的概率;(3) 下游数据分析的时间效率。此外,我们还讨论了可重建多倍体物种关系网络的生物信息学管道。总之,尽管目前的系统发生组学方法提高了我们对富含多倍体属中网状物种关系的理解,但恢复可靠的直向同源基因和对异源多倍体的所有同源拷贝进行分类的困难仍然是一个挑战。未来,组装的长序列测序数据将有助于恢复和鉴定多基因拷贝,这对于重建多倍体的多个独立起源尤其有用。
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引用次数: 0
An inexpensive moist chamber culture technique for finding microbiota on live tree bark 在活树皮上寻找微生物群的廉价湿室培养技术
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-04-16 DOI: 10.1002/aps3.11578
Ashley P. Bordelon, Harold W. Keller, Angela R. Scarborough

Premise

Traditional moist chamber cultures (MCs) prepared in aseptic laboratory environments using sterile Petri dishes are commonly used to quantify the microbiota of rough-bark tree species and woody vines. MCs are typically expensive and may be difficult to make, so a less expensive option made from easily available supplies was developed. These cost-friendly MCs were compared with standard laboratory methods to demonstrate their efficacy.

Methods and Results

Modified MCs were made using inexpensive, store-bought supplies; compared to a standard laboratory setting, the modified MCs are shown to be less expensive with a faster setup time and larger size that facilitates a variety of tree and woody vine species. MC use resulted in the discovery of new species of fungi and myxomycetes with associated locality records. We provide detailed instructions for creating modified MCs, as well as a list of myxomycete species and their associated bark characteristics, pH values, and water-holding capacity.

Conclusions

This new, low-cost MC technique makes the study of microbiota more inclusive and accessible for those in research laboratories, classrooms, and homes, including both amateurs and professionals. MCs are easy to prepare, versatile, and applicable for many areas of botany and the biological sciences, potentially allowing exploration into unexplored areas in urban ecosystems.

前提 传统的湿室培养物(MCs)是在无菌实验室环境中使用无菌培养皿制备的,通常用于量化粗皮树种和木本藤本植物的微生物区系。MC 通常价格昂贵且难以制作,因此我们开发了一种用容易获得的材料制作的价格较低的方法。将这些成本低廉的 MC 与标准实验室方法进行了比较,以证明其功效。 方法与结果 使用商店购买的廉价用品制作了改良 MC;与标准实验室设置相比,改良 MC 的成本更低,设置时间更短,体积更大,有利于多种树木和木质藤本植物的生长。使用 MC 发现了新的真菌和粘菌物种,并记录了相关地点。我们提供了制作改良 MC 的详细说明,以及木霉菌种类及其相关树皮特征、pH 值和持水能力的列表。 结论 这种新的、低成本的 MC 技术使微生物区系的研究更具包容性,更便于研究实验室、教室和家庭中的业余爱好者和专业人员使用。微生物菌群易于制备,用途广泛,适用于植物学和生物科学的许多领域,可用于探索城市生态系统中尚未开发的领域。
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引用次数: 0
A machine learning approach to study plant functional trait divergence 研究植物功能性状差异的机器学习方法
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-04-05 DOI: 10.1002/aps3.11576
Sambadi Majumder, Chase M. Mason

Premise

Plant functional traits are often used to describe the spectra of ecological strategies used by different species. Here, we demonstrate a machine learning approach for identifying the traits that contribute most to interspecific phenotypic divergence in a multivariate trait space.

Methods

Descriptive and predictive machine learning approaches were applied to trait data for the genus Helianthus, including random forest and gradient boosting machine classifiers and recursive feature elimination. These approaches were applied at the genus level as well as within each of the three major clades within the genus to examine the variability in the major axes of trait divergence in three independent species radiations.

Results

Machine learning models were able to predict species identity from functional traits with high accuracy, and differences in functional trait importance were observed between the genus and clade levels indicating different axes of phenotypic divergence.

Conclusions

Applying machine learning approaches to identify divergent traits can provide insights into the predictability or repeatability of evolution through the comparison of parallel diversifications of clades within a genus. These approaches can be implemented in a range of contexts across basic and applied plant science from interspecific divergence to intraspecific variation across time, space, and environmental conditions.

前提植物的功能性状经常被用来描述不同物种所采用的生态策略。在此,我们展示了一种机器学习方法,用于识别在多变量性状空间中对种间表型差异贡献最大的性状。方法将描述性和预测性机器学习方法应用于Helianthus属的性状数据,包括随机森林和梯度提升机器分类器以及递归特征消除。结果机器学习模型能够从功能性状高精度地预测物种身份,在属和支系水平上观察到功能性状重要性的差异,表明表型分化的不同轴线。结论应用机器学习方法识别分歧性状,可以通过比较属内支系的平行多样化,深入了解进化的可预测性或可重复性。这些方法可应用于植物基础科学和应用科学的各种领域,从种间分化到种内变异,跨越时间、空间和环境条件。
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引用次数: 0
Resilient botany: Innovation in the face of limited mobility and resources 顽强的植物学:面对有限的流动性和资源进行创新
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-04-02 DOI: 10.1002/aps3.11577
Gillian H. Dean, N. Ivalú Cacho, Alejandro Zuluaga Trochez, Gregory J. Pec
<p>In 2020, at the beginning of the COVID-19 pandemic, <i>Applications in Plant Sciences</i> (<i>APPS</i>) published a special issue titled “Conducting botanical research with limited resources: Low-cost methods in the plant sciences” (Dean et al., <span>2020</span>). The goal of that collection was to highlight robust, low-cost methods that could be used by researchers in under-resourced settings. Plant scientists face resource limitations for many reasons. In some countries, inadequate national funding is a major issue, as well as limited long-term investment in research infrastructure. At the same time, factors contributing to low-resource settings are also experienced by researchers in countries where research funding is more abundant. For example, although national research programs in the Global North are generally well funded, these funds may be difficult to access for investigators who hold positions at smaller institutions, such as predominantly undergraduate institutions.</p><p>Regardless of geographic location, lack of training and access to expensive and specialized equipment can be limiting, and funding to acquire expensive equipment often does not include salary for maintenance and operation by trained personnel after the initial purchase and set up. In addition, research may be performed by new investigators such as undergraduate or graduate students, or when established labs wish to explore new areas of research or techniques without committing significant resources.</p><p>Globally, substantial and significant scientific research is performed in these under-resourced settings. The COVID-19 pandemic exacerbated this situation by disrupting supply chains and forcing researchers to work from home or in isolation at their workplace, resulting in dynamic adaptations in their approaches to generating or collecting data. Suddenly confronted with an inability to travel, many scientists looked to their local environment to leverage their skills to continue research closer to home. In light of these challenges, this <i>APPS</i> special issue, titled “Resilient botany: Innovation in the face of limited mobility and resources,” showcases the creative ways that plant scientists carried on with research during a global pandemic. The papers in this issue encompass a variety of fields and scales of research, ranging from investigations of plant structure at the microscopic level to utilizing big data to understand biodiversity, but they all have one thing in common: they are all accessible to researchers and practitioners challenged by funding or travel restrictions.</p><p>It has been well documented that cataloging global biodiversity is a daunting task that will take a concerted effort by many scientists and community scientists, especially given that much of the world's biodiversity is located in areas with under-resourced research communities. A large amount of data is already contained in herbaria, and digitizing this information is an impor
2020 年,在 COVID-19 大流行之初,《植物科学应用》(Applications in Plant Sciences, APPS)出版了一期题为 "利用有限资源开展植物学研究:植物科学中的低成本方法"(Dean 等人,2020 年)。该论文集的目的是强调资源不足环境下研究人员可使用的可靠、低成本方法。植物科学家面临资源限制的原因很多。在一些国家,国家资金不足是一个主要问题,对研究基础设施的长期投资也很有限。与此同时,在研究资金较为充裕的国家,研究人员也会遇到导致资源匮乏的因素。例如,虽然全球北方国家的国家研究计划通常资金充足,但对于在较小机构(如以本科生为主的机构)任职的研究人员来说,可能很难获得这些资金。无论地理位置如何,缺乏培训以及无法获得昂贵的专业设备都可能是限制因素,而且购买昂贵设备的资金通常不包括在最初购买和安装后由受过培训的人员进行维护和操作的工资。此外,研究工作可能是由本科生或研究生等新研究人员进行的,或者是已有实验室希望在不投入大量资源的情况下探索新的研究领域或技术时进行的。COVID-19 大流行扰乱了供应链,迫使研究人员在家工作或在工作场所隔离工作,导致他们在生成或收集数据的方法上进行动态调整,从而加剧了这种状况。由于突然无法出差,许多科学家寄希望于当地的环境,利用自己的技能在离家较近的地方继续开展研究。鉴于这些挑战,本期《亚太植物学》特刊以 "有复原力的植物学:面对有限的流动性和资源的创新 "为题,展示了植物科学家在全球大流行期间继续开展研究的创造性方法。本期论文涉及不同的研究领域和规模,从微观层面的植物结构研究到利用大数据了解生物多样性,但它们都有一个共同点:它们都可供受到资金或旅行限制挑战的研究人员和从业人员使用。植物标本馆中已经包含了大量数据,将这些信息数字化是改善信息获取的一个重要里程碑。Patten 等人(2024 年)在本特刊中介绍的 R 软件包 gatoRs 通过提供简化的工作流程,解决了获取和处理数字化生物多样性数据的难题。该软件包包括从全球生物多样性信息机制(GBIF)和综合数字化生物收藏(iDigBio)下载记录的功能,以及标本记录的清理功能。值得注意的是,gatoRs 能够适应 GBIF 和 iDigBio 下载结构的变化,并允许用户通过交互式清理步骤进行控制。该管道旨在使生物多样性数据处理变得高效、易用,预计科学界有经验的用户和新手都能从中受益。此外,该软件包还是通过标本馆标本介绍课堂生物多样性概念的重要工具。生物多样性的一个经常被忽视的组成部分是微生物群,即居住在我们世界每个角落的大量微生物。这些微小的生物在各种生态系统中发挥着至关重要的作用,有助于养分循环、有机物的分解以及植物的建立和演替(Smith 和 Read,2008 年;Diamini 等人,2022 年)。尽管微生物区系非常重要,但我们对它们的了解仍然有限,这主要是由于研究微生物区系所面临的挑战。在这种情况下,本期的第二篇论文介绍了一种新的、具有成本效益的湿室培养技术,旨在回收更广泛的微生物物种(Bordelon 等人,2024 年)。该技术强调其低成本、易获得的方法,满足了对更具成本效益的研究方法和社区科学家参与的需求。Bordelon 等人(2024 年)对影响活树皮上微生物群的环境因素进行了详尽的讨论,包括在活树粗糙树皮上发现的微生物群实例,以及在木霉菌培养中对光滑树皮活树的考虑。
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引用次数: 0
Geographic And Taxonomic Occurrence R-based Scrubbing (gatoRs): An R package and workflow for processing biodiversity data 基于 R 的地理和分类出现率擦除 (gatoRs):处理生物多样性数据的 R 软件包和工作流程
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-03-21 DOI: 10.1002/aps3.11575
Natalie N. Patten, Michelle L. Gaynor, Douglas E. Soltis, Pamela S. Soltis

Premise

Digitized biodiversity data offer extensive information; however, obtaining and processing biodiversity data can be daunting. Complexities arise during data cleaning, such as identifying and removing problematic records. To address these issues, we created the R package Geographic And Taxonomic Occurrence R-based Scrubbing (gatoRs).

Methods and Results

The gatoRs workflow includes functions that streamline downloading records from the Global Biodiversity Information Facility (GBIF) and Integrated Digitized Biocollections (iDigBio). We also created functions to clean downloaded specimen records. Unlike previous R packages, gatoRs accounts for differences in download structure between GBIF and iDigBio and allows for user control via interactive cleaning steps.

Conclusions

Our pipeline enables the scientific community to process biodiversity data efficiently and is accessible to the R coding novice. We anticipate that gatoRs will be useful for both established and beginning users. Furthermore, we expect our package will facilitate the introduction of biodiversity-related concepts into the classroom via the use of herbarium specimens.

前提条件数字化的生物多样性数据提供了大量信息;然而,获取和处理生物多样性数据的工作可能非常艰巨。数据清理过程中会出现一些复杂问题,如识别和删除有问题的记录。为了解决这些问题,我们创建了基于 R 的地理与分类出现清理(Geographic And Taxonomic Occurrence R-based Scrubbing,gatoRs)软件包。方法与结果 gatoRs 工作流程包括简化从全球生物多样性信息基金(GBIF)和综合数字化生物收集(iDigBio)下载记录的功能。我们还创建了清理下载标本记录的函数。与以前的 R 软件包不同,gatoRs 考虑到了 GBIF 和 iDigBio 下载结构的差异,并允许用户通过交互式清理步骤进行控制。我们预计,gatoRs 对成熟用户和初学者都很有用。此外,我们还希望我们的软件包能通过标本馆标本的使用,促进将生物多样性相关概念引入课堂。
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引用次数: 0
Sequencing vs. amplification for the estimation of allele dosages in sugarcane (Saccharum spp.) 测序与扩增在甘蔗(蔗属植物)等位基因剂量估算中的比较
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-03-13 DOI: 10.1002/aps3.11574
Hugo Jaimes, Alejandra Londoño, Carolina Saavedra-Diaz, Jhon Henry Trujillo-Montenegro, Jershon López-Gerena, John J. Riascos, Fernando S. Aguilar

Premise

Detecting single-nucleotide polymorphisms (SNPs) in a cost-effective way is fundamental in any plant breeding pipeline. Here, we compare three genotyping techniques for their ability to reproduce the allele dosage of SNPs of interest in sugarcane (Saccharum spp.).

Methods

To identify a reproducible technique to estimate allele dosage for the validation of SNP markers, the correlation between Flex-Seq, kompetitive allele-specific PCR (KASP), and genotyping-by-sequencing and restriction site–associated DNA sequencing (GBS+RADseq) was determined for a set of 76 SNPs. To find alternative methodologies for allele dosage estimation, the KASP and Flex-Seq techniques were compared for the same set of SNPs. For the three techniques, a population of 53 genotypes from the diverse sugarcane panel of the Centro de Investigación de la Caña de Azúcar (Cenicaña), Colombia, was selected.

Results

The average Pearson correlation coefficients between GBS+RADseq and Flex-Seq, GBS+RADseq and KASP, and Flex-Seq and KASP were 0.62 ± 0.27, 0.38 ± 0.27, and 0.38 ± 0.30, respectively.

Discussion

Flex-Seq reproduced the allele dosages determined using GBS+RADseq with good levels of precision because of its depth of sequencing and ability to target specific positions in the genome. Additionally, Flex-Seq outperformed KASP by allowing the conversion of a higher number of SNPs and a more accurate estimation of the allele dosage. Flex-Seq has therefore become the genotyping methodology of choice for marker validation at Cenicaña.

前提以经济有效的方式检测单核苷酸多态性(SNPs)是任何植物育种工作的基础。为了确定一种可重复的技术来估算等位基因剂量,以便对 SNP 标记进行验证,我们对一组 76 个 SNP 进行了 Flex-Seq、竞争性等位基因特异性 PCR(KASP)以及基因分型测序和限制性位点相关 DNA 测序(GBS+RADseq)之间的相关性测定。为了找到估算等位基因剂量的替代方法,对 KASP 和 Flex-Seq 技术进行了比较。结果 GBS+RADseq 与 Flex-Seq、GBS+RADseq 与 KASP、Flex-Seq 与 KASP 之间的平均皮尔逊相关系数分别为 0.讨论由于 Flex-Seq 的测序深度和针对基因组特定位置的能力,它以较高的精度重现了使用 GBS+RADseq 测定的等位基因剂量。此外,Flex-Seq 还能转换更多的 SNPs 并更准确地估算等位基因剂量,因此其性能优于 KASP。因此,Flex-Seq 已成为 Cenicaña 验证标记的首选基因分型方法。
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引用次数: 0
Data-centric species distribution modeling: Impacts of modeler decisions in a case study of invasive European frog-bit 以数据为中心的物种分布建模:欧洲蛙咬入侵案例研究中建模者决策的影响
IF 2.4 3区 生物学 Q2 PLANT SCIENCES Pub Date : 2024-03-11 DOI: 10.1002/aps3.11573
Sara E. Hansen, Michael J. Monfils, Rachel A. Hackett, Ryan T. Goebel, Anna K. Monfils

Premise

Species distribution models (SDMs) are widely utilized to guide conservation decisions. The complexity of available data and SDM methodologies necessitates considerations of how data are chosen and processed for modeling to enhance model accuracy and support biological interpretations and ecological applications.

Methods

We built SDMs for the invasive aquatic plant European frog-bit using aggregated and field data that span multiple scales, data sources, and data types. We tested how model results were affected by five modeler decision points: the exclusion of (1) missing and (2) correlated data and the (3) scale (large-scale aggregated data or systematic field data), (4) source (specimens or observations), and (5) type (presence-background or presence-absence) of occurrence data.

Results

Decisions about the exclusion of missing and correlated data, as well as the scale and type of occurrence data, significantly affected metrics of model performance. The source and type of occurrence data led to differences in the importance of specific explanatory variables as drivers of species distribution and predicted probability of suitable habitat.

Discussion

Our findings relative to European frog-bit illustrate how specific data selection and processing decisions can influence the outcomes and interpretation of SDMs. Data-centric protocols that incorporate data exploration into model building can help ensure models are reproducible and can be accurately interpreted in light of biological questions.

前提物种分布模型(SDM)被广泛用于指导保护决策。可用数据和 SDM 方法的复杂性要求我们必须考虑如何选择和处理建模数据,以提高模型的准确性并支持生物学解释和生态学应用。我们测试了建模者的五个决策点对模型结果的影响:(1) 排除缺失数据和 (2) 排除相关数据;(3) 出现数据的规模(大规模汇总数据或系统野外数据)、(4) 来源(标本或观测数据)和 (5) 类型(存在-背景或存在-缺失)。结果排除缺失数据和相关数据以及出现数据的规模和类型对模型性能指标有显著影响。出现数据的来源和类型导致了特定解释变量作为物种分布和适宜栖息地预测概率的驱动因素在重要性上的差异。以数据为中心、将数据挖掘纳入模型构建的方案有助于确保模型的可重复性,并能根据生物学问题进行准确解释。
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Applications in Plant Sciences
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