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Use of machine learning to establish limits in the classification of hyperaccumulator plants growing on serpentine, gypsum and dolomite soils 利用机器学习对生长在蛇纹石、石膏和白云石土壤上的超积累植物进行分类
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-03-08 DOI: 10.5209/MBOT.67609
Marina Mota-Merlo, V. Martos
The so-called hyperaccumulator plants are capable of storing hundred or thousand times bigger quantities of heavy metals than normal plants, which makes hyperaccumulators very useful in fields such as phytoremediation and phytomining. Among these plants there are many serpentinophytes, i.e., plants that grow exclusively on ultramafic rocks which produce soils with a great proportion of heavy metals. Even though there are multiple classifications, the lack of consensus regarding which parameters to use to determine whether a plant is a hyperaccumulator, as well as the arbitrariness of stablished thresholds, bring about the need to propose more objective criteria. To this end, plant mineral composition data from different vegetal species were analysed using machine learning techniques. Three complementary case studies were established. Firstly, plants were classified in three types of soils: dolomite, gypsum and serpentine. Secondly, data about normal and hyperaccumulator plant Ni composition were analysed with machine learning to find differentiated subgroups. Lastly, association studies were carried out using data about mineral composition and soil type. Results in the classification task reach a success rate over 75%. Clustering of plants by Ni concentration in parts per million (ppm) resulted in four groups with cut-off points in 2.25, 100 (accumulators) and 3000 ppm (hyperaccumulators). Associations with a confidence level above 90% were found between high Ni levels and serpentine soils, as well as between high Ni and Zn levels and the same type of soil. Overall, this work demonstrates the potential of machine learning to analyse data about plant mineral composition. Finally, after consulting the red list of the IUCN and those of countries with high richness in hyperaccumulator species, it is evident that a greater effort should be made to establish the conservation status of this type of flora.
这种被称为“超蓄积体”的植物能够储存比普通植物多数百或数千倍的重金属,这使得“超蓄积体”在植物修复和植物挖掘等领域非常有用。在这些植物中,有许多蛇生植物,即只生长在超镁铁质岩石上的植物,这些岩石产生含有大量重金属的土壤。尽管存在多种分类,但对于使用哪些参数来确定植物是否为超蓄积物缺乏共识,以及既定阈值的任意性,导致需要提出更客观的标准。为此,使用机器学习技术分析了来自不同植物物种的植物矿物成分数据。建立了三个互补的案例研究。首先,将植物分为白云岩、石膏和蛇纹石三种土壤类型。其次,利用机器学习分析正常植物和超富集植物镍成分数据,找到不同的亚群。最后,利用矿物组成和土壤类型数据进行关联研究。结果分类任务成功率达到75%以上。以百万分之一(ppm)为单位的镍浓度对植物进行聚类,结果有四组,截止点分别为2.25、100(蓄积体)和3000 ppm(超蓄积体)。高镍含量与蛇纹石土壤之间,以及高镍和高锌含量与同一类型土壤之间,相关性的置信度均在90%以上。总的来说,这项工作证明了机器学习在分析植物矿物成分数据方面的潜力。最后,在参考了世界自然保护联盟的红色名录和超积累物种丰富度高的国家的红色名录后,显然应该作出更大的努力来建立这类植物群的保护地位。
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引用次数: 4
The effects of climate change on the flowering phenology of alder trees in southwestern Europe 气候变化对欧洲西南部桤木开花物候的影响
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-02-15 DOI: 10.5209/MBOT.67360
J. Rojo, F. Fernández‐González, B. Lara, Verónica Bouso, Guillermo Crespo, G. Hernández-Palacios, M. P. Rodríguez-Rojo, A. Rodríguez-Torres, Matt Smith, R. Pérez-Badia
Global warming impacts plant phenology and the effect of climate change will be more intensely experienced at the edges of a plant's distribution. This work focuses on Iberian alder's climatic range (Alnus lusitanica Vít, Douda & Mandák). The Iberian Peninsula constitutes the Southwestern edge of the global chorological distribution of European black alder (Alnus glutinosa (L.) Gaertn. s.l.), and some of the warmest and driest conditions for the alder population are located in the center of Spain. The critical temperature-relevant periods that regulate the reproductive phenology of alder were analyzed using a statistical-based method for modeling chilling and forcing accumulation periods in temperate trees. Our results reveal that autumn chilling was the most important thermal accumulation period for alder in a Mediterranean climate while forcing requirements are satisfied in a short period of time. Autumn temperatures were significantly correlated with the timing of flowering, and chill units during this season directly influence start-dates of alder flowering. A positive trend was observed in pollen seasons' timing, meaning a slight delay of alder flowering in central Spain. It coincided with autumn warming during the period 2004-2018. If this warming trend continues, our results predict a delay in the start-date of flowering by around 3-days for every degree increase in maximum autumn temperatures according to the most optimistic emission scenarios.
全球变暖影响植物的酚学,气候变化的影响将在植物分布的边缘更加强烈。这项工作的重点是伊比利亚阿尔德的气候范围(Alnus lusitanica Vít,Douda&Mandák)。伊比利亚半岛构成了欧洲黑赤杨(Alnus glutinosa(L.)Gaertn)全球群落分布的西南边缘。s.l.),而一些最温暖、最干燥的阿尔德树种群位于西班牙中部。采用基于统计的方法模拟温带树木的低温期和强迫积累期,分析了调节赤杨繁殖表型的临界温度相关期。我们的研究结果表明,在地中海气候中,秋季寒冷是赤杨最重要的热积累期,而强迫要求在短时间内得到满足。秋季温度与开花时间显著相关,该季节的寒冷单位直接影响赤杨开花的开始日期。在花粉季节的时间安排上观察到了积极的趋势,这意味着西班牙中部的赤杨开花略有延迟。这与2004-2018年期间的秋季变暖相吻合。如果这种变暖趋势持续下去,我们的研究结果预测,根据最乐观的排放情景,秋季最高气温每升高一度,开花开始日期就会推迟约3天。
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引用次数: 4
Ethnobotanical investigation on medicinal plants used by local populations in Tlemcen National Park (extreme North West Algeria) 阿尔及利亚西北部特莱姆森国家公园当地居民使用药用植物的民族植物学调查
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-02-15 DOI: 10.5209/MBOT.69396
Fayza Zatout, Bachir Benarba, Asma Bouazza, Brahim Babali, Nazli Nacer Bey, Abdelkader Morsli
Medicinal plants are currently used by local populations to treat different diseases around the world. In the present study, the local knowledge of medicinal plants used by indigenous populations living in the Park of Tlemcen (North-West Algeria) has been documented. A total of 254 informants with a strong ethnomedicinal knowledge living in the national park of Tlemcen were interviewed by using a questionnaire. Data collected was analyzed using quantitative indices such as the ethnobotanicity index (EI), use value (UV), and Informant Consensus Factor (FIC). 109 species belonging to 54 families were identified and used by indigenous populations to treat different diseases. The most frequent families were lamiaceae (15.5%), asteraceae (11.9%), and rosaceae (5.5%).  Roots, rhizomes or tubers were the most used part for medical care (37.6%), followed by leaves (33.6%), other aerial parts (16%), fruits (8%), flowers (1.6%), and seeds (3.2%). Regarding modes of preparation, we noticed that decoction (40.4%) and infusion (28.5%) were the most predominant. Moreover, Thymus lanceolatus (UV=0.96), Origon glandulosum (UV=0.96) and Ammoides verticillata (UV=0.94) were the most frequently used species. FIC values ranged from 0.65 to 0.98. The highest FIC were recorded for reproductive and sexual disorders (0.98), respiratory tract diseases (0.98), cardiovascular system disease and blood disorders (0.94), digestive disorders (0.93), and general health (0.93). A variety of species are used to treat several ailments. Recorded species with high UV should be prioritized for conservation and subjected to further phytochemical and pharmacological studies.
药用植物目前被当地居民用于治疗世界各地的不同疾病。在本研究中,对生活在特莱姆森公园(阿尔及利亚西北部)的土著居民使用的药用植物的当地知识进行了记录。采用问卷调查法对居住在特莱姆森国家公园的254名具有较强民族医学知识的被调查者进行了访谈。采用民族植物性指数(EI)、使用价值(UV)和信息者共识因子(FIC)等定量指标对收集到的数据进行分析。已鉴定出属于54科的109种,并被土著居民用于治疗不同的疾病。最常见的科为紫堇科(15.5%)、菊科(11.9%)和蔷薇科(5.5%)。根、根茎或块茎是医疗保健中使用最多的部分(37.6%),其次是叶子(33.6%)、其他地上部分(16%)、果实(8%)、花(1.6%)和种子(3.2%)。在制备方式方面,我们注意到煎煮(40.4%)和输液(28.5%)是最主要的。其中,胸腺(Thymus lanceolatus) (UV=0.96)、腺原(Origon glandulosum) (UV=0.96)和轮状氨(Ammoides verticillata) (UV=0.94)是最常被利用的物种。FIC值在0.65 ~ 0.98之间。FIC最高的是生殖和性疾病(0.98)、呼吸道疾病(0.98)、心血管系统疾病和血液疾病(0.94)、消化系统疾病(0.93)和一般健康(0.93)。各种各样的品种被用来治疗几种疾病。已记录的高紫外线物种应优先保护,并进行进一步的植物化学和药理研究。
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引用次数: 8
Plant conservation in Mediterranean-type ecosystems 地中海型生态系统中的植物保护
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-02-15 DOI: 10.5209/MBOT.71333
E. Salmerón-Sánchez, A. Mendoza-Fernández, J. Lorite, J. Mota, J. Peñas
The present paper is an overview of state of the art in plant conservation in Mediterranean-type Ecosystems (MTEs), highlighting current studies and neglected topics. A review of the literature dealing with this issue and a general analysis of the results was performed, delving into relevant plant conservation biology topics. The main topics considered were: 1) reproductive biology and genetic conservation, 2) threat factors and effects of global change, and 3) evaluation of conservation status and protected areas selection. This study illustrates differences in the number of documents published in northern countries of the Mediterranean Basin concerning southern and eastern countries and compared with other MTEs. It also highlights the paramount importance of public organizations as funding entities. Additionally, it points to a decrease in traditional subject categories related to plant conservation and increased multidisciplinary conservation research and novel methodologies (e.g., phylogenomics, SDM). To overcome existing biases among the different MTE regions, integrating actions at a transnational level would be necessary, with standard conservation policies and strategies. Moreover, research should be supported with more important participation and funding from private entities, with a clear focus on specific conservation proposals. In contrast, certain weaknesses were detected, some related to the limited information available about threatened plant species and the scarce use of the available data from genetic conservation research in management plans. Consequently, the authors consider that future conservation efforts should be addressed to improve the knowledge of threatened MTEs’ flora and implement a manual of good practices, which would make use of the available research information to put forward more direct proposals for management and conservation.
本文综述了地中海型生态系统(MTEs)植物保护的最新进展,重点介绍了目前的研究和被忽视的问题。本文回顾了有关植物保护生物学的相关文献,并对研究结果进行了总体分析。主要议题包括:1)生殖生物学和遗传保护;2)全球变化的威胁因素和影响;3)保护状况评估和保护区选择。这项研究表明,地中海盆地北部国家发表的关于南部和东部国家的文件数量与其他mte相比存在差异。它还强调了公共组织作为资助实体的首要重要性。此外,它指出与植物保护相关的传统学科类别减少,多学科保护研究和新方法(如系统基因组学,SDM)增加。为了克服不同MTE区域之间存在的偏见,有必要在跨国一级采取综合行动,并制定标准的保护政策和战略。此外,研究应得到私人实体更重要的参与和资助,并明确侧重于具体的保护建议。相比之下,发现了某些弱点,其中一些与有关受威胁植物物种的现有资料有限以及管理计划中很少使用遗传保护研究的现有数据有关。因此,作者认为,未来的保护工作应致力于提高对受威胁的mte植物区系的认识,并实施良好做法手册,从而利用现有的研究信息提出更直接的管理和保护建议。
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引用次数: 11
Resolving some nomenclatural issues on 'Isoeto-Nanojuncetea' and four new communities of the Iberian Peninsula 解决伊比利亚半岛“Isoeto-Nanojuncetea”和四个新群落的命名问题
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-01-25 DOI: 10.5209/MBOT.63383
V. Silva, S. Ribeiro, J. A. Molina, C. Pinto-Cruz, J. Costa, D. Espírito-Santo
We describe four new vegetation units and propose 17 new typifications and 24 altered names of syntaxa belonging to Isoeto-Nanojuncetea. Information is also provided on the publication dates of the alliances Isoetion and Preslion.
我们描述了4个新的植被单元,提出了17个新的类型和24个属于Isoeto-Nanojuncetea的句法类群。还提供了关于联盟的出版日期的信息。
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引用次数: 3
High seed viability recorded in an endangered endemic species, 'Isoplexis isabelliana' (Scrophulariaceae), after more than 30 years of storage in a conservation seed bank 濒危特有物种“Isoplexis isabelliana”(玄参科)在保护性种子库中储存了30多年后,记录到了高种子活力
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-01-25 DOI: 10.5209/MBOT.69341
M. González Pérez, Nereida Cabrera-García, Isabel Cayon-Fernández
Conservation seed banks are essential for ex-situ conservation of genetic biodiversity. These institutions are especially relevant for threatened species and play a vital role in their conservation by preserving genetic material. However, samples deposited in the seed banks must germinate when necessary to use them (i.e., recovery plans, etc.). This study uses four accessions of the endemic endangered species from Gran Canaria Island (Canary Islands), Isoplexis isabelliana (Webb & Berthel.) Masf. (Scrophulariaceae). Germination tests were carried out to measure seed viability through time and the possible impact of seed storage on their viability. These accessions have been kept in the seed bank for four months to thirty years under different storage conditions. Germination results differed for seeds after 45 days of exposition using 16 hours light and 8 hours darkness at 17 °C. Accessions kept in the seed bank, independently of storage, showed a high germination percentage (89%). Whereas the accessions with rough storage conditions showed a 0% germination rate. The results highlighted the good state of conservation of the material deposited in the Seed Bank of the Botanical Garden "Viera y Clavijo" and the reliability of the temperature and humidity conditions in which the seeds of I. isabelliana have been stored. We consider these results as momentous since several natural populations of I. isabelliana has been affected by the last forest fire on the island.
保护种子库对于基因生物多样性的迁地保护至关重要。这些机构与受威胁物种特别相关,并通过保护遗传物质在保护这些物种方面发挥着至关重要的作用。然而,存放在种子库中的样本必须在必要时发芽才能使用(即恢复计划等)。本研究使用了四份来自大加那利岛(加那利群岛)的特有濒危物种Isoplexis isabelliana(Webb&Berhel.)Masf的材料。(玄参科)。进行发芽试验是为了测量种子随时间的生存能力以及种子储存对其生存能力的可能影响。这些材料已经在不同的储存条件下在种子库中保存了四个月到三十年。在17°C下,使用16小时的光照和8小时的黑暗暴露45天后,种子的发芽结果不同。保存在种子库中的无障碍物显示出较高的发芽率(89%)。而贮藏条件粗糙的材料发芽率为0%。研究结果强调了存放在植物园“Viera y Clavijo”种子库中的材料的良好保存状态,以及褐黄甘蓝种子储存的温度和湿度条件的可靠性。我们认为这些结果意义重大,因为岛上最后一次森林大火影响了一些伊莎贝拉的自然种群。
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引用次数: 1
Updating the biological interest of 'Valeriana officinalis' 缬草生物学意义的更新
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-01-11 DOI: 10.5209/MBOT.70280
Marta Sánchez, E. González-Burgos, I. Iglesias, M. P. Gómez-Serranillos Cuadrado
Valeriana officinalis L. (Caprifoliaceae) has been traditionally used to treat mild nervous tension and sleep problems. The basis of these activities are mainly attributed to valerenic acid through the modulation of the GABA receptor. Moreover, V. officinalis is claimed to have other biological activities such as cardiovascular benefits, anticancer, antimicrobial and spasmolytic.  The current review aims to update the biological and pharmacological studies (in vitro, in vivo and clinical trials) of V. officinalis and its major secondary metabolites in order to guide future research. Databases PubMed, Science Direct and Scopus were used for literature search including original papers written in English and published between 2014 and 2020. There have been identified 33 articles which met inclusion criteria. Most of these works were performed with V. officinalis extracts and only a few papers (in vitro and in vivo studies) evaluated the activity of isolated compounds (valerenic acid and volvalerenal acid K). In vitro studies focused on studying antioxidant and neuroprotective activity. In vivo studies and clinical trials mainly investigated activities on the nervous system (anticonvulsant activity, antidepressant, cognitive problems, anxiety and sleep disorders). Just few studies were focused on other different activities, highlight effects on symptoms of premenstrual and postmenopausal syndromes. Valeriana officinalis continues to be one of the medicinal plants most used by today's society for its therapeutic properties and whose biological and pharmacological activities continue to arouse great scientific interest as evidenced in recent publications. This review shows scientific evidence on traditional uses of V. officinalis on nervous system.
缬草(Caprifoliaceae)传统上用于治疗轻度神经紧张和睡眠问题。这些活性的基础主要归因于缬草酸通过调节GABA受体。此外,V.officinalis被声称具有其他生物活性,如心血管益处、抗癌、抗菌和解痉挛。本综述旨在更新缬草及其主要次级代谢产物的生物学和药理学研究(体外、体内和临床试验),以指导未来的研究。PubMed、Science Direct和Scopus数据库用于文献检索,包括2014年至2020年间发表的英文原创论文。已经确定了33篇符合纳入标准的文章。这些工作大多是用缬草提取物进行的,只有少数论文(体外和体内研究)评估了分离的化合物(缬草酸和草乌肾酸K)的活性。体外研究的重点是研究抗氧化和神经保护活性。体内研究和临床试验主要研究对神经系统的活性(抗惊厥活性、抗抑郁活性、认知问题、焦虑和睡眠障碍)。只有少数研究关注其他不同的活动,强调对经前和绝经后综合征症状的影响。缬草仍然是当今社会使用最多的药用植物之一,因为它具有治疗特性,其生物学和药理学活性继续引起人们的极大科学兴趣,最近的出版物证明了这一点。这篇综述显示了科学的证据,在传统用途的缬草对神经系统。
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引用次数: 4
Annual weedy species of Erigeron in the northern Iberian Peninsula: a review 伊比利亚半岛北部飞蓬属一年生杂草种类综述
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2021-01-11 DOI: 10.5209/MBOT.67649
D. Liendo, I. García‐Mijangos, I. Biurrun, J. A. Campos
A revision of the alien Erigeron L. species formerly included in Conyza Less. found in the central-northern Iberian Peninsula is presented. A close examination of numerous specimens collected by the authors as well as voucher specimens preserved at several herbaria has helped clarify several aspects regarding this group. Four species have been recognised in the study area: Erigeron canadensis (=Conyza canadensis), E. bonariensis (=C. bonariensis), E. sumatrensis (=C. sumatrensis) and E. floribundus (=C. floribunda, including C. bilbaoana). They occupy anthropogenic habitats, such as road edges, abandoned fields, crops and waste ground, as well as natural and semi-natural communities, such as nitrophilous river bar communities and ruderal communities on coastal dunes subjected to substantial levels of anthropogenic disturbance. Erigeron sumatrensis and E. floribundus emerge as the two most frequent taxa. Erigeron canadensis, regarded in the past as the most widespread species of the group, is almost absent from the study area, especially from the Atlantic watershed. Furthermore, an important number of specimens previously identified as E. bonariensis do actually correspond to E. sumatrensis. No hybrids have been found. A detailed identification key highlighting the main features that help to separate the four Erigeron species is presented. Finally, as E. floribundus is the most controversial species in the group and the last to arrive, a study of its expansion across western Europe in the last century is included, where it has become a frequent alien especially along the Atlantic regions.
对以前列入《小稻》的外来飞蓬属植物进行了修订。发现于伊比利亚半岛中北部。对作者收集的大量标本以及几个标本馆保存的凭证标本进行了仔细检查,有助于澄清这一群体的几个方面。研究区内已确认四个物种:加拿大飞蓬(=加拿大稻)、博纳里E.博纳里E.(=博纳里E.)、苏门答腊E.(=苏门答腊C.)和花叶E.floribundus(=花叶C.floribunda,包括比尔鲍安娜C.bilboana)。它们占据了人为栖息地,如道路边缘、废弃的田地、作物和荒地,以及自然和半自然群落,如受大量人为干扰的嗜氮河坝群落和海岸沙丘上的粗鲁群落。苏门答腊飞蓬和花叶飞蓬是最常见的两个类群。加拿大飞蓬在过去被认为是该类群中分布最广的物种,但在研究区域,尤其是大西洋流域,几乎没有出现。此外,之前被鉴定为博纳里E.bonariensis的大量标本实际上与苏门答腊E.sumatrensis相对应。没有发现杂交种。介绍了一个详细的鉴定钥匙,突出了有助于分离四种飞蓬的主要特征。最后,由于E.floribundus是该种群中最具争议的物种,也是最后一个到达的物种,因此对其上世纪在西欧扩张的研究也包括在内,在那里,它已经成为一种常见的外来物种,尤其是在大西洋地区。
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引用次数: 2
Study of the current vegetation of the historical lava flows of the Arafo Volcano, Tenerife, Canary Islands, Spain 西班牙加那利群岛特内里费岛阿拉福火山历史熔岩流的当前植被研究
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2020-09-09 DOI: 10.5209/mbot.68087
Victoria Eugenia Martín Osorio, Wolf Hermann Wildpret Martín, R. Negrín, Wolfredo Wildpret De la Torre
Vegetation research on the lava flows of the historic volcanic eruption of 1705 in Arafo, Tenerife, Canary Islands, is presented. The study area located in the 830000-year-old valley of Güímar was created after a massive landslide 47 km3 in volume. The research is divided into three parts, which cover an altitudinal range from around 35 to 1583 m a.s.l. from the Lower-semiarid Inframediterranean up to the Lower-dry lower-Mesomediterranean bioclimatic belts. First, a phytosociological study of the vegetation present in the area was made and concluded that richness in pioneer communities form a vegetation complex with a high degree of endemicity. Two new associations and four pioneer communities are proposed. Especially notable are the communities of Stereocauletum vesuviani and the pioneer communities of Pinus canariensis. The second part of the research was a field sampling study of 450 individuals of Pinus canariensis, which were measured at different altitudes to obtain data about the colonization dynamics of this species on this 300 years old substrate. We found that stem diameter seems to be a good indicator for healthy tree development at a range between 700 to 1300 m asl, which corresponds to the pine forest as potential vegetation and that many individuals show signs of nutrient deficiency. The third part consists of the publication of two new populations of the Canarian endemism Himantoglossum metlesicsianum, a highly endangered orchid. The monitoring of these two populations has recently begun, and further research will be conducted on all three aspects of this publication, which will be presented and expanded upon in the future.
介绍了对1705年加那利群岛特内里费岛阿拉福历史性火山喷发熔岩流的植被研究。研究区位于有83万年历史的Güímar山谷,是在47公里3的大规模滑坡后形成的。这项研究分为三个部分,涵盖了从下半干旱的地中海次区域到下干旱的中地中海生物气候带的海拔范围,从大约35到1583米。首先,对该地区的植被进行了植物社会学研究,得出的结论是,先锋群落的丰富性形成了一个具有高度地方性的植被复合体。提议设立两个新的协会和四个先锋社区。特别值得注意的是vesuviani立体茎植物群落和金丝松的先驱群落。研究的第二部分是对450只金丝松个体的实地抽样研究,在不同的海拔高度进行了测量,以获得该物种在300年前基质上的定殖动态数据。我们发现,在海拔700至1300米的范围内,树干直径似乎是树木健康发育的良好指标,这与松林作为潜在植被相对应,许多个体表现出营养缺乏的迹象。第三部分发表了高度濒危的加那利特有兰Himantoglossum metlesicsianum的两个新种群。对这两个群体的监测最近已经开始,将对该出版物的所有三个方面进行进一步研究,并将在未来进行介绍和扩展。
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引用次数: 1
Index of nomenclatural syntaxonomic novelties 命名分类学新颖性索引
IF 1 4区 生物学 Q3 Agricultural and Biological Sciences Pub Date : 2020-09-09 DOI: 10.5209/mbot.70759
Editorial Team
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引用次数: 0
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Mediterranean Botany
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