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Environmental drivers of food material and calorie content variability of particulate organic matter in four distinct Korean Peninsula Seas 朝鲜半岛四个不同海域食物材料的环境驱动因素和颗粒有机物的热量含量变化
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-10-12 DOI: 10.1007/s10452-025-10238-2
Yeji Son, Hyo Keun Jang, Kwanwoo Kim, Myung Joon Kim, Sanghoon Park, Yejin Kim, Jaesoon Kim, Yoon Ji Lee, Huitae Joo, Seok-Hyun Youn, Sang Heon Lee

Recent studies have documented rapid environmental changes impacting biological communities, such as shifts in phytoplankton composition and size distribution, with significant implications for the nutritional quality of the marine food web. Phytoplankton-derived macromolecules, including carbohydrates (CHO), proteins (PRT), and lipids (LIP), are crucial components of marine ecosystems; however, considerable knowledge gaps remain regarding their spatiotemporal variability and ecological consequences. This study investigates seasonal and regional variations in the macromolecular composition and calorie content of particulate organic matter (POM) across the Korean Peninsula's seas, aiming to identify primary environmental factors driving these variations. Our findings highlight significant variations in POM macromolecular compositions, with CHO and LIP generally dominating over PRT across most regions and seasons, influenced by environmental factors such as temperature, nutrient concentrations, and salinity. Food material (FM), defined as the total sum of CHO, PRT, and LIP, varied significantly among regions, with the Yellow Sea exhibiting notably higher FM, reflecting elevated nutrient concentrations and productivity compared to other regions. Despite broad ranges, both FM and calorie content were, on average, were approximately 40% lower compared to values reported in a previous study. Principal component analysis and multiple linear regression analysis identified similar environmental factors influencing both FM and calorie content, highlighting the importance of regional environmental conditions. This study enhances our understanding of phytoplankton biochemical dynamics in the Korean seas and emphasizes the need for future research on size-specific FM and calorie content to better predict ecosystem responses to ongoing environmental change.

最近的研究记录了影响生物群落的快速环境变化,如浮游植物组成和大小分布的变化,对海洋食物网的营养质量有重大影响。浮游植物衍生的大分子,包括碳水化合物(CHO)、蛋白质(PRT)和脂质(LIP),是海洋生态系统的重要组成部分;然而,关于它们的时空变异性和生态后果,仍然存在相当大的知识差距。本研究调查了朝鲜半岛海域颗粒物有机物质(POM)大分子组成和热量含量的季节和区域变化,旨在确定驱动这些变化的主要环境因素。我们的研究结果强调了POM大分子组成的显著变化,CHO和LIP在大多数地区和季节普遍优于PRT,受温度、营养浓度和盐度等环境因素的影响。食物物质(FM),即CHO、PRT和LIP的总和,在不同地区之间存在显著差异,黄海的FM明显较高,反映出与其他地区相比,营养物质浓度和生产力都有所提高。尽管范围很广,但与之前的研究报告相比,FM和卡路里含量平均降低了约40%。主成分分析和多元线性回归分析发现,影响FM和卡路里含量的环境因素相似,突出了区域环境条件的重要性。该研究增强了我们对朝鲜海浮游植物生化动力学的理解,并强调了未来研究特定尺寸FM和卡路里含量的必要性,以更好地预测生态系统对持续环境变化的响应。
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引用次数: 0
Cestode parasites of Squalus megalops and Raja radula as metal contamination indicators in the northern and the southern seawaters of Tunisia 突尼斯北部和南部海域巨型角鲨和拉贾角鲨寄生蝇作为金属污染指标
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-10-09 DOI: 10.1007/s10452-025-10236-4
Khouloud Maghraoui, Wafa Boulajfene, Sihem Bahri

Contamination by metals is among the most pervasive anthropogenic threats to the environment and the health of higher-trophic-level species. Metal concentrations in the tissues of Squalus megalops and Raja radula collected from Bizerte Bay and the Gulf of Gabes between November 2022 and November 2023, and their respective cestode parasites, Gilquinia robertsoni and Echinobothrium affine, were analyzed using an inductively coupled plasma optical emission spectrometer and a direct mercury analyzer. Cadmium (Cd) and lead (Pb) concentrations in the muscle tissue of both elasmobranchs exceeded legislated thresholds. Mercury (Hg) concentrations in S. megalops muscle surpassed the standard limits. Gilquinia robertsoni accumulated zinc (Zn) and manganese (Mn) 10 and 13 times higher than its host muscle, and Mn four times higher than its host’s intestine in Bizerte Bay. In the Gulf of Gabes, it accrued higher concentrations than in S. megalops muscle (six times for copper (Cu); seven times for Pb and Mn; and three times for Zn). Pb was about 56 times higher in the parasite than in the intestine of the fish. Echinobothrium affine accumulated Cu, Fe approximately four times higher, and Pb seven times higher than the muscle of R. radula in Bizerte Bay and stored Pb respectively 10 and 22 times higher than the host’s intestine and liver. In the Gulf of Gabes, higher concentrations of some metals were in E. affine than those in the host muscle (seven times Cu and Pb and five times Fe), host intestine (four times cadmium (Cd) and 12 times Pb), and host liver (six times Pb). In this regard, G. robertsoni and E. affine can be considered sensitive bioindicators of metal pollution in marine ecosystems.

金属污染是对环境和高营养性物种健康最普遍的人为威胁之一。采用电感耦合等离子体发射光谱仪和直接汞分析仪,对2022年11月至2023年11月在比塞特湾和加贝斯湾采集的巨角鲨和拉贾及其寄生的罗伯氏Gilquinia robertsoni和仿射棘卵绦虫组织中的金属含量进行了分析。两种弹性鳃肌肉组织中镉和铅浓度均超过法定阈值。巨棘鱼肌肉中汞含量超标。在比塞特湾,罗伯逊Gilquinia robertsoni积累的锌(Zn)和锰(Mn)分别是宿主肌肉的10倍和13倍,锰是宿主肠道的4倍。在加贝斯湾,它的积累浓度高于巨藻肌肉(铜的六倍);Pb和Mn为7倍;锌是三倍。寄生虫中的铅含量比鱼肠中的铅含量高56倍。仿射棘球绦虫对Cu、Fe和Pb的积累量分别比比塞特湾棘球绦虫肌肉高约4倍和7倍,对Pb的储存量分别比宿主肠道和肝脏高10倍和22倍。在加贝斯湾,某些金属在仿射E.中的浓度高于宿主肌肉(7倍铜和铅,5倍铁)、宿主肠道(4倍镉和12倍铅)和宿主肝脏(6倍铅)。因此,G. robertsoni和E.仿射可以被认为是海洋生态系统金属污染的敏感生物指标。
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引用次数: 0
The relation of some environmental parameters on the spatio-temporal distribution of phytoplankton community in Gökova Bay (Muğla, Türkiye) 部分环境参数对Gökova湾浮游植物群落时空分布的影响(Muğla, t<e:1>)
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-10-07 DOI: 10.1007/s10452-025-10237-3
Uğur Güzel, Rıza Akgül, H. Abdullah Uçan

Phytoplankton are the microorganisms that respond most rapidly to changing environmental factors in aquatic environments. Therefore, seasonal changes are effective in phytoplankton species composition and abundance. Seasonal sampling was conducted in the open waters of Gökova Bay to determine how seasonal changes will affect phytoplankton species composition and abundance. In this study, water samples were taken for physical, chemical and phytoplankton analyses between May 2022 and February 2023 from 6 stations vertically at 3 depths (0.5 m, 10 m and the deepest point of the photic zone) in Gökova Bay in order to understand the differences in the abundance, diversity, species richness and composition of phytoplankton among stations and seasons depending on environmental factors. A total of 112 taxa were identified in the phytoplankton, including 74 Dinoflagellata, 33 Heterokontophyta, 4 Haptophyta, and 1 Cyanobacteria taxa. There were significant differences between seasons among environmental parameters and phytoplankton communities. From spring to fall, dinoflagellates were dominant in phytoplankton concerning temperature, total nitrogen, pH, and salinity, while in winter, Heterokontophyta was dominant in relation to nitrite-nitrogen concentration. According to Redundancy Analysis (RDA), environmental parameters such as total nitrogen (TN), nitrite-nitrogen (NO2-N), temperature (T), salinity (SAL), and pH significantly affected the distribution of Lingulodinium polyedra, Ceratium furca, Scrippsiella acuminata, Protodinium simplex, Oxytoxum semicollatum, Thalassionema frauenfeldii, Ulnaria ulna, Chaetoceras curvisetus, Chaetoceros affinis, Hemiaulus hauckii, and Bacteriastrum furcatum species. It was observed that phytoplankton species richness and diversity significantly increased in spring, while phytoplankton abundance slightly increase in the same period. As a result, while temporal (seasonal) changes were detected in phytoplankton species richness, diversity, composition and abundance depending on TN, NO2-N, T, SAL and pH, spatial (station-dependent) changes were not observed.

浮游植物是水生环境中对变化的环境因子反应最迅速的微生物。因此,季节变化对浮游植物的种类组成和丰度是有效的。在Gökova湾开放水域进行季节性采样,以确定季节变化对浮游植物种类组成和丰度的影响。本研究于2022年5月至2023年2月在Gökova湾3个深度(0.5 m、10 m和光带最深处)垂直采集6个站点的水样进行物理、化学和浮游植物分析,以了解不同站点和季节浮游植物的丰度、多样性、物种丰富度和组成随环境因素的差异。浮游植物共鉴定出112个分类群,其中鞭毛纲74个,异厚藻门33个,附藻门4个,蓝藻门1个。环境参数和浮游植物群落在季节间存在显著差异。春季和秋季浮游植物在温度、总氮、pH和盐度方面以鞭毛藻为主,冬季在亚硝酸盐-氮浓度方面以异厚藻为主。根据冗余分析(RDA),总氮(TN)、亚硝酸盐氮(NO2-N)、温度(T)、盐度(SAL)和pH等环境参数显著影响了聚舌藻(Lingulodinium polydra)、furca Ceratium、acrippsiella acuminata、Protodinium simplex)、半乳氧虫(Oxytoxum colcolum)、frauenfeldii Thalassionema Ulnaria ulna、弯曲毛囊(Chaetoceras curvisetus)、亲缘毛囊(Chaetoceros affinis)、hauckihemiulus hauckii)和furcatum Bacteriastrum的分布。结果表明,春季浮游植物物种丰富度和多样性显著增加,而同期浮游植物丰度略有增加。结果表明,虽然浮游植物物种丰富度、多样性、组成和丰度随TN、NO2-N、T、SAL和pH的变化呈时间(季节)变化,但未观察到空间(台站)变化。
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引用次数: 0
Environmentally relevant concentrations of a Bacillus thuringiensis-based biopesticide impair zebrafish behavior 环境相关浓度的苏云金芽孢杆菌生物农药损害斑马鱼的行为
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-10-07 DOI: 10.1007/s10452-025-10241-7
Stephanie Toussaint, Aline Pompermaier, Flavia Bernardo Chagas, Wagner Antonio Tamagno, Jennifer L. Freeman, Paulo Afonso Hartmann, Marilia Hartmann

Larval mosquito control has increasingly relied on biologically derived larvicides, yet their impacts on non-target aquatic organisms remain insufficiently understood. Among these biopesticides, Bacillus thuringiensis israelensis (Bti)-based products are widely used due to their targeted action and direct application to aquatic environments. However, such application inevitably results in the exposure of non-target species, including fish. This study evaluated the behavioral effects of acute exposure to a Bti-based biopesticide (Bti-B2) in zebrafish (Danio rerio). Fish were exposed for 30 min to Bti-B2 at concentrations of 1.5, 2.5, or 10 µg.L−1, and assessed for exploratory activity using the novel tank test (NTT) and for social interaction via the social preference test (SPT). Exposure to Bti-B2 elicited an anxiolytic-like response without affecting social behavior. These findings suggest that even biopesticides regarded as environmentally safe, such as Bti-B2, can alter behavioral endpoints in aquatic vertebrates. This highlights the importance of including ecotoxicological evaluations in the risk assessment of biologically derived pest control agents.

蚊幼虫的控制越来越依赖于生物衍生的杀幼虫剂,但它们对非目标水生生物的影响仍未得到充分了解。在这些生物农药中,以苏云金芽孢杆菌(Bacillus thuringiensis israelensis, Bti)为基础的产品因其靶向作用和直接应用于水生环境而被广泛使用。然而,这种应用不可避免地会导致包括鱼类在内的非目标物种的暴露。本研究评估了斑马鱼(Danio rerio)急性暴露于bti基生物农药(Bti-B2)的行为影响。鱼暴露于浓度为1.5、2.5或10µg的Bti-B2中30分钟。L−1,并通过新罐测试(NTT)评估探索活动,通过社会偏好测试(SPT)评估社会互动。暴露于Bti-B2引起焦虑样反应,但不影响社会行为。这些发现表明,即使是被认为对环境安全的生物农药,如Bti-B2,也可以改变水生脊椎动物的行为终点。这突出了在生物来源的虫害防治剂的风险评估中纳入生态毒理学评价的重要性。
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引用次数: 0
Nonlinear dynamics of chlorophyll a in relation to environmental factors in Baihua Reservoir 百花水库叶绿素a与环境因子的非线性动态关系
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-10-03 DOI: 10.1007/s10452-025-10229-3
Wu Wei, Mengshu Han, Jing Xiao, Weihua Ou, Qiuhua Li

For many years, excessive phytoplankton blooms have raised widespread public alarm. Based on monthly monitoring data from five fixed stations in Baihua Reservoir between January 2021 and December 2022, this study evaluated the seasonal dynamics of chlorophyll a (Chl.a) and its nonlinear responses to environmental drivers. We first applied Spearman rank correlation combined with variance-inflation-factor screening (VIF < 5) to remove highly collinear predictors, then used Random Forest analysis to rank the remaining variables, identifying water temperature (WT), pH and total phosphorus (TP) as the primary drivers of Chl.a. A Generalized Additive Model (GAM) explained 56% of the variance in Chl.a, showing that Chl.a increased monotonically with WT between 10 and 18 °C, rose almost linearly with pH from 7.8 to 8.4, and exhibited a threshold response as TP approached 0.04 mg L⁻1. This study provides a fresh approach to assess the key factors influencing Chl.a and their interactions in Baihua Reservoir.

多年来,过度的浮游植物繁殖引起了公众的广泛警惕。基于2021年1月至2022年12月百花水库5个固定站的月度监测数据,研究了百花水库叶绿素a (Chl.a)的季节动态及其对环境驱动因素的非线性响应。我们首先使用Spearman秩相关结合方差膨胀因子筛选(VIF < 5)去除高度共线性的预测因子,然后使用随机森林分析对剩余变量进行排序,确定水温(WT), pH和总磷(TP)是Chl.a的主要驱动因素。广义加性模型(GAM)解释了56%的Chl变异。a,表示Chl。在10 - 18°C之间,随WT单调增加,随pH从7.8到8.4几乎线性增加,并在TP接近0.04 mg L - 1时表现出阈值响应。本研究为评估影响Chl的关键因素提供了一种新的途径。a及其在白花水库中的相互作用
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引用次数: 0
Beyond environmental selection: exploring the spatial structuring of a freshwater bacterial metacommunity on a broad geographical scale 超越环境选择:在广阔的地理尺度上探索淡水细菌元群落的空间结构
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-09-28 DOI: 10.1007/s10452-025-10235-5
Erick Mateus-Barros, Adriano Caliman, Thaís Garcia da Silva, Hugo Sarmento

Understanding how spatial factors shape species distribution and geographic range remains a central question in community ecology, particularly for microorganisms with high dispersal capacities. Here, we applied variation partitioning to assess the impact of multiple spatial mechanisms on the β-diversity of a bacterioplankton metacommunity in 60 shallow lakes distributed across a broad landscape. Linear overland distances between sites provided the best explanation for bacterioplankton β-diversity, likely reflecting the dominance of ubiquitous, highly abundant bacteria. In contrast, rarer bacteria were associated with local neighborhoods, suggesting lower dispersal capacities. This pattern aligns with observations in other taxa and indicates a potential rescue effect. Moreover, regardless of abundance, most bacteria appear to occupy a geographic range of 600–700 km. Our results suggest that while deterministic factors play a critical role in shaping freshwater bacterial biodiversity, the spatial context also contributes to explaining bacterioplankton dissimilarity and community dynamics. Importantly, selecting the appropriate spatial metric—whether based on presence/absence or abundance data—is crucial for accurately capturing these patterns.

了解空间因素如何塑造物种分布和地理范围仍然是群落生态学的核心问题,特别是对于具有高扩散能力的微生物。本文采用变异分区方法,对分布在广阔景观中的60个浅湖浮游细菌元群落β-多样性进行了多种空间机制的影响评估。地点之间的线性陆地距离为浮游细菌β的多样性提供了最好的解释,可能反映了无处不在的、高度丰富的细菌的优势。相比之下,更罕见的细菌与当地社区有关,表明较低的传播能力。这种模式与其他分类群的观察结果一致,表明了潜在的救援效果。此外,无论细菌数量多少,大多数细菌似乎占据了600-700公里的地理范围。我们的研究结果表明,虽然确定性因素在形成淡水细菌生物多样性中起着关键作用,但空间背景也有助于解释浮游细菌的差异性和群落动态。重要的是,选择适当的空间度量(无论是基于存在/不存在还是基于数据的丰度)对于准确捕获这些模式至关重要。
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引用次数: 0
Forest cover, local environmental conditions, and non-native species influence fish beta diversity in the Neotropical streams 森林覆盖、当地环境条件和非本地物种影响新热带河流中的鱼类多样性
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-09-24 DOI: 10.1007/s10452-025-10233-7
Crislei Larentis, Taise Miranda Lopes, Anielly Galego de Oliveira, Hugo José Message, Rosilene Luciana Delariva, Carla Simone Pavanelli

This study evaluated the effects of land-use, local environmental conditions, and the presence of non-native species on fish beta diversity in headwater streams of the Iguaçu, Piquiri, and Ivaí River basins, Brazil. A total of 25 streams were sampled over three annual campaigns. Data collection encompassed environmental variables and land-use characteristics within each stream’s drainage area. Fish were sampled using electrofishing, identified, and analyzed for species richness and abundance. For each stream, the local contribution to beta diversity was calculated and partitioned into species replacement and abundance differences. Species contribution to beta diversity were also assessed. Generalized linear models indicated that streams with greater forest cover had higher species richness in the Iguaçu and Ivaí River basins, whereas a negative relationship was observed in the Piquiri River basin, likely due to local environmental stressors. Beta diversity was driven by species replacement in preserved streams and by differential abundance in degraded streams. Non-native species made greater contributions in urbanized and agricultural areas. The research highlights the importance of conserving forested streams to sustain native fish diversity, while also recognizing that even degraded areas can contribute to variation in assemblage composition in the regional diversity. Ecological restoration of impacted streams is recommended as a conservation strategy to mitigate the effects of environmental degradation and preserve beta diversity in Neotropical stream ecosystems.

本研究评估了土地利用、当地环境条件和外来物种的存在对巴西伊瓜帕拉苏河、皮奎里河和Ivaí河流域源头溪流中鱼类β多样性的影响。在三个年度活动中,总共对25条溪流进行了采样。数据收集包括每条河流流域的环境变量和土地利用特征。利用电钓法对鱼类进行取样,鉴定并分析物种丰富度和丰度。对于每条河流,计算了当地对beta多样性的贡献,并将其划分为物种替代和丰度差异。物种对beta多样性的贡献也进行了评估。广义线性模型表明,伊瓜帕拉苏河和Ivaí河流域森林覆盖面积越大的河流物种丰富度越高,而Piquiri河流域物种丰富度与森林覆盖面积呈负相关,这可能与当地环境压力有关。β多样性受物种替代和退化河流丰度差异的驱动。外来物种在城市化地区和农业地区的贡献更大。该研究强调了保护森林溪流以维持本地鱼类多样性的重要性,同时也认识到即使是退化的地区也可能导致区域多样性组合组成的变化。建议将受影响河流的生态恢复作为一种保护策略,以减轻环境退化的影响,保护新热带河流生态系统的β多样性。
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引用次数: 0
The quagga mussel (Dreissena bugensis) south of the Alps: an ongoing biological invasion in Lake Garda 阿尔卑斯山以南的斑驴贻贝:加尔达湖正在进行的生物入侵
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-09-23 DOI: 10.1007/s10452-025-10232-8
Francesca Ciutti, Luca Bonacina, Andrea Chemello, Adriano Boscaini, Fabio Buzzi, Silvia Costaraoss, Giorgio Franzini, Laura Fravezzi, Federica Giacomazzi, Giovanna Pellegrini, Sabrina Pozzi, Chiara Zampieri, Chiara Agostinelli, Eugenia Bettoni, Ketty Caraffini, Elisa Carena, Riccardo Formenti, Romana Fumagalli, Paola Montanari, Francesco Nastasi, Nico Salmaso, Cristina Cappelletti

Over the past century, Lake Garda has been increasingly affected by the introduction of several non-indigenous species. In early 2022, the identification of Dreissena bugensis (quagga mussel) marked the first record of a naturalized population in lakes south of the Alps. To investigate the colonization patterns of this invader and its potential interaction with the established invader D. polymorpha (zebra mussel), a comprehensive field survey was conducted in 2022 across twelve stations, encompassing littoral, sublittoral, and profundal zones, during both spring and autumn. By spring 2022, quagga mussels had colonized the littoral and sublittoral zones of nearly all stations, with higher density in the northern part of the lake and a growth rate dependent on depth. Between spring and autumn, their population continued to grow, surpassing zebra mussels at all stations and expanding into the profundal zone as well. Analysis of population structure and veliger monitoring suggest that quagga mussels likely arrived in the lake in 2019. The evidence of D. bugensis already being firmly established in Lake Garda, as well as in nearby Lake Ledro, highlights the need for biosecurity protocols to prevent further invasions and the spread of established invaders to other Italian lakes.

在过去的一个世纪里,加尔达湖越来越多地受到一些非本地物种引入的影响。2022年初,在阿尔卑斯山以南的湖泊中首次发现了白斑贻贝(Dreissena bugensis)。为了研究该物种的定殖模式及其与已有的斑马贻贝的潜在相互作用,研究人员于2022年春季和秋季在12个站点进行了全面的野外调查,包括沿海、沿海次和深海区。到2022年春季,斑马贻贝已经在几乎所有站点的沿海和亚沿海地区定居,湖泊北部的密度更高,生长速度取决于深度。在春季和秋季之间,它们的数量继续增长,在所有站点都超过了斑马贻贝,并且也扩展到深水区。种群结构分析和veliger监测表明,斑驴贻贝可能于2019年抵达该湖。在加尔达湖和附近的莱德罗湖已经有了布根氏菌的证据,这凸显了制定生物安全协议的必要性,以防止进一步入侵和已确定的入侵者向意大利其他湖泊扩散。
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引用次数: 0
Patterns in biodiversity and richness in macrofaunal fouling communities on Tampa Bay floating docks 坦帕湾浮船坞大型动物污染群落的生物多样性和丰富度格局
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-09-20 DOI: 10.1007/s10452-025-10234-6
Cassidy C. Bell, J. S. Doody, Timothy Henkel, Heather Judkins

Understanding biodiversity trends in highly disturbed urban landscapes is essential given that anthropogenic factors continue to drive global biodiversity loss. Within marine ecosystems, macrofaunal fouling communities, aggregations of epibenthic invertebrates that colonize human-made structures, represent an ecologically important subset of urban coastlines. Tampa Bay is a highly urbanized estuary in Florida, USA, and is home to the state’s largest port. Although many factors may contribute to the communities that form on urban structures, understanding the local drivers underpinning their assemblages is essential for management. We investigated relationships among spatial distribution, season, invasive species, and environmental factors and community richness to better understand macrofaunal fouling communities living on floating docks around Tampa Bay. We collected samples by scraping collections along transects below the water line of floating docks and then counting and identifying collected organisms to the lowest possible taxonomic unit. Our analyses show variation in taxonomic richness driven by changes in mean temperature. Although salinity and total dissolved solids varied significantly with location in the bay, we observed no significant correlation between these factors and taxonomic richness. Invasive striped barnacles occurred in high abundances throughout the bay; however, the historically dominant Asian green mussel appeared to be reduced in number. This study serves as a baseline to study nearshore fouling community structure and improve restoration and management of epibenthic macrofauna in this important urban estuary.

鉴于人为因素继续推动全球生物多样性丧失,了解高度受干扰城市景观中的生物多样性趋势至关重要。在海洋生态系统中,大型动物污染群落,即定居于人造结构的底栖无脊椎动物的聚集,代表了城市海岸线生态上重要的子集。坦帕湾是美国佛罗里达州高度城市化的河口,也是该州最大的港口所在地。虽然许多因素可能促成在城市结构上形成的社区,但了解支撑其组合的当地驱动因素对管理至关重要。为了更好地了解坦帕湾浮船坞大型动物污染群落,研究了空间分布、季节、入侵物种和环境因素与群落丰富度的关系。我们收集样本的方法是沿着浮船坞水线以下的横断面刮取标本,然后对收集到的生物进行计数和鉴定,直至尽可能低的分类单位。我们的分析表明,平均温度的变化驱动了分类丰富度的变化。盐度和总溶解固形物随位置的变化而变化,但与分类丰富度无显著相关。入侵条纹藤壶在整个海湾中都有较高的丰度;然而,历史上占主导地位的亚洲绿贻贝的数量似乎有所减少。本研究可为研究近岸污染群落结构和改善城市河口大型底栖动物的恢复与管理提供基础。
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引用次数: 0
Multimodal deep learning for cyanobacteria classification: a fusion of CNN and transformer architectures 蓝藻分类的多模态深度学习:CNN和变压器架构的融合
IF 1.8 4区 环境科学与生态学 Q3 ECOLOGY Pub Date : 2025-09-12 DOI: 10.1007/s10452-025-10227-5
Maria Blanco, Jesús Ruiz-Santaquiteria, Gabriel Cristóbal, Elvira Perona, Gloria Bueno

Cyanobacteria play a fundamental role in aquatic ecosystems, contributing to global biogeochemical cycles and serving as indicators of environmental change. Their classification is critical for monitoring water quality, detecting harmful algal blooms and understanding ecosystem dynamics. However, accurate identification remains a major challenge due to their vast taxonomic diversity and significant morphological similarities. Visual inspection alone is often insufficient, highlighting the need for computational approaches to enhance classification accuracy. In this study, we present a multimodal deep learning model that combines convolutional neural networks (CNNs) for image-based feature extraction with bidirectional transformers for text embedding. These complementary features are fused via concatenation to improve species-level classification. To our knowledge, this is the first application of a multimodal neural architecture integrating CNNs and bidirectional transformers for cyanobacteria classification. We evaluated five CNN backbones of varying depth, resulting in eight model configurations. Performance is benchmarked against unimodal CNN models that rely solely on image data. The model is trained and validated on a dataset of 1660 microscopic images and corresponding textual descriptions, covering nine cyanobacterial genera across three taxonomic orders. Results demonstrate the potential of multimodal deep learning to improve classification performance, supporting the development of scalable and accurate identification tools in microbiology and environmental monitoring.

蓝藻在水生生态系统中发挥着重要作用,有助于全球生物地球化学循环,并作为环境变化的指标。它们的分类对于监测水质、检测有害藻华和了解生态系统动力学至关重要。然而,由于它们巨大的分类多样性和显著的形态相似性,准确鉴定仍然是一个重大挑战。视觉检查本身往往是不够的,突出需要计算方法来提高分类精度。在本研究中,我们提出了一种多模态深度学习模型,该模型结合了用于图像特征提取的卷积神经网络(cnn)和用于文本嵌入的双向转换器。这些互补的特征通过串联融合,以提高物种水平的分类。据我们所知,这是集成cnn和双向变压器的蓝藻分类的多模态神经结构的第一个应用。我们评估了5个不同深度的CNN主干,得到了8种模型配置。性能是针对单模态CNN模型的基准测试,该模型仅依赖于图像数据。该模型在1660张显微图像和相应的文本描述数据集上进行了训练和验证,涵盖了3个分类目的9个蓝藻属。结果证明了多模态深度学习在提高分类性能方面的潜力,支持微生物学和环境监测中可扩展和准确识别工具的开发。
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Aquatic Ecology
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