Community assembly

社区集会
  • 文章类型: Journal Article
    许多因素会影响整个海拔梯度的山区生物多样性变化,并且认识到相对重要性对于理解物种分布机制至关重要。我们检查了长白山9个海拔(从600到2200ma.s.l)和针叶和阔叶林混交林到高山苔原的四种植被类型。我们评估了环境因素(气候和当地因素)和空间过程(地理或海拔距离)对oribatid螨群落组装的贡献,并从38科51属中确定了59种oribatid螨物种。随着标高的增加,物种丰富度和香农指数显著下降,而丰度则呈驼峰状趋势。土壤TP,NH4+-N,MAT,MAP,基于随机森林分析,海拔高度和海拔高度是影响oribatid螨群落的关键变量。此外,环境和空间因素,根据Mantel和部分Mantel检验,oribatid螨群落显着相关。地方特色(3.9%),气候因素(1.9%),和空间滤波(8.8%)在确定9个海拔带的oribatid螨群落中起着至关重要的作用(基于丰度数据的变异划分分析)。在相同的植被类型中,空间过程的影响相对较小,具有当地特征的oribatid螨群落变异的主要驱动因素。环境和空间过滤器共同形成了oribatid螨群落集合,它们的相对作用随海拔和植被类型而变化。这些发现对保护至关重要,restoration,和气候变化背景下的长白山生态系统的管理,以及对未来垂直生物梯度格局演化的预测。
    Numerous factors influence mountain biodiversity variation across elevational gradients and recognizing the relative importance is vital for understanding species distribution mechanisms. We examined oribatid mites at nine elevations (from 600 to 2200 m a.s.l) and four vegetation types from mixed coniferous and broad-leaved forests to alpine tundra on Changbai Mountain. We assessed the contribution of environmental factors (climatic and local factors) and spatial processes (geographic or elevation distances) to oribatid mite community assembly and identified 59 oribatid mite species from 38 families and 51 genera. With increasing elevation, species richness and the Shannon index declined significantly, whereas abundance followed a hump-shaped trend. Soil TP, NH4 +-N, MAT, MAP, and elevation were the critical variables shaping oribatid mite communities based on random forest analysis. Moreover, environmental and spatial factors, and oribatid mite communities were significantly correlated based on Mantel and partial Mantel tests. Local characteristics (3.9%), climatic factors (1.9%), and spatial filtering (8.8%) played crucial roles in determining oribatid mite communities across nine elevational bands (based on variation partitioning analyses of abundance data). Within the same vegetation types, spatial processes had relatively little effects, with local characteristics the dominant drivers of oribatid mite community variation. Environmental and spatial filters together shape oribatid mite community assembly and their relative roles varied with elevation and vegetation type. These findings are crucial for the conservation, restoration, and management of Changbai mountain ecosystems in the context of climate change, along with the prediction of future vertical biotic gradient pattern evolution.
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  • 文章类型: Journal Article
    生物体的群落如何聚集长期以来一直是生态学的核心问题。生境过滤和限制相似性对植物群落结构的影响是众所周知的,因为这两个过程都受到个人对环境波动的反应的影响。然而,精确识别和量化形成群落结构的潜在非生物和生物因子仍然是一个挑战。这里,我们应用零模型方法来评估栖息地过滤和限制相似性在两个空间尺度上的重要性。我们使用了63个天然植被,每个测量5×5米,三个嵌套的子图测量为1×1m,根据2021年的实地调查,检查地块和子图的α多样性和β多样性。线性混合效应模型用于确定环境变量对装配规则的影响。我们的结果表明,栖息地过滤是地块和子地块级别的主要装配规则,尽管限制相似性假设在子图级别更强。地块级别的限制性相似性与精细尺度划分呈正相关,这表明性状差异源于限制相似性和空间划分的组合。我们的发现还表明,群落集合随平均年温度梯度的变化比随平均年降水量的变化更大。这项调查从黄土丘陵区植物群落的空间尺度和环境因素提供了非随机组装规则的相关说明。它强调了空间和环境限制对理解植物群落组装的关键影响。
    How communities of living organisms assemble has long been a central question in ecology. The impact of habitat filtering and limiting similarity on plant community structures is well known, as both processes are influenced by individual responses to environmental fluctuations. Yet, the precise identifications and quantifications of the potential abiotic and biotic factors that shape community structures at a fine scale remains a challenge. Here, we applied null model approaches to assess the importance of habitat filtering and limiting similarity at two spatial scales. We used 63 natural vegetation plots, each measuring 5 × 5 m, with three nested subplots measuring 1 × 1 m, from the 2021 field survey, to examine the alpha diversity as well as beta diversity of plots and subplots. Linear mixed-effects models were employed to determine the impact of environmental variables on assembly rules. Our results demonstrate that habitat filtering is the dominant assembly rules at both the plot and subplot levels, although limiting similarity assumes stronger at the subplot level. Plot-level limiting similarity exhibited a positive association with fine-scale partitioning, suggesting that trait divergence originated from a combination of limiting similarity and spatial partitioning. Our findings also reveal that the community assembly varies more strongly with the mean annual temperature gradient than the mean annual precipitation. This investigation provides a pertinent illustration of non-random assembly rules from spatial scale and environmental factors in plant communities in the loess hilly region. It underscores the critical influence of spatial and environmental constraints in understanding the assembly of plant communities.
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  • 文章类型: Journal Article
    氮沉降增加是全球气候变化的一个关键特征,然而,其对存在于根部表面的固氮菌的结构和组装机制的影响仍有待阐明。在这种追求中,我们用NH4NO3模拟了一个10年的油茶人工林中的氮沉降,并设置了四个沉积处理,包括对照N0(0kgNhm-2a-1),低氮N20(20kgNhm-2a-1),中等氮N40(40kgNhm-2a-1)和高氮N160(160kgNhm-2a-1)。结果表明,氮沉降影响土壤氮素含量和固氮菌群落结构。低氮沉降有利于成熟油茶人工林的固氮。随着氮沉积的增加,优势土壤固氮细菌群落从脱硫球科转移到缓生根瘤菌。当氮沉降低于160kgNhm-2a-1时,土壤有机质含量,总氮含量,硝酸盐氮含量,铵态氮含量,脲酶活性,土壤pH和硝酸还原酶活性影响固氮细菌群落的组成,但随机过程仍然是主导因素。结果表明,日本根瘤菌和根瘤菌的菌株。ORS285可用作过量氮沉积的指示物质。
    Increased nitrogen deposition is a key feature of global climate change, however, its effects on the structure and assembling mechanisms of the nitrogen-fixing bacteria present at the root surface remain to be elucidated. In this pursuit, we used NH4NO3 to simulate nitrogen deposition in a 10-year-old Camellia oleifera plantation, and set up four deposition treatments, including control N0 (0 kg N hm-2 a-1), low nitrogen N20 (20 kg N hm-2 a-1), medium nitrogen N40 (40 kg N hm-2 a-1) and high nitrogen N160 (160 kg N hm-2 a-1). The results showed that nitrogen deposition affected the soil nitrogen content and the structure of the nitrogen-fixing bacterial community. Low nitrogen deposition was conducive for nitrogen fixation in mature C. oleifera plantation. With increasing nitrogen deposition, the dominant soil nitrogen-fixing bacterial community shifted from Desulfobulbaceae to Bradyrhizobium. When nitrogen deposition was below 160 kg N hm-2 a-1, the soil organic matter content, total nitrogen content, nitrate nitrogen content, ammonium nitrogen content, urease activity, soil pH and nitrate reductase activity influenced the composition of the nitrogen-fixing bacterial community, but the stochastic process remained the dominant factor. The results indicate that the strains of Bradyrhizobium japonicum and Bradyrhizobium sp. ORS 285 can be used as indicator species for excessive nitrogen deposition.
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  • 文章类型: Journal Article
    洞穴动物是陆地生态系统功能的关键驱动因素,但是我们对它们对土壤微生物组的影响知之甚少。这里,我们使用来自一组受高原鼠兔(Ochtonacurzoni)干扰的栖息地的土壤微生物群,评估了挖土动物对微生物组装过程和共生模式的影响.鼠兔干扰对细菌和真菌群落有不同的影响。真菌多样性一般随着斑块面积的增加而增加,而细菌多样性下降。这些截然不同的物种与地区关系与其群落聚集机制密切相关。较大斑块上细菌多样性的丧失主要是由确定性过程驱动的,主要是由于营养素供应的下降(例如,有机C,无机氮)。相比之下,真菌的分布主要是由随机过程驱动的,该过程的扩散限制导致了它们在较大斑块上的较高真菌多样性。细菌共生网络表现出节点和连锁数与斑块面积的正相关关系,真菌网络呈现积极的模块化-区域关系,表明细菌在鼠兔干扰下倾向于形成更紧密的联系社区,而真菌倾向于构建更高的模块化网络。我们的结果表明,鼠兔会影响高山环境中的微生物组装过程和共现模式,从而增强了当前对自然干扰下微生物生物地理学的理解。
    Burrowing animals are a critical driver of terrestrial ecosystem functioning, but we know little about their effects on soil microbiomes. Here, we evaluated the effect of burrowing animals on microbial assembly processes and co-occurrence patterns using soil microbiota from a group of habitats disturbed by Plateau pikas (Ochtona curzoniae). Pika disturbance had different impacts on bacterial and fungal communities. Fungal diversity generally increased with patch area, whereas bacterial diversity decreased. These strikingly different species-area relationships were closely associated with their community assembly mechanisms. The loss of bacterial diversity on larger patches was largely driven by deterministic processes, mainly due to the decline of nutrient supply (e.g., organic C, inorganic N). In contrast, fungal distribution was driven primarily by stochastic processes that dispersal limitation contributed to their higher fungal diversity on lager patches. A bacterial co-occurrence network exhibited a positive relationship of nodes and linkage numbers with patch area, and the fungal network presented a positive modularity-area relationship, suggesting that bacteria tended to form a closer association community under pika disturbance, while fungi tended to construct a higher modularity network. Our results suggest that pikas affects the microbial assembly process and co-occurrence patterns in alpine environments, thereby enhancing the current understanding of microbial biogeography under natural disturbances.
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  • 文章类型: Journal Article
    土壤细菌是森林生态系统的重要组成部分,它们在推动能量流动和物质循环中起着至关重要的作用。目前,关于细菌群落的组成和分布模式如何沿海拔梯度变化仍然存在许多不确定性,特别是在气候高度梯度强的森林生态系统中,植被,和土壤性质。基于白云山森林国家公园(北纬33°38-33°42,111°47'-111°51'E),本研究利用Illumina技术对现场120个土壤样品进行了测序,探索了不同海拔梯度下土壤细菌的空间分布机制和生态过程。我们的结果表明,不同海拔梯度之间土壤细菌群落的组成差异显著,通过影响确定性和随机过程之间的平衡来影响土壤细菌群落的建立;此外,在低海拔条件下,细菌群落表现出更宽的生态位宽度和更大程度的随机性,暗示,在较低的海拔,社区聚集主要受随机过程的影响。光是影响整个细菌群落以及不同高度梯度的其他分类单元变化的主要环境因素。此外,海拔梯度的变化可能导致细菌分类群多样性和群落组成的显着差异。我们的研究表明,在不同海拔梯度下,土壤中细菌群落组成存在显着差异。低海拔梯度下的细菌群落主要受随机过程控制,细菌群落组装受到中等高度确定性过程的强烈影响。此外,光照是影响差异的重要环境因素。研究表明,海拔梯度的变化对土壤细菌群落的发育具有重要影响,为土壤细菌的可持续发展和管理提供了理论依据。
    Soil bacteria are an important part of the forest ecosystem, and they play a crucial role in driving energy flow and material circulation. Currently, many uncertainties remain about how the composition and distribution patterns of bacterial communities change along altitude gradients, especially in forest ecosystems with strong altitude gradients in climate, vegetation, and soil properties. Based on dynamic site monitoring of the Baiyun Mountain Forest National Park (33°38\'-33°42\' N, 111°47\'-111°51\' E), this study used Illumina technology to sequence 120 soil samples at the site and explored the spatial distribution mechanisms and ecological processes of soil bacteria under different altitude gradients. Our results showed that the composition of soil bacterial communities varied significantly between different altitude gradients, affecting soil bacterial community building by influencing the balance between deterministic and stochastic processes; in addition, bacterial communities exhibited broader ecological niche widths and a greater degree of stochasticity under low-altitude conditions, implying that, at lower altitudes, community assembly is predominantly influenced by stochastic processes. Light was the dominant environmental factor that influenced variation in the entire bacterial community as well as other taxa across different altitude gradients. Moreover, changes in the altitude gradient could cause significant differences in the diversity and community composition of bacterial taxa. Our study revealed significant differences in bacterial community composition in the soil under different altitude gradients. The bacterial communities at low elevation gradients were mainly controlled by stochasticity processes, and bacterial community assembly was strongly influenced by deterministic processes at middle altitudes. Furthermore, light was an important environmental factor that affects differences. This study revealed that the change of altitude gradient had an important effect on the development of the soil bacterial community and provided a theoretical basis for the sustainable development and management of soil bacteria.
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  • 文章类型: Journal Article
    植物-微生物-土壤相互作用控制森林生物地球化学循环。适应性植物-土壤相互作用可以在决定生态系统功能时塑造特定的微生物类群。不同的树木产生异质性的土壤特性,并可以改变土壤微生物群落的组成,这与包含不同林分类型的森林内部演替有关,例如松树-橡树林。考虑到代表性的微生物群落特征记录在它们适应和居住的原始土壤中,我们在亚热带松橡树林中的一系列原位根向内生长核心中构建了土壤移植孵化实验,模拟环境演替下的植被松树-橡树替代。研究了响应性细菌和真菌群落差异,以确定是否以及如何改变它们。松树和橡树林分的真菌组成比细菌具有更大的异质性。原始土壤和特定的树木根系状况是决定微生物群落结构的主要因素。土壤样品中真菌的内部关联网络特征和群体间变异受原始土壤的影响更大,而细菌受接收森林的影响更大。具体来说,优势树根对加速真菌群落演替以适应周围森林有很强的影响。我们得出的结论是,土壤微生物对林分交替的响应在微生物组之间有所不同,来自原始森林的真菌对遇到新的植被具有更高的抵抗力,而细菌群落具有更快的复原力。这些数据将增进我们对生态系统演替过程中当地土壤微生物群落动态的了解,并有助于启发森林管理。
    Plant-microbe-soil interactions control over the forest biogeochemical cycling. Adaptive plant-soil interactions can shape specific microbial taxa in determining the ecosystem functioning. Different trees produce heterogeneous soil properties and can alter the composition of soil microbial community, which is relevant to the forest internal succession containing contrasting stand types such as the pine-oak forests. Considering representative microbial community characteristics are recorded in the original soil where they had adapted and resided, we constructed a soil transplant incubation experiment in a series of in situ root-ingrowth cores in a subtropical pine-oak forest, to simulate the vegetational pine-oak replacement under environmental succession. The responsive bacterial and fungal community discrepancies were studied to determine whether and how they would be changed. The pine and oak forest stands had greater heterogeneity in fungi composition than bacteria. Original soil and specific tree root status were the main factors that determined microbial community structure. Internal association network characters and intergroup variations of fungi among soil samples were more affected by original soil, while bacteria were more affected by receiving forest. Specifically, dominant tree roots had strong influence in accelerating the fungi community succession to adapt with the surrounding forest. We concluded that soil microbial responses to forest stand alternation differed between microbiome groups, with fungi from their original forest possessing higher resistance to encounter a new vegetation stand, while the bacteria community have faster resilience. The data would advance our insight into local soil microbial community dynamics during ecosystem succession and be helpful to enlighten forest management.
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  • 文章类型: Journal Article
    空气传播的微生物,包括病原体,会随着周围环境的变化而变化,并因其对人类健康的威胁而成为全球关注的问题。微生物群落通常包含一些丰富但稀有的物种。然而,空气中丰富和稀有的微生物群落如何应对环境变化尚不清楚,尤其是在小时尺度上。这里,我们使用基于细菌16SrRNA基因和真菌ITS2区域的测序方法来研究空气中细菌和真菌的高时间分辨动力学,并探索丰富和稀有微生物对大气变化的响应。我们的结果表明,与农历新年(CNY)相关的人类活动对空气污染物和微生物群落产生了显着影响。在CNY之前,观察到丰富和稀有亚群落的显着小时尺度变化,而在CNY期间,只有丰富的细菌亚群落随小时时间序列而变化。空气污染物和气象参数解释了丰富群落的61.5%-74.2%的变化,而稀有群落的变化仅为13.3%-21.6%。这些结果表明,丰富的物种比稀有类群对环境变化更敏感。随机过程在丰富的社区集合中占主导地位,但是确定性过程决定了稀有社区的聚集。CNY期间潜在的细菌病原体最高,表明CNY期间空气传播微生物的健康风险增加。总的来说,我们的研究结果强调了CNY对空气中微生物的“假期效应”,并扩大了目前对气候变化中微生物的生态机制和健康风险的理解。
    Airborne microorganisms, including pathogens, would change with surrounding environments and become issues of global concern due to their threats to human health. Microbial communities typically contain a few abundant but many rare species. However, how the airborne abundant and rare microbial communities respond to environmental changes is still unclear, especially at hour scale. Here, we used a sequencing approach based on bacterial 16S rRNA genes and fungal ITS2 regions to investigate the high time-resolved dynamics of airborne bacteria and fungi and to explore the responses of abundant and rare microbes to the atmospheric changes. Our results showed that air pollutants and microbial communities were significantly affected by human activities related to the Chinese New Year (CNY). Before CNY, significant hour-scale changes in both abundant and rare subcommunities were observed, while only abundant bacterial subcommunity changed with hour time series during CNY. Air pollutants and meteorological parameters explained 61.5%-74.2% variations of abundant community but only 13.3%-21.6% variations of rare communities. These results suggested that abundant species were more sensitive to environmental changes than rare taxa. Stochastic processes predominated in the assembly of abundant communities, but deterministic processes determined the assembly of rare communities. Potential bacterial pathogens during CNY were the highest, suggesting an increased health risk of airborne microbes during CNY. Overall, our findings highlighted the \"holiday effect\" of CNY on airborne microbes and expanded the current understanding of the ecological mechanisms and health risks of microbes in a changing atmosphere.
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  • 文章类型: Journal Article
    从区域微生物池中阐明微生物群落组装的潜在机制是微生物生态学的中心问题,但在很大程度上仍未被探索。这里,我们调查了模拟果蝇和双头鱼的肠道细菌和真菌微生物组组装过程和潜在来源,两个野生的,具有共同饮食的杨梅的同胞昆虫物种。虽然观察到一些收敛,多样性,composition,这两个宿主物种之间的肠道微生物群的网络结构显着不同。零模型分析显示,随机过程(例如,漂移,分散限制)在确定来自两个宿主的肠道微生物群中起主要作用。然而,每个生态过程的强度因宿主物种而异。此外,来源追踪分析显示,只有少数肠道微生物群内的D.simulans和D.wallichiibowringi是从一个区域微生物池中提取的,叶子,或土壤。功能预测的结果表明,宿主物种特异性肠道微生物群可能部分通过宿主功能需求和跨宿主微生物群协同进化的特定选择而产生。总之,我们的发现揭示了群落组装过程相对于区域微生物池在塑造共生昆虫肠道微生物组结构和功能方面的重要性.
    Clarifying the mechanisms underlying microbial community assembly from regional microbial pools is a central issue of microbial ecology, but remains largely unexplored. Here, we investigated the gut bacterial and fungal microbiome assembly processes and potential sources in Drosophila simulans and Dicranocephalus wallichii bowringi, two wild, sympatric insect species that share a common diet of waxberry. While some convergence was observed, the diversity, composition, and network structure of the gut microbiota significantly differed between these two host species. Null model analyses revealed that stochastic processes (e.g., drift, dispersal limitation) play a principal role in determining gut microbiota from both hosts. However, the strength of each ecological process varied with the host species. Furthermore, the source-tracking analysis showed that only a minority of gut microbiota within D. simulans and D. wallichii bowringi are drawn from a regional microbial pool from waxberries, leaves, or soil. Results from function prediction implied that host species-specific gut microbiota might arise partly through host functional requirement and specific selection across host-microbiota coevolution. In conclusion, our findings uncover the importance of community assembly processes over regional microbial pools in shaping sympatric insect gut microbiome structure and function.
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  • 文章类型: Journal Article
    揭示生物因素在推动社区集会中的作用,这对于理解生物多样性和生态系统功能至关重要,是微生物生态学中一个基本但不经常研究的课题。这里,将跨生物群落观察研究与实验性微观世界研究相结合,我们提供了证据来揭示生物因子的主要作用(即,土壤真菌和跨王国物种协会)确定中国西北干旱地区复杂陆地生态系统中的土壤细菌生物地理和群落组装。结果表明,土壤真菌丰富度介导了细菌群落组装过程的平衡,随机装配过程随着真菌丰富度的增加而减少。我们的结果进一步表明,由于气候变化导致的干旱条件的预测增加将减少细菌α-多样性,特别是在沙漠土壤和地下层,并诱导更多的负面物种关联。一起,我们的研究代表了在气候干旱和土地利用变化情景下,将土壤真菌与干旱生态系统中细菌生物地理模式和群落组装的潜在机制联系起来的重大进展。
    Revealing the roles of biotic factors in driving community assembly, which is crucial for the understanding of biodiversity and ecosystem functions, is a fundamental but infrequently investigated subject in microbial ecology. Here, combining a cross-biome observational study with an experimental microcosm study, we provided evidence to reveal the major roles of biotic factors (i.e., soil fungi and cross-kingdom species associations) in determining soil bacterial biogeography and community assembly in complex terrestrial ecosystems of the arid regions of northwest China. The results showed that the soil fungal richness mediates the balance of assembly processes of bacterial communities, and stochastic assembly processes decreased with increasing fungal richness. Our results further suggest that the predicted increase in aridity conditions due to climate change will reduce bacterial α-diversity, particularly in desert soils and subsurface layer, and induce more negative species associations. Together, our study represents a significant advance in linking soil fungi to the mechanisms underlying bacterial biogeographic patterns and community assembly in arid ecosystems under climate aridity and land-use change scenarios.
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  • 文章类型: Journal Article
    东海(ECS)的长崎(PN)段是研究长江泄流与黑潮之间复杂水文动力学的典型区域,从近岸到近海显示出强烈的环境梯度变化。然而,PN剖面微生物群落的时空变化一直被忽视。在这项研究中,我们对丰度进行了全面调查,夏季和冬季沿PN剖面的海水样品中自由生活(FL)和颗粒相关(PA)微生物群落的多样性和生态学。在夏季和冬季之间观察到不同的水文条件和由此产生的环境梯度,夏季黑潮地下水侵入性明显,冬季海水垂直混合强烈。夏季沿PN剖面的细菌丰度(1.11×108拷贝·L-1-7.37×108拷贝·L-1)高于冬季(1.83×106拷贝·L-1-1.34×108拷贝·L-1)。微生物多样性,如α-多样性指数所示,夏季保持在相对稳定的水平,而在冬季沿PN剖面观察到明显的下降趋势。此外,与夏季群落相比,冬季群落沿PN剖面表现出更明显的空间变化。16SrRNA基因扩增子测序表明,不同季节(夏季和冬季)和生活方式(FL和PA)之间的微生物群落组成差异很大。Ralstonia物种的显着优势。在冬天。关于微生物群落的组装,以分散限制为代表的随机过程是夏季的主导过程,而确定性同质选择是冬季最重要的过程。相应地,在不同季节之间和沿PN截面显示出微生物共生网络的不同拓扑特性。这些结果增强了我们对水文条件如何影响PN剖面微生物群落动态变化的理解,在如此复杂的环境中,为微生物群落的组装和相互作用提供了新的见解。
    The Pollution Nagasaki (PN) section of the East China Sea (ECS) is a typical area for studying the complex hydrographic dynamics between Changjiang River discharge and Kuroshio, displaying intense variations of environmental gradients from nearshore to offshore. However, the temporal and spatial changes of microbial communities along the PN section have long been overlooked. In this study, we performed a comprehensive investigation into the abundance, diversity and ecology of free-living (FL) and particle-associated (PA) microbial communities in seawater samples along the PN section during both summer and winter. Distinct hydrological conditions and resulting environmental gradients were observed between summer and winter, with clear features of intrusive Kuroshio subsurface water in summer and strong vertical mixing of seawater in winter. Bacterial abundance along the PN section was higher in summer (1.11 × 108 copies·L-1 - 7.37 × 108 copies·L-1) than in winter (1.83 × 106 copies·L-1 - 1.34 × 108 copies·L-1). Microbial diversity, as indicated by α-diversity indices, remained at relatively stable levels in summer, while a clear decreasing trend was observed in winter along the PN section. Additionally, the winter communities exhibited a more evident spatial shift along the PN section compared to the summer communities. 16S rRNA gene amplicon sequencing showed that microbial community composition varied considerably between different seasons (summer and winter) and lifestyles (FL and PA), with a notable dominance of Ralstonia species. in winter. Regarding the assembly of microbial communities, the stochastic process represented by dispersal limitation was the dominant process in summer, while the deterministic homogeneous selection was the most important process in winter. Correspondingly, distinct topological properties of the microbial co-occurrence networks were shown between different seasons and along the PN section. These results enhance our understanding of how hydrological conditions influence dynamic changes of microbial communities along the PN section, providing new insights for the microbial community assembly and interactions in such a complex environment.
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