environmental response

环境响应
  • 文章类型: English Abstract
    Understanding the composition and spatial distribution patterns of microbial communities in plateau peatland soils is crucial for preserving the structural and functional stability of highland wetlands. We collected 50 soil samples from the core conservation area of Zoige peatland along horizontal and vertical distributions to analyze the soil bacterial and fungal diversity by using high-throughput sequencing technology, combined with Mantel tests and multiple regression on matrices (MRM) statistical methods, as well as the spatial distribution characteristics of community structure similarity at a local scale. The results showed that the dominant soil bacterial and fungal groups were Chloroflexi (accounting for 33.2% and 25.1% of the total bacterial community in horizontal and vertical directions, respectively) and Ascomycota (54.7% and 76.4%). The similarity of microbial community structure in both horizontal and vertical directions decreased with increasing spatial distance of the sampling points. The turnover rates of bacterial and fungal communities in the vertical direction were 8.8 and 8.6 times as those in the horizontal direction, respectively. Based on the relative abundance of the communities, we classified microbes into six groups. As the number of rare species in the community increased, the slope of community distance decay decreased. The conditionally rare or abundant taxa (CRAT) category group showed the most similar spatial distribution characteristics to the total microbial community. Mantel analysis indicated that soil organic carbon, total nitrogen, and available phosphorus were key factors driving the distribution of bacterial and fungal communities in the horizontal direction, while soil organic carbon, available carbon, pH, and soil bulk density were the main factors determining the vertical distribution. MRM analysis further showed that both soil physicochemical indicators and spatial distance significantly affected the assembly of microbial communities, where soil factors explained more about the vertical distribution of microbial communities than the horizontal distribution. The impact of soil factors on microbial community distribution was much greater than that of spatial factors through diffusion limitation. In summary, the microbial communities in the plateau peatland soils exhibited more pronounced vertical distribution differences and environmental response characteristics.
    研究高原泥炭沼泽土壤微生物群落组成特征及空间分布格局对于维护高原湿地生态系统结构及功能稳定性具有重要意义。本研究采集若尔盖核心保护区内沿土壤水平与垂直方向分布的50个土壤样本,利用高通量测序技术,并结合Mantel检验和多元回归模型(MRM)多元回归统计方法,对土壤细菌和真菌群落多样性、局域尺度上的群落结构相似性空间分布特征及驱动因子进行分析。结果表明: 若尔盖高原泥炭沼泽土壤中的优势细菌和真菌类群分别为绿弯菌门(在水平和垂直方向上分别占总细菌群落的33.2%和25.1%)和子囊菌门(54.7%和76.4%);水平和垂直方向的微生物群落结构相似性均随采样点空间距离增加而逐渐降低,垂直方向上细菌和真菌群落的周转速率分别为水平方向的8.8和8.6倍。依据群落相对丰度将微生物划分为6个分类群,随着群落中稀有种数量的增加,群落距离衰减斜率降低,且条件性稀有或优势物种(CRAT)与总微生物群落的空间分布特征最相似。Mantel分析表明,土壤有机碳、总氮和活性磷是影响水平方向上细菌和真菌群落分布的关键驱动因子,而土壤有机碳、活性碳、pH值和土壤容重则是决定微生物垂直方向分布的主要因子。MRM分析进一步表明,土壤理化指标和空间距离均对微生物群落构建具有极显著影响,其中土壤因子对微生物群落垂直方向分布的解释度高于水平方向,且土壤因子对微生物群落分布的影响远大于空间因子通过扩散限制产生的影响。综上,高原泥炭沼泽土壤微生物群落具有更明显的垂直方向分布差异及环境响应特征。.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    智能化的发展,环境响应性和生物相容性光热系统对于肿瘤的光热联合治疗具有重要意义。在这项研究中,受乳酸菌(LAC)的启发,我们通过将化疗药物阿霉素(DOX)与多巴胺通过氧化聚合在LAC表面形成聚多巴胺(PDA),制备了用于肿瘤光热化疗的仿生纳米平台PDA和DOX@LAC。PDA&DOX@LAC纳米平台不仅基于肿瘤组织微酸性环境实现了DOX的精确可控释放,而且还表现出酶样特性以缓解肿瘤缺氧。在近红外光照射下,它有效地诱导肿瘤细胞的光热消融,随着温度的升高,细胞对DOX的摄取增强,从而有效抑制肿瘤细胞生长。此外,体内实验进一步证实,光热疗法联合PDA&DOX@LAC诱导肿瘤细胞凋亡,释放肿瘤相关抗原,它被树突状细胞吞噬以激活细胞毒性T淋巴细胞,从而有效抑制肿瘤生长,延长4T1荷瘤小鼠的生存期。因此,PDA和DOX@LAC纳米平台在精确肿瘤靶向以及光热联合治疗方面具有巨大潜力,并为开发基于体内内源性物质的新型肿瘤治疗策略提供了有价值的见解和理论基础。
    The development of intelligent, environmentally responsive and biocompatible photothermal system holds significant importance for the photothermal combined therapy of tumors. In this study, inspired by Lactobacillus (LAC), we prepared a biomimetic nanoplatform PDA&DOX@LAC for tumor photothermal-chemotherapy by integrating the chemotherapeutic drug doxorubicin (DOX) with dopamine through oxidative polymerization to form polydopamine (PDA) on the surface of LAC. The PDA&DOX@LAC nanoplatform not only achieves precise and controlled release of DOX based on the slightly acidic microenvironment of tumor tissues, but also exhibits enzyme-like properties to alleviate tumor hypoxia. Under near-infrared light irradiation, it effectively induces photothermal ablation of tumor cells, enhances cellular uptake of DOX with increasing temperature, and thus efficiently inhibits tumor cell growth. Moreover, it is further confirmed in vivo experiments that photothermal therapy combined with PDA&DOX@LAC induces tumor cells apoptosis, releases tumor-associated antigens, which is engulfed by dendritic cells to activate cytotoxic T lymphocytes, thereby effectively suppressing tumor growth and prolonging the survival period of 4T1 tumor-bearing mice. Therefore, the PDA&DOX@LAC nanoplatform holds immense potential in precise tumor targeting as well as photothermal combined therapy and provides valuable insights and theoretical foundations for the development of novel tumor treatment strategies based on endogenous substances within the body.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    叶绿素荧光是植物光合作用和耗散后吸收的剩余能量释放的长波光,从光合过程机理的角度直接、无损地反映植物的光合状态。毛竹有很大的固碳能力,叶片扩张期是固碳的重要物候期。毛额初级生产是反映植被固碳过程的关键参数。然而,毛竹中叶绿素荧光解释GMP变化的能力尚不清楚。本研究的研究区域位于安吉县通量站附近的竹林,浙江省,在那里建造了观测塔,以监测竹林的碳通量和气象变化。测量并计算了新生毛竹(IDu竹)的叶片和4至5年生毛竹(IIIDu竹)的老叶的叶绿素荧光生理参数(Fp)和荧光产量(Fy)指数。分析了叶绿素荧光对环境的响应及其对碳通量的影响。结果表明:Fv/Fm,Ⅰ杜竹的Y(Ⅱ)和α逐渐增加,而Ⅲ度竹逐渐减少,Ⅰ杜竹的FYint和FY687/FY738高于Ⅲ杜竹;毛竹对气温(Ta)的变化敏感,相对湿度(RH),水蒸气压力(E),土壤温度(ST)和土壤含水量(SWC),上层的Fy指数,中下层与Ta显著相关,E和ST;单个或多个植被指数能够很好地估计荧光产量指数(R2均大于0.77);Ⅰ杜竹和Ⅲ杜竹的叶绿素荧光(Fp和Fy指数)可以解释其差异的74.4%和72.7%,分别;叶绿素荧光和冠层归一化植被指数(NDVIc)可以使用随机森林(ⅠDu竹子:r=0.929,RMSE=0.069gC·m-2;ⅢDu竹子:r=0.899,RMSE=0.134gC·m-2)。本研究结果表明,叶绿素荧光能够为毛竹对环境变化的响应提供判断依据,并能很好地解释Gp。本研究对评估潜在的生长机制具有重要的科学意义。竹子的胁迫反馈与光合固碳。
    Chlorophyll fluorescence is the long-wave light released by the residual energy absorbed by vegetation after photosynthesis and dissipation, which can directly and non-destructively reflect the photosynthetic state of plants from the perspective of the mechanism of photosynthetic process. Moso bamboo has a substantial carbon sequestration ability, and leaf-expansion stage is an important phenological period for carbon sequestration. Gross primary production (GPP) is a key parameter reflecting vegetation carbon sequestration process. However, the ability of chlorophyll fluorescence in moso bamboo to explain GPP changes is unclear. The research area of this study is located in the bamboo forest near the flux station of Anji County, Zhejiang Province, where an observation tower is built to monitor the carbon flux and meteorological change of bamboo forest. The chlorophyll fluorescence physiological parameters (Fp) and fluorescence yield (Fy) indices were measured and calculated for the leaves of newborn moso bamboo (I Du bamboo) and the old leaves of 4- to 5-year-old moso bamboo (Ⅲ Du bamboo) during the leaf-expansion stage. The chlorophyll fluorescence in response to the environment and its effect on carbon flux were analyzed. The results showed that: Fv/Fm, Y(II) and α of Ⅰ Du bamboo gradually increased, while Ⅲ Du bamboo gradually decreased, and FYint and FY687/FY738 of Ⅰ Du bamboo were higher than those of Ⅲ Du bamboo; moso bamboo was sensitive to changes in air temperature(Ta), relative humidity(RH), water vapor pressure(E), soil temperature(ST) and soil water content (SWC), the Fy indices of the upper, middle and lower layers were significantly correlated with Ta, E and ST; single or multiple vegetation indices were able to estimate the fluorescence yield indices well (all with R2 greater than 0.77); chlorophyll fluorescence (Fp and Fy indices) of Ⅰ Du bamboo and Ⅲ Du bamboo could explain 74.4% and 72.7% of the GPP variation, respectively; chlorophyll fluorescence and normalized differential vegetation index of the canopy (NDVIc) could estimate GPP well using random forest (Ⅰ Du bamboo: r = 0.929, RMSE = 0.069 g C·m-2; Ⅲ Du bamboo: r = 0.899, RMSE = 0.134 g C·m-2). The results of this study show that chlorophyll fluorescence can provide a basis for judging the response of moso bamboo to environmental changes and can well explain GPP. This study has important scientific significance for evaluating the potential mechanisms of growth, stress feedback and photosynthetic carbon sequestration of bamboo.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    转录组学和代谢组学在研究对最终表型影响最大的差异表达基因和细胞实体方面提供了独特的优势。使它们成为研究植物质量和环境反应的关键技术。虽然已经发表了许多相关文章,目前缺乏全面的总结。本文旨在了解转录组学和代谢组学在植物质量和环境响应(TMPQE)领域的全球和纵向研究趋势。利用文献计量学方法,我们提出了社会结构的全面科学地图,概念框架,和TMPQE的智力基础。我们发现,自2020年以来,TMPQE研究已分为三个不同的阶段。引用最多的29篇文章的引文分析,再加上对近期作品(2020-2023年)的内容分析,强调植物质量和环境反应的五个潜在研究领域:(1)生物合成途径,(2)非生物胁迫,(3)生物应激,(4)发育成熟,(5)方法和工具。当前的趋势和未来的方向是由技术进步决定的,物种多样性,不断演变的研究主题,和环境生态学焦点。总的来说,这篇综述为理解TMPQE的纵向趋势提供了一个新颖而全面的视角。
    Transcriptomics and metabolomics offer distinct advantages in investigating the differentially expressed genes and cellular entities that have the greatest influence on end-phenotype, making them crucial techniques for studying plant quality and environmental responses. While numerous relevant articles have been published, a comprehensive summary is currently lacking. This review aimed to understand the global and longitudinal research trends of transcriptomics and metabolomics in plant quality and environmental response (TMPQE). Utilizing bibliometric methods, we presented a comprehensive science mapping of the social structure, conceptual framework, and intellectual foundation of TMPQE. We uncovered that TMPQE research has been categorized into three distinct stages since 2020. A citation analysis of the 29 most cited articles, coupled with a content analysis of recent works (2020-2023), highlight five potential research streams in plant quality and environmental responses: (1) biosynthetic pathways, (2) abiotic stress, (3) biotic stress, (4) development and ripening, and (5) methodologies and tools. Current trends and future directions are shaped by technological advancements, species diversity, evolving research themes, and an environmental ecology focus. Overall, this review provides a novel and comprehensive perspective to understand the longitudinal trend on TMPQE.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    虽然已知半胱氨酸(CysSH)被输出到细胞外空间,其生物学意义尚不清楚。本研究使用稳定同位素标记的胱氨酸(CysSSCys)检查了细胞外CysSH的运动,被转运到细胞中并还原为CysSH。将HepG2细胞暴露于100µM稳定同位素标记的CysSSCys导致CysSSCys暴露后1小时在细胞培养基中产生70µM标记的CysSH。当收集细胞培养基并与过氧化氢(H2O2)或大气亲电试剂一起孵育时,如1,2-萘醌,1,4-萘醌和1,4-苯醌,细胞培养基中的CysSH几乎被完全消耗。相比之下,在HepG2细胞暴露于H2O2长达2小时期间,CysSH的细胞外水平没有改变,提示细胞系统中CysSSCys/CysSH的氧化还原循环。有或没有改变含有来自HepG2细胞的CysSH的细胞培养基的实验表明,细胞蛋白的氧化和亲电修饰,由暴露于H2O2和1,2-萘醌引起,在培养基中被CysSH显著抑制。我们还检查了酶和/或抗氧化剂在细胞内将CysSSCys还原为CysSH中的参与。这些结果提供了新发现,来自CysSSCys的细胞外CysSH在氧化和亲电应激的调节中起作用。
    While cysteine (CysSH) is known to be exported into the extracellular space, its biological significance is not well understood. The present study examined the movement of extracellular CysSH using stable isotope-labeled cystine (CysSSCys), which is transported into cells and reduced to CysSH. Exposure of HepG2 cells to 100 µM stable isotope-labeled CysSSCys resulted in 70 µM labeled CysSH in cell medium 1 h after CysSSCys exposure. When the cell medium was collected and incubated with either hydrogen peroxide (H2O2) or atmospheric electrophiles, such as 1,2-naphthoquinone, 1,4-naphthoquinone and 1,4-benzoquinone, CysSH in the cell medium was almost completely consumed. In contrast, extracellular levels of CysSH were unaltered during exposure of HepG2 cells to H2O2 for up to 2 h, suggesting redox cycling of CysSSCys/CysSH in the cell system. Experiments with and without changing cell medium containing CysSH from HepG2 cells revealed that oxidative and electrophilic modifications of cellular proteins, caused by exposure to H2O2 and 1,2-naphthoquinone, were significantly repressed by CysSH in the medium. We also examined participation of enzymes and/or antioxidants in intracellular reduction of CysSSCys to CysSH. These results provide new findings that extracellular CysSH derived from CysSSCys plays a role in the regulation of oxidative and electrophilic stress.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    由于他们极端的环境条件,青藏高原的湖泊通常表现出简单的食物网结构,与平原上的湖泊相比,它们更容易受到气候变化的影响。浮游植物,经历不断变化的水生环境,在食物链的物质循环和能量流动中起着至关重要的作用,对于青藏高原的独特鱼类尤其重要。为确定高寒湖泊中浮游植物组成对环境变化的响应,三湖——青海湖,选择克鲁克湖和拓素湖作为研究区域。从2018年到2020年,每年在春季和夏季进行季节性抽样调查。我们的发现表明,三个湖泊的理化参数和浮游植物发生了显着变化。从2018年到2020年,青西湖浮游杆菌是青海湖的主要浮游植物。,Naviculasp.,Cymbellasp.和Achnanthidiumsp.交替占主导地位。在同一时期,克鲁克湖在以芽孢杆菌和蓝细菌为主之间交替出现。Dolichospermumsp.,蓝细菌,在2018年夏季和2019年夏季以及2020年春季盛行。在拓素湖,从2018年到2020年,除2019年夏季以蓝藻为主外,芽孢杆菌是主要的浮游植物。Synedrasp.,Oscillatoriasp.,Pseudoanabaenasp.,Chromulinasp.和Achnanthidiumsp.先后作为优势属出现。分析显示,这三个湖泊在2018年的浮游植物丰度均高于2019年和2020年。同时,他们在2018年经历了比随后几年更高的平均气温。蓝细菌,芽孢杆菌,叶绿素和总体浮游植物随温度增加而增加,随盐度和NH4-N而减少。此外,蓝细菌的比例,随着温度的升高,浮游杆菌占浮游植物总数的比例增加。这些发现表明蓝细菌和浮游植物的丰度,尤其是芽孢杆菌,在温暖潮湿的气候下,三个高山湖泊可能有增加的趋势。
    Owning to their extreme environmental conditions, lakes on the Qinghai-Tibet Plateau have typically displayed a simplistic food web structure, rendering them more vulnerable to climate change compared to lakes in plains. Phytoplankton, undergoing a changing aquatic environment, play a crucial role in the material cycle and energy flow of the food chain, particularly important for the unique fish species of the Tibetan Plateau. To identify the changing environment indexes and determine the response of phytoplankton composition to the environment change in alpine lakes, three lakes-Lake Qinghai, Lake Keluke and Lake Tuosu-were selected as study areas. Seasonal sampling surveys were conducted in spring and summer annually from 2018 to 2020. Our findings revealed there were significant changes in physicochemical parameters and phytoplankton in the three lakes. Bacillariophyta was the predominant phytoplankton in Lake Qinghai from 2018 to 2020, with the genera Synedra sp., Navicula sp., Cymbella sp. and Achnanthidium sp. predominated alternately. Lake Keluke alternated between being dominated by Bacillariophyta and cyanobacteria during the same period. Dolichospermum sp., a cyanobacteria, was prevalent in the summer of 2018 and 2019 and in the spring of 2020. In Lake Tuosu, Bacillariophyta was the predominant phytoplankton from 2018 to 2020, except in the summer of 2019, which was dominated by cyanobacteria. Synedra sp., Oscillatoria sp., Pseudoanabaena sp., Chromulina sp. and Achnanthidium sp. appeared successively as the dominant genera. Analysis revealed that all three lakes exhibited higher phytoplankton abundance in 2018 that in 2019 and 2020. Concurrently, they experienced higher average temperatures in 2018 than in the subsequent years. The cyanobacteria, Bacillariophyta, Chlorophyta and overall phytoplankton increased with temperature and decreased with salinity and NH4-N. Besides, the ratios of cyanobacteria, and the ratios of Bacillariophyta accounted in total phytoplankton increased with temperature. These findings suggest that cyanobacteria and phytoplankton abundance, especially Bacillariophyta, may have an increase tendency in the three alpine lakes under warm and wet climate.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    铁稳态是生物体的关键过程,因为这种金属是基本生化活动的重要辅助因子。比如能源生产和解毒,尽管它的过量会很快导致细胞中毒。蛋白质Fur(铁摄取调节剂)通过从亚铁离子的细胞质水平转变为完整形式来控制细菌中的铁稳态,从而调节基因表达。幽门螺杆菌HpFur蛋白具有罕见的作为转录交换子的能力;apo-和holo-HpFur作为两种不同的阻遏物,对特定的靶基因集具有不同的DNA结合识别特性。尽管已经广泛研究了该细菌中apo-和holo-HpFur的调节,通过整合RNA-seq和ChIP-seq数据,我们提出了幽门螺杆菌holo-HpFur直接调节子的全基因组重新定义,和apo-HpFur直接调节子的大扩展。我们表明,为了响应铁的可用性,新的编码序列,非编码RNA,毒素-抗毒素系统,开放阅读框内的转录本直接受apo-或holo-HpFur调控。这些新的靶标以及对已知靶标的更彻底的验证和更深入的表征提供了该双面转录调节子的直接调节子的完整和更新的图片。
    Iron homeostasis is a critical process for living organisms because this metal is an essential co-factor for fundamental biochemical activities, like energy production and detoxification, albeit its excess quickly leads to cell intoxication. The protein Fur (ferric uptake regulator) controls iron homeostasis in bacteria by switching from its apo- to holo-form as a function of the cytoplasmic level of ferrous ions, thereby modulating gene expression. The Helicobacter pylori HpFur protein has the rare ability to operate as a transcriptional commutator; apo- and holo-HpFur function as two different repressors with distinct DNA binding recognition properties for specific sets of target genes. Although the regulation of apo- and holo-HpFur in this bacterium has been extensively investigated, we propose a genome-wide redefinition of holo-HpFur direct regulon in H. pylori by integration of RNA-seq and ChIP-seq data, and a large extension of the apo-HpFur direct regulon. We show that in response to iron availability, new coding sequences, non-coding RNAs, toxin-antitoxin systems, and transcripts within open reading frames are directly regulated by apo- or holo-HpFur. These new targets and the more thorough validation and deeper characterization of those already known provide a complete and updated picture of the direct regulons of this two-faced transcriptional regulator.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    刺激响应的软机器人为医疗和康复机器人领域提供了新的功能,人工智能,软电子。精确编程形状变形和解耦这种机器人的多响应性对于使它们具有足够的自由度和多功能性至关重要。同时确保高制造精度。然而,当前的设计具有耦合的多响应性或复杂的装配过程面临的限制,在执行复杂的转换和遭受缺乏精度。因此,我们提出了一种单步策略,以响应解耦的环境刺激来编程多步形状变形软微机器人(MSSM)。我们的方法涉及采用多层弹性体和激光扫描技术来选择性地处理MSSM的结构,实现30μm的最小加工精度。由此产生的MSSM能够模仿植物和手势的形状变形,并且类似于kirigami,弹出,和双稳态结构。MSSM的解耦的多刺激响应性允许它们在运动过程中进行形状变形,执行逻辑电路控制,并根据湿度远程修复电路,温度,和磁场。该策略为有效设计和制造具有物理智能的无绳软微型机器人提供了范例,通过机器人身体结构和属性的模块化定制来推进解耦的多响应材料,以适应特定的应用。
    Stimuli-responsive soft robots offer new capabilities for the fields of medical and rehabilitation robotics, artificial intelligence, and soft electronics. Precisely programming the shape morphing and decoupling the multiresponsiveness of such robots is crucial to enable them with ample degrees of freedom and multifunctionality, while ensuring high fabrication accuracy. However, current designs featuring coupled multiresponsiveness or intricate assembly processes face limitations in executing complex transformations and suffer from a lack of precision. Therefore, we propose a one-stepped strategy to program multistep shape-morphing soft millirobots (MSSMs) in response to decoupled environmental stimuli. Our approach involves employing a multilayered elastomer and laser scanning technology to selectively process the structure of MSSMs, achieving a minimum machining precision of 30 μm. The resulting MSSMs are capable of imitating the shape morphing of plants and hand gestures and resemble kirigami, pop-up, and bistable structures. The decoupled multistimuli responsiveness of the MSSMs allows them to conduct shape morphing during locomotion, perform logic circuit control, and remotely repair circuits in response to humidity, temperature, and magnetic field. This strategy presents a paradigm for the effective design and fabrication of untethered soft miniature robots with physical intelligence, advancing the decoupled multiresponsive materials through modular tailoring of robotic body structures and properties to suit specific applications.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    全球气候变暖,由排放二氧化碳等温室气体的人类活动驱动,导致不利影响,对人类健康和粮食安全构成重大挑战。为了应对这一挑战,必须加强长期碳固存,包括植物岩闭塞碳(PhytOC)。目前,对PhytOC稳定性的评价和分布的研究缺乏。此外,稳定性与气候和土壤等环境因素之间的复杂关系和影响仍未得到充分阐明。我们的研究基于快速溶解度测定和主成分分析提供了PhytOC稳定性的综合评估指标。我们在这项研究中开发的机器学习模型,在大空间尺度上利用实验和公开访问的环境数据,使用简单的克里格插值方法,促进了中国小麦生态系统中PhytOC稳定性的预测和空间分布图。我们以10倍交叉验证比较和评估了10种常见的分类机器学习模型。根据整体表现,选择随机梯度提升模型(GBM)作为预测模型。稳定性受动态和复杂环境的影响,气候具有更大的影响。很明显,光和温度与稳定性有显著的正直接关系,而其他因素对稳定性有间接影响。PhytOC稳定性表现出明显的地带性差异和空间异质性,随着中国从东南到西北的分布趋势逐渐减少。总的来说,我们的研究有助于减少温室气体排放和实现全球气候目标,为更可持续和适应气候变化的未来而努力。
    Global climate warming, driven by human activities emitting greenhouse gases like CO2, results in adverse effects, posing significant challenges to human health and food security. In response to this challenge, it is imperative to enhance long-term carbon sequestration, including phytolith-occluded carbon (PhytOC). Currently, there is a dearth of research on the assessment and distribution of the stability of PhytOC. Additionally, the intricate relationships and effects between the stability and environmental factors such as climate and soil remain insufficiently elucidated. Our study provided a composite assessment index for PhytOC stability based on a rapid solubility assay and principal component analysis. The machine learning models that we developed in this study, utilize experimentally and publicly accessible environmental data on large spatial scales, facilitating the prediction and spatial distribution mapping of the PhytOC stability using simple kriging interpolation in wheat ecosystems across China. We compared and evaluated 10 common classification machine learning models at 10-fold cross-validation. Based on the overall performance, the Stochastic Gradient Boosting model (GBM) was selected as predictive model. The stability is influenced by dynamic and complex environments with climate having a more significant impact. It was evident that light and temperature had a significant positive direct relationship with the stability, while the other factors showed indirect effects on the stability. PhytOC stability exhibited obvious zonal difference and spatial heterogeneity, with the distribution trend gradually decreasing from the southeast to the northwest in China. Overall, our research contributed to reducing greenhouse gas emissions and achieving global climate targets, working towards a more sustainable and climate-resilient future.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    在这里,我们研究了土壤无机氮(SIN)含量对中国河口潮间带土壤细菌群落的系统发育特征和生态功能的潜在影响。旨在了解河口湿地土壤微生物对SIN含量变化的响应机制。我们的结果表明,河口地区的SIN在空间和季节尺度上都有显著的时空变化,在这项研究中,与土壤细菌群落的系统发育多样性和系统发育周转显着相关。此外,宏基因组分析结果表明,细菌群落中氮循环功能基因的相对丰度在采样地点和季节之间没有显着差异,与SIN含量弱相关。Further,基于结构方程模型(SEM)分析的结果表明,SIN直接且显著地调控了细菌群落的系统发育特征,从而间接影响细菌氮代谢的潜力。这项研究强调了SIN变异对土壤细菌群落系统发育差异的关键影响。此外,尽管细菌氮代谢的功能特性与SIN含量之间存在微弱的直接关系,SIN含量可能通过影响细菌群落的系统发育多样性间接调节细菌氮代谢潜能的时空变化。我们的研究揭示了SIN含量影响细菌群落的关键机制,从而为控制河口氮代谢的微生物复杂性提供了新的见解。
    Here we investigated the potential impacts of soil inorganic nitrogen (SIN) content on the phylogenetic characteristics and ecological functions of soil bacterial communities in estuarine intertidal zones in China, aiming to comprehend the response mechanism of soil microorganisms to variations in SIN content within estuarine wetlands. Our results show that SIN in estuarine areas has a significant spatiotemporal variation on spatial and seasonal scales, in this study and is significantly associated with the phylogenetic diversity and phylogenetic turnover of soil bacterial communities. In addition, the results of the metagenomic analysis showed that the relative abundance of nitrogen-cycling functional genes in bacterial communities did not differ significantly in sampling sites and seasons, and weakly correlated with SIN content. Further, the results based on structural equation modeling (SEM) analysis showed that SIN directly and significantly regulated the phylogenetic characteristics of bacterial communities, thereby indirectly affecting the potential of bacterial nitrogen metabolism. This study emphasizes the key influence of SIN variations on the phylogenetic dissimilarity in soil bacterial communities. Moreover, although there was a weak direct relationship between the functional characteristics of the bacterial nitrogen metabolism and SIN content, the spatiotemporal variation of bacterial nitrogen metabolic potential may be indirectly regulated by SIN content by influencing the phylogenetic diversity in bacterial communities. Our study unravels the pivotal mechanisms through which SIN content influences bacterial communities, thereby offering novel insights into the microbial intricacies governing nitrogen metabolism within estuaries.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号