Functional genes

功能基因
  • 文章类型: Journal Article
    微塑料对土壤生态功能的影响,如碳循环和土壤结构的维护,已被广泛关注。然而,微塑料在土壤团聚体尺度上对土壤碳转化和土壤微生物群落影响的机制尚未阐明。在这项工作中,研究了传统微塑料聚丙烯(PP)和可降解微塑料聚乳酸(PLA)对三种大小土壤团聚体碳转化的影响和作用机理。结果表明,PP和PLA均促进CO2排放,效果取决于微塑料的类型和含量,和土壤团聚体的大小。土壤碳储量的变化主要由与大型团聚体相关的有机碳变化驱动。对于宏观聚集体,PP微塑料降低了土壤有机碳(SOC)和溶解有机碳(DOC)。这些变化在微骨料、淤泥和粘土中逆转。有趣的是,PLA增加了SOC,散装土壤和所有三种团聚体中的DOC和CO2排放具有剂量效应响应。这些变化与土壤微生物有关,与不稳定和顽固碳组分降解相关的功能基因和酶。此外,PP和PLA减少了三种聚集体和散装土壤中的细菌群落多样性,并改变了细菌群落结构。微塑料诱导的功能基因改变是其影响土壤团聚体碳转化的关键驱动因素。这项研究开启了对微塑料对土壤碳转化影响的潜在机制的新见解。并帮助我们合理评估微塑料对土壤碳循环的风险和干扰。
    The impacts of microplastics on soil ecological functions such as carbon recycling and soil structure maintenance have been extensively focused. However, the mechanisms underlying the impacts of microplastics on soil carbon transformation and soil microbial community at soil aggregate scale have not been clarified yet. In this work, the effects and action mechanisms of traditional microplastic polypropylene (PP) and degradable microplastic polylactic acid (PLA) on carbon transformation in three sizes of soil aggregates were investigated. The results showed that both PP and PLA promoted CO2 emission, and the effect depended on the type and content of microplastics, and the size of soil aggregates. Changes in soil carbon stocks were mainly driven by changes in organic carbon associated with macroaggregates. For macroaggregates, PP microplastics decreased soil organic carbon (SOC) as well as dissolved organic carbon (DOC). These changes were reversed in microaggregates and silt and clay. Interestingly, PLA increased the SOC, DOC and CO2 emissions in bulk soil and all three aggregates with a dose-effect response. These changes were associated with soil microbes, functional genes and enzymes associated with the degradation of labile and recalcitrant carbon fractions. Furthermore, PP and PLA reduced bacterial community diversities and shifted bacterial community structures in both the three aggregates and in bulk soil. Alterations of functional genes induced by microplastics were the key driving factors of their impacts on carbon transformation in soil aggregates. This research opened up a new insight into the mechanisms underlying the impacts of microplastics on soil carbon transformation, and helped us make rational assessments of the risks and the disturbances of microplastics on soil carbon cycling.
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  • 文章类型: Journal Article
    本研究旨在研究钱塘江城市河流微塑料(MPs)的空间分布和细菌群落特征。为此,对钱塘江地表水样品进行了分析。16S高通量测序结果表明,MPs的微生物群落多样性明显低于天然水中,但高于天然底物。MPs的生物膜主要由肠杆菌(28.00%)组成,芽孢杆菌科(16.25%),和山梨科(6.75%)。议员们的生物多样性,天然水,天然底物差异显著,受季节因素影响。此外,当硝酸盐浓度高于正常值时,MPs的存在阻碍了水环境中的反硝化过程,并加剧了N2O的排放。特别是,在48小时的持续时间后,聚对苯二甲酸乙二醇酯(PET)表现出12%的NO3-N残留和4.2%的N2O积累。对基因丰度和细胞活力的进一步发现进一步证实,PET对减少nirS(0.34倍)和nosZ(0.53倍)的表达有相当大的影响,因此阻碍烟酰胺腺嘌呤二核苷酸(NADH)的产生(0.79倍)。值得注意的是,所有MPs的nirK基因丰度高于nirS基因,这可以解释N2O的大量积累。结果表明,MPs可以作为微生物群落的新型载体基质,并作为水生环境中N2O排放的潜在促进剂。
    This study aimed to investigate the spatial distribution of microplastics (MPs) and the features of the bacterial community in the Qiantang River urban river. Surface water samples from the Qiantang River were analyzed for this purpose. The results of the 16S high-throughput sequencing indicated that the microbial community diversity of MPs was significantly lower than in natural water but higher than in natural substrates. The biofilm of MPs was mainly composed of Enterobacteriaceae (28.00%), Bacillaceae (16.25%), and Phormidiaceae (6.75%). The biodiversity on MPs, natural water, and natural substrates varied significantly and was influenced by seasonal factors. In addition, the presence of MPs hindered the denitrification process in the aquatic environment and intensified N2O emission when the nitrate concentration was higher than normal. In particular, polyethylene terephthalate (PET) exhibited a 12% residue of NO3--N and a 4.2% accumulation of N2O after a duration of 48 h. Further findings on gene abundance and cell viability provided further confirmation that PET had a considerable impact on reducing the expression of nirS (by 0.34-fold) and nosZ (by 0.53-fold), hence impeding the generation of nicotinamide adenine dinucleotide (NADH) (by 0.79-fold). Notably, all MPs demonstrated higher the nirK gene abundances than the nirS gene, which could account for the significant accumulation of N2O. The results suggest that MPs can serve as a novel carrier substrate for microbial communities and as a potential promoter of N2O emission in aquatic environments.
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  • 文章类型: Journal Article
    微生物群落多样性随季节变化显著。然而,对湖泊沉积物中微生物群落功能的季节性变化及其相关的环境影响知之甚少。在这项研究中,从冬季收集的沉积物的宏基因组测序,夏天,从草海到秋天,贵州高原,用于评估沉积物微生物群落的组成和功能,功能基因的潜在相互作用,与季节相关的关键基因,和社区集会机制。湖泊沉积物中氮(TN)和磷(TP)的平均浓度较高,分别为6.136和0.501克/千克,分别。TN和有机质(OM)是与沉积物群落组成和功能概况相关的主要因素。微生物群落的多样性和结构随季节的变化而变化,夏季和变形杆菌的相对丰度显着低于其他季节(58.43-44.12%)。季节也与功能基因的相对丰度有关,尤其是korA,metF,narc,nrfA,pstC/S,还有SoxB基因.网络复杂性在夏季最高,网络中的关键基因也因季节而异。中性群落模型分析揭示了与碳(C)、氮(N),磷(P),与硫(S)循环相关的基因主要与随机过程有关。总之,在湖泊沉积物中鉴定出多种功能基因,并显示出协同相互作用的证据(正比例:74.91-99.82%),而季节性因素影响其分布。这项研究的结果为季节性影响对浅水湖泊中微生物驱动的生物地球化学循环提供了新的见解。
    Microbial community diversity significantly varies with seasonality. However, little is known about seasonal variation of microbial community functions in lake sediments and their associated environmental influences. In this study, metagenomic sequencing of sediments collected from winter, summer, and autumn from Caohai Lake, Guizhou Plateau, were used to evaluate the composition and function of sediment microbial communities, the potential interactions of functional genes, key genes associated with seasons, and community assembly mechanisms. The average concentrations of nitrogen (TN) and phosphorus (TP) in lake sediments were higher, which were 6.136 and 0.501 g/kg, respectively. TN and organic matter (OM) were the primary factors associated with sediment community composition and functional profiles. The diversity and structure of the microbial communities varied with seasons, and Proteobacteria relative abundances were significantly lower in summer than in other seasons (58.43-44.12 %). Seasons were also associated with the relative abundances of functional genes, and in particular korA, metF, narC, nrfA, pstC/S, and soxB genes. Network complexity was highest in the summer and key genes in the network also varied across seasons. Neutral community model analysis revealed that the assembly mechanisms related to carbon (C), nitrogen (N), phosphorus (P), and sulfur (S) cycle-related genes were primarily associated with random processes. In summary, diverse functional genes were identified in lake sediments and exhibited evidence for synergistic interactions (Positive proportion: 74.91-99.82 %), while seasonal factors influenced their distribution. The results of this study provide new insights into seasonal impacts on microbial-driven biogeochemical cycling in shallow lakes.
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  • 文章类型: Journal Article
    微生物电解池辅助厌氧消化是增强产甲烷的有希望的方法。这项研究调查了不同能量水平以及长期开路对从食物垃圾中回收沼气的影响。结果表明,0.4V的温和电压导致甲烷产率增加61.7%,甲烷组成达到78.89%vol,消化时间显着减少8天。此外,在长时间的开路后,促进效应仍然存在。深入研究表明,通电显着增强了有机水解,氧化还原蛋白分泌和污泥电活性。微生物群落表明,不断存在的通电富集了水解细菌和亲电子试剂。随后的研究还揭示了与水解和黄素及其同源物合成相关的酶编码基因的升级(即ribE,ssuE和nfrA2)。这些发现共同证明了通电的持久益处与增强的水解和调节的介体介导的电子转移途径有关。
    Microbial electrolysis cell-assisted anaerobic digestion represents a promising approach for enhancing methanogenesis. This study investigated the impact of varying energy levels followed by long-term open circuit on biogas recovery from food waste. The results demonstrated that a mild voltage of 0.4 V resulted in 61.7% increase in methane yield, with a methane composition reaching 78.89% vol and a remarkable reduction in digestion time by 8 days. Additionally, the facilitated effects remained after prolonged periods of open-circuit. In-depth study revealed that energization significantly enhanced organic hydrolysis, redox proteins secretion and sludge electro-activity. Microbial communities showed that the ever-present energization enriched the hydrolytic bacterium and electrophiles. Subsequent investigations also revealed the upgradation of enzyme-encoding genes associated with hydrolysis and the synthesis of flavin and its homologs (i.e. ribE, ssuE and nfrA2). These findings collectively demonstrated the enduring benefits of energization were linked to the enhanced hydrolysis and regulated mediator-mediated electron transfer pathway.
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  • 文章类型: Journal Article
    这项研究采用了光谱学,宏基因组学,和分子模拟研究Cd(II)和Cu(II)对厌氧氨氧化系统的抑制作用,检查细胞内和细胞外的影响。在浓度为5mg/L时,Cd(II)和Cu(II)显著降低脱氮效率41.46%和62.03%,分别。此外,金属浓度升高与细胞外聚合物(EPS)减少相关,从而降低了它们吸收重金属的能力,特别是Cu(II),从76.47%降至14.67%。光谱分析揭示了Cd(II)和Cu(II)引起的EPS二级结构的变化,降低细胞外蛋白α-螺旋与(β-折叠+无规卷曲)的比例,这导致更松散的细胞外蛋白构型。宏基因组学研究结果表明,库内尼亚念珠菌及其编码脱氮相关酶的基因丰度降低。在浓度为5mg/L的Cu(II)时,hzs-γ的丰度降低了35.09%。相反,与金属外排酶相关的基因,比如czcR,在2mg/LCd(II)时增加了54.86%。分子对接显示Cd(II)与HZS-α(-342.299±218.165kJ/mol)和Cu(II)与HZS-γ(-880.934±55.526kJ/mol)的牢固结合。本研究阐明了Cd(II)和Cu(II)对厌氧氨氧化系统的抑制机制,提供对厌氧氨氧化细菌对重金属的抗性的见解。
    This study employed spectroscopy, metagenomics, and molecular simulation to investigate the inhibitory effects of Cd(II) and Cu(II) on the anammox system, examining both intracellular and extracellular effects. At concentrations of 5 mg/L, Cd(II) and Cu(II) significantly reduced nitrogen removal efficiency by 41.46 % and 62.03 %, respectively. Additionally, elevated metal concentrations were correlated with decreased extracellular polymeric substances (EPS), thereby reducing their capacity to absorb heavy metals, particularly Cu(II), which decreased from 76.47 % to 14.67 %. Spectral analysis revealed alterations in the secondary structures of EPS induced by Cd(II) and Cu(II), decreasing the ratio of extracellular protein α-helix to (β-sheet + random coil), which resulted in looser extracellular protein configurations. The results of the metagenomics study showed that the abundance of Candidatus Kuenenia and its genes encoding nitrogen removal-related enzymes was reduced. The abundance of hzs-γ was reduced by 35.09 % at a concentration of 5 mg/L Cu(II). Conversely, genes associated with metal efflux enzymes, like czcR, increased by 54.86 % at 2 mg/L Cd(II). Molecular docking revealed robust bindings of Cd(II) to HZS-α (-342.299 ± 218.165 kJ/mol) and Cu(II) to HZS-γ (-880.934 ± 55.526 kJ/mol). This study elucidated the inhibitory mechanisms of Cd(II) and Cu(II) on the anammox system, providing insights into the resistance of anammox bacteria to heavy metals.
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  • 文章类型: Journal Article
    海洋微塑料(MPs)污染,以河流为主要来源,导致MP在河口沉积物中积累,也是氮循环热点。然而,很少有文献记载MPs对河口沉积物氮循环的影响。在这项研究中,我们进行了微观实验,以研究常见的聚乙烯(PE)和聚苯乙烯(PS)MPs的影响,根据环境浓度考虑和剂量反应效应,使用两种MP浓度(0.3%和3%湿沉积物重量),分别使用微电极系统和宏基因组分析研究沉积物溶解氧(DO)的扩散能力和微生物群落。结果表明,高浓度的PE-MPs在实验中期抑制了DO扩散,在后期消散的影响。宏基因组分析显示,MP处理降低了沉积物中优势微生物菌落的相对丰度。PCoA结果表明,MPs改变了微生物群落结构,在高浓度PE-MPs治疗下尤为明显。与氮循环相关的功能分析表明,PS-MPs促进了硝化,反硝化,和DNRA流程,但是抑制了ANRA过程,而PE-MPs对硝酸盐还原过程和ANRA过程有抑制作用。此外,高浓度的PE-MPs处理显着刺激了34.1%的属(芽孢杆菌)和基因(唇,pnbA)与塑料降解相关的100-187.5%,分别。总的来说,就微生物群落结构和氮循环功能基因的丰度而言,PE-和PS-MPs在对氮循环的影响方面表现出相似性和差异性。我们的发现强调了MP对河口沉积物中氮循环的影响的复杂性,以及高浓度的PE-MP刺激的塑料降解属和基因。
    Marine microplastics (MPs) pollution, with rivers as a major source, leads to MPs accumulation in estuarine sediments, which are also nitrogen cycling hotspots. However, the impact of MPs on nitrogen cycling in estuarine sediments has rarely been documented. In this study, we conducted microcosm experiment to investigate the effects of commonly encountered polyethylene (PE) and polystyrene (PS) MPs, with two MPs concentrations (0.3% and 3% wet sediment weight) based on environmental concentration considerations and dose-response effects, on sediment dissolved oxygen (DO) diffusion capacity and microbial communities using microelectrode system and metagenomic analysis respectively. The results indicated that high concentrations of PE-MPs inhibited DO diffusion during the mid-phase of the experiment, an effect that dissipated in the later stages. Metagenomic analysis revealed that MP treatments reduced the relative abundance of dominant microbial colonies in the sediments. The PCoA results demonstrated that MPs altered the microbial community structure, particularly evident under high concentration PE-MPs treatments. Functional analysis related to the nitrogen cycle suggested that PS-MPs promoted the nitrification, denitrification, and DNRA processes, but inhibited the ANRA process, while PE-MPs had an inhibitory effect on the nitrate reduction process and the ANRA process. Additionally, the high concentration of PE-MPs treatment significantly stimulated the abundance of genus (Bacillus) by 34.1% and genes (lip, pnbA) by 100-187.5% associated with plastic degradation, respectively. Overall, in terms of microbial community structure and the abundance of nitrogen cycling functional genes, PE- and PS- MPs exhibit both similarities and differences in their impact on nitrogen cycling. Our findings highlight the complexity of MP effects on nitrogen cycling in estuarine sediments and high concentrations of PE-MP stimulated plastic-degrading genus and genes.
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  • 文章类型: Journal Article
    在pH值调节下,对预处理后的餐厨垃圾进行了厌氧产酸实验。结果表明,pH8被认为是最适宜的产酸条件,特别是形成乙酸和丙酸。总挥发性脂肪酸在pH8时的平均值为8814mgCOD/L,空白条件下的1.5倍。乙酸和丙酸的平均产率分别为3302mgCOD/L和2891mgCOD/L,分别。关键功能酶的活性,如磷酸转乙酰酶,乙酰激酶,草酰乙酸转羧化酶和琥珀酰辅酶A转移酶均增强。进一步探索体制内的调控机制,通过微生物测序获得不同水平微生物在发酵系统中的分布,结果表明,梭菌的相对丰度,拟杆菌,氯氟菌,梭菌属,拟杆菌和丙酸杆菌,它们是水解和酸化的重要贡献者,与空白组相比,在pH为8时迅速增加。此外,编码关键酶的基因比例普遍增加,进一步验证了pH调节下水解酸化和乙酸生产有机物的机理。
    The anaerobic acid production experiments were conducted with the pretreated kitchen waste under pH adjustment. The results showed that pH 8 was considered to be the most suitable condition for acid production, especially for the formation of acetic acid and propionic acid. The average value of total volatile fatty acid at pH 8 was 8814 mg COD/L, 1.5 times of that under blank condition. The average yield of acetic acid and propionic acid was 3302 mg COD/L and 2891 mg COD/L, respectively. The activities of key functional enzymes such as phosphotransacetylase, acetokinase, oxaloacetate transcarboxylase and succinyl-coA transferase were all enhanced. To further explore the regulatory mechanisms within the system, the distribution of microorganisms at different levels in the fermentation system was obtained by microbial sequencing, results indicating that the relative abundances of Clostridiales, Bacteroidales, Chloroflexi, Clostridium, Bacteroidetes and Propionibacteriales, which were great contributors for the hydrolysis and acidification, increased rapidly at pH 8 compared with the blank group. Besides, the proportion of genes encoding key enzymes was generally increased, which further verified the mechanism of hydrolytic acidification and acetic acid production of organic matter under pH regulation.
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  • 文章类型: Journal Article
    重金属污染会对微生物产生不利影响,植物甚至人类健康。迄今为止,重金属对农田细菌的影响引起了人们的关注,关于土地类型对重金属污染矿区细菌的影响缺乏了解。在一个金属污染的矿区周围,选择三种类型农田的两种土壤深度,探讨细菌的组成和功能及其与重金属类型和含量的相关性。三个不同农业地点的细菌群落的组成和功能在一定程度上不同。与其他部位相比,稻田细菌群落的某些代谢功能上调。在矿区周围观察到的这些结果与以前在常规农田中报告的结果不同。此外,表层土壤中的细菌群落组成相对复杂,而在深层土壤中,它变得更加单一,细胞外功能基因得到了丰富。同时,重金属污染可能刺激某些细菌的富集,以保护植物免受损害。这一发现可能有助于理解金属污染对植物的间接影响,从而提出修复金属污染场地的可行策略。这项工作的主要发现:这是第一项全面探索重金属污染对矿区不同农业用地类型和土壤深度中土壤细菌群落和代谢潜力的影响的研究。
    Heavy metal pollution can have adverse impacts on microorganisms, plants and even human health. To date, the impact of heavy metals on bacteria in farmland has yielded poor attention, and there is a paucity of knowledge on the impact of land type on bacteria in mining area with heavy metal pollution. Around a metal-contaminated mining area, two soil depths in three types of farmlands were selected to explore the composition and function of bacteria and their correlations with the types and contents of heavy metals. The compositions and functions of bacterial communities at the three different agricultural sites were disparate to a certain extent. Some metabolic functions of bacterial community in the paddy field were up-regulated compared with those at other site. These results observed around mining area were different from those previously reported in conventional farmlands. In addition, bacterial community composition in the top soils was relatively complex, while in the deep soils it became more unitary and extracellular functional genes got enriched. Meanwhile, heavy metal pollution may stimulate the enrichment of certain bacteria to protect plants from damage. This finding may aid in understanding the indirect effect of metal contamination on plants and thus putting forward feasible strategies for the remediation of metal-contaminated sites. MAIN FINDINGS OF THE WORK: This was the first study to comprehensively explore the influence of heavy metal pollution on the soil bacterial communities and metabolic potentials in different agricultural land types and soil depths around a mining area.
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  • 文章类型: Journal Article
    为了克服与主流厌氧氨氧化(厌氧氨氧化)工艺中的亚硝酸盐供应和硝酸盐残留相关的重大挑战,这项研究开发了一种组合的固相反硝化(SPD)和厌氧氨氧化工艺,用于在不添加亚硝酸盐的情况下进行低强度脱氮。在连续流动模式下使用厌氧氨氧化颗粒污泥反应器之前,在包含聚-3-羟基丁酸酯-共-3-羟基维甲酸酯(PHBV)的填充床反应器中进行SPD步骤。在0.18±0.01kgN·m3·d-1的氮负荷下,总无机氮的去除效率达到95.7±1.2%,需要1.02mol硝酸盐才能去除1mol的铵态氮。PHBV颗粒不仅是水解菌(HB)和反硝化细菌(DB)共生的生物膜载体,而且还有促进颗粒中部分反硝化和厌氧氨氧化偶联的碳源。宏基因组测序分析表明Burkholderiales是SPD中最丰富的HB属。DB(β变形菌,红环科,和Anaerolineae)和anammox细菌(CandidatusBrocadiac和Kuenenia)通过微生物共生网络分析和功能基因注释进行了确认。此外,DB中编码硝酸还原酶(Nap)和亚硝酸盐还原酶(Nir)的基因主要促进硝酸盐还原,从而向厌氧氨氧化细菌提供一氧化氮,用于随后用肼合酶(Hzs)和肼脱氢酶(Hdh)去除氮。这些发现为SPD和anammox过程中的微生物代谢提供了见解,从而推进了工程应用中基于厌氧氨氧化的主流工艺的发展。
    To overcome the significant challenges associated with nitrite supply and nitrate residues in mainstream anaerobic ammonium oxidation (anammox)-based processes, this study developed a combined solid-phase denitrification (SPD) and anammox process for low-strength nitrogen removal without the addition of nitrite. The SPD step was performed in a packed-bed reactor containing poly-3-hydroxybutyrate-co-3-hyroxyvelate (PHBV) prior to employing the anammox granular sludge reactor in the continuous-flow mode. The removal efficiency of total inorganic nitrogen reached 95.7 ± 1.2% under a nitrogen loading rate of 0.18 ± 0.01 kg N·m3·d-1, and it required 1.02 mol of nitrate to remove 1 mol of ammonium nitrogen. The PHBV particles not only served as biofilm carriers for the symbiosis of hydrolytic bacteria (HB) and denitrifying bacteria (DB), but also carbon sources that facilitated the coupling of partial denitrification and anammox in the granules. Metagenomic sequencing analysis indicated that Burkholderiales was the most abundant HB genus in SPD. The metabolic correlations between DB (Betaproteobacteria, Rhodocyclaceae, and Anaerolineae) and anammox bacteria (Candidatus Brocadiac and Kuenenia) in the granules were confirmed through microbial co-occurrence networks analysis and functional gene annotations. Additionally, the genes encoding nitrate reductase (Nap) and nitrite reductase (Nir) in DB primarily facilitated nitrate reduction, thereby supplying nitric oxide to anammox bacteria for subsequent nitrogen removal with hydrazine synthase (Hzs) and hydrazine dehydrogenase (Hdh). The findings provide insights into microbial metabolism within combined SPD and anammox processes, thus advancing the development of mainstream anammox-based processes in engineering applications.
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  • 文章类型: Journal Article
    宏基因组测序通过为不同生态系统的微生物组成提供前所未有的观点,提高了我们对生物地球化学过程的理解。虽然宏基因组数据的数量快速增长,简单易用的分析和比较跨研究的方法已经落后了。因此,需要表达社区代谢特征的工具来扩大现有数据的效用。基因丰度谱是宏基因组功能潜力的相对低维嵌入,因此,易于在许多样品中进行比较。这里,我们比较了来自联合基因组研究所的综合微生物基因组和宏基因组(JGIIMG/M)数据库的6,539个宏基因组的KEGG直系同源组(KO)的丰度。我们发现样本聚集在陆地上,水生,和厌氧生态系统,其标记KO反映了对这些环境的适应。例如,功能簇通过抗生素的代谢来区分,光合作用,产甲烷,令人惊讶的GC含量。使用这种功能基因方法,我们揭示了塑造微生物群落的广泛模式,并证明了直系同源丰度谱在代表快速扩展的宏基因组数据中的实用性。
    目标:宏基因组学,或复杂微生物组的DNA测序,提供了对不同环境的微生物组成的看法。创建了宏基因组数据库以编译研究中的测序数据,但是,从这些大型数据集中进行比较和获得洞察力仍然具有挑战性。因此,需要开发可访问的方法来提取宏基因组中的知识。不同直系同源物的丰度(即,跨物种执行类似功能的基因)提供了宏基因组代谢潜力的简化表示,可以很容易地与其他人进行比较。在这项研究中,我们将来自不同环境的数千种宏基因组的直系同源丰度谱进行聚类,并发现区分它们的特征。这项工作为功能比较提供了一个简单易用的框架,并增进了我们对环境如何塑造微生物群落的理解。
    Metagenomic sequencing has advanced our understanding of biogeochemical processes by providing an unprecedented view into the microbial composition of different ecosystems. While the amount of metagenomic data has grown rapidly, simple-to-use methods to analyze and compare across studies have lagged behind. Thus, tools expressing the metabolic traits of a community are needed to broaden the utility of existing data. Gene abundance profiles are a relatively low-dimensional embedding of a metagenome\'s functional potential and are, thus, tractable for comparison across many samples. Here, we compare the abundance of KEGG Ortholog Groups (KOs) from 6,539 metagenomes from the Joint Genome Institute\'s Integrated Microbial Genomes and Metagenomes (JGI IMG/M) database. We find that samples cluster into terrestrial, aquatic, and anaerobic ecosystems with marker KOs reflecting adaptations to these environments. For instance, functional clusters were differentiated by the metabolism of antibiotics, photosynthesis, methanogenesis, and surprisingly GC content. Using this functional gene approach, we reveal the broad-scale patterns shaping microbial communities and demonstrate the utility of ortholog abundance profiles for representing a rapidly expanding body of metagenomic data.
    OBJECTIVE: Metagenomics, or the sequencing of DNA from complex microbiomes, provides a view into the microbial composition of different environments. Metagenome databases were created to compile sequencing data across studies, but it remains challenging to compare and gain insight from these large data sets. Consequently, there is a need to develop accessible approaches to extract knowledge across metagenomes. The abundance of different orthologs (i.e., genes that perform a similar function across species) provides a simplified representation of a metagenome\'s metabolic potential that can easily be compared with others. In this study, we cluster the ortholog abundance profiles of thousands of metagenomes from diverse environments and uncover the traits that distinguish them. This work provides a simple to use framework for functional comparison and advances our understanding of how the environment shapes microbial communities.
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