Functional genes

功能基因
  • 文章类型: Journal Article
    花序的形态结构影响种子的生产。苜蓿(紫花苜蓿)花序伸长的调节机制尚不清楚。因此,在这项研究中,我们对转录组进行了比较分析,蛋白质组,和两个极端材料在三个发育阶段的代谢组,以探索紫花苜蓿花序伸长的机制。我们观察了长花序和短花序的发育过程,发现长花序的苜蓿的伸长能力强于短花序的苜蓿。此外,转录组和蛋白质组的综合分析表明,类苯丙素生物合成途径与花序的结构形成密切相关。此外,我们基于苯丙素生物合成中涉及的差异表达基因和蛋白质(DEGs和DEPs),确定了与木质素生物合成相关的关键基因和蛋白质。此外,靶向激素代谢组分析显示IAA,GA,CK在苜蓿花序的花序梗伸长中起重要作用。基于组学分析,我们检测了与植物激素生物合成和信号转导相关的关键基因和蛋白。从WGCNA和WPCNA的结果来看,我们进一步筛选了与木质素生物合成相关的28个候选基因和6个关键蛋白,植物激素生物合成,和信号通路。此外,使用相关性分析发现了19个关键转录因子,它们可能在调节候选基因中起作用。本研究揭示了苜蓿花序伸长的分子机制,为提高苜蓿种子产量奠定了理论基础。
    The morphological architecture of inflorescence influences seed production. The regulatory mechanisms underlying alfalfa (Medicago sativa) inflorescence elongation remain unclear. Therefore, in this study, we conducted a comparative analysis of the transcriptome, proteome, and metabolome of two extreme materials at three developmental stages to explore the mechanisms underlying inflorescence elongation in alfalfa. We observed the developmental processes of long and short inflorescences and found that the elongation capacity of alfalfa with long inflorescence was stronger than that of alfalfa with short inflorescences. Furthermore, integrative analysis of the transcriptome and proteome indicated that the phenylpropanoid biosynthesis pathway was closely correlated with the structural formation of the inflorescence. Additionally, we identified key genes and proteins associated with lignin biosynthesis based on the differential expressed genes and proteins (DEGs and DEPs) involved in phenylpropanoid biosynthesis. Moreover, targeted hormone metabolome analysis revealed that IAA, GA, and CK play an important role in the peduncle elongation of alfalfa inflorescences. Based on omics analysis, we detected key genes and proteins related to plant hormone biosynthesis and signal transduction. From the WGCNA and WPCNA results, we furthermore screened 28 candidate genes and six key proteins that were correlated with lignin biosynthesis, plant hormone biosynthesis, and signaling pathways. In addition, 19 crucial transcription factors were discovered using correlation analysis that might play a role in regulating candidate genes. This study provides insight into the molecular mechanism of inflorescence elongation in alfalfa and establishes a theoretical foundation for improving alfalfa seed production.
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  • 文章类型: Journal Article
    细胞外DNA(eDNA)和细胞内DNA(iDNA)广泛存在于陆地和水生环境系统中,并在环境与微生物之间的营养循环和遗传信息传递中起着重要作用。作为惰性DNA序列,eDNA能够通过核糖体酶裂解在环境中呈现稳定性,其中充当微生物组的历史遗传信息档案。因此,eDNA和iDNA都可以揭示功能基因的多样性和相应的微生物活性。此外,eDNA是细胞膜的一种普遍存在的成分,这对环境污染物的外部应力的抵抗力产生了很大的影响,如重金属,抗生素,杀虫剂,等等。本研究从环境行为的角度研究eDNA和iDNA的环境动力学和生态功能,遗传信息传递,对环境污染物的抵抗力,等等。通过回顾e/iDNAs研究的现状和未来前景,本文为探索e/iDNAs在环境微生物组中的生态功能提供了启示。
    Extracellular DNA (eDNA) and intracellular DNA (iDNA) extensively exist in both terrestrial and aquatic environment systems and have been found to play a significant role in the nutrient cycling and genetic information transmission between the environment and microorganisms. As inert DNA sequences, eDNA is able to present stability in the environment from the ribosome enzyme lysis, therein acting as the historical genetic information archive of the microbiome. As a consequence, both eDNA and iDNA can shed light on the functional gene variety and the corresponding microbial activity. In addition, eDNA is a ubiquitous composition of the cell membrane, which exerts a great impact on the resistance of outer stress from environmental pollutants, such as heavy metals, antibiotics, pesticides, and so on. This study focuses on the environmental dynamics and the ecological functions of the eDNA and iDNA from the perspectives of environmental behavior, genetic information transmission, resistance to the environmental contaminants, and so on. By reviewing the status quo and the future vista of the e/iDNAs research, this article sheds light on exploring the ecological functioning of the e/iDNAs in the environmental microbiome.
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  • 文章类型: Journal Article
    钴胺(B12),地球上许多生物必需的营养和生长辅助因子,只能由自然界中选定的原核生物完全合成。因此,与B12生物合成相关的微生物群落可以作为一个示例子系统,以解开平衡复杂功能组合的功能和分类学组成的潜在生态机制。通过锚定可能参与B12生物合成的微生物性状,我们描绘了B12生物合成基因的生物地理模式以及它们在全球海洋中的分类单元,尽管仅通过宏基因组检测从头B12合成器存在局限性。B12生物合成基因的分类和功能组成都受到深度的强烈影响,区分上上层带和中上层。与B12生物合成相关的功能基因相对稳定地分布在不同的海洋中,但是藏有它们的分类单元差别很大,在微生物系统中显示出明显的功能冗余。地表水中携带B12生物合成基因的微生物类群受到温度等环境因素的影响,氧气,和硝酸盐。然而,功能基因的组成仅与这些环境因素弱相关。空模型分析表明,决定论控制了B12生物合成基因的变异,而较高程度的随机性与分类学差异有关。在叶绿素a浓度和B12生物合成之间观察到显着关联,确认其在全球海洋初级生产中的重要性。这项研究的结果揭示了控制自然界微生物组装的基本生态机制:环境选择功能而不是分类学;功能冗余是随机群落组装的基础。
    Cobalamin (B12), an essential nutrient and growth cofactor for many living organisms on Earth, can be fully synthesized only by selected prokaryotes in nature. Therefore, microbial communities related to B12 biosynthesis could serve as an example subsystem to disentangle the underlying ecological mechanisms balancing the function and taxonomic make-up of complex functional assemblages. By anchoring microbial traits potentially involved in B12 biosynthesis, we depict the biogeographic patterns of B12 biosynthesis genes and the taxa harboring them in the global ocean, despite the limitations of detecting de novo B12 synthesizers via metagenomes alone. Both the taxonomic and functional composition of B12 biosynthesis genes were strongly shaped by depth, differentiating the epipelagic zones from the mesopelagic layers. Functional genes related to B12 biosynthesis were relatively stably distributed across different oceans, but the taxa harboring them varied considerably, showing clear functional redundancy among microbial systems. Microbial taxa carrying B12 biosynthesis genes in the surface water were influenced by environmental factors such as temperature, oxygen, and nitrate. However, the composition of functional genes was only weakly associated with these environmental factors. Null model analyses demonstrated that determinism governed the variations in B12 biosynthesis genes, whereas a higher degree of stochasticity was associated with taxonomic variations. Significant associations were observed between the chlorophyll a concentration and B12 biosynthesis, confirming its importance in primary production in the global ocean. The results of this study reveal an essential ecological mechanism governing the assembly of microbes in nature: the environment selects for function rather than taxonomy; functional redundancy underlies stochastic community assembly.
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  • 文章类型: Journal Article
    背景:北方地区的变暖是全球平均水平的两倍多,为农业向北扩张创造机会。在这些地区扩大农业生产将涉及北方森林向农田的转变,对土壤微生物群落和相关的生物地球化学循环过程的累积影响。了解这些生物过程将发生的变化幅度或速率将提供信息,使这些区域能够以更可持续的方式发展,包括管理碳和氮的损失。这项研究,总部位于加拿大南部北部地区,那里的农业扩张已经发生了几十年,使用配对的邻近森林的农田方法来量化土壤微生物群落和功能在转换后的三个不同阶段(<10,>10和<50和>50年)的变化。通过与碳(C)相关的基因的定量PCR评估土壤微生物功能能力,氮,和磷(P)循环;通过扩增子测序评估了微生物分类多样性和群落结构。
    结果:真菌α多样性没有改变,但是在第一个十年内,社区从担子菌转变为占优势的子囊菌。细菌α多样性增加,农业土壤中的Gemmaatimonadota群普遍增加,放线菌群普遍减少。这些改变的社区导致功能能力的改变。与硝化和低分子量C循环电位相关的功能基因在转化后增加,而与有机磷矿化潜力相关的则降低。大多数N循环功能的稳定增加发生在第一个十年内,但转换后50年,C循环功能仍在变化。
    结论:微生物群落在第一个十年经历了快速转变,随后是几十年的缓慢过渡,直到转换后50年稳定。了解微生物群落如何在转化后的不同阶段做出反应,可以提高我们预测新兴北方农业系统中C和N损失的能力,并深入了解如何以在地方一级和全球范围内可持续的方式最好地管理这些土壤。
    BACKGROUND: Boreal regions are warming at more than double the global average, creating opportunities for the northward expansion of agriculture. Expanding agricultural production in these regions will involve the conversion of boreal forests to agricultural fields, with cumulative impacts on soil microbial communities and associated biogeochemical cycling processes. Understanding the magnitude or rate of change that will occur with these biological processes will provide information that will enable these regions to be developed in a more sustainable manner, including managing carbon and nitrogen losses. This study, based in the southern boreal region of Canada where agricultural expansion has been occurring for decades, used a paired forest-adjacent agricultural field approach to quantify how soil microbial communities and functions were altered at three different stages post-conversion (< 10, > 10 and < 50, and > 50 years). Soil microbial functional capacity was assessed by quantitative PCR of genes associated with carbon (C), nitrogen, and phosphorous (P) cycling; microbial taxonomic diversity and community structure was assessed by amplicon sequencing.
    RESULTS: Fungal alpha diversity did not change, but communities shifted from Basidiomycota to Ascomycota dominant within the first decade. Bacterial alpha diversity increased, with Gemmatimonadota groups generally increasing and Actinomycetota groups generally decreasing in agricultural soils. These altered communities led to altered functional capacity. Functional genes associated with nitrification and low molecular weight C cycling potential increased after conversion, while those associated with organic P mineralization potential decreased. Stable increases in most N cycling functions occurred within the first decade, but C cycling functions were still changing 50 years post conversion.
    CONCLUSIONS: Microbial communities underwent a rapid shift in the first decade, followed by several decades of slower transition until stabilizing 50 years post conversion. Understanding how the microbial communities respond at different stages post-conversion improves our ability to predict C and N losses from emerging boreal agricultural systems, and provides insight into how best to manage these soils in a way that is sustainable at the local level and within a global context.
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  • 文章类型: Journal Article
    猪胸椎(NTV)的数量是重要的经济性状,显着影响猪肉生产。虽然利查黑猪是中国著名的猪品种,有多个胸椎,遗传机制仍然未知。这里,我们对Licha黑猪的基因组进行了选择性信号分析,比较具有15个NTV的个体与具有16个NTV的个体,以更好地了解与NTV相关的功能基因。在整个基因组中检测到总共2265个选择信号区,包括与选择信号区重叠的527个基因和1073个QTL。功能富集分析表明,LRP5和SP5基因参与了骨形态发生和Wnt蛋白结合等生物学过程。此外,三个基因,LRP8,DEF6和SCUBE3,与成骨细胞分化和骨形成有关,位于与骨发育和椎骨数量相关的QTL内或附近。假设这五个基因是调节Licha黑猪NTV性状的潜在候选基因。我们的发现揭示了几个在NTV调控中起关键作用的候选基因,为理解NTV性状在猪育种中的遗传机制提供了理论基础。
    The number of thoracic vertebrae (NTV) in pigs is an important economic trait that significantly influences pork production. While the Licha black pig is a well-known Chinese pig breed with multiple thoracic vertebrae, the genetic mechanism is still unknown. Here, we performed a selective signal analysis on the genome of Licha black pigs, comparing individuals with 15 NTV versus those with 16 NTV to better understand functional genes associated with NTV. A total of 2265 selection signal regions were detected across the genome, including 527 genes and 1073 QTL that overlapped with the selection signal regions. Functional enrichment analysis revealed that LRP5 and SP5 genes were involved in biological processes such as bone morphogenesis and Wnt protein binding. Furthermore, three genes, LRP8, DEF6, and SCUBE3, associated with osteoblast differentiation and bone formation, were located within or close to the QTL related to bone development and vertebrae number. These five genes were hypothesized to be potential candidates for regulating the NTV trait in Licha black pigs. Our findings revealed several candidate genes that play crucial roles in NTV regulation and provide a theoretical foundation to understand the genetic mechanism of the NTV trait in pig breeding.
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  • 文章类型: Journal Article
    γ-聚谷氨酸(γ-PGA),一种高分子量的聚合物,由微生物合成并分泌到细胞外空间。由于其优异的性能,γ-PGA已广泛应用于各个领域,包括食物,生物医学和环境领域。在这项研究中,我们筛选了纳豆样品中产生γ-PGA的两种枯草芽孢杆菌N3378-2at和N3378-3At菌株。然后我们鉴定了γ-PGA合成酶基因簇(PgsB,PgsC,PgsA,YwtC和PgdS),谷氨酸消旋酶RacE,来自这些菌株基因组的噬菌体衍生的γ-PGA水解酶(PghB和PghC)和外切-γ-谷氨酰肽酶(GGT)。基于这些来自分离的枯草芽孢杆菌和从GenBank获得的181枯草芽孢杆菌的γ-PGA相关蛋白序列,我们进行了基因分型分析,并将其分为1-5型。由于我们发现解淀粉芽孢杆菌LL3可以产生γ-PGA,我们从GenBank获得了维氏芽孢杆菌和解淀粉芽孢杆菌菌株,并根据LL3将其分为6型和7型。最后,我们为这些蛋白质序列构建了进化树。这项研究分析了枯草芽孢杆菌基因组中γ-PGA相关蛋白序列的分布,维氏芽孢杆菌和解淀粉芽孢杆菌菌株,然后分析了这些蛋白质序列的进化多样性,为γ-PGA菌株的开发和利用提供了新的信息。
    γ- poly glutamic acid (γ-PGA), a high molecular weight polymer, is synthesized by microorganisms and secreted into the extracellular space. Due to its excellent performance, γ-PGA has been widely used in various fields, including food, biomedical and environmental fields. In this study, we screened natto samples for two strains of Bacillus subtilis N3378-2at and N3378-3At that produce γ-PGA. We then identified the γ-PGA synthetase gene cluster (PgsB, PgsC, PgsA, YwtC and PgdS), glutamate racemase RacE, phage-derived γ-PGA hydrolase (PghB and PghC) and exo-γ-glutamyl peptidase (GGT) from the genome of these strains. Based on these γ-PGA-related protein sequences from isolated Bacillus subtilis and 181 B. subtilis obtained from GenBank, we carried out genotyping analysis and classified them into types 1-5. Since we found B. amyloliquefaciens LL3 can produce γ-PGA, we obtained the B. velezensis and B. amyloliquefaciens strains from GenBank and classified them into types 6 and 7 based on LL3. Finally, we constructed evolutionary trees for these protein sequences. This study analyzed the distribution of γ-PGA-related protein sequences in the genomes of B. subtilis, B. velezensis and B. amyloliquefaciens strains, then the evolutionary diversity of these protein sequences was analyzed, which provided novel information for the development and utilization of γ-PGA-producing strains.
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  • 文章类型: Journal Article
    背景:肠道微生物和年龄都是影响疾病发展的因素。肠道微生物的群落结构受年龄的影响。
    目的:绘制45岁以上个体随时间变化的肠道微生物谱图,探讨年龄与肠道微生物的相关性。
    方法:从510名45岁以上的健康个体收集粪便样本。香农指数,辛普森指数,Ace指数,等。用于分析肠道微生物的多样性。β多样性分析,包括非度量多维缩放(NMDS),用于分析社区分布。采用线性判别分析(LDA)和随机森林(RF)算法对肠道微生物差异进行分析。使用趋势分析来绘制不同年龄的特征肠道微生物的丰度。
    结果:45-49岁的个体具有最高的肠道细菌丰富度。15种特征肠道微生物,包括硅藻科和短双歧杆菌,通过射频算法进行筛选。65岁以上的个体中,肺炎杆菌和微病毒科的丰度较高。此外,布劳提亚的丰富,随着年龄的增长,Lubbockvirus和肠球菌梭状芽孢杆菌的数量减少,并且随着年龄的增长,克雷伯氏菌和普雷沃氏菌的数量增加。功能基因,如人类疾病和衰老,不同年龄个体之间存在显著差异。
    结论:不同年龄的个体具有特征性的肠道微生物。肠道微生物群落结构的变化可能与年龄诱发的疾病有关。
    Gut microbes and age are both factors that influence the development of disease. The community structure of gut microbes is affected by age.
    To plot time-dependent gut microbe profiles in individuals over 45 years old and explore the correlation between age and gut microbes.
    Fecal samples were collected from 510 healthy individuals over 45 years old. Shannon index, Simpson index, Ace index, etc. were used to analyze the diversity of gut microbes. The beta diversity analysis, including non-metric multidimensional scaling (NMDS), was used to analyze community distribution. Linear discriminant analysis (LDA) and random forest (RF) algorithm were used to analyze the differences of gut microbes. Trend analysis was used to plot the abundances of characteristic gut microbes in different ages.
    The individuals aged 45-49 had the highest richness of gut bacteria. Fifteen characteristic gut microbes, including Siphoviridae and Bifidobacterium breve, were screened by RF algorithm. The abundance of Ligiactobacillus and Microviridae were higher in individuals older than 65 years. Moreover, the abundance of Blautia_A massiliensis, Lubbockvirus and Enterocloster clostridioformis decreased with age and the abundance of Klebsiella variicola and Prevotella increased with age. The functional genes, such as human diseases and aging, were significantly different among different aged individuals.
    The individuals in different ages have characteristic gut microbes. The changes in community structure of gut microbes may be related to age-induced diseases.
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  • 文章类型: Journal Article
    咸水灌溉在缓解水资源短缺方面发挥着重要作用。同时,灌溉水的盐输入会影响参与陆地生态系统各种生态过程的土壤微生物。然而,土壤微生物功能潜力对长期SWI的反应尚不清楚。因此,在长期SWI下,在棉田中利用宏基因组学方法来揭示与土壤碳和氮循环相关的微生物功能谱。结果表明,SWI对棉田土壤碳和氮循环的微生物功能谱有显着影响。尤其是,灌溉水盐度抑制了sacC和vanB的相对丰度,它们是土壤碳降解基因。SWI还影响了氮降解的功能基因丰度,异化硝酸盐还原,和硝化。此外,SWI显着增加了碳和氮循环中念珠菌的丰度。在讨论中,我们用人体分析发现土壤盐分,pH值,铵态氮是影响功能基因和微生物类群丰度的重要因素。总的来说,这项研究表明,长期SWI显著影响特定微生物功能基因和分类群丰度,这可能会导致土壤碳和氮循环的可预测结果,对于探索SWI对土壤环境的影响具有重要意义。
    Saline water irrigation (SWI) plays an important role in alleviating water resource shortages. At the same time, the salt input of irrigation water affects soil microorganisms which participate in various ecological processes of terrestrial ecosystems. However, the responses of soil microbial functional potential to long-term SWI remains unclear. Therefore, Metagenomics method was utilized in cotton fields under long-term SWI to reveal the microbial functional profiles associated with soil carbon and nitrogen cycles. Results indicated that SWI impacted the microbial functional profiles of soil carbon and nitrogen cycles in the cotton fields significantly. Especially, irrigation water salinity inhibited the relative abundances of sacC and vanB, which are soil carbon degradation genes. SWI also affected the functional gene abundance of nitrogen degradation, dissimilatory nitrate reduction, and nitrification. Moreover, SWI significantly increased the abundance of Candidatus_Cloacimonetes in both carbon and nitrogen cycles. In the discussion, we used person analysis found that soil salinity, pH, and ammonium nitrogen were important factors affecting the abundance of functional genes and microbial taxa. Overall, this study indicated that long-term SWI significantly influenced specific microbial functional genes and taxa abundance, which may lead to predictable outcomes for soil carbon and nitrogen cycling, and is of great importance in exploring the impact of SWI on soil environments.
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  • 文章类型: Journal Article
    土壤微生物在决定沙漠草原中凋落物的命运中起着至关重要的作用,因为它们的活动构成了全球碳(C)循环的主要组成部分。人类活动导致生态系统氮(N)沉积增加,对土壤微生物多样性和功能产生不可预测的影响。如今,有必要进一步研究这些微生物在荒漠草原凋落物分解过程中的演替,并探讨了N沉积对这一过程的影响。这个问题特别重要,因为它有助于更广泛地了解沙漠草原的养分循环过程。
    在这项研究中,DNA稳定同位素探测(DNA-SIP)用于研究沙漠草原上13C标记的凋落物培养8周期间土壤细菌和真菌群落组成和功能的变化。
    结果如下:(1)放线菌,Pseudomonadota,子囊是沙漠草原凋落物分解的主要微生物;(2)N沉积(50kgha-1year-1)显着增加了某些参与分解过程的微生物的相对丰度;(3)N沉积可能通过增加N循环细菌(通常携带GH家族功能基因)的丰度来促进沙漠草原凋落物分解。
    这些发现有助于更深入地了解与垃圾残留物产生相关的碳同化机制,强调广泛利用C的重要性。
    UNASSIGNED: Soil microorganisms play crucial roles in determining the fate of litter in desert steppes because their activities constitute a major component of the global carbon (C) cycle. Human activities lead to increased ecosystem nitrogen (N) deposition, which has unpredictable impacts on soil microorganism diversity and functions. Nowadays, it is necessary to further study the succession of these microorganisms in the process of litter decomposition in desert steppe, and explore the effect of N deposition on this process. This issue is particularly important to resolve because it contributes to the broader understanding of nutrient cycling processes in desert steppes.
    UNASSIGNED: In this study, DNA stable isotope probing (DNA-SIP) was used to study changes in soil bacterial and fungal community composition and function during 8 weeks of culture of 13C-labeled litter in desert steppes.
    UNASSIGNED: The results were as follows: (1) Actinomycetota, Pseudomonadota, and Ascomycota are the main microorganisms involved in litter decomposition in desert steppes; (2) N deposition (50 kg ha-1 year-1) significantly increased the relative abundance of some microorganisms involved in the decomposition process; and (3) N deposition likely promotes litter decomposition in desert steppes by increasing the abundances of N cycles bacteria (usually carrying GH family functional genes).
    UNASSIGNED: These findings contribute to a deeper understanding of the C assimilation mechanisms associated with litter residue production, emphasizing the importance of extensive C utilization.
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  • 文章类型: Journal Article
    我们对次级代谢物在微生物群落中的作用的理解受到在实验室条件下培养细菌的内在局限性的挑战,因此需要培养独立的方法。这里,我们提出了一个名为次级代谢物FISH(SecMet-FISH)的协议,结合基因靶向荧光原位杂交(geneFISH)与溶液中方法(溶液中FISH)的优势,根据细胞产生次级代谢产物的遗传能力来检测和定量细胞。该方法利用了编码腺苷酸化(AD)和酮合成酶(KS)结构域的生物合成基因簇(BGC)的保守性,从而选择性地靶向非核糖体肽和聚酮生物合成的遗传基础。该概念依赖于使用广泛靶向AD和KS结构域的简并引物,然后进行荧光标记的扩增子池的生成。检测,和量化。最初,我们从红斑假单胞菌中获得了AD和KS扩增子,这使我们能够成功地标记和可视化P.rubra细胞内的BGC,证明了SecMet-FISH的可行性。接下来,我们调整了协议,并优化了它在革兰氏阴性和革兰氏阳性细菌细胞悬浮液中的杂交,通过流式细胞术实现高通量单细胞分析。最终,我们使用SecMet-FISH在5人合成社区中成功区分次级代谢产物生产者和非生产者.
    Our understanding of the role of secondary metabolites in microbial communities is challenged by intrinsic limitations of culturing bacteria under laboratory conditions and hence cultivation independent approaches are needed. Here, we present a protocol termed Secondary Metabolite FISH (SecMet-FISH), combining advantages of gene-targeted fluorescence in situ hybridization (geneFISH) with in-solution methods (in-solution FISH) to detect and quantify cells based on their genetic capacity to produce secondary metabolites. The approach capitalizes on the conserved nature of biosynthetic gene clusters (BGCs) encoding adenylation (AD) and ketosynthase (KS) domains, and thus selectively targets the genetic basis of non-ribosomal peptide and polyketide biosynthesis. The concept relies on the generation of amplicon pools using degenerate primers broadly targeting AD and KS domains followed by fluorescent labeling, detection, and quantification. Initially, we obtained AD and KS amplicons from Pseuodoalteromonas rubra, which allowed us to successfully label and visualize BGCs within P. rubra cells, demonstrating the feasibility of SecMet-FISH. Next, we adapted the protocol and optimized it for hybridization in both Gram-negative and Gram-positive bacterial cell suspensions, enabling high-throughput single cell analysis by flow cytometry. Ultimately, we used SecMet-FISH to successfully distinguish secondary metabolite producers from non-producers in a five-member synthetic community.
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