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Gut Microbial Genetic Variation Regulates Host Reproduction 肠道微生物遗传变异调控宿主繁殖
IF 5.2 2区 生物学 Pub Date : 2025-10-10 DOI: 10.1111/1751-7915.70248
Xiaoyue Ding, Yalun Wu, Dianshuang Zhou, Rongrong Gu, Tao Zhu, Wen Cai, Yuxuan Ren, Ying Li, Chuhe Wang, Anqi Tan, Ying Li, Zuobin Zhu

The gut-testis axis enables gut microbes to influence host reproduction; nonetheless, the specific role of microbial genetic variation in this process remains elusive. In this study, using Caenorhabditis elegans (C. elegans) as a model organism, we identified 46 Escherichia coli (E. coli) strains that markedly enhanced C. elegans fertility. Of them, 26 strains were mutant variants capable of mitigating cyclophosphamide (CTX)-induced reproductive disorders in C. elegans. To investigate their application, we constructed probiotics to validate their effectiveness in mouse reproduction. The engineering probiotic Ecn Δpal significantly improved spermatogenesis in mice with CTX-induced reproductive disorders. Finally, comprehensive metabolome and transcriptome analysis suggested that the purine metabolism pathway may contribute to ameliorating cyclophosphamide-induced male reproductive toxicity. Overall, our study provides novel insights into the impact of gut microbial genetic variation on host reproduction and elucidates novel therapeutic avenues for mitigating CTX-induced male reproductive toxicity.

肠道-睾丸轴使肠道微生物能够影响宿主繁殖;尽管如此,微生物遗传变异在这一过程中的具体作用仍然难以捉摸。本研究以秀丽隐杆线虫(C. elegans)为模式生物,鉴定出46株显著提高秀丽隐杆线虫繁殖能力的大肠杆菌(E. coli)菌株。其中,26株菌株是能够减轻环磷酰胺(CTX)诱导的秀丽隐杆线虫生殖障碍的突变变体。为了研究它们的应用,我们构建了益生菌来验证它们在小鼠生殖中的有效性。工程益生菌Ecn Δpal显著改善ctx诱导的生殖障碍小鼠的精子发生。最后,综合代谢组和转录组分析表明,嘌呤代谢途径可能有助于改善环磷酰胺诱导的男性生殖毒性。总的来说,我们的研究为肠道微生物遗传变异对宿主生殖的影响提供了新的见解,并阐明了减轻ctx诱导的男性生殖毒性的新治疗途径。
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引用次数: 0
The Role of Phyllosphere Microbes and Viruses in Biocontrol of Pathogenic Fungi 叶层微生物和病毒在病原真菌生物防治中的作用
IF 5.2 2区 生物学 Pub Date : 2025-10-10 DOI: 10.1111/1751-7915.70251
Li Bi, Zahra F. Islam, Lok-Hang Chan, Hang-Wei Hu

The phyllosphere, the aerial surfaces of plants, represents a primary entry point for airborne fungal pathogens, posing a critical challenge to plant health and productivity. The phyllosphere hosts diverse microbial communities that play a pivotal role in suppressing foliar pathogens through complex ecological interactions. In this mini review, we synthesise recent advances in understanding how phyllosphere microbial diversity contributes to fungal pathogen suppression through multiple ecological mechanisms, including resource competition, secretion of antifungal metabolites, contact-dependent killing and activation of host immune responses. We highlight emerging evidence on the role of viruses in controlling fungal pathogens and propose a conceptual framework based on virus-mediated strategies for fungal disease control. We emphasise that better mechanistic understanding of plant–fungus–microbiota interactions is critical to developing sustainable and microbiota-based approaches for plant resilience enhancement and global food security within a One Health framework.

叶层是植物的空气表面,是空气传播真菌病原体的主要入口,对植物健康和生产力构成了重大挑战。叶层中有多种微生物群落,它们通过复杂的生态相互作用在抑制叶面病原体中发挥关键作用。在这篇综述中,我们综合了叶层微生物多样性如何通过多种生态机制促进真菌病原体抑制的最新进展,包括资源竞争、抗真菌代谢物的分泌、接触依赖性杀死和宿主免疫反应的激活。我们强调了病毒在控制真菌病原体中的作用的新证据,并提出了一个基于病毒介导的真菌疾病控制策略的概念框架。我们强调,更好地了解植物-真菌-微生物群相互作用的机理,对于在“同一个健康”框架下开发可持续的、基于微生物群的方法,以增强植物恢复力和全球粮食安全至关重要。
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引用次数: 0
The Role of Phyllosphere Microbes and Viruses in Biocontrol of Pathogenic Fungi 叶层微生物和病毒在病原真菌生物防治中的作用
IF 5.2 2区 生物学 Pub Date : 2025-10-10 DOI: 10.1111/1751-7915.70251
Li Bi, Zahra F. Islam, Lok-Hang Chan, Hang-Wei Hu

The phyllosphere, the aerial surfaces of plants, represents a primary entry point for airborne fungal pathogens, posing a critical challenge to plant health and productivity. The phyllosphere hosts diverse microbial communities that play a pivotal role in suppressing foliar pathogens through complex ecological interactions. In this mini review, we synthesise recent advances in understanding how phyllosphere microbial diversity contributes to fungal pathogen suppression through multiple ecological mechanisms, including resource competition, secretion of antifungal metabolites, contact-dependent killing and activation of host immune responses. We highlight emerging evidence on the role of viruses in controlling fungal pathogens and propose a conceptual framework based on virus-mediated strategies for fungal disease control. We emphasise that better mechanistic understanding of plant–fungus–microbiota interactions is critical to developing sustainable and microbiota-based approaches for plant resilience enhancement and global food security within a One Health framework.

叶层是植物的空气表面,是空气传播真菌病原体的主要入口,对植物健康和生产力构成了重大挑战。叶层中有多种微生物群落,它们通过复杂的生态相互作用在抑制叶面病原体中发挥关键作用。在这篇综述中,我们综合了叶层微生物多样性如何通过多种生态机制促进真菌病原体抑制的最新进展,包括资源竞争、抗真菌代谢物的分泌、接触依赖性杀死和宿主免疫反应的激活。我们强调了病毒在控制真菌病原体中的作用的新证据,并提出了一个基于病毒介导的真菌疾病控制策略的概念框架。我们强调,更好地了解植物-真菌-微生物群相互作用的机理,对于在“同一个健康”框架下开发可持续的、基于微生物群的方法,以增强植物恢复力和全球粮食安全至关重要。
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引用次数: 0
Gut Microbial Genetic Variation Regulates Host Reproduction 肠道微生物遗传变异调控宿主繁殖
IF 5.2 2区 生物学 Pub Date : 2025-10-10 DOI: 10.1111/1751-7915.70248
Xiaoyue Ding, Yalun Wu, Dianshuang Zhou, Rongrong Gu, Tao Zhu, Wen Cai, Yuxuan Ren, Ying Li, Chuhe Wang, Anqi Tan, Ying Li, Zuobin Zhu

The gut-testis axis enables gut microbes to influence host reproduction; nonetheless, the specific role of microbial genetic variation in this process remains elusive. In this study, using Caenorhabditis elegans (C. elegans) as a model organism, we identified 46 Escherichia coli (E. coli) strains that markedly enhanced C. elegans fertility. Of them, 26 strains were mutant variants capable of mitigating cyclophosphamide (CTX)-induced reproductive disorders in C. elegans. To investigate their application, we constructed probiotics to validate their effectiveness in mouse reproduction. The engineering probiotic Ecn Δpal significantly improved spermatogenesis in mice with CTX-induced reproductive disorders. Finally, comprehensive metabolome and transcriptome analysis suggested that the purine metabolism pathway may contribute to ameliorating cyclophosphamide-induced male reproductive toxicity. Overall, our study provides novel insights into the impact of gut microbial genetic variation on host reproduction and elucidates novel therapeutic avenues for mitigating CTX-induced male reproductive toxicity.

肠道-睾丸轴使肠道微生物能够影响宿主繁殖;尽管如此,微生物遗传变异在这一过程中的具体作用仍然难以捉摸。本研究以秀丽隐杆线虫(C. elegans)为模式生物,鉴定出46株显著提高秀丽隐杆线虫繁殖能力的大肠杆菌(E. coli)菌株。其中,26株菌株是能够减轻环磷酰胺(CTX)诱导的秀丽隐杆线虫生殖障碍的突变变体。为了研究它们的应用,我们构建了益生菌来验证它们在小鼠生殖中的有效性。工程益生菌Ecn Δpal显著改善ctx诱导的生殖障碍小鼠的精子发生。最后,综合代谢组和转录组分析表明,嘌呤代谢途径可能有助于改善环磷酰胺诱导的男性生殖毒性。总的来说,我们的研究为肠道微生物遗传变异对宿主生殖的影响提供了新的见解,并阐明了减轻ctx诱导的男性生殖毒性的新治疗途径。
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引用次数: 0
Engineering a Robust Escherichia coli W Platform for Scalable Production of Flavonoid-O-Glucosides 构建可扩展生产类黄酮o -糖苷的大肠杆菌W平台。
IF 5.2 2区 生物学 Pub Date : 2025-10-09 DOI: 10.1111/1751-7915.70226
Darwin Carranza-Saavedra, Jesús Torres-Bacete, Elodie Bouju, Sylvie Nuccio, Sandra Sordon, Ewa Huszcza, Jarosław Popłoński, René de Vaumas, Juan Nogales

Flavonoids are valuable for pharmaceutical, cosmetic and food applications. However, poor solubility and bioavailability limit their widespread use. Biotechnological glycosylation of flavonoids helps address these limitations, but such bioprocesses remain constrained by the cost and availability of uridine diphosphate glucose (UDPG) and the inherent toxicity of flavonoids. In this study we demonstrate that Escherichia coli W is an optimal microbial host for glycosylation bioprocesses using sucrose as a carbon and UDPG source. Escherichia coli W outperforms the model E. coli K12 strain in terms of flavonoid tolerance and glycosylation capabilities. Optimization of sucrose metabolism through adaptive laboratory evolution (ALE) and targeted metabolic engineering to reroute glucose metabolism to UDPG further enhances E. coli W's glycosylation abilities. We validated our glycosylation platform for bench-scale production of chrysin-7-O-glucoside (C7O), a valuable flavonoid glucoside, overcoming key challenges related to the low solubility and bioavailability of its precursor, chrysin. To address bioavailability limitations, we implemented a fed-batch bioprocess in a 3 L bioreactor which returned 1844 mg/L (3.3 mM) C7O, a specific production rate of 0.17 mmol C7O/g DCW·h and a 25.24 mg/g Yp/s after 76 h. An 82.1% yield (1515 mg/L C7O) post extraction and purification demonstrates the efficiency and scalability of the process for industrial bioproduction.

黄酮类化合物在制药、化妆品和食品方面具有重要的应用价值。然而,较差的溶解度和生物利用度限制了其广泛应用。黄酮类化合物的生物技术糖基化有助于解决这些限制,但这种生物过程仍然受到尿苷二磷酸葡萄糖(UDPG)的成本和可获得性以及黄酮类化合物固有毒性的限制。在这项研究中,我们证明了大肠杆菌W是糖基化生物过程的最佳微生物宿主,以蔗糖作为碳和UDPG源。大肠杆菌W在类黄酮耐受性和糖基化能力方面优于模型大肠杆菌K12菌株。通过适应性实验室进化(ALE)和靶向代谢工程优化蔗糖代谢,将葡萄糖代谢重新导向UDPG,进一步增强大肠杆菌W的糖基化能力。我们验证了我们的糖基化平台用于实验规模生产菊花素-7- o -葡萄糖苷(c70),这是一种有价值的黄酮类葡萄糖苷,克服了其前体菊花素的低溶解度和生物利用度相关的关键挑战。为了解决生物利用度的限制,我们在一个3 L的生物反应器中实施了一个进料间歇生物工艺,该工艺返回1844 mg/L (3.3 mM) c70,比产率为0.17 mmol c70 /g DCW·h, 76 h后的产率为25.24 mg/g Yp/s。提取和纯化后的产率为82.1% (1515 mg/L c70),证明了该工艺在工业生物生产中的效率和可扩展性。
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引用次数: 0
Antibacterial Activity of a Fused Endolysin ENDO-1252/KL9P Against Multiple Serovars of Salmonella enterica 融合内溶素ENDO-1252/KL9P对多种血清型肠沙门氏菌的抑菌活性
IF 5.2 2区 生物学 Pub Date : 2025-10-08 DOI: 10.1111/1751-7915.70237
Chuan-Wei Tung, Kanchan Thapa, Anna Phan, Aditi Mohapatra, Muhammad Hashmi, Kayla Bleich, Debabrata Biswas

Salmonella enterica (SE) is one of the most prevalent enteric pathogens globally and infects humans through contaminated food and water sources. The rising trend of antibiotic-resistant SE strains poses a critical threat to public health. Bacteriophage-encoded endolysins evolve a promising alternative as antimicrobial agents for combating SE infections. These enzymes target the peptidoglycan layer of bacterial cells, causing cell lysis and death. However, the use of endolysins against Gram-negative bacteria is challenging due to the composition of the outer membrane, which acts as a barrier preventing the endolysins from reaching the peptidoglycan layer. KL9P is a short amphipathic peptide containing both hydrophobic and hydrophilic regions, enabling it to interact with membranes and aqueous environments. In this study, an endolysin ENDO-1252, a Salmonella bacteriophage-encoded enzyme, was fused with a short peptide KL9P and produced an advanced endolysin, ENDO-1252/KL9P, which enhanced its ability to lyse multiple serovars of SE. ENDO-1252/KL9P exhibited potent lytic activity against SE strains with optimal bactericidal effects observed at 20 μM and incubation at 37°C in 20 mM HEPES buffer (pH 7.4). The lytic activity of this endolysin was also evaluated under various conditions, including pH ranges and temperatures, revealing that ENDO-1252/KL9P retained significant lytic activity across a range of temperatures (25°C–40°C) and pH values (6.0–9.0). The fusion protein demonstrated the highest lytic efficiency against SE serovars, specifically S. Enteritidis, S. Heidelberg, and S. Pullorum. Immunofluorescence analysis confirmed the binding of ENDO-1252/KL9P to the bacterial cell wall, indicating the co-localization with the peptidoglycan layer. These results suggest that ENDO-1252/KL9P is a promising antibacterial agent inhibiting predominant serovars of SE, showing enhanced lytic activity without outer membrane permeabilizers.

肠沙门氏菌是全球最常见的肠道病原体之一,通过受污染的食物和水源感染人类。耐抗生素SE菌株呈上升趋势,对公共卫生构成严重威胁。噬菌体编码的内溶素是对抗SE感染的一种有前途的抗菌药物。这些酶以细菌细胞的肽聚糖层为目标,导致细胞裂解和死亡。然而,由于外膜的组成,使用内溶素对抗革兰氏阴性菌是具有挑战性的,它作为一个屏障,阻止内溶素到达肽聚糖层。KL9P是一种短的两亲肽,包含疏水和亲水区域,使其能够与膜和水环境相互作用。在本研究中,沙门氏菌噬菌体编码酶ENDO-1252与短肽KL9P融合,产生一种高级内溶素ENDO-1252/KL9P,增强了其裂解多种血清型SE的能力。ENDO-1252/KL9P对SE菌株具有较强的裂解活性,在20 μM条件下,37°C 20 mM HEPES缓冲液(pH 7.4)中杀菌效果最佳。在不同的条件下,包括pH范围和温度,对这种内溶素的裂解活性进行了评估,结果表明ENDO-1252/KL9P在温度(25°C-40°C)和pH值(6.0-9.0)范围内保持了显著的裂解活性。该融合蛋白对大肠杆菌血清型,特别是肠炎沙门氏菌、海德堡沙门氏菌和白痢沙门氏菌具有最高的裂解效率。免疫荧光分析证实ENDO-1252/KL9P与细菌细胞壁结合,表明其与肽聚糖层共定位。这些结果表明,ENDO-1252/KL9P是一种很有前景的抗菌药物,可以抑制主要的SE血清型,在没有外膜渗透剂的情况下表现出增强的裂解活性。
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引用次数: 0
Novel Insights Into the Struggle Against Biofilm: The PsyOmp38 Protein From the Antarctic Marine Bacterium Psychrobacter sp. TAE2020 与生物膜斗争的新见解:来自南极海洋细菌Psychrobacter sp. TAE2020的PsyOmp38蛋白。
IF 5.2 2区 生物学 Pub Date : 2025-10-07 DOI: 10.1111/1751-7915.70249
Diana Olimpo, Caterina D'Angelo, Paola Imbimbo, Marco Morelli, Maria Luisa Tutino, Andrea Carpentieri, Daria Maria Monti, Eugenio Notomista, Ermenegilda Parrilli

Antibiofilm molecules can enhance the effectiveness of antibiotics and prevent biofilm formation. Antarctic marine bacteria have been found to secrete antibiofilm molecules, likely as part of a strategy for competitive survival. The protein-polysaccharide complex CATASAN, produced by the Antarctic bacterium Psychrobacter sp. TAE2020, has been shown to interfere with all stages of Staphylococcus epidermidis biofilm development. This study investigates the contribution of PsyOmp38, the protein component of CATASAN, to the complex's antibiofilm activity. The protein was heterologously expressed in Escherichia coli, purified, and characterised, revealing its ability to inhibit Staphylococcus epidermidis adhesion to surfaces, interfere with biofilm formation, and disrupt mature biofilms. Following biocompatibility assessment, PsyOmp38 was tested in combination with vancomycin as a potential treatment for established infections, revealing a reduction in the minimum biofilm eradication concentration (MBEC) of vancomycin. The potential of PsyOmp38 for material functionalisation was also explored. The protein was deposited onto silicone-based surfaces, and the coated materials were tested in a continuous-flow system that simulated real-life conditions. Additionally, the three-dimensional structure of PsyOmp38 was predicted and compared with homologous proteins. The structural analysis not only revealed the unique features of PsyOmp38 but also provided important insights into the molecular mechanisms underlying its antibiofilm activity.

抗生素膜分子可以增强抗生素的有效性,防止生物膜的形成。南极海洋细菌被发现分泌抗生素膜分子,可能是竞争生存策略的一部分。南极细菌Psychrobacter sp. TAE2020产生的蛋白质-多糖复合物CATASAN已被证明可以干扰表皮葡萄球菌生物膜发育的所有阶段。本研究探讨了CATASAN蛋白组分PsyOmp38对复合物抗生物膜活性的贡献。该蛋白在大肠杆菌中异种表达、纯化和表征,揭示了其抑制表皮葡萄球菌粘附表面、干扰生物膜形成和破坏成熟生物膜的能力。在进行生物相容性评估后,PsyOmp38与万古霉素联合使用作为治疗感染的潜在药物进行了测试,结果显示万古霉素的最低生物膜根除浓度(MBEC)降低。还探讨了PsyOmp38在材料功能化方面的潜力。将蛋白质沉积在硅基表面,并在模拟现实生活条件的连续流动系统中测试涂层材料。此外,还预测了PsyOmp38的三维结构,并与同源蛋白进行了比较。结构分析不仅揭示了PsyOmp38的独特特征,而且为其抗生物膜活性的分子机制提供了重要的见解。
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引用次数: 0
From Low-Loaded Mesophilic to High-Loaded Thermophilic Anaerobic Digestion: Changes in Reactor Performance and Microbiome 从低负荷的中温厌氧消化到高负荷的嗜热厌氧消化:反应器性能和微生物组的变化
IF 5.2 2区 生物学 Pub Date : 2025-10-04 DOI: 10.1111/1751-7915.70238
Oskar Modin, Dan Zheng, Anna Schnürer, Ted Lundwall, Santiago Elejalde Bolanos, Jesper Olsson

This study investigated temporal dynamics in reactor performance and microbial community structure during anaerobic digestion of sewage sludge when the temperature was changed from 37°C to 55°C, followed by an increase in organic loading rate (OLR). Performance instability was observed immediately following the temperature increase and in the end of the study when the OLR was 11.1 ± 0.3 kgVS m−3d−1. The specific methane production peaked at 0.31 ± 0.06 Nm3 kg−1 volatile solids (VS) during thermophilic operation and when the OLR was 3.5 ± 0.9 kgVS m−3d−1. Using metagenomic sequencing, 304 species-representative genome bins (SGB) were assembled. Network analysis revealed that 186 SGB were associated with thermophilic conditions and several new species putatively involved in key reactor functions were identified. When reactor function initially stabilised, two hydrogenotrophic and one aceticlastic methanogen (Methanothermobacter spp. and Methanosarcina thermophila), the hydrolytic Coprothermobacter proteolyticus, and putative syntrophic propionate oxidisers (e.g., Pelotomaculaceae) had high relative abundance. During the peak in specific gas production, the community was dominated by one hydrogenotrophic Methanothermobacter species coexisting with syntrophic acetate oxidising bacteria (Thermacetogenium phaeum and other species). Finally, when the reaction function deteriorated due to high OLR, new hydrolytic taxa emerged and the same aceticlastic methanogen as seen during the initial acclimatisation phase returned.

本研究考察了污泥厌氧消化过程中,温度从37°C变化到55°C时,反应器性能和微生物群落结构的时间动态变化,以及有机负荷率(OLR)的增加。温度升高后立即观察到性能不稳定,研究结束时OLR为11.1±0.3 kgVS m−3d−1。在亲热操作和OLR为3.5±0.9 kgVS m−3d−1时,比甲烷产量最高为0.31±0.06 Nm3 kg−1。采用宏基因组测序方法,组装了304个具有物种代表性的基因组箱(SGB)。网络分析显示186个SGB与嗜热条件有关,并鉴定了几个新的物种,这些物种被认为参与了关键的反应器功能。当反应器功能最初稳定时,两种氢化和一种醋酸化产甲烷菌(Methanothermobacter spp.和Methanosarcina thermophila)、水解产热杆菌(coprothermobacterproteolyticus)和推定的合养丙酸氧化剂(例如Pelotomaculaceae)具有较高的相对丰度。在产气高峰期,该菌群以一种氢营养型甲烷产热菌为主,与一种合营养型醋酸氧化菌共存。最后,当反应功能因高OLR而恶化时,出现了新的水解分类群,并且恢复了与初始驯化阶段相同的醋酸产甲烷菌。
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引用次数: 0
From Low-Loaded Mesophilic to High-Loaded Thermophilic Anaerobic Digestion: Changes in Reactor Performance and Microbiome 从低负荷的中温厌氧消化到高负荷的嗜热厌氧消化:反应器性能和微生物组的变化
IF 5.2 2区 生物学 Pub Date : 2025-10-04 DOI: 10.1111/1751-7915.70238
Oskar Modin, Dan Zheng, Anna Schnürer, Ted Lundwall, Santiago Elejalde Bolanos, Jesper Olsson

This study investigated temporal dynamics in reactor performance and microbial community structure during anaerobic digestion of sewage sludge when the temperature was changed from 37°C to 55°C, followed by an increase in organic loading rate (OLR). Performance instability was observed immediately following the temperature increase and in the end of the study when the OLR was 11.1 ± 0.3 kgVS m−3d−1. The specific methane production peaked at 0.31 ± 0.06 Nm3 kg−1 volatile solids (VS) during thermophilic operation and when the OLR was 3.5 ± 0.9 kgVS m−3d−1. Using metagenomic sequencing, 304 species-representative genome bins (SGB) were assembled. Network analysis revealed that 186 SGB were associated with thermophilic conditions and several new species putatively involved in key reactor functions were identified. When reactor function initially stabilised, two hydrogenotrophic and one aceticlastic methanogen (Methanothermobacter spp. and Methanosarcina thermophila), the hydrolytic Coprothermobacter proteolyticus, and putative syntrophic propionate oxidisers (e.g., Pelotomaculaceae) had high relative abundance. During the peak in specific gas production, the community was dominated by one hydrogenotrophic Methanothermobacter species coexisting with syntrophic acetate oxidising bacteria (Thermacetogenium phaeum and other species). Finally, when the reaction function deteriorated due to high OLR, new hydrolytic taxa emerged and the same aceticlastic methanogen as seen during the initial acclimatisation phase returned.

本研究考察了污泥厌氧消化过程中,温度从37°C变化到55°C时,反应器性能和微生物群落结构的时间动态变化,以及有机负荷率(OLR)的增加。温度升高后立即观察到性能不稳定,研究结束时OLR为11.1±0.3 kgVS m−3d−1。在亲热操作和OLR为3.5±0.9 kgVS m−3d−1时,比甲烷产量最高为0.31±0.06 Nm3 kg−1。采用宏基因组测序方法,组装了304个具有物种代表性的基因组箱(SGB)。网络分析显示186个SGB与嗜热条件有关,并鉴定了几个新的物种,这些物种被认为参与了关键的反应器功能。当反应器功能最初稳定时,两种氢化和一种醋酸化产甲烷菌(Methanothermobacter spp.和Methanosarcina thermophila)、水解产热杆菌(coprothermobacterproteolyticus)和推定的合养丙酸氧化剂(例如Pelotomaculaceae)具有较高的相对丰度。在产气高峰期,该菌群以一种氢营养型甲烷产热菌为主,与一种合营养型醋酸氧化菌共存。最后,当反应功能因高OLR而恶化时,出现了新的水解分类群,并且恢复了与初始驯化阶段相同的醋酸产甲烷菌。
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引用次数: 0
MediaMatch: Prediction of Bacterial Growth on Different Culture Media Using the XGBoost Algorithm medimatch:使用XGBoost算法预测细菌在不同培养基上的生长
IF 5.2 2区 生物学 Pub Date : 2025-10-04 DOI: 10.1111/1751-7915.70245
Jianhan Liu, Guoshun Xu, Wuge Liu, Tuoyu Liu, Yanjun Li, Tao Tu, Huiying Luo, Ningfeng Wu, Bin Yao, Jian Tian, Jie Zhang, Feifei Guan

Microorganism culturing is essential in microbiological research, with the selection of suitable culture media being critical for successful microbial growth. Traditionally, this selection has relied on empirical knowledge or trial and error, often resulting in inefficiency. In this study, we analysed nutrient compositions from the MediaDive database to construct a dataset of 2369 media types. Leveraging this dataset and microbial 16S rRNA sequences, we developed 45 binary classification models using the XGBoost algorithm. These models demonstrated strong predictive performance, achieving accuracies ranging from 76% to 99.3%, with the top-performing models for J386, J50 and J66 media reaching 99.3%, 98.9% and 98.8%, respectively. The models effectively predicted growth conditions for various human gut microbes, confirming their practical utility. This research improves the efficiency of microbial cultivation and highlights the potential of machine learning to optimise culture media selection and advance microbiological studies.

微生物培养在微生物学研究中是必不可少的,选择合适的培养基是微生物成功生长的关键。传统上,这种选择依赖于经验知识或试错,往往导致效率低下。在这项研究中,我们分析了MediaDive数据库中的营养成分,构建了一个包含2369种介质类型的数据集。利用该数据集和微生物16S rRNA序列,我们使用XGBoost算法开发了45个二元分类模型。这些模型表现出了很强的预测性能,准确率从76%到99.3%不等,其中J386、J50和J66介质的最佳模型分别达到99.3%、98.9%和98.8%。这些模型有效地预测了各种人类肠道微生物的生长条件,证实了它们的实用性。这项研究提高了微生物培养的效率,并突出了机器学习在优化培养基选择和推进微生物学研究方面的潜力。
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Microbial Biotechnology
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