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Corrigendum: Bacteria-phage (co)evolution is constrained in a synthetic community across multiple bacteria-phage pairs. 勘误:细菌-噬菌体(co)进化在多个细菌-噬菌体对的合成群落中受到限制。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-12-01 DOI: 10.1099/mic.0.001645
Meaghan Castledine, Daniel Padfield, Marli Schoeman, Amy Berry, Angus Buckling
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引用次数: 0
Microbial Primer: The R-pyocins of Pseudomonas aeruginosa. 微生物引物:铜绿假单胞菌R-pyocins。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-12-01 DOI: 10.1099/mic.0.001640
Isaac Estrada, Parker Smith, Madeline Mei, Joanna B Goldberg, Stephen P Diggle

R-pyocins are phage tail-like protein complexes produced by Pseudomonas aeruginosa that deliver a single, lethal hit by depolarizing the target cell membrane. Unlike phages, R-pyocins lack capsids and DNA, and their killing is highly specific, being determined by tail fibre proteins that recognize subtype-specific LPS receptors on susceptible strains. Five known subtypes (R1-R5) vary in host range, with R5 displaying the broadest activity. R-pyocin expression is tightly regulated by the SOS response, linking their release to environmental stress. Their non-replicative mechanism and metabolic independence make them especially promising for targeting multidrug-resistant and biofilm-associated P. aeruginosa infections, such as those seen in cystic fibrosis and chronic wounds. Preclinical studies support their therapeutic potential, and bioengineering approaches have extended their target range. With their high specificity, rapid action and adaptability, R-pyocins are strong candidates for next-generation precision antimicrobials.

R-pyocins是由铜绿假单胞菌产生的噬菌体尾部样蛋白复合物,它通过使靶细胞膜去极化来提供一次致命的打击。与噬菌体不同,R-pyocins缺乏衣壳和DNA,它们的杀伤是高度特异性的,由识别易感菌株上亚型特异性LPS受体的尾纤维蛋白决定。五种已知亚型(R1-R5)的宿主范围各不相同,其中R5表现出最广泛的活性。R-pyocin的表达受到SOS反应的严格调控,将其释放与环境应激联系起来。它们的非复制机制和代谢独立性使它们特别有希望靶向多药耐药和与生物膜相关的铜绿假单胞菌感染,如囊性纤维化和慢性伤口中的感染。临床前研究支持它们的治疗潜力,生物工程方法扩大了它们的目标范围。R-pyocins具有高特异性、快速作用和适应性,是下一代精准抗菌药物的有力候选。
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引用次数: 0
Strain-dependent contribution of the AcrAB-TolC efflux pump to Klebsiella pneumoniae physiology. acrabb - tolc外排泵对肺炎克雷伯菌生理的菌株依赖性贡献。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-12-01 DOI: 10.1099/mic.0.001647
Kirandeep Bhogal, Barbara Clough, Charlotte Emmerson, Archie Organ, Yin Chen, Michelle Mc Buckner, Ilyas Alav

Klebsiella pneumoniae is a prominent opportunistic pathogen increasingly associated with multidrug resistance and virulence. One of the main mechanisms of antimicrobial resistance in K. pneumoniae is active efflux, primarily mediated by the resistance-nodulation-division (RND) family of pumps. AcrAB-TolC is the key RND efflux pump in K. pneumoniae, regulated by the transcriptional activator RamA and its repressor RamR. Although overexpression of AcrAB-TolC has been linked to drug resistance in various clinical strains, its physiological roles in K. pneumoniae remain insufficiently studied. In this study, we generated isogenic deletions of acrB and ramR in both the genetically tractable K. pneumoniae Ecl8 and the virulent ATCC 43816 strains. We examined the phenotype of the ΔacrB and ΔramR mutants by assessing antimicrobial susceptibility, biofilm formation, growth under infection-related conditions and both in vitro and in vivo infection models. Loss of acrB increased susceptibility to drugs, decreased biofilm formation and reduced in vitro virulence in both Ecl8 and ATCC 43816. However, only in Ecl8 was the loss of AcrB found to diminish growth under infection-like conditions and decrease in vivo virulence in the Galleria mellonella infection model. In contrast, in ATCC 43816, it had no effect. Our findings suggest that AcrAB-TolC exhibits strain-specific physiological functions, highlighting its dual role in antimicrobial resistance and pathogenicity, and thereby broadening our understanding of efflux-mediated adaptations in K. pneumoniae. Exploring the broader functions of RND efflux pumps in K. pneumoniae can provide insights into the potential effects of targeting them with inhibitor molecules.

肺炎克雷伯菌是一种突出的机会致病菌,其多药耐药和毒力日益密切相关。肺炎克雷伯菌抗微生物药物耐药性的主要机制之一是主动外排,主要由耐药-结核-分裂(RND)泵家族介导。acrabb - tolc是肺炎克雷伯菌关键的RND外排泵,受转录激活因子RamA及其抑制因子RamR调控。尽管acrabb - tolc的过表达与多种临床菌株的耐药有关,但其在肺炎克雷伯菌中的生理作用仍未得到充分研究。在这项研究中,我们在遗传易感的肺炎克雷伯菌ec18和致病性的ATCC 43816菌株中都产生了acrB和ramR的等基因缺失。我们通过评估抗菌敏感性、生物膜形成、感染相关条件下的生长以及体外和体内感染模型来检测ΔacrB和ΔramR突变体的表型。acrB的缺失增加了ec18和ATCC 43816对药物的敏感性,减少了生物膜的形成,降低了体外毒力。然而,只有在ec18中,AcrB的缺失被发现在感染样条件下减少生长,并在mellonella感染模型中降低体内毒力。相比之下,在ATCC 43816中,它没有效果。我们的研究结果表明,AcrAB-TolC具有菌株特异性生理功能,突出了其在抗菌药物耐药性和致病性中的双重作用,从而拓宽了我们对肺炎克雷伯菌外排介导的适应性的理解。探索RND外排泵在肺炎克雷伯菌中的更广泛功能,可以为用抑制剂分子靶向它们的潜在作用提供见解。
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引用次数: 0
Depth-driven decline in viral diversity unveils potential novel viruses in global deep-sea ecosystems. 深度驱动的病毒多样性下降揭示了全球深海生态系统中潜在的新型病毒。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-12-01 DOI: 10.1099/mic.0.001632
Melany Calderón-Osorno, Keilor Rojas-Jimenez

Deep-sea ecosystems remain poorly understood due to exploration challenges. Despite the advancements metagenomics have brought to the understanding of the ocean microbiome, the diversity of marine viruses, particularly in the deep sea, is still not well characterized. In this study, we analysed the impact of depth on the composition and diversity of marine viruses in deep-sea waters at a global scale. Raw reads from deep-sea shotgun DNA sequences were retrieved from the Tara and Malaspina expeditions, encompassing depths from 270 to 4,005 m. A total of 80 samples containing viral reads were identified and analysed through a comprehensive bioinformatics pipeline, including quality assessment, taxonomic classification and metabolic annotation. The analysis reveals that microbial viral diversity significantly decreases with depth, with shallower waters exhibiting higher species richness. We determined that a substantial proportion of deep-sea viral sequences remains unclassified - up to 31.9% at depths of 270-1,000 m and 9.6% at 2,400-4,005 m. Additionally, a higher abundance of auxiliary metabolic genes was observed at shallower depths, indicating potential roles in host metabolism and adaptation. Our findings reveal the deep ocean as a vast, largely unexplored source of microbial viral diversity. This research emphasizes how depth influences viral diversity and community makeup in deep-sea environments, underscoring the need for further exploration to fully grasp their complexity and ecological roles.

由于勘探方面的挑战,对深海生态系统的了解仍然很少。尽管宏基因组学在了解海洋微生物组方面取得了进展,但海洋病毒的多样性,特别是深海中的海洋病毒的多样性,仍然没有很好地表征。在这项研究中,我们在全球范围内分析了深度对深海中海洋病毒组成和多样性的影响。从塔拉号和马拉斯皮纳号的考察中获得了深海猎枪DNA序列的原始读数,范围从270米到4005米。通过全面的生物信息学管道,包括质量评估、分类分类和代谢注释,共鉴定和分析了80份含有病毒reads的样本。分析表明,微生物病毒多样性随深度的增加而显著降低,物种丰富度越浅越高。我们确定了很大一部分深海病毒序列仍未分类-在270-1,000米深度高达31.9%,在2,400-4,005米深度为9.6%。此外,在较浅的深度观察到更高丰度的辅助代谢基因,这表明在宿主代谢和适应中可能发挥作用。我们的发现揭示了深海是一个巨大的,很大程度上未被开发的微生物病毒多样性来源。本研究强调了深度如何影响深海环境中病毒多样性和群落组成,强调需要进一步探索以充分掌握其复杂性和生态作用。
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引用次数: 0
Animal modelling with the Francisella tularensis subspecies holarctica strain OR96-0246. 土拉菌亚种全北极菌株OR96-0246的动物模型。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-12-01 DOI: 10.1099/mic.0.001637
Kevin D Mlynek, Sara I Ruiz, Curtis R Cline, Alexandra N Jay, Ju Qiu, Ronald G Toothman, Elsie E Martinez, Wannaporn Ittiprasert, Nancy A Twenhafel, Joel A Bozue

Tularemia is a zoonotic disease caused by Francisella tularensis. Most human cases are caused by F. tularensis ssp. tularensis (type A) or F. tularensis ssp. holarctica (type B), with the former considered more virulent. For this reason, type A isolates are often the benchmark for the testing of new vaccines or antibiotics. However, both subspecies cause considerable disease and can differ in their responsiveness to medical countermeasures. Accordingly, there is a need to identify and characterize representative type B isolates that are available to qualified research institutions to ensure the development of future vaccines or antibiotics is efficacious against both subspecies. The type B isolate OR96-0246 was identified as a strain that can address this need and was subsequently characterized. For in vitro characterization, the OR96-0246 strain was examined for growth in media and for its ability to form biofilm. As the LPS is an essential virulence factor, the O-antigen was characterized through western analysis. For future medical countermeasure testing for biodefence concerns, pneumonic challenges with animal modelling would be required. Therefore, using the OR96-0246 strain, we implemented animal models that encompassed BALB/c mice, Fischer 344 rats and cynomolgus macaques. Mice were challenged via intranasal instillation with varying doses of OR96-0246, and the LD50 was determined to be 1 c.f.u. We progressed to Fischer 344 rats, which are a better-suited rodent model to gauge vaccine efficacy. When challenging the rats by whole body aerosolization with various doses of OR96-0246, the LD50 was determined to be 138 c.f.u. Finally, a staircase challenge design was applied to three cynomolgus macaques, each receiving a different aerosolized dose of OR96-0246 to determine an estimated LD50 for non-human primates (NHPs). Two out of the three NHPs succumbed to the challenge. The animal that received the lowest dose (2.1×104 c.f.u.) survived but did demonstrate clinical signs of infection. Samples from the challenged rats and NHPs were collected for histopathology characterization. Generally, the pathological changes observed in both models were similar, consisting primarily of multifocal bronchopneumonia in the lung and necrotic lesions in the spleen. This animal model development with type B strains of F. tularensis will be essential to properly evaluate new antimicrobials and vaccines to protect against tularemia.

土拉菌病是由土拉弗朗西斯菌引起的人畜共患疾病。大多数人类病例是由土拉菌引起的。tularensis (A型)或F. tularensis。全北极菌(B型),前者被认为毒性更强。因此,A型分离株通常是测试新疫苗或抗生素的基准。然而,这两个亚种引起相当大的疾病,并且对医疗对策的反应可能不同。因此,有必要确定合格研究机构可获得的具有代表性的B型分离株并确定其特征,以确保未来开发的疫苗或抗生素对这两个亚种都有效。B型分离株OR96-0246被确定为能够满足这一需求的菌株,并随后对其进行了表征。为了进行体外鉴定,我们检测了OR96-0246菌株在培养基中的生长和形成生物膜的能力。由于LPS是一种重要的毒力因子,因此通过western分析对o抗原进行了表征。对于未来针对生物防御问题的医疗对策测试,将需要使用动物模型进行肺炎挑战。因此,我们使用OR96-0246菌株建立了动物模型,包括BALB/c小鼠、Fischer 344大鼠和食蟹猕猴。小鼠经鼻内注射不同剂量的OR96-0246, LD50测定为1 c.f.u。我们进一步研究了Fischer 344大鼠,这是一种更适合衡量疫苗效力的啮齿动物模型。用不同剂量的OR96-0246对大鼠进行全身雾化,LD50为138 c.f.u。最后,对三只食蟹猕猴采用阶梯挑战设计,每只猕猴接受不同剂量的OR96-0246雾化,以确定非人灵长类动物(NHPs)的估计LD50。三个nhp中有两个屈服于这一挑战。接受最低剂量(2.1×104 c.f.u)的动物存活了下来,但确实表现出感染的临床症状。收集攻毒大鼠和NHPs样本进行组织病理学鉴定。一般来说,两种模型的病理变化相似,主要是肺部多灶性支气管肺炎和脾脏坏死病变。这种兔拉菌B型菌株的动物模型开发对于正确评估新的抗微生物药物和疫苗以预防兔拉菌病至关重要。
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引用次数: 0
Development of two compatible plasmids to assess sRNA-mediated post-transcriptional regulation in Acinetobacter baumannii. 开发两种兼容的质粒来评估srna介导的鲍曼不动杆菌转录后调控。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-11-01 DOI: 10.1099/mic.0.001639
Aalap Mogre, Orla Connell, Jessica White, Ali Shaibah, Karsten Hokamp, Fergal J Hamrock, Kristina Schauer, Carsten Kröger

Post-transcriptional regulation can be mediated by small regulatory RNAs (sRNAs) in bacteria, which can act by base-pairing to a target mRNA. The discovery and mechanistic validation of base-pairing sRNAs in multidrug-resistant Acinetobacter baumannii has been hampered by the lack of genetic tools to assess RNA-RNA interactions. Here, we created two compatible plasmids for A. baumannii, which addresses this need. The newly designed plasmids validated the known Aar sRNA-carO mRNA and a new interaction of sRNA44 and the mRNA of the biofilm-associated protein Bap. The new plasmid system should accelerate the mechanistic characterization of sRNAs in A. baumannii.

细菌中的小调控rna (small regulatory rna, sRNAs)可通过碱基配对靶mRNA进行转录后调控。由于缺乏评估RNA-RNA相互作用的遗传工具,耐多药鲍曼不动杆菌碱基配对sRNAs的发现和机制验证一直受到阻碍。在这里,我们为鲍曼不动杆菌创建了两个兼容的质粒,解决了这一需求。新设计的质粒验证了已知的Aar sRNA-carO mRNA和sRNA44与生物膜相关蛋白Bap mRNA的新相互作用。新的质粒系统将加速鲍曼不动杆菌sRNAs的机制表征。
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引用次数: 0
Identification of the Yarrowia lipolytica cysteine sulfinic acid decarboxylase gene using a newly developed method with optimized Escherichia coli combinations of mutant alleles. 利用优化的大肠埃希氏菌突变等位基因组合新方法鉴定多脂耶氏菌半胱氨酸亚磺酸脱羧酶基因。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-11-01 DOI: 10.1099/mic.0.001620
Masanobu Nishikawa

To develop a low-cost, environmentally friendly taurine fermentation method for sustainable marine fish culture using feed derived from photosynthetically produced agricultural products, it is crucial to study cysteine sulfinic acid decarboxylase (CSAD), a key enzyme in the taurine biosynthetic pathway in applicable microorganisms. In this study, a method was devised to screen for CSAD genes using Escherichia coli growth as an indicator, based on sulfur assimilation following the decarboxylation of l-cysteic acid, a taurine precursor compound. The E. coli used has a double deletion mutation of cysA (sulfate/thiosulfate ABC transporter) and ssuD (FMNH2-dependent alkanesulfonate monooxygenase) genes. If needed, an additional defect in enzyme genes, such as cysC (adenylyl-sulfate kinase), which participates in the pathway reducing sulfate to sulfite, is also introduced. Using this method, it was demonstrated that the glutamic acid decarboxylase gene from Yarrowia lipolytica possesses CSAD activity. The identified decarboxylase was further confirmed to act on l-cysteine sulfinic acid. Additionally, two observations made during method refinement to reduce background growth in screening are discussed: that SsuD is involved in sulfur assimilation from an unknown sulfur compound and that certain mscK (mechanosensitive channel) missense mutations enable external sulfate above a specific concentration to enter the cell.

为了开发一种低成本、环保的海洋鱼类可持续养殖牛磺酸发酵方法,对适用微生物中牛磺酸生物合成途径中的关键酶——半胱氨酸亚磺酸脱羧酶(CSAD)进行研究至关重要。在本研究中,设计了一种以大肠杆菌生长为指标,基于牛磺酸前体化合物l-半胱酸脱羧后硫同化的方法来筛选CSAD基因。所使用的大肠杆菌具有cysA(硫酸盐/硫代硫酸盐ABC转运蛋白)和ssuD (fmnh2依赖性烷磺酸单加氧酶)基因的双缺失突变。如果需要,还可以引入酶基因中的额外缺陷,例如参与将硫酸盐还原为亚硫酸盐途径的cysC(腺苷酸硫酸盐激酶)。本方法证实了脂肪耶氏菌谷氨酸脱羧酶基因具有CSAD活性。所鉴定的脱羧酶进一步证实对l-半胱氨酸亚磺酸起作用。此外,本文还讨论了在筛选过程中减少背景生长的方法改进过程中的两个观察结果:SsuD参与来自未知硫化合物的硫同化,以及某些mscK(机械敏感通道)错义突变使高于特定浓度的外部硫酸盐进入细胞。
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引用次数: 0
Conflicts between the DNA replication and repair machineries promote cell death in Gram-positive bacteria. DNA复制和修复机制之间的冲突促进了革兰氏阳性细菌的细胞死亡。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-11-01 DOI: 10.1099/mic.0.001633
Hannah Gaimster, Daniel Stevens, James Grimshaw, Julia Hubbard, Katarzyna Mickiewicz, Heath Murray, Charles Winterhalter

Cellular proliferation relies on the successful coordination and completion of genome replication and segregation. To help achieve this, many bacteria utilize regulatory pathways that ensure DNA replication initiation only occurs once per cell cycle. When dysregulated, loss of DNA replication control can have severe consequences. In Escherichia coli, it has been established that hyper-initiation of DNA synthesis leads to pleiotropic genome instability and cell death. Therefore, targeting DNA replication initiation proteins to promote hyper-initiation may be an approach to generate novel antimicrobials. However, the pathways and potential consequences of replication hyper-initiation in Gram-positive species remain enigmatic. To address this question, we devised genetic systems to artificially induce hyper-initiation in the model organism Bacillus subtilis and the pathogen Staphylococcus aureus. In both species, hyper-initiation elicited cellular degeneration culminating in growth inhibition by cell death. During this process in B. subtilis, temporal analyses revealed the early onset of the DNA damage response, followed by membrane depolarization and cell lysis. This phenotype could be suppressed by removing pathways that repair damaged DNA, suggesting that cell death is a consequence of conflicts between DNA replication and repair. In S. aureus, cells quickly accumulated striking morphological changes associated with rapid loss of chromosomal DNA and death via a lysis-independent pathway. Moreover, inducing hyper-initiation in S. aureus was observed to decrease bacterial survival during infection of murine macrophages. Taken together, the data suggest that stimulating initiation of bacterial DNA synthesis could be an alternative approach to inhibiting microbial growth, particularly in combination with compounds that inhibit or poison DNA repair, akin to cancer therapies.

细胞增殖依赖于基因组复制和分离的成功协调和完成。为了帮助实现这一点,许多细菌利用调节途径来确保DNA复制起始在每个细胞周期只发生一次。当失调时,DNA复制控制的丧失会产生严重的后果。在大肠杆菌中,已经确定DNA合成的超起始导致多向性基因组不稳定和细胞死亡。因此,靶向DNA复制起始蛋白促进超起始可能是产生新型抗菌剂的一种途径。然而,在革兰氏阳性物种中,复制超起始的途径和潜在后果仍然是谜。为了解决这个问题,我们设计了遗传系统来人工诱导模式生物枯草芽孢杆菌和病原体金黄色葡萄球菌的超起始。在这两个物种中,超起始引发细胞退化,最终导致细胞死亡导致生长抑制。在枯草芽孢杆菌的这一过程中,时间分析显示DNA损伤反应的早期发生,随后是膜去极化和细胞裂解。这种表型可以通过去除修复受损DNA的途径来抑制,这表明细胞死亡是DNA复制和修复之间冲突的结果。在金黄色葡萄球菌中,细胞通过裂解不依赖的途径迅速积累与染色体DNA快速丢失和死亡相关的显著形态变化。此外,在小鼠巨噬细胞感染期间,观察到诱导金黄色葡萄球菌的超起始可以降低细菌的存活率。综上所述,这些数据表明,刺激细菌DNA合成的启动可能是抑制微生物生长的另一种方法,特别是与抑制或毒害DNA修复的化合物结合使用,类似于癌症治疗。
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引用次数: 0
Mutations in the Esx-3 secretion system confer resistance to multiple chemical scaffolds in Mycobacterium tuberculosis. Esx-3分泌系统的突变赋予结核分枝杆菌对多种化学支架的耐药性。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-11-01 DOI: 10.1099/mic.0.001625
Theresa O'Malley, Matthew B McNeil, Devon Dennison, Thomas Ioerger, Tanya Parish

We determined the mechanism of resistance to seven chemical series with potent activity against Mycobacterium tuberculosis. Resistant mutants were isolated against the aminothiazoles, phenylhydrazones, 8-hydroxyquinolines, nitazoxanides, phenyl alkylimidazoles, morpholino thiophenes and trifluoromethyl pyrimidinones. We demonstrated that mutations in several components of the Esx-3 type VII secretion system (EccA3, EccB3, EccC3 and EccD3) conferred resistance to these disparate scaffolds. We conclude that mutations in Esx-3 are a common mechanism of resistance to anti-tubercular agents, which may have clinical relevance for new drugs.

我们确定了对7种具有抗结核分枝杆菌活性的化学物质的耐药机制。对氨基噻唑类、苯基腙类、8-羟基喹啉类、硝唑类、苯基烷基咪唑类、morpholino噻吩类和三氟甲基嘧啶类化合物分离出抗性突变体。我们证明了Esx-3 VII型分泌系统的几个组成部分(EccA3、EccB3、EccC3和EccD3)的突变赋予了对这些不同支架的抗性。我们得出结论,Esx-3突变是抗结核药物耐药的常见机制,可能对新药具有临床意义。
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引用次数: 0
Microbial Primer: Artificial intelligence for microbiologists. 微生物入门:微生物学家的人工智能。
IF 3.5 4区 生物学 Q3 MICROBIOLOGY Pub Date : 2025-11-01 DOI: 10.1099/mic.0.001629
Hanqun Cao, Cesar de la Fuente-Nunez

Artificial intelligence (AI) and machine learning (ML) are reshaping microbiology, enabling rapid antibiotic discovery, resistance prediction and clinical diagnostics. For microbiologists, the goal is not to build new algorithms but to recognize when ML is appropriate, how to prepare data and how to interpret outputs responsibly. This primer takes that practical stance - driving the ML car rather than rebuilding the engine. At a high level, ML learns from complex patterns, often noisy data. In antibiotic discovery, ML models help identify compounds in biological data and design new ones from scratch using generative AI. In microbiome studies, where measurements are compositional, sparse and often confounded, ML helps uncover community structure and link taxa or functions to phenotypes. In pathogen genomics, supervised models map sequence-derived features (e.g. k‑mers, SNPs and gene presence/absence) to outcomes such as species identity, antimicrobial susceptibility or MIC. Unsupervised learning supports exploration, including clustering, latent gradients and dimensionality reduction for visualization. Across these settings, success hinges less on exotic architectures than on sound problem framing, careful preprocessing and experimental validation.

人工智能(AI)和机器学习(ML)正在重塑微生物学,使快速发现抗生素、耐药性预测和临床诊断成为可能。对于微生物学家来说,目标不是建立新的算法,而是认识到什么时候ML是合适的,如何准备数据以及如何负责任地解释输出。这个底漆采取实际的立场-驾驶ML汽车,而不是重建发动机。在高层次上,机器学习从复杂的模式中学习,通常是嘈杂的数据。在抗生素发现中,机器学习模型帮助识别生物数据中的化合物,并使用生成式人工智能从头开始设计新的化合物。在微生物组研究中,测量是组成的,稀疏的,经常混淆,ML有助于揭示群落结构,并将分类群或功能与表型联系起来。在病原体基因组学中,监督模型将序列衍生的特征(例如k - mers、snp和基因存在/缺失)映射到物种鉴定、抗菌药物敏感性或MIC等结果。无监督学习支持探索,包括聚类、潜在梯度和可视化降维。在这些环境中,成功不依赖于奇异的架构,而是依赖于合理的问题框架、仔细的预处理和实验验证。
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引用次数: 0
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