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A novel DNA damage detection method based on a distinct DNA damage response system 基于独特 DNA 损伤反应系统的新型 DNA 损伤检测方法
IF 5.7 2区 生物学 Pub Date : 2024-09-17 DOI: 10.1111/1751-7915.70008
Shitong Zhong, Shuang Song, Linjia Wang, Yufeng Liu, Hong Xu, Liangyan Wang, Huizhi Lu, Yuejin Hua

DNA damage occurs when cells encounter exogenous and endogenous stresses such as long periods of desiccation, ionizing radiation and genotoxic chemicals. Efforts have been made to detect DNA damage in vivo and in vitro to characterize or quantify the damage level. It is well accepted that single-stranded DNA (ssDNA) is one of the important byproducts of DNA damage to trigger the downstream regulation. A recent study has revealed that PprI efficiently recognizes ssDNA and cleaves DdrO at a specific site on the cleavage site region (CSR) loop in the presence of ssDNA, which enables the radiation resistance of Deinococcus. Leveraging this property, we developed a quantitative DNA damage detection method in vitro based on fluorescence resonance energy transfer (FRET). DdrO protein was fused with eYFP and eCFP on the N-terminal and C-terminal respectively, between which the FRET efficiency serves as an indicator of cleavage efficiency as well as the concentration of ssDNA. The standard curve between the concentration of ssDNA and the FRET efficiency was constructed, and application examples were tested, validating the effectiveness of this method.

当细胞遇到外源性和内源性压力(如长时间干燥、电离辐射和基因毒性化学物质)时,DNA 就会发生损伤。人们一直在努力检测体内和体外的 DNA 损伤,以确定或量化损伤程度。人们普遍认为,单链 DNA(ssDNA)是 DNA 损伤的重要副产品之一,可触发下游调控。最近的一项研究发现,PprI 能有效识别 ssDNA,并在存在 ssDNA 的情况下在裂解位点区(CSR)环上的特定位点裂解 DdrO,从而实现去势球菌的抗辐射性。利用这一特性,我们开发了一种基于荧光共振能量转移(FRET)的体外 DNA 损伤定量检测方法。DdrO 蛋白的 N 端和 C 端分别与 eYFP 和 eCFP 融合,两者之间的 FRET 效率可作为裂解效率和 ssDNA 浓度的指标。构建了ssDNA浓度与FRET效率之间的标准曲线,并对应用实例进行了测试,验证了该方法的有效性。
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引用次数: 0
Next-generation AMA1-based plasmids for enhanced heterologous expression in filamentous fungi 用于增强丝状真菌异源表达的基于 AMA1 的新一代质粒
IF 5.7 2区 生物学 Pub Date : 2024-09-14 DOI: 10.1111/1751-7915.70010
Indra Roux, Clara Woodcraft, Nicolau Sbaraini, Amy Pepper, Emily Wong, Joe Bracegirdle, Yit-Heng Chooi

Episomal AMA1-based plasmids are increasingly used for expressing biosynthetic pathways and CRISPR/Cas systems in filamentous fungi cell factories due to their high transformation efficiency and multicopy nature. However, the gene expression from AMA1 plasmids has been observed to be highly heterogeneous in growing mycelia. To overcome this limitation, here we developed next-generation AMA1-based plasmids that ensure homogeneous and strong expression. We achieved this by evaluating various degradation tags fused to the auxotrophic marker gene on the AMA1 plasmid, which introduces a more stringent selection pressure throughout multicellular fungal growth. With these improved plasmids, we observed in Aspergillus nidulans a 5-fold increase in the expression of a fluorescent reporter, a doubling in the efficiency of a CRISPRa system for genome mining, and a up to a 10-fold increase in the production of heterologous natural product metabolites. This strategy has the potential to be applied to diverse filamentous fungi.

基于外显子 AMA1 的质粒因其转化效率高和多拷贝的特性,越来越多地被用于表达丝状真菌细胞工厂中的生物合成途径和 CRISPR/Cas 系统。然而,在生长的菌丝体中,AMA1 质粒的基因表达被观察到具有高度异质性。为了克服这一局限性,我们开发了基于 AMA1 的下一代质粒,以确保基因表达的均匀性和强度。我们通过评估与 AMA1 质粒上的辅助营养标记基因融合的各种降解标记来实现这一目标,这在整个多细胞真菌生长过程中引入了更严格的选择压力。利用这些改良质粒,我们在裸曲霉中观察到荧光报告基因的表达量提高了 5 倍,用于基因组挖掘的 CRISPRa 系统的效率提高了一倍,异源天然产物代谢物的产量最多提高了 10 倍。这种策略有望应用于多种丝状真菌。
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引用次数: 0
Next-generation AMA1-based plasmids for enhanced heterologous expression in filamentous fungi 用于增强丝状真菌异源表达的基于 AMA1 的新一代质粒
IF 5.7 2区 生物学 Pub Date : 2024-09-14 DOI: 10.1111/1751-7915.70010
Indra Roux, Clara Woodcraft, Nicolau Sbaraini, Amy Pepper, Emily Wong, Joe Bracegirdle, Yit-Heng Chooi

Episomal AMA1-based plasmids are increasingly used for expressing biosynthetic pathways and CRISPR/Cas systems in filamentous fungi cell factories due to their high transformation efficiency and multicopy nature. However, the gene expression from AMA1 plasmids has been observed to be highly heterogeneous in growing mycelia. To overcome this limitation, here we developed next-generation AMA1-based plasmids that ensure homogeneous and strong expression. We achieved this by evaluating various degradation tags fused to the auxotrophic marker gene on the AMA1 plasmid, which introduces a more stringent selection pressure throughout multicellular fungal growth. With these improved plasmids, we observed in Aspergillus nidulans a 5-fold increase in the expression of a fluorescent reporter, a doubling in the efficiency of a CRISPRa system for genome mining, and a up to a 10-fold increase in the production of heterologous natural product metabolites. This strategy has the potential to be applied to diverse filamentous fungi.

基于外显子 AMA1 的质粒因其转化效率高和多拷贝的特性,越来越多地被用于表达丝状真菌细胞工厂中的生物合成途径和 CRISPR/Cas 系统。然而,在生长的菌丝体中,AMA1 质粒的基因表达被观察到具有高度异质性。为了克服这一局限性,我们开发了基于 AMA1 的下一代质粒,以确保基因表达的均匀性和强度。我们通过评估与 AMA1 质粒上的辅助营养标记基因融合的各种降解标记来实现这一目标,这在整个多细胞真菌生长过程中引入了更严格的选择压力。利用这些改良质粒,我们在裸曲霉中观察到荧光报告基因的表达量提高了 5 倍,用于基因组挖掘的 CRISPRa 系统的效率提高了一倍,异源天然产物代谢物的产量最多提高了 10 倍。这种策略有望应用于多种丝状真菌。
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引用次数: 0
A novel luciferase-based reporter tool to monitor the dynamics of carbon catabolite repression in filamentous fungi 基于荧光素酶的新型报告工具,用于监测丝状真菌中碳代谢抑制的动态变化
IF 5.7 2区 生物学 Pub Date : 2024-09-13 DOI: 10.1111/1751-7915.70012
Marcel Rüllke, Franziska Meyer, Kevin Schmitz, Hannes Blase, Elisabeth Tamayo, J. Philipp Benz

Filamentous fungi with their diverse inventory of carbohydrate-active enzymes promise a holistic usage of lignocellulosic residues. A major challenge for application is the inherent repression of enzyme production by carbon catabolite repression (CCR). In the presence of preferred carbon sources, the transcription factor CreA/CRE-1 binds to specific but conserved motifs in promoters of genes involved in sugar metabolism, but the status of CCR is notoriously difficult to quantify. To allow for a real-time evaluation of CreA/CRE-1-mediated CCR at the transcriptional level, we developed a luciferase-based construct, representing a dynamic, highly responsive reporter system that is inhibited by monosaccharides in a quantitative fashion. Using this tool, CreA/CRE-1-dependent CCR triggered by several monosaccharides could be measured in Neurospora crassa, Aspergillus niger and Aspergillus nidulans over the course of hours, demonstrating distinct and dynamic regulatory processes. Furthermore, we used the reporter to visualize the direct impacts of multiple CreA truncations on CCR induction. Our reporter thus offers a widely applicable quantitative approach to evaluate CreA/CRE-1-mediated CCR across diverse fungal species and will help to elucidate the multifaceted effects of CCR on fungal physiology for both basic research and industrial strain engineering endeavours.

丝状真菌具有多种多样的碳水化合物活性酶,有望全面利用木质纤维素残留物。应用方面的一个主要挑战是碳代谢抑制(CCR)对酶生产的内在抑制。在存在优选碳源的情况下,转录因子 CreA/CRE-1 与糖代谢相关基因启动子中特定但保守的基序结合,但 CCR 的状态很难量化。为了在转录水平上对 CreA/CRE-1 介导的 CCR 进行实时评估,我们开发了一种基于荧光素酶的构建体,它代表了一种动态、高响应的报告系统,能定量地受到单糖的抑制。利用这一工具,我们可以在黑曲霉、黑麴霉和裸曲霉中测量几种单糖在数小时内触发的依赖 CreA/CRE-1 的 CCR,从而展示了不同的动态调控过程。此外,我们还利用该报告器观察了多种 CreA 截体对 CCR 诱导的直接影响。因此,我们的报告器提供了一种广泛适用的定量方法,用于评估不同真菌物种中 CreA/CRE-1 介导的 CCR,并将有助于阐明 CCR 对真菌生理的多方面影响,从而促进基础研究和工业菌种工程工作。
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引用次数: 0
A novel luciferase-based reporter tool to monitor the dynamics of carbon catabolite repression in filamentous fungi 基于荧光素酶的新型报告工具,用于监测丝状真菌中碳代谢抑制的动态变化
IF 5.7 2区 生物学 Pub Date : 2024-09-13 DOI: 10.1111/1751-7915.70012
Marcel Rüllke, Franziska Meyer, Kevin Schmitz, Hannes Blase, Elisabeth Tamayo, J. Philipp Benz

Filamentous fungi with their diverse inventory of carbohydrate-active enzymes promise a holistic usage of lignocellulosic residues. A major challenge for application is the inherent repression of enzyme production by carbon catabolite repression (CCR). In the presence of preferred carbon sources, the transcription factor CreA/CRE-1 binds to specific but conserved motifs in promoters of genes involved in sugar metabolism, but the status of CCR is notoriously difficult to quantify. To allow for a real-time evaluation of CreA/CRE-1-mediated CCR at the transcriptional level, we developed a luciferase-based construct, representing a dynamic, highly responsive reporter system that is inhibited by monosaccharides in a quantitative fashion. Using this tool, CreA/CRE-1-dependent CCR triggered by several monosaccharides could be measured in Neurospora crassa, Aspergillus niger and Aspergillus nidulans over the course of hours, demonstrating distinct and dynamic regulatory processes. Furthermore, we used the reporter to visualize the direct impacts of multiple CreA truncations on CCR induction. Our reporter thus offers a widely applicable quantitative approach to evaluate CreA/CRE-1-mediated CCR across diverse fungal species and will help to elucidate the multifaceted effects of CCR on fungal physiology for both basic research and industrial strain engineering endeavours.

丝状真菌具有多种多样的碳水化合物活性酶,有望全面利用木质纤维素残留物。应用方面的一个主要挑战是碳代谢抑制(CCR)对酶生产的内在抑制。在存在优选碳源的情况下,转录因子 CreA/CRE-1 与糖代谢相关基因启动子中特定但保守的基序结合,但 CCR 的状态很难量化。为了在转录水平上对 CreA/CRE-1 介导的 CCR 进行实时评估,我们开发了一种基于荧光素酶的构建体,它代表了一种动态、高响应的报告系统,能定量地受到单糖的抑制。利用这一工具,我们可以在黑曲霉、黑麴霉和裸曲霉中测量几种单糖在数小时内触发的依赖 CreA/CRE-1 的 CCR,从而展示了不同的动态调控过程。此外,我们还利用该报告器观察了多种 CreA 截体对 CCR 诱导的直接影响。因此,我们的报告器提供了一种广泛适用的定量方法,用于评估不同真菌物种中 CreA/CRE-1 介导的 CCR,并将有助于阐明 CCR 对真菌生理的多方面影响,从而促进基础研究和工业菌种工程工作。
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引用次数: 0
Entrapment of antimicrobial compounds in a metal matrix for crop protection 金属基质中的抗菌化合物用于作物保护
IF 5.7 2区 生物学 Pub Date : 2024-09-13 DOI: 10.1111/1751-7915.70005
Aya Brill, Barak Menagen, Einav Malach, Einat Zelinger, David Avnir, Saul Burdman, Zvi Hayouka

Agricultural yields are often limited by damage caused by pathogenic microorganisms, including plant-pathogenic bacteria. The chemical control options to cope with bacterial diseases in agriculture are limited, predominantly relying on copper-based products. These compounds, however, possess limited efficacy. Therefore, there is an urgent need to develop novel technologies to manage bacterial plant diseases and reduce food loss. In this study, a new antimicrobial agent was developed using a doping method that entraps small bioactive organic molecules inside copper as the metal matrix. The food preservative agent lauroyl arginate ethyl ester (ethyl lauroyl arginate; LAE) was chosen as the doped organic compound. The new composites were termed LAE@[Cu]. Bactericidal assays against Acidovorax citrulli, a severe plant pathogen, revealed that LAE and copper in the composites possess a synergistic interaction as compared with each component individually. LAE@[Cu] composites were further characterised in terms of chemical properties and in planta assays demonstrated their potential for further development as crop protection agents.

农业产量往往受到病原微生物(包括植物病原菌)造成的损害的限制。应对农业细菌性病害的化学防治方法有限,主要依赖铜基产品。然而,这些化合物的功效有限。因此,迫切需要开发新型技术来控制植物细菌性病害,减少粮食损失。本研究采用一种掺杂方法,在作为金属基质的铜中掺入小的生物活性有机分子,从而开发出一种新型抗菌剂。食品防腐剂精氨酸月桂酰基乙酯(精氨酸月桂酰基乙酯;LAE)被选为掺杂有机化合物。这种新型复合材料被称为 LAE@[Cu]。对一种严重的植物病原体 Acidovorax citrulli 的杀菌试验表明,与单独使用每种成分相比,复合材料中的 LAE 和铜具有协同作用。对 LAE@[Cu]复合材料的化学性质进行了进一步的表征,植物试验表明,它们具有作为作物保护剂进一步开发的潜力。
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引用次数: 0
Entrapment of antimicrobial compounds in a metal matrix for crop protection 金属基质中的抗菌化合物用于作物保护
IF 5.7 2区 生物学 Pub Date : 2024-09-13 DOI: 10.1111/1751-7915.70005
Aya Brill, Barak Menagen, Einav Malach, Einat Zelinger, David Avnir, Saul Burdman, Zvi Hayouka

Agricultural yields are often limited by damage caused by pathogenic microorganisms, including plant-pathogenic bacteria. The chemical control options to cope with bacterial diseases in agriculture are limited, predominantly relying on copper-based products. These compounds, however, possess limited efficacy. Therefore, there is an urgent need to develop novel technologies to manage bacterial plant diseases and reduce food loss. In this study, a new antimicrobial agent was developed using a doping method that entraps small bioactive organic molecules inside copper as the metal matrix. The food preservative agent lauroyl arginate ethyl ester (ethyl lauroyl arginate; LAE) was chosen as the doped organic compound. The new composites were termed LAE@[Cu]. Bactericidal assays against Acidovorax citrulli, a severe plant pathogen, revealed that LAE and copper in the composites possess a synergistic interaction as compared with each component individually. LAE@[Cu] composites were further characterised in terms of chemical properties and in planta assays demonstrated their potential for further development as crop protection agents.

农业产量往往受到病原微生物(包括植物病原菌)造成的损害的限制。应对农业细菌性病害的化学防治方法有限,主要依赖铜基产品。然而,这些化合物的功效有限。因此,迫切需要开发新型技术来控制植物细菌性病害,减少粮食损失。本研究采用一种掺杂方法,在作为金属基质的铜中掺入小的生物活性有机分子,从而开发出一种新型抗菌剂。食品防腐剂精氨酸月桂酰基乙酯(精氨酸月桂酰基乙酯;LAE)被选为掺杂有机化合物。这种新型复合材料被称为 LAE@[Cu]。对一种严重的植物病原体 Acidovorax citrulli 的杀菌试验表明,与单独使用每种成分相比,复合材料中的 LAE 和铜具有协同作用。对 LAE@[Cu]复合材料的化学性质进行了进一步的表征,植物试验表明,它们具有作为作物保护剂进一步开发的潜力。
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引用次数: 0
Bacterioruberin extract from Haloarchaea Haloferax marinum: Component identification, antioxidant activity and anti-atrophy effect in LPS-treated C2C12 myotubes 从海洋卤虫(Haloarchaea Haloferax marinum)中提取的细菌黄素:LPS 处理的 C2C12 肌细胞中的成分鉴定、抗氧化活性和抗萎缩作用
IF 5.7 2区 生物学 Pub Date : 2024-09-12 DOI: 10.1111/1751-7915.70009
Hyeju Lee, Eui-Sang Cho, Chi Young Hwang, Lei Cao, Mi-Bo Kim, Sang Gil Lee, Myung-Ji Seo

Carotenoids are natural pigments utilized as colourants and antioxidants across food, pharmaceutical and cosmetic industries. They exist in carbon chain lengths of C30, C40, C45 and C50, with C40 variants being the most common. Bacterioruberin (BR) and its derivatives are part of the less common C50 carotenoid group, synthesized primarily by halophilic archaea. This study analysed the compositional characteristics of BR extract (BRE) isolated from ‘Haloferax marinum’ MBLA0078, a halophilic archaeon isolated from seawater near Yeoungheungdo Island in the Republic of Korea, and investigated its antioxidant activity and protective effect on lipopolysaccharide (LPS)-induced C2C12 myotube atrophy. The main components of BRE included all-trans-BR, monoanhydrobacterioruberin, 2-isopentenyl-3,4-dehydrorhodopin and all-trans-bisanhydrobacterioruberin. BRE exhibited higher antioxidant activity and DNA nicking protection activity than other well-known C40 carotenoids, such as β-carotene, lycopene and astaxanthin. In C2C12 myotubes, LPS treatment led to a reduction in myotube diameter and number, as well as the hypertranscription of the muscle-specific ubiquitin ligase MAFbx and MuRF1. BRE mitigated these changes by activating the Akt/mTOR pathway. Furthermore, BRE abolished the elevated cellular reactive oxygen species levels and the inflammation response induced by LPS. This study demonstrated that ‘Hfx. marinum’ is an excellent source of natural microbial C50 carotenoids with strong antioxidant capacity and may offer potential protective effects against muscle atrophy.

类胡萝卜素是一种天然色素,在食品、制药和化妆品行业中用作着色剂和抗氧化剂。类胡萝卜素的碳链长度为 C30、C40、C45 和 C50,其中 C40 变体最为常见。细菌黄酮素(BR)及其衍生物属于不太常见的 C50 类胡萝卜素,主要由嗜卤古细菌合成。本研究分析了从'Haloferax marinum' MBLA0078(一种从大韩民国永兴岛附近海水中分离出来的嗜卤古细菌)中分离出来的细菌奥胡贝林提取物(BRE)的成分特征,并研究了其抗氧化活性以及对脂多糖(LPS)诱导的 C2C12 肌管萎缩的保护作用。BRE 的主要成分包括全反式-BR、单泛氢细菌小檗素、2-异戊烯基-3,4-脱氢多肽和全反式-双泛氢细菌小檗素。与其他著名的 C40 类胡萝卜素(如 β-胡萝卜素、番茄红素和虾青素)相比,BRE 表现出更高的抗氧化活性和 DNA 挑刺保护活性。在 C2C12 肌突管中,LPS 处理导致肌突管直径和数量减少,肌肉特异性泛素连接酶 MAFbx 和 MuRF1 的转录增加。BRE 通过激活 Akt/mTOR 通路缓解了这些变化。此外,BRE 还能消除 LPS 引起的细胞活性氧水平升高和炎症反应。这项研究表明,'Hfx. marinum'是天然微生物 C50 类胡萝卜素的极佳来源,具有很强的抗氧化能力,可能对肌肉萎缩具有潜在的保护作用。
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引用次数: 0
Bacterioruberin extract from Haloarchaea Haloferax marinum: Component identification, antioxidant activity and anti-atrophy effect in LPS-treated C2C12 myotubes 从海洋卤虫(Haloarchaea Haloferax marinum)中提取的细菌黄素:LPS 处理的 C2C12 肌细胞中的成分鉴定、抗氧化活性和抗萎缩作用
IF 5.7 2区 生物学 Pub Date : 2024-09-12 DOI: 10.1111/1751-7915.70009
Hyeju Lee, Eui-Sang Cho, Chi Young Hwang, Lei Cao, Mi-Bo Kim, Sang Gil Lee, Myung-Ji Seo

Carotenoids are natural pigments utilized as colourants and antioxidants across food, pharmaceutical and cosmetic industries. They exist in carbon chain lengths of C30, C40, C45 and C50, with C40 variants being the most common. Bacterioruberin (BR) and its derivatives are part of the less common C50 carotenoid group, synthesized primarily by halophilic archaea. This study analysed the compositional characteristics of BR extract (BRE) isolated from ‘Haloferax marinum’ MBLA0078, a halophilic archaeon isolated from seawater near Yeoungheungdo Island in the Republic of Korea, and investigated its antioxidant activity and protective effect on lipopolysaccharide (LPS)-induced C2C12 myotube atrophy. The main components of BRE included all-trans-BR, monoanhydrobacterioruberin, 2-isopentenyl-3,4-dehydrorhodopin and all-trans-bisanhydrobacterioruberin. BRE exhibited higher antioxidant activity and DNA nicking protection activity than other well-known C40 carotenoids, such as β-carotene, lycopene and astaxanthin. In C2C12 myotubes, LPS treatment led to a reduction in myotube diameter and number, as well as the hypertranscription of the muscle-specific ubiquitin ligase MAFbx and MuRF1. BRE mitigated these changes by activating the Akt/mTOR pathway. Furthermore, BRE abolished the elevated cellular reactive oxygen species levels and the inflammation response induced by LPS. This study demonstrated that ‘Hfx. marinum’ is an excellent source of natural microbial C50 carotenoids with strong antioxidant capacity and may offer potential protective effects against muscle atrophy.

类胡萝卜素是一种天然色素,在食品、制药和化妆品行业中用作着色剂和抗氧化剂。它们的碳链长度为 C30、C40、C45 和 C50,其中 C40 变体最为常见。细菌黄酮素(BR)及其衍生物属于不太常见的 C50 类胡萝卜素,主要由嗜卤古细菌合成。本研究分析了从'Haloferax marinum' MBLA0078(一种从大韩民国永兴岛附近海水中分离出来的嗜卤古细菌)中分离出来的细菌奥胡贝林提取物(BRE)的成分特征,并研究了其抗氧化活性以及对脂多糖(LPS)诱导的 C2C12 肌管萎缩的保护作用。BRE 的主要成分包括全反式-BR、单泛氢细菌小檗素、2-异戊烯基-3,4-脱氢多肽和全反式-双泛氢细菌小檗素。与其他著名的 C40 类胡萝卜素(如 β-胡萝卜素、番茄红素和虾青素)相比,BRE 表现出更高的抗氧化活性和 DNA 挑刺保护活性。在 C2C12 肌突管中,LPS 处理导致肌突管直径和数量减少,肌肉特异性泛素连接酶 MAFbx 和 MuRF1 的转录增加。BRE 通过激活 Akt/mTOR 通路缓解了这些变化。此外,BRE 还能消除 LPS 引起的细胞活性氧水平升高和炎症反应。这项研究表明,'Hfx. marinum'是天然微生物 C50 类胡萝卜素的极佳来源,具有很强的抗氧化能力,可能对肌肉萎缩具有潜在的保护作用。
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引用次数: 0
Contribution of machine learning for subspecies identification from Mycobacterium abscessus with MALDI-TOF MS in solid and liquid media 在固体和液体培养基中利用 MALDI-TOF MS 进行脓肿分枝杆菌亚种鉴定的机器学习贡献
IF 5.7 2区 生物学 Pub Date : 2024-09-10 DOI: 10.1111/1751-7915.14545
Alexandre Godmer, Lise Bigey, Quentin Giai-Gianetto, Gautier Pierrat, Noshine Mohammad, Faiza Mougari, Renaud Piarroux, Nicolas Veziris, Alexandra Aubry

Mycobacterium abscessus (MABS) displays differential subspecies susceptibility to macrolides. Thus, identifying MABS's subspecies (M. abscessus, M. bolletii and M. massiliense) is a clinical necessity for guiding treatment decisions. We aimed to assess the potential of Machine Learning (ML)-based classifiers coupled to Matrix-Assisted Laser Desorption/Ionization Time-of-Flight (MALDI-TOF) MS to identify MABS subspecies. Two spectral databases were created by using 40 confirmed MABS strains. Spectra were obtained by using MALDI-TOF MS from strains cultivated on solid (Columbia Blood Agar, CBA) or liquid (MGIT®) media for 1 to 13 days. Each database was divided into a dataset for ML-based pipeline development and a dataset to assess the performance. An in-house programme was developed to identify discriminant peaks specific to each subspecies. The peak-based approach successfully distinguished M. massiliense from the other subspecies for strains grown on CBA. The ML approach achieved 100% accuracy for subspecies identification on CBA, falling to 77.5% on MGIT®. This study validates the usefulness of ML, in particular the Random Forest algorithm, to discriminate MABS subspecies by MALDI-TOF MS. However, identification in MGIT®, a medium largely used in mycobacteriology laboratories, is not yet reliable and should be a development priority.

脓肿分枝杆菌(MABS)对大环内酯类药物的敏感性存在亚种差异。因此,识别 MABS 的亚种(M. abscessus、M. bolletii 和 M. massiliense)是指导治疗决策的临床必需。我们的目的是评估基于机器学习(ML)的分类器与基质辅助激光解吸/电离飞行时间(MALDI-TOF)质谱联用鉴定 MABS 亚种的潜力。利用 40 个已确认的 MABS 菌株创建了两个光谱数据库。光谱是通过 MALDI-TOF MS 从在固体(哥伦比亚血液琼脂,CBA)或液体(MGIT®)培养基上培养 1 到 13 天的菌株中获得的。每个数据库都分为一个数据集和一个数据集,前者用于基于 ML 的管道开发,后者用于评估性能。开发了一个内部程序来识别每个亚种特有的鉴别峰。对于在 CBA 上生长的菌株,基于峰值的方法成功地将 Massiliense 真菌与其他亚种区分开来。ML 方法在 CBA 上鉴定亚种的准确率达到 100%,而在 MGIT® 上的准确率仅为 77.5%。这项研究验证了 ML(特别是随机森林算法)在通过 MALDI-TOF MS 鉴别 MABS 亚种方面的实用性。然而,在分枝杆菌学实验室中广泛使用的 MGIT® 培养基上进行鉴定尚不可靠,因此应优先进行开发。
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Microbial Biotechnology
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