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Feedstock variability impacts the bioconversion of sugar and lignin streams derived from corn stover by Clostridium tyrobutyricum and engineered Pseudomonas putida 原料变化影响酪酸梭菌和工程假单胞菌对玉米秸秆产生的糖和木质素流的生物转化。
IF 5.7 2区 生物学 Pub Date : 2024-09-05 DOI: 10.1111/1751-7915.70006
Ilona A. Ruhl, Robert S. Nelson, Rui Katahira, Jacob S. Kruger, Xiaowen Chen, Stefan J. Haugen, Morgan A. Ingraham, Sean P. Woodworth, Hannah Alt, Kelsey J. Ramirez, Darren J. Peterson, Ling Ding, Philip D. Laible, Jeffrey G. Linger, Davinia Salvachúa

Feedstock variability represents a challenge in lignocellulosic biorefineries, as it can influence both lignocellulose deconstruction and microbial conversion processes for biofuels and biochemicals production. The impact of feedstock variability on microbial performance remains underexplored, and predictive tools for microbial behaviour are needed to mitigate risks in biorefinery scale-up. Here, twelve batches of corn stover were deconstructed via deacetylation, mechanical refining, and enzymatic hydrolysis to generate lignin-rich and sugar streams. These batches and their derived streams were characterised to identify their chemical components, and the streams were used as substrates for producing muconate and butyrate by engineered Pseudomonas putida and wildtype Clostridium tyrobutyricum, respectively. Bacterial performance (growth, product titers, yields, and productivities) differed among the batches, but no strong correlations were identified between feedstock composition and performance. To provide metabolic insights into the origin of these differences, we evaluated the effect of twenty-three isolated chemical components on these microbes, including three components in relevant bioprocess settings in bioreactors, and we found that growth-inhibitory concentrations were outside the ranges observed in the streams. Overall, this study generates a foundational dataset on P. putida and C. tyrobutyricum performance to enable future predictive models and underscores their resilience in effectively converting fluctuating lignocellulose-derived streams into bioproducts.

原料的可变性是木质纤维素生物精炼厂面临的一项挑战,因为它既能影响木质纤维素的解构过程,也能影响生物燃料和生物化学品生产的微生物转化过程。原料变异性对微生物性能的影响仍未得到充分探索,因此需要对微生物行为进行预测的工具,以降低生物精炼厂放大过程中的风险。在这里,我们通过脱乙酰化、机械精炼和酶水解等方法对 12 批玉米秸秆进行了解构,以产生富含木质素和糖分的秸秆流。对这些批次及其衍生流进行了表征,以确定其化学成分,并将这些流用作底物,分别由工程假单胞菌和野生型酪酸梭菌生产粘液酸盐和丁酸盐。不同批次的细菌性能(生长、产物滴度、产量和生产率)各不相同,但没有发现原料成分与性能之间有很强的相关性。为了从新陈代谢的角度深入了解这些差异的根源,我们评估了 23 种分离的化学成分对这些微生物的影响,其中包括生物反应器中相关生物工艺环境下的三种成分,我们发现抑制生长的浓度超出了在流体中观察到的范围。总之,这项研究为未来预测模型的建立提供了一个关于P. putida和C. tyrobutyricum性能的基础数据集,并强调了它们在有效地将波动的木质纤维素源流转化为生物产品方面的适应能力。
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引用次数: 0
Concepts and criteria defining emerging microbiome applications 定义新兴微生物组应用的概念和标准。
IF 5.7 2区 生物学 Pub Date : 2024-09-05 DOI: 10.1111/1751-7915.14550
Tanja Kostic, Michael Schloter, Paulo Arruda, Gabriele Berg, Trevor C. Charles, Paul D. Cotter, George Seghal Kiran, Lene Lange, Emmanuelle Maguin, Annelein Meisner, Leo van Overbeek, Yolanda Sanz, Inga Sarand, Joseph Selvin, Effie Tsakalidou, Hauke Smidt, Martin Wagner, Angela Sessitsch

In recent years, microbiomes and their potential applications for human, animal or plant health, food production and environmental management came into the spotlight of major national and international policies and strategies. This has been accompanied by substantial R&D investments in both public and private sectors, with an increasing number of products entering the market. Despite widespread agreement on the potential of microbiomes and their uses across disciplines, stakeholders and countries, there is no consensus on what defines a microbiome application. This often results in non-comprehensive communication or insufficient documentation making commercialisation and acceptance of the novel products challenging. To showcase the complexity of this issue we discuss two selected, well-established applications and propose criteria defining a microbiome application and their conditions of use for clear communication, facilitating suitable regulatory frameworks and building trust among stakeholders.

近年来,微生物组及其在人类、动物或植物健康、食品生产和环境管理方面的潜在应用成为国家和国际重大政策和战略的焦点。随之而来的是公共和私营部门的大量研发投资,越来越多的产品进入市场。尽管各学科、利益相关者和各国都普遍认同微生物组的潜力及其用途,但对微生物组应用的定义却没有达成共识。这往往导致沟通不全面或文件不充分,使新产品的商业化和接受度面临挑战。为了展示这一问题的复杂性,我们讨论了两个选定的成熟应用,并提出了微生物组应用的定义标准及其使用条件,以便进行清晰的沟通,促进合适的监管框架,并在利益相关者之间建立信任。
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引用次数: 0
Strangers in a foreign land: ‘Yeastizing’ plant enzymes 异国他乡的陌生人:"酵母化 "植物酶。
IF 5.7 2区 生物学 Pub Date : 2024-09-02 DOI: 10.1111/1751-7915.14525
Kristen Van Gelder, Steffen N. Lindner, Andrew D. Hanson, Juannan Zhou

Expressing plant metabolic pathways in microbial platforms is an efficient, cost-effective solution for producing many desired plant compounds. As eukaryotic organisms, yeasts are often the preferred platform. However, expression of plant enzymes in a yeast frequently leads to failure because the enzymes are poorly adapted to the foreign yeast cellular environment. Here, we first summarize the current engineering approaches for optimizing performance of plant enzymes in yeast. A critical limitation of these approaches is that they are labour-intensive and must be customized for each individual enzyme, which significantly hinders the establishment of plant pathways in cellular factories. In response to this challenge, we propose the development of a cost-effective computational pipeline to redesign plant enzymes for better adaptation to the yeast cellular milieu. This proposition is underpinned by compelling evidence that plant and yeast enzymes exhibit distinct sequence features that are generalizable across enzyme families. Consequently, we introduce a data-driven machine learning framework designed to extract ‘yeastizing’ rules from natural protein sequence variations, which can be broadly applied to all enzymes. Additionally, we discuss the potential to integrate the machine learning model into a full design-build-test cycle.

在微生物平台中表达植物代谢途径是生产许多所需植物化合物的一种高效、经济的解决方案。作为真核生物,酵母通常是首选平台。然而,在酵母中表达植物酶往往会导致失败,因为酶不能很好地适应外来的酵母细胞环境。在这里,我们首先总结了当前优化酵母中植物酶性能的工程方法。这些方法的一个关键局限是劳动密集型,必须为每种酶量身定制,这极大地阻碍了在细胞工厂中建立植物通路。为了应对这一挑战,我们建议开发一种具有成本效益的计算管道,重新设计植物酶,使其更好地适应酵母细胞环境。这一主张的依据是,有令人信服的证据表明,植物酶和酵母酶表现出不同的序列特征,这些特征在酶家族中具有普遍性。因此,我们介绍了一种数据驱动的机器学习框架,旨在从天然蛋白质序列变异中提取 "酵母化 "规则,并将其广泛应用于所有酶。此外,我们还讨论了将机器学习模型集成到完整的设计-构建-测试循环中的可能性。
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引用次数: 0
Improving the odds: Artificial intelligence and the great plate count anomaly 提高胜算:人工智能与盘数大反常
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70004
Detmer Sipkema

Next-generation DNA sequencing has shown that the great plate count anomaly, that is, the difference between bacteria present in the environment and those that can be obtained in culture from that environment, is even greater and more persisting than initially thought. This hampers fundamental understanding of bacterial physiology and biotechnological application of the unculture majority. With big sequence data as foundation, artificial intelligence (AI) may be a game changer in bacterial isolation efforts and provide directions for the cultivation media and conditions that are most promising and as such be used to canalize limited human and financial resources. This opinion paper discusses how AI is or can be used to improve the success of bacterial isolation.

下一代 DNA 测序表明,大平板计数异常,即存在于环境中的细菌与可从该环境中培养获得的细菌之间的差异,比最初想象的更大,更持久。这阻碍了对细菌生理学的基本了解,也阻碍了未培养的大多数细菌在生物技术上的应用。有了序列大数据作为基础,人工智能(AI)可能会改变细菌分离工作的游戏规则,并为最有前景的培养基和条件提供方向,从而用于利用有限的人力和财力资源。本文将讨论如何利用人工智能提高细菌分离的成功率。
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引用次数: 0
Rooting for success: Evolutionary enhancement of Bacillus for superior plant colonization 扎根成功:从进化角度增强芽孢杆菌以实现卓越的植物定殖能力
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70001
Vincent Charron-Lamoureux, Sandrine Lebel-Beaucage, Maude Pomerleau, Pascale B. Beauregard

Many strains from the Bacillus subtilis species complex exert strong plant growth-promoting activities. However, their efficacy in relevant conditions is variable, due in part to their inability to establish a strong interaction with roots in stressful environmental conditions. Adaptative laboratory evolution (ALE) is a powerful tool to generate novel strains with traits of interest. Many Bacillus evolved isolates, stemming from ALE performed with plants, possess a stronger root colonization capacity. An in-depth analysis of these isolates also allowed the identification of key features influencing the interaction with plant roots. However, many variables can influence the outcome of these assays, and thus, caution should be taken when designing ALE destined to generate better root colonizers.

枯草芽孢杆菌中的许多菌株都具有很强的促进植物生长的活性。然而,它们在相关条件下的功效却不尽相同,部分原因是它们无法在胁迫环境条件下与根系建立强有力的相互作用。实验室适应性进化(ALE)是产生具有相关性状的新型菌株的有力工具。许多芽孢杆菌的进化分离物都来自与植物的适应性进化,具有更强的根定植能力。对这些分离株的深入分析还有助于确定影响与植物根系相互作用的关键特征。然而,许多变量都会影响这些试验的结果,因此在设计 ALE 以产生更好的根定植者时应谨慎行事。
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引用次数: 0
Rooting for success: Evolutionary enhancement of Bacillus for superior plant colonization 扎根成功:从进化角度增强芽孢杆菌以实现卓越的植物定殖能力
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70001
Vincent Charron-Lamoureux, Sandrine Lebel-Beaucage, Maude Pomerleau, Pascale B. Beauregard

Many strains from the Bacillus subtilis species complex exert strong plant growth-promoting activities. However, their efficacy in relevant conditions is variable, due in part to their inability to establish a strong interaction with roots in stressful environmental conditions. Adaptative laboratory evolution (ALE) is a powerful tool to generate novel strains with traits of interest. Many Bacillus evolved isolates, stemming from ALE performed with plants, possess a stronger root colonization capacity. An in-depth analysis of these isolates also allowed the identification of key features influencing the interaction with plant roots. However, many variables can influence the outcome of these assays, and thus, caution should be taken when designing ALE destined to generate better root colonizers.

枯草芽孢杆菌中的许多菌株都具有很强的促进植物生长的活性。然而,它们在相关条件下的功效却不尽相同,部分原因是它们无法在胁迫环境条件下与根系建立强有力的相互作用。实验室适应性进化(ALE)是产生具有相关性状的新型菌株的有力工具。许多芽孢杆菌的进化分离物都来自与植物的适应性进化,具有更强的根定植能力。对这些分离株的深入分析还有助于确定影响与植物根系相互作用的关键特征。然而,许多变量都会影响这些试验的结果,因此在设计 ALE 以产生更好的根定植者时应谨慎行事。
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引用次数: 0
Thermophilic fungus uses anthraquinones to modulate ferrous excretion, sterol-mediated endocytosis, and iron storage in response to cold stress 嗜热真菌利用蒽醌调节亚铁排泄、甾醇介导的内吞作用和铁储存,以应对寒冷胁迫
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70002
Shuhong Li, Donglou Wang, Jiangbo He, Chunhua Liao, Zhangxin Zuo, Shenghong Li, Xuemei Niu

To date, there are no real physiological mechanisms for iron excretion in eukaryote, and no physiological “actuator” that can control all the three fundamental biologic processes of absorption, storage, and excretion. Here, we observed that the accumulation of anthraquinones by Thermomyces dupontii under cold stress can achieve this process. Through mutation analysis, we found that mutant ΔAn deficiency in anthraquinones accumulated ferrous and total free iron due to adopting a rare lifestyle with no endocytosis but accumulation of membrane-derived vesicles. Anthraquinone complement indicated that the vesicles in ΔAn could coat the extrinsic anthraquinone-induced granules to prevent contact with the fungal interiors. Detailed chemical investigation on ΔAn led to characterization of a rare oxygen-free ergosterene with unstable nature in air as the major membrane steroid in ΔAn, suggesting hypoxia inner in ΔAn cells, consistent with dramatically low oxygen-consuming rates in ΔAn. A series of physiological and metabolic analyses indicated anthraquinones were involved in exporting ferrous and promoting formation of oxygen-containing metabolites, including ergosterols for endocytosis and iron chelators for iron storage. Moreover, we found that both the anticancer agent mitoxantrone with well-known-cardiotoxicity side effect and the major terpenoid-derived polycyclic aromatics from Danshen for treating cardiovascular disease showed potent ferrous transporting capabilities in human cancer cells. Our findings provide a novel insight into the underlying mechanisms of polycyclic aromatics in nature and pharmacology, and offer a new strategy for developing potential therapeutics and agents for membrane transport, iron homestasis, and anticold.

迄今为止,真核生物中还没有排泄铁的真正生理机制,也没有能够控制吸收、储存和排泄三个基本生物过程的生理 "执行器"。在这里,我们观察到双孔热酵母菌(Thermomyces dupontii)在冷胁迫下积累蒽醌类物质可以实现这一过程。通过突变分析,我们发现蒽醌缺乏的突变体ΔAn由于采用了罕见的生活方式,没有内吞功能,但积累了膜源囊泡,从而积累了亚铁和总游离铁。蒽醌补体表明,ΔAnn的囊泡可以包裹外源性蒽醌诱导的颗粒,防止与真菌内部接触。通过对ΔAnn进行详细的化学研究,发现一种稀有的无氧麦角甾烯在空气中性质不稳定,是ΔAnn的主要膜固醇,这表明ΔAnn细胞内部缺氧,与ΔAnn的耗氧率极低相一致。一系列生理和代谢分析表明,蒽醌参与了亚铁的输出,并促进了含氧代谢物的形成,包括用于内吞的麦角甾醇和用于储存铁的铁螯合剂。此外,我们还发现,众所周知具有心脏毒性副作用的抗癌药米托蒽醌和用于治疗心血管疾病的丹参主要萜类多环芳烃在人类癌细胞中都显示出强大的亚铁转运能力。我们的研究结果为了解多环芳烃在自然界和药理学中的基本机制提供了新的视角,并为开发潜在的膜转运、铁稳态和抗寒治疗药物和制剂提供了新的策略。
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引用次数: 0
Utilization of formic acid by extremely thermoacidophilic archaea species 嗜热古细菌对甲酸的利用
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70003
Sara Tejedor-Sanz, Young Eun Song, Eric R. Sundstrom

The exploration of novel hosts with the ability to assimilate formic acid, a C1 substrate that can be produced from renewable electrons and CO2, is of great relevance for developing novel and sustainable biomanufacturing platforms. Formatotrophs can use formic acid or formate as a carbon and/or reducing power source. Formatotrophy has typically been studied in neutrophilic microorganisms because formic acid toxicity increases in acidic environments below the pKa of 3.75 (25°C). Because of this toxicity challenge, utilization of formic acid as either a carbon or energy source has been largely unexplored in thermoacidophiles, species that possess the ability to produce a variety of metabolites and enzymes of high biotechnological relevance. Here we investigate the capacity of several thermoacidophilic archaea species from the Sulfolobales order to tolerate and metabolize formic acid. Metallosphaera prunae, Sulfolobus metallicus and Sulfolobus acidocaldarium were found to metabolize and grow with 1–2 mM of formic acid in batch cultivations. Formic acid was co-utilized by this species alongside physiological electron donors, including ferrous iron. To enhance formic acid utilization while maintaining aqueous concentrations below the toxicity threshold, we developed a bioreactor culturing method based on a sequential formic acid feeding strategy. By dosing small amounts of formic acid sequentially and feeding H2 as co-substrate, M. prunae could utilize a total of 16.3 mM of formic acid and grow to higher cell densities than when H2 was supplied as a sole electron donor. These results demonstrate the viability of culturing thermoacidophilic species with formic acid as an auxiliary substrate in bioreactors to obtain higher cell densities than those yielded by conventional autotrophic conditions. Our work underscores the significance of formic acid metabolism in extreme habitats and holds promise for biotechnological applications in the realm of sustainable energy production and environmental remediation.

甲酸是一种可利用可再生电子和二氧化碳生产的 C1 底物,探索具有甲酸吸收能力的新型宿主对于开发新型和可持续的生物制造平台具有重要意义。甲酸营养体可利用甲酸或甲酸盐作为碳源和/或还原动力源。由于甲酸的毒性在 pKa 值低于 3.75(25°C)的酸性环境中会增加,因此通常在嗜中性微生物中对甲酸营养作用进行研究。由于这种毒性挑战,嗜热酸性微生物对甲酸作为碳源或能源的利用在很大程度上还没有被探索过,而这些物种具有产生各种代谢物和酶的能力,具有很高的生物技术相关性。在这里,我们研究了嗜热古细菌中几种嗜热古细菌耐受和代谢甲酸的能力。研究发现,在批量培养过程中,Metallosphaera prunae、Sulfolobus metallicus 和 Sulfolobus acidocaldarium 能够代谢 1-2 mM 的甲酸并在其中生长。甲酸与生理电子供体(包括亚铁)一起被这些物种共同利用。为了提高甲酸的利用率,同时将水体中的甲酸浓度维持在毒性阈值以下,我们开发了一种基于连续投放甲酸策略的生物反应器培养方法。与仅提供 H2 作为电子供体的情况相比,通过依次添加少量甲酸并提供 H2 作为辅助底物,梅花菌可以利用总计 16.3 mM 的甲酸,并生长出更高的细胞密度。这些结果表明,在生物反应器中以甲酸作为辅助底物培养嗜热物种,可以获得比传统自养条件下更高的细胞密度。我们的工作强调了甲酸代谢在极端生境中的重要性,并为可持续能源生产和环境修复领域的生物技术应用带来了希望。
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引用次数: 0
Utilization of formic acid by extremely thermoacidophilic archaea species 嗜热古细菌对甲酸的利用
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70003
Sara Tejedor-Sanz, Young Eun Song, Eric R. Sundstrom

The exploration of novel hosts with the ability to assimilate formic acid, a C1 substrate that can be produced from renewable electrons and CO2, is of great relevance for developing novel and sustainable biomanufacturing platforms. Formatotrophs can use formic acid or formate as a carbon and/or reducing power source. Formatotrophy has typically been studied in neutrophilic microorganisms because formic acid toxicity increases in acidic environments below the pKa of 3.75 (25°C). Because of this toxicity challenge, utilization of formic acid as either a carbon or energy source has been largely unexplored in thermoacidophiles, species that possess the ability to produce a variety of metabolites and enzymes of high biotechnological relevance. Here we investigate the capacity of several thermoacidophilic archaea species from the Sulfolobales order to tolerate and metabolize formic acid. Metallosphaera prunae, Sulfolobus metallicus and Sulfolobus acidocaldarium were found to metabolize and grow with 1–2 mM of formic acid in batch cultivations. Formic acid was co-utilized by this species alongside physiological electron donors, including ferrous iron. To enhance formic acid utilization while maintaining aqueous concentrations below the toxicity threshold, we developed a bioreactor culturing method based on a sequential formic acid feeding strategy. By dosing small amounts of formic acid sequentially and feeding H2 as co-substrate, M. prunae could utilize a total of 16.3 mM of formic acid and grow to higher cell densities than when H2 was supplied as a sole electron donor. These results demonstrate the viability of culturing thermoacidophilic species with formic acid as an auxiliary substrate in bioreactors to obtain higher cell densities than those yielded by conventional autotrophic conditions. Our work underscores the significance of formic acid metabolism in extreme habitats and holds promise for biotechnological applications in the realm of sustainable energy production and environmental remediation.

甲酸是一种可利用可再生电子和二氧化碳生产的 C1 底物,探索具有甲酸吸收能力的新型宿主对于开发新型和可持续的生物制造平台具有重要意义。甲酸营养体可利用甲酸或甲酸盐作为碳源和/或还原动力源。由于甲酸的毒性在 pKa 值低于 3.75(25°C)的酸性环境中会增加,因此通常在嗜中性微生物中对甲酸营养作用进行研究。由于这种毒性挑战,嗜热酸性微生物对甲酸作为碳源或能源的利用在很大程度上还没有被探索过,这些物种具有产生各种代谢物和酶的能力,具有很高的生物技术相关性。在这里,我们研究了嗜热古细菌中几种嗜热古细菌耐受和代谢甲酸的能力。研究发现,在批量培养过程中,Metallosphaera prunae、Sulfolobus metallicus 和 Sulfolobus acidocaldarium 能够代谢 1-2 mM 的甲酸并在其中生长。甲酸与生理电子供体(包括亚铁)一起被这些物种共同利用。为了提高甲酸的利用率,同时将水体中的甲酸浓度维持在毒性阈值以下,我们开发了一种基于连续投放甲酸策略的生物反应器培养方法。与仅提供 H2 作为电子供体的情况相比,通过依次添加少量甲酸并提供 H2 作为辅助底物,梅花菌可以利用总计 16.3 mM 的甲酸,并生长出更高的细胞密度。这些结果表明,在生物反应器中以甲酸作为辅助底物培养嗜热物种,可以获得比传统自养条件下更高的细胞密度。我们的工作强调了甲酸代谢在极端生境中的重要性,并为可持续能源生产和环境修复领域的生物技术应用带来了希望。
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引用次数: 0
Improving the odds: Artificial intelligence and the great plate count anomaly 提高胜算:人工智能与盘数大反常
IF 5.7 2区 生物学 Pub Date : 2024-08-30 DOI: 10.1111/1751-7915.70004
Detmer Sipkema

Next-generation DNA sequencing has shown that the great plate count anomaly, that is, the difference between bacteria present in the environment and those that can be obtained in culture from that environment, is even greater and more persisting than initially thought. This hampers fundamental understanding of bacterial physiology and biotechnological application of the unculture majority. With big sequence data as foundation, artificial intelligence (AI) may be a game changer in bacterial isolation efforts and provide directions for the cultivation media and conditions that are most promising and as such be used to canalize limited human and financial resources. This opinion paper discusses how AI is or can be used to improve the success of bacterial isolation.

下一代 DNA 测序表明,大平板计数异常,即存在于环境中的细菌与可从该环境中培养获得的细菌之间的差异,比最初想象的更大,更持久。这阻碍了对细菌生理学的基本了解,也阻碍了未培养的大多数细菌在生物技术上的应用。有了序列大数据作为基础,人工智能(AI)可能会改变细菌分离工作的游戏规则,并为最有前景的培养基和条件提供方向,从而用于利用有限的人力和财力资源。本文将讨论如何利用人工智能提高细菌分离的成功率。
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引用次数: 0
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Microbial Biotechnology
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