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Reprogramming Carbon Partition for Salidroside Overproduction in Saccharomyces cerevisiae. 酿酒酵母菌红景天苷过量生产的重编程碳分配。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-03-12 DOI: 10.1021/acssynbio.5c00805
Jian Li, Honghao Li, Xiaoran Dai, He Ma, Chenxi Ma, Yunzi Luo

Salidroside, a valuable plant-derived glycoside, holds great promise for nutraceutical and pharmaceutical applications. Although microbial biosynthesis has been established, further enhancement of its production faces a universal bottleneck in glycoside synthesis: the competition for the glycosyl donor UDP-glucose (UDPG) between essential cell wall construction and target product formation. To overcome this fundamental conflict, we constructed a high-yielding microbial cell factory through a systematic engineering strategy. We first rewired central metabolism via a thiamine diphosphate (ThDP) regeneration strategy to secure a high-level production of the precursor tyrosol. Subsequently, the introduction of a glycosyltransferase RrU8GT33 from Rhodiola rosea enabled the conversion of tyrosol to salidroside. To address the key limitation, we enhanced UDP-glucose availability by overexpressing UDP-glucose pyrophosphorylase (UGP1) and phosphoglucose mutase (PGM1), and most critically implemented cell wall engineering to dynamically redirect carbon flux from biomass synthesis toward salidroside production by regulating β-1,3-glucan synthase (FKS1) expression. This approach effectively decouples growth pressure from the synthesis demand. Subsequent engineering steps alleviated physiological constraints, yielding a robust production host. In a bioreactor fermentation, the final strain achieved a record-breaking salidroside titer of 40.46 g/L, with a productivity of 0.24 g/(L h) and a yield of 0.27 g/g glucose. This work demonstrates the efficacy of cofactor and cell wall engineering in optimizing glycoside production and provides a scalable strategy for the microbial manufacturing of high-value natural glycosides.

红景天苷是一种有价值的植物源糖苷,在营养保健和制药方面具有很大的应用前景。虽然微生物生物合成已经建立,但其生产的进一步提高面临着糖苷合成中普遍存在的瓶颈:糖基供体UDPG (UDPG)在必需细胞壁构建和靶产物形成之间的竞争。为了克服这一根本矛盾,我们通过系统工程策略构建了一个高产微生物细胞工厂。我们首先通过二磷酸硫胺素(ThDP)再生策略重新连接中枢代谢,以确保前体酪醇的高水平生产。随后,从红景天中引入糖基转移酶RrU8GT33,使酪醇转化为红景天苷。为了解决关键的限制,我们通过过表达udp -葡萄糖焦磷酸化酶(UGP1)和磷酸葡萄糖突变酶(PGM1)来提高udp -葡萄糖的可用性,最关键的是实施细胞壁工程,通过调节β-1,3-葡聚糖合成酶(FKS1)的表达,动态地将碳通量从生物质合成转向红柳苷生产。这种方法有效地将增长压力与合成需求脱钩。随后的工程步骤减轻了生理限制,产生了一个健壮的生产宿主。在生物反应器发酵中,最终菌株的红皮苷滴度达到创纪录的40.46 g/L,产率为0.24 g/(L h),葡萄糖产量为0.27 g/g。这项工作证明了辅因子和细胞壁工程在优化糖苷生产方面的功效,并为微生物生产高价值天然糖苷提供了可扩展的策略。
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引用次数: 0
Multistrategic Engineering of Escherichia coli for High-Level Production of 3,4-Dihydroxybutyric Acid. 大肠杆菌高产3,4-二羟基丁酸的多策略工程研究。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-03-11 DOI: 10.1021/acssynbio.5c00906
Rui Li, Tao Cheng, Mo Xian, Huibin Zou, Rubing Zhang

3,4-Dihydroxybutyric acid (3,4-DHBA) is an important precursor for the synthesis of high-value fine chemicals; however, its sustainable production in microbial hosts is limited by plasmid instability and low titers. In this study, we aimed to construct a chromosome-integrated E. coli platform for plasmid-free and inducer-free biosynthesis of 3,4-DHBA from xylose and glycerol. First, preliminary pathway reconstruction through elimination of competing routes and genomic integration of key xylose dehydrogenase increased 3,4-DHBA accumulation to 1.30 g/L. Subsequently, systematic enzyme screening identified optimal aldehyde dehydrogenase and xylonate dehydratase, and an NAD+ regeneration module was introduced to strengthen redox cofactor cycling for enhanced 3,4-DHBA production. The successful plasmid- and inducer-free biosynthesis of 3,4-DHBA was accomplished by integrating all pathway genes into the genome. Furthermore, transcriptome analysis revealed that xylose transporters were unrecognized metabolic bottlenecks, and their targeted overexpression significantly improved xylose uptake and 3,4-DHBA flux. The final strain achieved a titer of 3.08 g/L in shake flask cultivation and 46.10 g/L in fed-batch fermentation with a yield of 0.49 g/g xylose and a productivity of 0.92 g/(L·h), which are the highest values reported to date. This integrated strategy establishes a scalable and cost-effective route for 3,4-DHBA production, highlighting the value of combining pathway engineering with transportation optimization in biocatalyst design and enabling lignocellulosic biomass hydrolyzates as substrates for 3,4-DHBA production.

3,4-二羟基丁酸(3,4- dhba)是合成高价值精细化学品的重要前体;然而,其在微生物宿主中的可持续生产受到质粒不稳定和低滴度的限制。在这项研究中,我们旨在构建一个染色体整合的大肠杆菌平台,用于从木糖和甘油中无质粒和无诱导物生物合成3,4- dhba。首先,通过消除竞争途径和关键木糖脱氢酶的基因组整合进行初步途径重建,将3,4- dhba积累量提高到1.30 g/L。随后,系统的酶筛选确定了最佳的醛脱氢酶和木酸脱氢酶,并引入NAD+再生模块来加强氧化还原辅助因子循环,以提高3,4- dhba的产量。通过将所有途径基因整合到基因组中,成功地完成了3,4- dhba的无质粒和无诱导剂生物合成。此外,转录组分析显示木糖转运蛋白是未被识别的代谢瓶颈,它们的靶向过表达显著提高了木糖摄取和3,4- dhba通量。最终菌株摇瓶培养滴度为3.08 g/L,分批补料发酵滴度为46.10 g/L,木糖产量为0.49 g/g,产率为0.92 g/(L·h),为迄今报道的最高值。这一整合策略为3,4- dhba的生产建立了一条可扩展且具有成本效益的路线,突出了将途径工程与生物催化剂设计中的运输优化相结合的价值,并使木质纤维素生物质水解物成为3,4- dhba生产的底物。
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引用次数: 0
Supramolecular Biopolymer Composed of a Doubly (His)6-Tagged Tandem Z-Domain Conjugated by Zn2+ Ions. 由Zn2+离子共轭的双(His)6标记串联z结构域组成的超分子生物聚合物。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-03-11 DOI: 10.1021/acssynbio.5c00960
Syeed Ghulam Razi, Olga Krichevsky, Ellen Wachtel, Shira Albeck, Yoav Peleg, Guy Patchornik

Synthetic two-dimensional (2D) protein assemblies were engineered using tandem Z-domains derived from the bacterial Protein A. Assembly was induced by introducing hexa-histidine tags to both the N- and C-termini of the tandem Z-domain ((His)6-(Z)2-(His)6) and adding equimolar Zn2+ at pH 7. Two lines of evidence suggest preservation of the Z-domain's native structure upon metal-mediated assembly: (i) far-UV circular dichroism spectroscopy; and (ii) selective binding to IgG antibodies, with no detectable interaction with IgA or IgM, consistent with the known specificity of the Z-domain. Scanning transmission electron microscopy demonstrated the formation of 2D protein assemblies exclusively in the presence of Zn2+ ions. The widespread use of His-tag engineering and the mild conditions required to assemble (His)6-(Z)2-(His)6 monomers into two-dimensional structures suggest that this approach offers a straightforward and accessible platform for the fabrication of synthetic 2D protein assemblies with potential applications in biotechnology and medicine.

利用从细菌蛋白a中提取的串联Z结构域设计合成二维(2D)蛋白组装,通过在串联Z结构域((His)6-(Z)2-(His)6)的N端和c端引入六组氨酸标签并在pH 7下加入等量Zn2+诱导组装。有两条证据表明,在金属介导的组装过程中,z畴的天然结构得到了保存:(i)远紫外圆二色光谱;(ii)与IgG抗体选择性结合,与IgA或IgM无可检测到的相互作用,与已知的z结构域特异性一致。扫描透射电子显微镜显示,在Zn2+离子存在的情况下,2D蛋白组装的形成。His标签工程的广泛应用以及将(His)6-(Z)2-(His)6单体组装成二维结构所需的温和条件表明,这种方法为合成二维蛋白质组装提供了一个简单易用的平台,在生物技术和医学中具有潜在的应用前景。
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引用次数: 0
Metabolic Engineering of Commensal Bacteria for Producing 5-Hydroxyindoleacetic Acid as a Therapeutic Strategy for Colitis. 共生菌产生5-羟基吲哚乙酸的代谢工程作为治疗结肠炎的策略。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-03-11 DOI: 10.1021/acssynbio.5c00815
Wei Du, Chunling Zhang, Zhen-Ping Zou, Shengzhou Shan, Li-Shun Wang, Wei Jiang, Bin-Cheng Yin, Bang-Ce Ye, Ying Zhou

Numerous studies have demonstrated a strong association between gut microbiota dysbiosis and the progression of colitis, potentially mediated by disruptions in microbial tryptophan metabolism. Targeting commensal bacterial tryptophan metabolism may offer a promising therapeutic strategy. However, a broader spectrum of active substances is necessary to diversify engineered probiotics and enhance the efficacy and precision of treatments. In this study, using a dextran sulfate sodium (DSS)-induced murine colitis model for active substance screening, we observed a significant alteration of the gut microbiota structure concurrent with a pronounced decrease in the level of the microbial-derived tryptophan metabolite, 5-hydroxyindoleacetic acid (5-HIAA). Exogenous supplementation with 5-HIAA restored intestinal epithelial barrier integrity and alleviated colitis symptoms. Mechanistically, 5-HIAA activates the aryl hydrocarbon receptor (AhR), leading to enhanced transcription of IL-10 and subsequent modulation of the NF-κB p65/MLCK/pMLC signaling pathway in intestinal epithelial cells. This cascade promotes increased expression of tight junction proteins, thereby improving intestinal barrier function and attenuating colitis. Furthermore, we engineered a facultative anaerobic commensal bacterium capable of delivering 5-HIAA directly to the gut and evaluated its efficacy in a mouse model of colitis. Our findings indicate that targeted modulation of the key microbial metabolite 5-HIAA effectively suppresses the onset and progression of colitis. The use of engineered bacteria for site-specific 5-HIAA delivery represents a novel and promising therapeutic approach for inflammatory bowel disease (IBD).

大量研究表明,肠道菌群失调与结肠炎的进展密切相关,可能是由微生物色氨酸代谢的中断介导的。以共生菌色氨酸代谢为靶点可能是一种很有前景的治疗策略。然而,为了使工程益生菌多样化,提高治疗的疗效和准确性,需要更广泛的活性物质谱。在这项研究中,使用葡聚糖硫酸钠(DSS)诱导的小鼠结肠炎模型进行活性物质筛选,我们观察到肠道微生物群结构的显著改变,同时微生物衍生色氨酸代谢物5-羟基吲哚乙酸(5-HIAA)水平显著降低。外源性补充5-HIAA可恢复肠上皮屏障完整性,减轻结肠炎症状。在机制上,5-HIAA激活芳烃受体(AhR),导致IL-10转录增强,随后调节肠上皮细胞中NF-κB p65/MLCK/pMLC信号通路。这种级联促进紧密连接蛋白的表达增加,从而改善肠道屏障功能,减轻结肠炎。此外,我们设计了一种兼性厌氧共生细菌,能够将5-HIAA直接输送到肠道,并在小鼠结肠炎模型中评估了其功效。我们的研究结果表明,关键微生物代谢物5-HIAA的靶向调节有效地抑制结肠炎的发生和进展。使用工程细菌进行位点特异性5-HIAA递送代表了一种新的和有前途的治疗炎症性肠病(IBD)的方法。
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引用次数: 0
Harnessing the Power of SMART Single-Molecule Display for Enzyme Evolution: A Focus on Oxidase. 利用SMART单分子显示的力量促进酶的进化:以氧化酶为重点。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-23 DOI: 10.1021/acssynbio.5c00968
Kalhari Munaweera, Nana Odake, Hannah Patricia Halim, Kakeru Ikeda, Bo Zhu, Maurizio Camagna, Tomokazu Ito, Tetsuya Kitaguchi, Naoto Nemoto, Hideo Nakano, Jasmina Damnjanović

For a rapid and cost-effective evolution of tailor-made enzymes, we established a high-throughput in vitro selection platform named SMART (Single-Molecule Assay on Ribonucleic acid by Translated product), integrating mRNA display, next-generation sequencing, and bioinformatics. SMART represents a versatile system where a module termed an auxiliary unit allows enzyme-specific selection under various experimental conditions. Here, we report on the establishment of SMART for oxidases using a model enzyme, Schizosaccharomyces pombe d-amino acid oxidase (SpDAAO), and ascorbate peroxidase 2 as the auxiliary enzyme to detect hydrogen peroxide produced by the oxidase, and mediate biotinylation of active single-molecule display complexes. As a proof-of-concept, a library including site-saturation mutagenesis at the catalytic residue Y232 of SpDAAO was subjected to a single SMART selection round, yielding enrichment of the active enzyme variant. The results demonstrate the utility of SMART as a fast, robust, and efficient platform with the potential of customization for other enzyme chemistries through appropriate modifications of the auxiliary unit. Using SMART, desired enzyme variants can be selected in just a few hours by a single person without the need for costly equipment or any bias or limitations.

为了快速、低成本地进化定制酶,我们建立了一个高通量的体外选择平台SMART (Single-Molecule Assay on ribonucicacid by translingproduct),整合了mRNA展示、下一代测序和生物信息学。SMART代表了一个多功能系统,其中一个模块称为辅助单元,允许在各种实验条件下进行酶特异性选择。在这里,我们报道了用一种模式酶——裂糖酵母d-氨基酸氧化酶(SpDAAO)和抗坏血酸过氧化物酶2作为辅助酶来检测氧化酶产生的过氧化氢,并介导活性单分子显示复合物的生物素化,从而建立氧化酶SMART。作为概念验证,一个包含SpDAAO催化残基Y232位点饱和突变的文库进行了一次SMART选择,产生了活性酶变体的富集。结果表明,SMART是一个快速、稳健、高效的平台,通过适当修改辅助单元,具有定制其他酶化学的潜力。使用SMART,一个人可以在短短几个小时内选择所需的酶变体,而不需要昂贵的设备或任何偏见或限制。
{"title":"Harnessing the Power of SMART Single-Molecule Display for Enzyme Evolution: A Focus on Oxidase.","authors":"Kalhari Munaweera, Nana Odake, Hannah Patricia Halim, Kakeru Ikeda, Bo Zhu, Maurizio Camagna, Tomokazu Ito, Tetsuya Kitaguchi, Naoto Nemoto, Hideo Nakano, Jasmina Damnjanović","doi":"10.1021/acssynbio.5c00968","DOIUrl":"10.1021/acssynbio.5c00968","url":null,"abstract":"<p><p>For a rapid and cost-effective evolution of tailor-made enzymes, we established a high-throughput <i>in vitro</i> selection platform named SMART (Single-Molecule Assay on Ribonucleic acid by Translated product), integrating mRNA display, next-generation sequencing, and bioinformatics. SMART represents a versatile system where a module termed an auxiliary unit allows enzyme-specific selection under various experimental conditions. Here, we report on the establishment of SMART for oxidases using a model enzyme, <i>Schizosaccharomyces pombe</i> d-amino acid oxidase (SpDAAO), and ascorbate peroxidase 2 as the auxiliary enzyme to detect hydrogen peroxide produced by the oxidase, and mediate biotinylation of active single-molecule display complexes. As a proof-of-concept, a library including site-saturation mutagenesis at the catalytic residue Y232 of SpDAAO was subjected to a single SMART selection round, yielding enrichment of the active enzyme variant. The results demonstrate the utility of SMART as a fast, robust, and efficient platform with the potential of customization for other enzyme chemistries through appropriate modifications of the auxiliary unit. Using SMART, desired enzyme variants can be selected in just a few hours by a single person without the need for costly equipment or any bias or limitations.</p>","PeriodicalId":26,"journal":{"name":"ACS Synthetic Biology","volume":" ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2026-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147275191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polyvalent Guide RNAs Enhance the CRISPR-Mediated Suppression of a Human Coronavirus. 多价引导rna增强crispr介导的人冠状病毒抑制
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-19 DOI: 10.1021/acssynbio.5c00574
Merna Magdy, Rachel Tinker-Kulberg, Eric A Josephs

While CRISPR enzymes have become important tools for targeted gene editing in mammalian cells, they can also be used to specifically target and deplete viral nucleic acids to treat infections; this can be accomplished by delivering an RNA-targeting CRISPR effector like Cas13 along with a guide RNA (gRNA) that recognizes sequences from the genomes of single-stranded RNA (ssRNA) viruses. Previously, we hypothesized that by designing individual gRNAs able to target multiple, similar-but-not-identical viral sequences simultaneously ("polyvalent" guide RNAs or pgRNAs), gRNA's polyvalency would overcome any deficits caused by mispairing between the gRNA and the viral targets and, hence, still increase Cas13's antiviral potency and prevent mutagenic escape. We subsequently demonstrated this was the case using a model of viral infection in plants; however, it was not determined whether this strategy would also work against a human virus. Here, pgRNAs were designed to target multiple RNA sequences within human coronavirus 229E (hCoV-229E) and delivered along with Cas13 into a human lung epithelial cell line infected by hCoV-229E. CRISPR antiviral treatments using pgRNAs exhibited significant viral suppression in a CRISPR-dependent manner─more so than their single-target gRNA counterparts, even when multiple single-target gRNAs were used simultaneously. This improvement was also observed even as Cas13 with those same pgRNAs exhibited less "collateral" or nonspecific RNase activity relative to their single-target counterparts, which could imply that they may have greater specificity and safety profiles as therapeutic agents. Our findings demonstrate a computational and experimental pipeline by which pgRNAs, created using an unconventional gRNA design strategy, can be generated and validated to target human viruses using CRISPR antiviral biotechnologies more effectively.

虽然CRISPR酶已成为哺乳动物细胞中靶向基因编辑的重要工具,但它们也可用于特异性靶向和耗尽病毒核酸来治疗感染;这可以通过递送像Cas13这样的靶向RNA的CRISPR效应物,以及识别单链RNA (ssRNA)病毒基因组序列的引导RNA (gRNA)来实现。先前,我们假设通过设计能够同时靶向多个相似但不相同的病毒序列的单个gRNA(“多价”引导rna或pgRNAs), gRNA的多价性将克服gRNA与病毒靶标之间错配引起的任何缺陷,因此仍然增加Cas13的抗病毒效力并防止诱变逃逸。我们随后用植物病毒感染模型证明了这一点;然而,目前还不确定这种策略是否对人类病毒也有效。在这里,pgRNAs被设计成针对人冠状病毒229E (hCoV-229E)中的多个RNA序列,并与Cas13一起递送到被hCoV-229E感染的人肺上皮细胞系中。使用pgrna的CRISPR抗病毒治疗以CRISPR依赖的方式表现出显著的病毒抑制作用──甚至在同时使用多个单靶点gRNA时也是如此。即使具有相同pgRNAs的Cas13表现出较少的“附带”或非特异性RNase活性,也可以观察到这种改善,这可能意味着它们作为治疗剂可能具有更高的特异性和安全性。我们的研究结果展示了一个计算和实验管道,通过该管道,使用非常规的gRNA设计策略创建的pgrna可以生成并验证使用CRISPR抗病毒生物技术更有效地靶向人类病毒。
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引用次数: 0
Fast and Simplified CRISPR–Cas13d Assay for Sensitive Detection of Porcine Deltacoronavirus 快速和简化的CRISPR-Cas13d方法灵敏检测猪冠状病毒
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-11 DOI: 10.1021/acssynbio.5c00909
Yang-ming Dai, , , Lei Zhao, , , Tong Xu, , , Jia-qi Duan, , , Yuan-meng Wang, , , Yi-Xin Yan, , , Liang-Peng Ge, , , Zuo-Hua Liu, , , Jing Sun, , , Xiu Zeng, , , Si-yuan Lai, , , Yan-Ru Ai, , , Jian-Bo Huang, , , Ling Zhu*, , and , Zhi-wen Xu*, 

Rapid and portable diagnostic technologies are essential for controlling infectious diseases. Here, we describe RAPID (Rapid Automated Portable Integrated Detection), a single-step, extraction-free CRISPR-Cas13d-based assay for sensitive and specific detection of porcine deltacoronavirus (PDCoV) RNA. RAPID integrates isothermal recombinase polymerase amplification with EsCas13d-mediated collateral cleavage in a one-pot reaction, enabling sample-to-answer detection within 30 min. A brief room-temperature lysis step allows direct RNA release from unextracted samples, simplifying sample preparation and reducing equipment requirements. Lyophilized reagents enhance stability during refrigerated storage (≤4 °C) and facilitate simplified transportation using conventional cooling measures, thereby reducing reliance on strict cold-chain logistics. The assay operates optimally at 37 °C and remains functional under ambient (∼25 °C) conditions with reduced sensitivity, permitting instrument-free operation when temperature control is unavailable. Detection is achieved via in-tube fluorescence or lateral-flow readouts. Clinical validation using porcine samples showed complete concordance with RT-qPCR, achieving 100% sensitivity and specificity. RAPID provides a practical point-of-care diagnostic platform for on-farm surveillance and deployment in resource-limited settings.

快速和便携的诊断技术对于控制传染病至关重要。在这里,我们描述了RAPID(快速自动便携式集成检测),这是一种单步、无提取的基于crispr - cas13d的检测方法,用于灵敏和特异性检测猪三角冠状病毒(PDCoV) RNA。RAPID将等温重组酶聚合酶扩增与escas13d介导的侧支裂解结合在一起,在一锅反应中实现了30分钟内样品到答案的检测。简单的室温裂解步骤允许从未提取的样品中直接释放RNA,简化样品制备并减少设备要求。冻干试剂在冷藏(≤4°C)期间的稳定性增强,使用常规冷却措施简化运输,从而减少对严格的冷链物流的依赖。该分析在37°C下运行最佳,在环境(~ 25°C)条件下保持功能,灵敏度降低,允许在温度控制不可用时无仪器操作。检测是通过管内荧光或横向流量读数实现的。使用猪样本进行临床验证,结果与RT-qPCR完全一致,灵敏度和特异性均达到100%。RAPID提供了一个实用的现场诊断平台,用于在资源有限的情况下进行农场监测和部署。
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引用次数: 0
The Mechanism of High Flux Supply of NAD+ in Aerobic Fermentation of Candida glycerinogenes 产甘油假丝酵母好氧发酵中NAD+高通量供给的机理。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-11 DOI: 10.1021/acssynbio.5c00820
Mengying Wang, , , Dongqi Jiang, , , Bin Zhuge*, , and , Hong Zong, 

Nicotinamide adenine dinucleotide (NAD+) is a cofactor involved in numerous redox reactions, and its supply is a bottleneck problem in metabolic engineering. Candida glycerinogenes can provide high flux NAD(H), but the mechanism by which transcription factors regulate its high flux synthesis of NAD+ is still unclear. This study investigated the role of the transcription factor MIG in the NAD+ de novo synthesis pathway in C. glycerinogenes. Tryptophan has been identified as a limiting factor in NAD+ synthesis, and its concentration directly affects the productivity of glycerol and ethanol as well as NAD+ synthesis. The key genes bna3 and bna6 were found to be rate limiting in the NAD+ de novo synthesis pathway, and when inhibited, they significantly affect the production of NAD. This study demonstrates that the transcription factor MIG significantly enhances the expression levels of genes involved in the NAD+ de novo synthesis pathway while simultaneously improving the efficiency of NAD synthesis and ethanol production. Its successful application in Saccharomyces cerevisiae ethanol fermentation resulted in a 25.8% increase in the ethanol conversion rate. These findings emphasize the importance of MIG in the production of NAD by C. glycerinogenes, providing valuable insights for metabolic engineering strategies.

烟酰胺腺嘌呤二核苷酸(Nicotinamide adenine dinucleotide, NAD+)是参与多种氧化还原反应的辅助因子,其供应是代谢工程中的瓶颈问题。产甘油假丝酵母可以提供高通量的NAD(H),但转录因子调控其高通量合成NAD+的机制尚不清楚。本研究探讨了转录因子MIG在甘油原菌NAD+ de novo合成途径中的作用。色氨酸已被确定为NAD+合成的限制因子,其浓度直接影响甘油和乙醇的生产效率以及NAD+的合成。在NAD+ de novo合成途径中发现关键基因bna3和bna6是限速的,当它们被抑制时,它们显著影响NAD的产生。本研究表明,转录因子MIG显著提高了NAD+ de novo合成途径相关基因的表达水平,同时提高了NAD合成和乙醇生产的效率。其在酿酒酵母乙醇发酵中的成功应用,使乙醇转化率提高了25.8%。这些发现强调了MIG在C. glycerinogenes生产NAD中的重要性,为代谢工程策略提供了有价值的见解。
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引用次数: 0
epiGPTope: A Machine Learning-Based Epitope Generator and Classifier epiGPTope:一个基于机器学习的表位生成器和分类器。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-11 DOI: 10.1021/acssynbio.5c00693
Natalia Flechas Manrique, , , Alberto Martínez, , , Elena López-Martínez, , , Luc Andrea, , , Román Orus, , , Aitor Manteca*, , , Aitziber L. Cortajarena*, , and , Llorenç Espinosa-Portalés*, 

Epitopes are short antigenic peptide sequences that are recognized by antibodies or immune cell receptors. These are central to the development of immunotherapies, vaccines, and diagnostics. However, the rational design of synthetic epitope libraries is challenging due to the large combinatorial sequence space, 20n combinations for linear epitopes of n amino acids, making screening and testing unfeasible, even with high throughput experimental techniques. In this study, we present a large language model, epiGPTope, pretrained on protein data and specifically fine-tuned on linear epitopes, which, for the first time, can directly generate novel epitope-like sequences, which are found to possess statistical properties analogous to the ones of known epitopes. This generative approach can be used to prepare libraries of epitope candidate sequences. We further train statistical classifiers to predict whether an epitope sequence is of bacterial or viral origin, thus narrowing the candidate library and increasing the likelihood of identifying specific epitopes. We propose that such a combination of generative and predictive models can be of assistance in epitope discovery. The approach uses only primary amino acid sequences of linear epitopes, bypassing the need for a geometric framework or handcrafted features of the sequences. By developing a method to create biologically feasible sequences, we anticipate faster and more cost-effective generation and screening of synthetic epitopes with relevant applications in the development of new biotechnologies.

表位是被抗体或免疫细胞受体识别的短抗原肽序列。这些是开发免疫疗法、疫苗和诊断方法的核心。然而,人工合成表位文库的合理设计是一个挑战,因为n种氨基酸的线性表位的组合序列空间很大,有20n个组合,即使使用高通量的实验技术,筛选和测试也不可行。在这项研究中,我们提出了一个大型语言模型,epiGPTope,它在蛋白质数据上进行了预训练,并在线性表位上进行了专门的微调,这是第一次可以直接生成新的表位样序列,这些序列被发现具有类似于已知表位的统计特性。这种生成方法可用于制备候选表位序列文库。我们进一步训练统计分类器来预测表位序列是细菌还是病毒起源,从而缩小候选库并增加识别特定表位的可能性。我们建议这种生成和预测模型的结合可以帮助发现表位。该方法仅使用线性表位的初级氨基酸序列,而不需要几何框架或手工制作的序列特征。通过开发一种方法来创建生物学上可行的序列,我们期望更快、更经济地生成和筛选合成表位,并在新生物技术的开发中应用。
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引用次数: 0
Structure-Guided Engineering of KshA Yields a High-Performance 9α-Hydroxylase for Synthesis of 9α–OH-AD KshA结构导向工程制备合成9α-OH-AD的高效9α-羟化酶
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-02-10 DOI: 10.1021/acssynbio.5c00738
Yanmei Dai, , , Dongchang Sun, , , Qingyu Zhang, , , Zijuan Tao, , , Changshun Huang, , , Bo Liu, , and , Zhimin Ou*, 

9α-hydroxy-4-androstene-3,17-dione (9α–OH-AD) is a crucial steroid pharmaceutical intermediate synthesized from androst-4-ene-3,17-dione (4-AD) via catalysis by 9α-hydroxylase (KSH), which comprises KshA and KshB subunits. KshB supplies electrons to activate the [2Fe–2S] center in KshA, enabling 4-AD hydroxylation. However, KSH’s stability and activity limit industrial 9α–OH-AD production. This study identified KshA as a key bottleneck and revealed four mutation hotspots through structure-guided mutagenesis. Ultimately, a triple mutant KshAL263A/G321N/D325 K with superior performance was obtained. This variant KSH exhibited a 10.3-fold increase in activity and a 5.04-fold improvement in kcat/Km in comparison to the wild-type. Molecular simulations indicated enhanced structural stability and substrate accessibility. The engineered strain Escherichia coli BL21-pET28a+-KshAL263A/G321N/D325 K/pETDuet-1-KshB-FDH achieved 119.8 mM 9α–OH-AD from 4-AD in fed-batch transformation, demonstrating a high-performance KSH variant for efficient industrial production.

9α-羟基-4-雄烯-3,17-二酮(9α-OH-AD)是由雄烯-4-烯-3,17-二酮(4-AD)经9α-羟化酶(KSH)催化合成的重要甾体药物中间体,其中包括KshA和KshB亚基。KshB提供电子激活KshA中的[2Fe-2S]中心,使4-AD羟基化成为可能。然而,KSH的稳定性和活性限制了工业9α-OH-AD的生产。本研究确定了KshA为关键瓶颈,并通过结构引导诱变揭示了4个突变热点。最终获得了性能优越的三重突变体KshAL263A/G321N/D325 K。与野生型相比,该变异KSH的活性增加了10.3倍,kcat/Km提高了5.04倍。分子模拟表明其结构稳定性和底物可及性增强。工程菌株大肠杆菌BL21-pET28a+-KshAL263A/G321N/D325 K/pETDuet-1-KshB-FDH在进料批转化中从4-AD转化为119.8 mM 9α-OH-AD,证明了高效工业生产的高性能KSH变体。
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ACS Synthetic Biology
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