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Metabolic engineering improves transduction efficiency and downstream vector isolation by altering the lipid composition of extracellular vesicle-enclosed AAV. 代谢工程通过改变细胞外囊泡封闭AAV的脂质组成来提高转导效率和下游载体的分离。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-07 DOI: 10.1016/j.ymben.2024.12.003
Paula Espinoza, Ming Cheng, Carrie Ng, Demitri de la Cruz, Elizabeth D Wasson, Deirdre M McCarthy, Pradeep G Bhide, Casey A Maguire, Miguel C Santoscoy

Adeno-associated viruses (AAV) are promising vectors for gene therapy due to their efficacy in vivo. However, there is room for improvement to address key limitations such as the pre-existing immunity to AAV in patients, high-dose toxicity, and relatively low efficiency for some cell types. This study introduces a metabolic engineering approach, using knockout of the enzyme phosphatidylserine synthase 1 (PTDSS1) to increase the abundance of extracellular vesicle-enclosed AAV (EV-AAV) relative to free AAV in the supernatant of producer cells, simplifying downstream purification processes. The lipid-engineered HEK293T-ΔPTDSS1 cell line achieved a 42.7-fold enrichment of EV-AAV9 compared to free AAV9 in the supernatant. The rational genetic strategy also led to a 300-fold decrease of free AAV in supernatant compared to wild-type HEK293T. The membrane-engineered EV-AAV9 (mEV-AAV9) showed unique envelope composition alterations, including cholesterol enrichment and improved transduction efficiency in human AC16 cardiomyocytes by 1.5-fold compared to conventional EV-AAV9 and by 11-fold compared to non-enveloped AAV9. Robust in-vivo transduction four weeks after intraparenchymal administration of mEV-AAV9 was observed in the murine brain. This study shows promise in the potential of lipid metabolic engineering strategies to improve the efficiency and process development of enveloped gene delivery vectors.

腺相关病毒(Adeno-associated virus, AAV)因其在体内的有效性而成为一种很有前景的基因治疗载体。然而,在解决诸如患者对AAV预先存在的免疫力、高剂量毒性以及对某些细胞类型的相对低效率等关键限制方面,仍有改进的余地。本研究引入了一种代谢工程方法,通过敲除磷脂酰丝氨酸合成酶1 (PTDSS1)来增加细胞外囊泡封闭AAV (EV-AAV)相对于产生细胞上清中的游离AAV的丰度,简化下游纯化过程。脂质工程HEK293T-ΔPTDSS1细胞系与上清液中的游离AAV9相比,EV-AAV9的富集量达到42.7倍。合理的遗传策略也导致上清中游离AAV比野生型HEK293T减少300倍。膜工程EV-AAV9 (mEV-AAV9)显示出独特的包膜组成改变,包括胆固醇富集和人AC16心肌细胞的转导效率比常规EV-AAV9提高1.5倍,比未包膜的AAV9提高11倍。在小鼠脑实质内给予mEV-AAV9 4周后,在小鼠脑内观察到强大的体内转导。这项研究显示了脂质代谢工程策略在提高包膜基因传递载体的效率和过程开发方面的潜力。
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引用次数: 0
Deciphering molecular drivers of lactate metabolic shift in mammalian cell cultures. 破译哺乳动物细胞培养中乳酸代谢转变的分子驱动因素。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-04 DOI: 10.1016/j.ymben.2024.12.001
Mauro Torres, Ellie Hawke, Robyn Hoare, Rachel Scholey, Leon P Pybus, Alison Young, Andrew Hayes, Alan J Dickson

Lactate metabolism plays a critical role in mammalian cell bioprocessing, influencing cellular performance and productivity. The transition from lactate production to consumption, known as lactate metabolic shift, is highly beneficial and has been shown to extend culture lifespan and enhance productivity, yet its molecular drivers remain poorly understood. Here, we have explored the mechanisms that underpin this metabolic shift through two case studies, illustrating environmental- and genetic-driven factors. We characterised these study cases at process, metabolic and transcriptomic levels. Our findings indicate that glutamine depletion coincided with the timing of the lactate metabolic shift, significantly affecting cell growth, productivity and overall metabolism. Transcriptome analysis revealed dynamic regulation the ATF4 pathway, involved in the amino acid (starvation) response, where glutamine depletion activates ATF4 gene and its targets. Manipulating ATF4 expression through overexpression and knockdown experiments showed significant changes in metabolism of glutamine and lactate, impacting cellular performance. Overexpression of ATF4 increased cell growth and glutamine consumption, promoting a lactate metabolic shift. In contrast, ATF4 downregulation decreased cell proliferation and glutamine uptake, leading to production of lactate without any signs of lactate shift. These findings underscore a critical role for ATF4 in regulation of glutamine and lactate metabolism, related to phasic patterns of growth during CHO cell culture. This study offers unique insight into metabolic reprogramming during the lactate metabolic shift and the molecular drivers that determine cell status during culture.

乳酸代谢在哺乳动物细胞的生物加工过程中起着至关重要的作用,影响细胞的性能和生产力。从乳酸生产到消耗的转变,被称为乳酸代谢转变,是非常有益的,并已被证明可以延长培养寿命和提高生产力,但其分子驱动因素仍然知之甚少。在这里,我们通过两个案例研究探讨了支撑这种代谢转变的机制,说明了环境和遗传驱动因素。我们在过程、代谢和转录组水平上描述了这些研究病例。我们的研究结果表明,谷氨酰胺耗竭与乳酸代谢转变的时间一致,显著影响细胞生长、生产力和整体代谢。转录组分析揭示了ATF4通路的动态调控,参与氨基酸(饥饿)反应,其中谷氨酰胺耗尽激活ATF4基因及其靶标。通过过表达和敲低实验操纵ATF4表达,发现谷氨酰胺和乳酸代谢发生显著变化,影响细胞性能。ATF4过表达增加细胞生长和谷氨酰胺消耗,促进乳酸代谢转变。相反,ATF4的下调降低了细胞增殖和谷氨酰胺的摄取,导致乳酸的产生,而没有任何乳酸转移的迹象。这些发现强调了ATF4在调节谷氨酰胺和乳酸代谢中的关键作用,这与CHO细胞培养过程中生长的阶段性模式有关。这项研究提供了独特的见解代谢重编程在乳酸代谢转变和分子驱动决定细胞状态在培养过程中。
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引用次数: 0
Model-assisted CRISPRi/a library screening reveals central carbon metabolic targets for enhanced recombinant protein production in yeast. 模型辅助CRISPRi/a文库筛选揭示了酵母中增强重组蛋白生产的中心碳代谢靶点。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-29 DOI: 10.1016/j.ymben.2024.11.010
Xin Chen, Feiran Li, Xiaowei Li, Maximilian Otto, Yu Chen, Verena Siewers

Production of recombinant proteins is regarded as an important breakthrough in the field of biomedicine and industrial biotechnology. Due to the complexity of the protein secretory pathway and its tight interaction with cellular metabolism, the application of traditional metabolic engineering tools to improve recombinant protein production faces major challenges. A systematic approach is required to generate novel design principles for superior protein secretion cell factories. Here, we applied a proteome-constrained genome-scale protein secretory model of the yeast Saccharomyces cerevisiae (pcSecYeast) to simulate α-amylase production under limited secretory capacity and predict gene targets for downregulation and upregulation to improve α-amylase production. The predicted targets were evaluated using high-throughput screening of specifically designed CRISPR interference/activation (CRISPRi/a) libraries and droplet microfluidics screening. From each library, 200 and 190 sorted clones, respectively, were manually verified. Out of them, 50% of predicted downregulation targets and 34.6% predicted upregulation targets were confirmed to improve α-amylase production. By simultaneously fine-tuning the expression of three genes in central carbon metabolism, i.e. LPD1, MDH1, and ACS1, we were able to increase the carbon flux in the fermentative pathway and α-amylase production. This study exemplifies how model-based predictions can be rapidly validated via a high-throughput screening approach. Our findings highlight novel engineering targets for cell factories and furthermore shed light on the connectivity between recombinant protein production and central carbon metabolism.

重组蛋白的生产被认为是生物医学和工业生物技术领域的重要突破。由于蛋白质分泌途径的复杂性及其与细胞代谢的密切相互作用,应用传统的代谢工程工具来提高重组蛋白的生产面临重大挑战。需要一种系统的方法来产生新的设计原则,为优越的蛋白质分泌细胞工厂。本研究采用蛋白质组限制的酵母(pcSecYeast)基因组级蛋白分泌模型,模拟有限分泌能力下α-淀粉酶的产生,并预测下调和上调α-淀粉酶产生的基因靶点。通过高通量筛选专门设计的CRISPR干扰/激活(CRISPRi/a)文库和微滴筛选来评估预测的靶标。从每个文库中,分别手工验证了200个和190个已排序的克隆。其中,50%的预测下调靶点和34.6%的预测上调靶点被证实能提高α-淀粉酶的产量。通过同时微调LPD1、MDH1和ACS1三个中心碳代谢基因的表达,我们能够增加发酵途径中的碳通量和α-淀粉酶的产生。该研究举例说明了如何通过高通量筛选方法快速验证基于模型的预测。我们的发现突出了细胞工厂的新工程靶点,并进一步阐明了重组蛋白生产与中心碳代谢之间的联系。
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引用次数: 0
Elucidation and engineering of Sphingolipid biosynthesis pathway in Yarrowia lipolytica for enhanced production of human-type sphingoid bases and glucosylceramides 阐明并改造脂肪分解酵母中的鞘脂生物合成途径,以提高人型鞘氨醇碱和葡萄糖甘油酯的产量。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-26 DOI: 10.1016/j.ymben.2024.11.013
Seo Hyeon Shin , Hye Yun Moon , Hae Eun Park , Gi Jeong Nam , Ju Hye Baek , Che Ok Jeon , Hyunwook Jung , Myeong Seok Cha , Sol Choi , Jeong Jun Han , Chen Yuan Hou , Chang Seo Park , Hyun Ah Kang
Sphingolipids are vital membrane components in in mammalian cells, plants, and various microbes. We aimed to explore and exploit the sphingolipid biosynthesis pathways in an oleaginous and dimorphic yeast Yarrowia lipolytica by constructing and characterizing mutant strains with specific gene deletions and integrating exogenous genes to enhance the production of long-chain bases (LCBs) and glucosylceramides (GlcCers). To block the fungal/plant-specific phytosphingosine (PHS) pathway, we deleted the SUR2 gene encoding a sphinganine C4-hydroxylase, resulting in a remarkably elevated secretory production of dihydrosphingosine (DHS) and sphingosine (So) without acetylation. The Y. lipolytica SUR2 deletion (Ylsur2Δ) strain displayed retarded growth, increased pseudohyphal formation and stress sensitivity, along with the altered profiles of inositolphosphate-containing ceramides, GlcCers, and sterols. The subsequent disruption of the SLD1 gene, encoding a fungal/plant-specific Δ8 sphingolipid desaturase, restored filamentous growth in the Ylsur2Δ strain to a yeast-type form and further increased the production of human-type GlcCers. Additional introduction of mouse alkaline ceramidase 1 (maCER1) into the Ylsur2Δsld1Δ double mutants considerably increased DHS and So production while decreasing GlcCers. The production yields of LCBs from the Ylsur2Δsld1Δ/maCER1 strain increased in proportion to the C/N ratio in the N-source optimized medium, leading to production of 1.4 g/L non-acetylated DHS at the 5 L fed-batch fermentation with glucose feeding. This study highlights the feasibility of using the engineered Y. lipolytica strains as a cell factory for valuable sphingolipid derivatives for pharmaceuticals, cosmeceuticals, and nutraceuticals.
鞘脂是哺乳动物细胞、植物和各种微生物的重要膜成分。我们的目的是通过构建和鉴定特定基因缺失的突变株,并整合外源基因来提高长链碱和葡萄糖甘油酯的产量,从而探索和利用含油二形酵母亚罗酵母(Yarrowia lipolytica)的鞘脂生物合成途径。为了阻断真菌/植物特有的植物鞘氨醇(PHS)途径,我们删除了编码鞘氨醇 C4-羟化酶的 SUR2 基因,结果导致二氢鞘氨醇(DHS)和鞘氨醇(So)的分泌量显著增加,且没有乙酰化。脂溶性酵母菌 SUR2 基因缺失(Ylsur2Δ)菌株表现出生长迟缓、假茎形成增加和应激敏感性,以及含肌醇磷脂的神经酰胺、GlcCers 和固醇谱的改变。随后破坏了编码真菌/植物特异性Δ8鞘脂去饱和酶的 SLD1 基因,使 Ylsur2Δ 菌株的丝状生长恢复到酵母型,并进一步增加了人类型 GlcCers 的产量。在 Ylsur2Δsld1Δ 双突变体中引入小鼠碱性神经酰胺酶 1(maCER1)后,DHS 和 So 的产量显著增加,而 GlcCers 的产量则有所下降。Ylsur2Δsld1Δ/maCER1菌株的低氯苯产量与N源优化培养基中的C/N比成正比增加,导致在5升喂料批次发酵中葡萄糖喂养下的非乙酰化DHS产量达到1.4克/升。这项研究强调了将工程化的 Y. lipolytica 菌株作为细胞工厂生产有价值的鞘脂衍生物的可行性,这些衍生物可用于制药、药妆和营养保健品。
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引用次数: 0
Metabolic engineering of Escherichia coli for N-methylserotonin biosynthesis 大肠杆菌生物合成 N-甲基羟色胺的代谢工程。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-25 DOI: 10.1016/j.ymben.2024.11.011
Qingchen Li , Chenxi Li , Jie Zhong , Yukun Wang , Qinghua Yang , Bingmei Wang , Wenjin He , Jianzhong Huang , Shengyuan Lin , Feng Qi
N-methylserotonin (NMS) is a valuable indole alkaloid with therapeutic potential for psychiatric and neurological disorders, and it is used in health foods, cosmetics, and weight loss supplements. However, environmental challenges and low reaction efficiencies significantly hinder cost-effective, large-scale production of NMS in plants or through chemical synthesis. Herein, we have successfully engineered Escherichia coli strains to enhance NMS production from L-tryptophan using whole-cell catalysis. We developed multiple biosynthesis pathways incorporating modules for serotonin (5-hydroxytryptamine, 5-HT), tetrahydromonapterin (MH₄), and S-adenosylmethionine (SAM) synthesis. To enhance MH₄ availability, we employed a high-activity Bacillus subtilis FolE and minimized carbon flux loss through targeted gene knockouts in competitive metabolic pathways, improving 5-HT production. Additionally, we constructed a comprehensive SAM biosynthesis module to facilitate transmethylation by a selected N-methyltransferase fused with ProS2. These engineered modules were coexpressed in two plasmids within the optimized strain NMS-19, producing 128.6 mg/L of NMS in a 5-L bioreactor using fed-batch cultivation—a 92-fold increase over the original strain. This study introduces a viable strategy for NMS production and provides insights into the biosynthesis of SAM-dependent methylated tryptamine derivatives.
N- 甲基羟色胺(NMS)是一种宝贵的吲哚生物碱,具有治疗精神和神经疾病的潜力,并被用于保健食品、化妆品和减肥补充剂。然而,环境挑战和低反应效率极大地阻碍了在植物中或通过化学合成大规模生产 NMS 的成本效益。在此,我们成功改造了大肠杆菌菌株,利用全细胞催化技术提高了 L-色氨酸的 NMS 产量。我们开发了多种生物合成途径,其中包括血清素(5-羟色胺,5-HT)、四氢色氨酸(MH₄)和 S-腺苷蛋氨酸(SAM)合成模块。为了提高 MH₄的可用性,我们采用了高活性枯草芽孢杆菌 FolE,并通过敲除竞争性代谢途径中的定向基因,最大限度地减少碳通量损失,从而提高了 5-HT 的产量。此外,我们还构建了一个全面的 SAM 生物合成模块,通过与 ProS2 融合的精选 N-甲基转移酶促进转甲基化。这些工程化模块在优化菌株 NMS-19 的两个质粒中共同表达,在 5 升生物反应器中采用喂料批量培养法生产 128.6 mg/L 的 NMS,比原始菌株提高了 92 倍。这项研究提出了一种可行的 NMS 生产策略,并为 SAM 依赖性甲基化色胺衍生物的生物合成提供了深入的见解。
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引用次数: 0
Optimized production of concanamycins using a rational metabolic engineering strategy. 利用合理的代谢工程策略优化康加明菌素的生产。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-22 DOI: 10.1016/j.ymben.2024.11.008
Filipa Pereira, Morgan McCauley, Katherine Lev, Linnea Verhey-Henke, Alanna R Condren, Ralph J Harte, Jesus Galvez, David H Sherman

Plecomacrolides, such as concanamycins and bafilomycins, are potent and specific inhibitors of vacuolar-type ATPase. Concanamycins are 18-membered macrolides with promising therapeutic potential against multiple diseases, including viral infection, osteoporosis, and cancer. Due to the complexity of their total synthesis, the production of concanamycins is only achieved through microbial fermentation. However, the low titers of concanamycin A and its analogs in the native producing strains are a significant bottleneck for scale-up, robust structure-activity relationship studies, and drug development. To address this challenge, we designed a library of engineered Streptomyces strains for the overproduction of concanamycin A-C by combining the overexpression of target regulatory genes with the optimization of fermentation media. Integration of two endogenous regulators from the concanamycin biosynthetic gene cluster (cms) and one heterologous regulatory gene from the bafilomycin biosynthetic gene cluster significantly increased production of concanamycin A and its less abundant analog concanamycin B in Streptomyces eitanensis. The highest titers reported to date were observed in the engineered S. eitanensis DHS10676, which produced over 900 mg/L of concanamycin A and 300 mg/L of concanamycin B. Heterologous overexpression of the identified target regulatory genes across a panel of Streptomyces spp. harboring a putative concanamycin biosynthetic gene cluster confirmed its identity, and significantly improved concanamycin A production in all tested strains. Strain engineering, optimization of fermentation, and extraction purification protocols enabled swift access to these structurally complex plecomacrolides for semi-synthetic medicinal chemistry-based approaches. Together, this work established a platform for robust overproduction of concanamycin analogs across species.

Plecomacrolides(如康卡霉素和巴佛霉素)是空泡型 ATPase 的强效特异性抑制剂。康加霉素是一种 18 元大环内酯类药物,具有治疗多种疾病(包括病毒感染、骨质疏松症和癌症)的潜力。由于其总合成的复杂性,康康霉素只能通过微生物发酵来生产。然而,原生生产菌株中低滴度的康卡那霉素 A 及其类似物是扩大生产规模、进行稳健的结构-活性关系研究和药物开发的重要瓶颈。为了应对这一挑战,我们设计了一个工程化链霉菌菌株库,通过结合目标调控基因的过表达和发酵培养基的优化,来过量生产凹霉素。在埃坦链霉菌(Streptomyces eitanensis)的attB位点上整合了两个来自共霉素生物合成基因簇(cms)的内源调控基因和一个来自巴佛霉素生物合成基因簇的异源调控基因,显著提高了共霉素A及其低丰度类似物共霉素B的产量。对已确定的目标调控基因进行异源过表达后,在所有链霉菌属中都证实了其身份,并显著提高了所有测试菌株的康那霉素 A 产量。通过菌株工程、发酵优化和提取纯化协议,可以迅速获得这些结构复杂的多粘菌素,并用于基于半合成药物化学的方法。总之,这项工作建立了一个跨物种强力过量生产康加霉素类似物的平台。
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引用次数: 0
Flux balance analysis and peptide mapping elucidate the impact of bioreactor pH on Chinese hamster ovary (CHO) cell metabolism and N-linked glycosylation in the fab and Fc regions of the produced IgG 通量平衡分析和肽图绘制阐明了生物反应器 pH 值对中国仓鼠卵巢(CHO)细胞新陈代谢和所产 IgG 的 Fab 和 Fc 区域中 N-连接糖基化的影响。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-21 DOI: 10.1016/j.ymben.2024.11.005
Jayanth Venkatarama Reddy , Sumit Kumar Singh , Thomas Leibiger , Kelvin H. Lee , Marianthi Ierapetritou , Eleftherios Terry Papoutsakis
Culture conditions have a profound impact on therapeutic protein production and glycosylation, a critical therapeutic-quality attribute, especially for monoclonal antibodies (mAbs). While the critical culture parameter of pH has been known since the early 1990s to affect protein glycosylation and production, detailed glycan and metabolic characterization and mechanistic understanding are critically lacking. Here, Chinese Hamster Ovary (CHO) cells were grown in bioreactors at pH 6.75, 7, and 7.25 (± 0.03) to examine how pH affects cell metabolism and site-specific N-linked glycosylation of the produced broadly neutralizing anti-HIV IgG1 mAb. VRC01 has N-linked glycosylation sites in both the Fc region and the Fab region, a situation not previously examined with respect to mAb glycosylation as affected by culture conditions. Using parsimonious Flux Balance Analysis (pFBA) and Flux Variability Analysis (FVA), we dissect and quantitate the impact of pH on cell growth, glucose/lactate metabolism, accumulation of the toxic metabolite ammonia, IgG production rates, and nonessential amino acid metabolism. pFBA revealed that beyond the established mechanism of glutamine conversion to glutamate, ammonia is also produced by the reaction converting serine to pyruvate, especially in the later phases of culture. pFBA also provided insights into the switch from ammonia production to consumption, notably due to depletion of glutamine, and consumption of glutamate and aspartate. We document that culture duration and pH alter the complex bimodal patterns (production/uptake) of several essential and non-essential amino acids. Site-specific N-linked glycan analysis using glycopeptide mapping demonstrated that pH significantly affects the glycosylation profiles of the two IgG1 sites. Fc region glycans were completely fucosylated but did not contain any sialylation. The Fab region glycans were not completely fucosylated but contained sialylated glycans. Bioreactor pH affected both the fucosylation and sialylation indexes in the Fab region and the galactosylation index of the Fc region. However, fucosylation in the Fc region was unaffected thus demonstrating that the effect of pH on site-specific N-linked glycosylation is complex.
培养条件对治疗蛋白质的生产和糖基化有深远影响,而糖基化是治疗质量的关键属性,尤其是对单克隆抗体(mAbs)而言。虽然自 20 世纪 90 年代初以来人们就知道 pH 值这一关键培养参数会影响蛋白质糖基化和生产,但详细的糖基化和新陈代谢特征描述以及对机理的理解却非常缺乏。在这里,中国仓鼠卵巢(CHO)细胞在 pH 值为 6.75、7 和 7.25 的生物反应器中生长,以研究 pH 值如何影响细胞新陈代谢和所生产的广谱中和性抗艾滋病毒 IgG1 mAb 的特异位点 N-连接糖基化。VRC01的Fc区和Fab区都有N-连接的糖基化位点,这种情况是以前没有研究过的,即mAb糖基化受培养条件的影响。我们利用通量平衡分析(parsimonious Flux Balance Analysis,pFBA)和通量变异性分析(Flux Variability Analysis,FVA)剖析并量化了 pH 值对细胞生长、葡萄糖/乳酸代谢、毒性代谢产物氨的积累、IgG 生成率和非必需氨基酸代谢的影响。pFBA 发现,除了谷氨酰胺转化为谷氨酸的既定机制外,丝氨酸转化为丙酮酸的反应也会产生氨,尤其是在培养的后期阶段。我们发现,培养时间和 pH 值会改变几种必需氨基酸和非必需氨基酸的复杂双峰模式(产生/摄取)。利用糖肽图谱对特定位点的 N-连接聚糖进行分析表明,pH 值会显著影响两个 IgG1 位点的糖基化图谱。Fc 区的聚糖完全被岩藻糖基化,但不含任何硅烷基化。Fab 区的聚糖没有完全被岩藻糖基化,但含有硅烷基化聚糖。生物反应器的 pH 既影响 Fab 区的岩藻糖基化和硅烷基化指数,也影响 Fc 区的半乳糖基化指数。然而,Fc 区的岩藻糖基化不受影响,这表明 pH 值对特异位点 N-连接糖基化的影响是复杂的。
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引用次数: 0
Network for knowledge Organization (NEKO): An AI knowledge mining workflow for synthetic biology research 知识组织网络(NEKO):用于合成生物学研究的人工智能知识挖掘工作流程。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-21 DOI: 10.1016/j.ymben.2024.11.006
Zhengyang Xiao , Himadri B. Pakrasi , Yixin Chen , Yinjie J. Tang
Large language models (LLMs) can complete general scientific question-and-answer, yet they are constrained by their pretraining cut-off dates and lack the ability to provide specific, cited scientific knowledge. Here, we introduce Network for Knowledge Organization (NEKO), a workflow that uses LLM Qwen to extract knowledge through scientific literature text mining. When user inputs a keyword of interest, NEKO can generate knowledge graphs to link bioinformation entities and produce comprehensive summaries from PubMed search. NEKO significantly enhance LLM ability and has immediate applications in daily academic tasks such as education of young scientists, literature review, paper writing, experiment planning/troubleshooting, and new ideas/hypothesis generation. We exemplified this workflow's applicability through several case studies on yeast fermentation and cyanobacterial biorefinery. NEKO's output is more informative, specific, and actionable than GPT-4's zero-shot Q&A. NEKO offers flexible, lightweight local deployment options. NEKO democratizes artificial intelligence (AI) tools, making scientific foundation model more accessible to researchers without excessive computational power.
大型语言模型(LLM)可以完成一般的科学问答,但它们受到预训练截止日期的限制,缺乏提供具体的引用科学知识的能力。在此,我们介绍了知识组织网络(NEKO),这是一种利用 LLM Qwen 通过科学文献文本挖掘来提取知识的工作流程。当用户输入感兴趣的关键词时,NEKO 可以生成知识图谱来链接生物信息实体,并对 PubMed 搜索结果进行全面总结。NEKO 大大提高了 LLM 的能力,并可立即应用于日常学术工作,如青年科学家教育、文献综述、论文写作、实验计划/故障排除以及新想法/新假设的产生。我们通过几个关于酵母发酵和蓝藻生物炼制的案例研究来说明这一工作流程的适用性。与 GPT-4 的零点问答相比,NEKO 的输出信息更丰富、更具体、更可操作。NEKO 提供灵活、轻量级的本地部署选项。NEKO 实现了人工智能(AI)工具的民主化,使没有过多计算能力的研究人员更容易获得科学基础模型。
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引用次数: 0
Unraveling productivity-enhancing genes in Chinese hamster ovary cells via CRISPR activation screening using recombinase-mediated cassette exchange system 利用重组酶介导的盒式交换系统,通过 CRISPR 激活筛选揭示中国仓鼠卵巢细胞中的生产力增强基因。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-19 DOI: 10.1016/j.ymben.2024.11.009
Minhye Baek , Che Lin Kim , Su Hyun Kim , Karen Julie la Cour Karottki , Hooman Hefzi , Lise Marie Grav , Lasse Ebdrup Pedersen , Nathan E. Lewis , Jae Seong Lee , Gyun Min Lee
Chinese hamster ovary (CHO) cells, which are widely used for therapeutic protein production, have been genetically manipulated to enhance productivity. Nearly half of the genes in CHO cells are silenced, which are promising targets for CHO cell engineering. To identify novel gene targets among the silenced genes that can enhance productivity, we established a genome-wide clustered regularly interspaced short palindromic repeats activation (CRISPRa) screening platform for bispecific antibody (bsAb)-producing CHO (CHO-bsAb) cells with 110,979 guide RNAs (gRNAs) targeting 13,812 silenced genes using a virus-free recombinase-mediated cassette exchange-based gRNA integration method. Using this platform, we performed a fluorescence-activated cell sorting-based cold-capture assay to isolate cells with high fluorescence intensity, which is indicative of high specific bsAb productivity (qbsAb), and identified 90 significantly enriched genes. To verify the screening results, 14 high-scoring candidate genes were individually activated in CHO-bsAb cells via CRISPRa. Among these, 10 genes demonstrated enhanced fluorescence intensity of CHO-bsAb cells in the cold-capture assay when activated. Furthermore, the overexpression of the identified novel gene target Syce3 in CHO-bsAb cells resulted in a 1.4- to 1.9-fold increase in the maximum bsAb concentration, owing to improved qbsAb and specific growth rate. Thus, this virus-free CRISPRa screening platform is a potent tool for identifying novel engineering targets in CHO cells to improve bsAb production.
中国仓鼠卵巢(CHO)细胞被广泛应用于治疗性蛋白质的生产,人们对其进行了基因改造,以提高其生产率。CHO 细胞中有近一半的基因处于沉默状态,这些基因是 CHO 细胞工程很有希望的靶点。为了从沉默基因中找出能提高生产率的新基因靶点,我们利用无病毒重组酶介导的基于盒交换的 gRNA 整合方法,为双特异性抗体(bsAb)生产的 CHO(CHO-bsAb)细胞建立了一个全基因组范围的聚类规则间隔短回文重复序列激活(CRISPRa)筛选平台,平台上有 110,979 个针对 13,812 个沉默基因的引导 RNA(gRNA)。利用这一平台,我们进行了基于荧光激活细胞分选的冷捕获检测,以分离出具有高荧光强度的细胞(这表明高特异性 bsAb 生产率(qbsAb)),并确定了 90 个显著富集的基因。为了验证筛选结果,通过 CRISPRa 在 CHO-bsAb 细胞中单独激活了 14 个高分候选基因。其中,10 个基因被激活后,CHO-bsAb 细胞在冷捕获实验中的荧光强度增强。此外,在CHO-bsAb细胞中过表达已确定的新基因靶点Syce3后,由于qbsAb和比生长率的提高,最大bsAb浓度增加了1.4至1.9倍。因此,这种无病毒 CRISPRa 筛选平台是在 CHO 细胞中鉴定新型工程靶点以提高 bsAb 产量的有效工具。
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引用次数: 0
The faucet knob effect of DptE crotonylation on the initial flow of daptomycin biosynthesis DptE 巴豆酰化对达托霉素生物合成初始流程的龙头旋钮效应。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-11-13 DOI: 10.1016/j.ymben.2024.11.003
Wen-Li Gao , Lie Ma , Meng-Han Li , Wei-Feng Xu , Chen-Fan Sun , Qing-Wei Zhao , Xin-Ai Chen , Zhong-Yuan Lyu , Yong-quan Li
We propose here that acylation modification of actinomycete proteins is a restrictive system that limits the excessive synthesis of secondary metabolites, its mechanism has not been clearly elucidated before. We used crotonylation as an example to investigate the acylation effect in the daptomycin biosynthesis by Streptomyces roseosporus. Our experiments revealed abundant crotonylation of numerous secondary metabolic enzymes in Streptomyces roseosporus, a daptomycin producer. DptE, which initiates daptomycin biosynthesis, is crotonylated at K454. We experimentally identified the corresponding DptE crotonyltransferase Kct1 and decrotonylase CobB. Further studies consistently confirmed that decrotonylation increases DptE activity. Decrotonylation functions like loosening a faucet knob, increasing substrate channel throughput and the initial flow of daptomycin biosynthesis. Moreover, DptE catalytic activity was enhanced via K454 and neighboring residues K184 and Q420 mutation, increasing daptomycin yield by 132%; daptomycin biosynthesis related metabolism activities also increased. Substrate channel prediction revealed 38% higher throughput for mutant DptE (K454I/K184Q/Q420N) than crotonylated DptE. Molecular dynamics (MD) simulations revealed significant increases in flexibility and substrate affinity of the mutant. In summary, we elucidated the faucet knob effect of DptE crotonylation on the initial flow of daptomycin biosynthesis and adopted decrotonylation to generate high-yield industrial strains.
我们在此提出,放线菌蛋白质的酰化修饰是一种限制次生代谢产物过度合成的约束系统,但其机制尚未得到明确阐明。我们以巴豆酰化为例,研究了玫瑰孢链霉菌在达托霉素生物合成过程中的酰化效应。我们的实验发现,作为达托霉素生产者的玫瑰孢链霉菌(Streptomyces roseosporus)中的许多次级代谢酶都存在大量的巴豆酰化作用。启动达托霉素生物合成的 DptE 在 K454 处被巴豆酰化。我们通过实验确定了相应的 DptE 巴豆酰基转移酶 Kct1 和脱巴豆酰基酶 CobB。进一步的研究一致证实,脱质子酰化增加了 DptE 的活性。脱质子酰化的作用就像松开水龙头旋钮,增加了底物通道的吞吐量和达托霉素生物合成的初始流量。此外,通过 K454 及其邻近残基 K184 和 Q420 的突变,DptE 的催化活性得到了增强,使达托霉素的产量增加了 132%;达托霉素生物合成相关的代谢活动也有所增加。底物通道预测显示,突变 DptE(K454I/K184Q/Q420N)的吞吐量比巴豆化 DptE 高 38%。分子动力学(MD)模拟显示,突变体的灵活性和底物亲和力显著提高。总之,我们阐明了 DptE 巴豆酰化对达托霉素生物合成初始流程的龙头旋钮效应,并通过去巴豆酰化生成了高产工业菌株。
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Metabolic engineering
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