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Encapsulation of AAVs into Protein Vault Nanoparticles as a Novel Solution to Gene Therapy’s Neutralizing Antibody Problem 蛋白穹窿纳米颗粒包封aav作为基因治疗中和抗体问题的新解决方案
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-08-13 DOI: 10.1021/acssynbio.6c00512
Logan Thrasher Collins, Wandy Beatty, Buhle Moyo, Michele Alves-Bezerra, Ayrea Hurley, William Lagor, Gang Bao, Selvarangan Ponnazhagan, David T. Curiel

Although adeno-associated virus (AAV) has enjoyed enormous success as a delivery modality for gene therapy, it suffers from high prevalence of preexisting neutralizing antibodies in human populations, limiting who can receive potentially life-saving treatments. As a novel solution to this issue, we employed SpyTag-SpyCatcher molecular glue technology to facilitate packaging of AAVs inside of recombinant protein vault nanoparticles. Vaults are endogenous particles produced by mammalian cells. We therefore hypothesized that they may shield packaged molecules from neutralizing antibodies. Vaults have previously been utilized to deliver drugs and proteins into cells, but our study represents the first time anyone has packaged an entire virus inside of a vault. We showed that our vaultAAV delivery vehicle transduces cells in the presence of anti-AAV neutralizing serum. VaultAAV is positioned as a new gene therapy delivery platform with potential to overcome the neutralizing antibody problem, expanding the scope of AAV treatments.

虽然腺相关病毒(AAV)作为基因治疗的一种传递方式已经取得了巨大的成功,但它在人群中存在的中和抗体的高流行率,限制了谁可以接受可能挽救生命的治疗。为了解决这一问题,我们采用SpyTag-SpyCatcher分子胶技术将aav包装在重组蛋白拱顶纳米颗粒中。穹窿是由哺乳动物细胞产生的内源性颗粒。因此,我们假设它们可能保护包装分子免受中和抗体的侵害。以前,vault曾被用于将药物和蛋白质输送到细胞中,但我们的研究是第一次有人将整个病毒包装在vault中。我们发现我们的vaultAAV递送载体在抗aav中和血清存在的情况下对细胞进行转导。VaultAAV被定位为一种新的基因治疗递送平台,具有克服中和抗体问题的潜力,扩大了AAV治疗的范围。
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引用次数: 0
Terminal Deoxynucleotidyl Transferase-Mediated Tunable Biopart Synthesis and Metabolic Engineering 末端脱氧核苷酸转移酶介导的可调生物合成与代谢工程
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-29 DOI: 10.1021/acssynbio.6c00381
Yongjae Lee, Kangsan Kim, Gyuri Jin, Dukwon Lee, Ui-Gi Kim, Donghui Choe, Byung-Kwan Cho

The increasing demands of synthetic biology have shifted the central bottleneck from DNA assembly to DNA writing. As engineered systems grow in complexity, progress increasingly depends on the ability to write, test, and rewrite regulatory DNA to support fast design−build−test−learn cycles and precise control of gene expression. In this regard, enzymatic DNA synthesis offers a promising route toward next-generation DNA writing technologies for on-demand benchtop implementation. In particular, terminal deoxynucleotidyl transferase (TdT), a template-independent DNA polymerase, provides a unique mechanism for generating sequence diversity without predefined templates. Here, we establish a programmable TdT-based enzymatic platform for the in-house synthesis of random-sequence oligonucleotide libraries with tunable base composition. Systematic kinetic characterization of TdT revealed a substrate-dependent bias, which we mitigated through optimization of divalent cofactors and dNTP input ratios, enabling user-defined nucleotide distributions. Using this platform, we expanded and screened composition-controlled libraries of promoters, 5′-UTRs, and transcription terminators in Escherichia coli, identifying functional bioparts spanning wide dynamic ranges of transcriptional and translational activity. Integration of TdT-synthesized regulatory libraries into a streamlined enzymatic workflow enabled rapid cloning and screening within hours. As a proof of concept, targeted promoter diversification of a lycopene biosynthetic operon yielded a 124.7-fold range in production and identified variants achieving up to 1.43-fold higher titers than those of the parental strain. These results establish TdT-mediated enzymatic DNA synthesis as a controllable DNA writing modality for rapid regulatory-part engineering in synthetic biology and metabolic engineering.

合成生物学日益增长的需求已经将中心瓶颈从DNA组装转移到DNA编写。随着工程系统越来越复杂,进展越来越依赖于编写、测试和重写调控DNA的能力,以支持快速的设计-构建-测试-学习周期和基因表达的精确控制。在这方面,酶促DNA合成为按需台式实现的下一代DNA写入技术提供了一条有希望的途径。特别是末端脱氧核苷酸转移酶(TdT),一种不依赖于模板的DNA聚合酶,提供了一种独特的机制,可以在没有预定义模板的情况下产生序列多样性。在这里,我们建立了一个可编程的基于tdt的酶促平台,用于内部合成具有可调碱基组成的随机序列寡核苷酸库。TdT的系统动力学表征揭示了底物依赖性偏差,我们通过优化二价辅因子和dNTP输入比例来减轻这种偏差,从而实现用户定义的核苷酸分布。利用这个平台,我们扩展和筛选了大肠杆菌中启动子、5 ' - utr和转录终止子的组合控制文库,确定了跨越转录和翻译活性的广泛动态范围的功能性生物片段。将tdt合成的调控文库整合到简化的酶促工作流程中,可以在数小时内快速克隆和筛选。作为概念的证明,番茄红素生物合成操纵子的靶向启动子多样化在生产中产生了124.7倍的范围,并且鉴定出的变体的滴度比亲本菌株高1.43倍。这些结果表明,tdt介导的酶促DNA合成是合成生物学和代谢工程中快速调控部分工程的一种可控DNA写入方式。
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引用次数: 0
A Lactose-Selective α1,3-Fucosyltransferase from Akkermansia muciniphila Expands the Biosynthetic Toolkit for Fucosylated Human Milk Oligosaccharides 来自嗜粘Akkermansia muciniphila的乳糖选择性α1,3-聚焦转移酶扩展了聚焦人乳低聚糖的生物合成工具包
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-23 DOI: 10.1021/acssynbio.6c00427
Cheng-Huan Liu, Kai-Eng Ooi, Mei-Ting Lin, Yung-Jen Cheng, Guan-Chun Wu, Wan-Yu Hsieh, Hsiang-En Chen, Po-Ting Chen, Ching-Ching Yu

Fucosylated human milk oligosaccharides (HMOs) are important bioactive glycans, but their biosynthetic production requires fucosyltransferases with predictable acceptor selectivity to avoid regioisomer formation and downstream purification burdens. Here we identify an α1,3-fucosyltransferase from Akkermansia muciniphila (AkkFT) that functions as a lactose-selective α1,3-fucosylation module for HMO synthesis. AkkFT preferentially acts on glycans containing a lactose unit and shows no detectable conversion of type-1 or type-2 N-acetyllactosamine acceptors under standard conditions, contrasting with commonly used bacterial α1,3/4-fucosyltransferases. This lactose-anchored selectivity enables late-stage α1,3-fucosylation across neutral and sialylated HMO acceptors, including efficient formation of lacto-N-neofucopentaose V and the blood group B antigen. Notably, AkkFT converts disialyl-lacto-N-tetraose to disialyl-lacto-N-fucopentaose V under conditions where Helicobacter pylori α1,3-fucosyltransferases show no detectable activity. AkkFT also converts free 2′-fucosyllactose to lactodifucotetraose on a preparative scale and was implemented in an engineered Escherichia coli strain for whole-cell 3-fucosyllactose production. Overall, AkkFT expands the repertoire of selectivity-defined biosynthetic parts for fucosylated HMO production and demonstrates how enzyme discovery can complement engineered microbial platforms for glycan biomanufacturing.

聚焦人乳寡糖(HMOs)是重要的生物活性聚糖,但其生物合成需要具有可预测受体选择性的聚焦转移酶,以避免区域异构体的形成和下游纯化负担。在这里,我们从嗜粘杆菌(Akkermansia muciniphila, AkkFT)中鉴定出一种α1,3-聚焦转移酶,该酶作为乳糖选择性α1,3-聚焦模块用于HMO合成。与常用的细菌α1,3/4-聚焦转移酶相比,AkkFT优先作用于含有乳糖单元的聚糖,在标准条件下没有检测到1型或2型n -乙酰乳胺受体的转化。这种乳糖锚定的选择性使得在中性和唾液化的HMO受体之间的α1,3-晚期聚焦成为可能,包括有效形成乳酸-n -新戊二糖酶V和血型B抗原。值得注意的是,在幽门螺杆菌α1,3-聚焦转移酶没有检测到活性的情况下,AkkFT将二尿酰基乳酸- n -四糖转化为二尿酰基乳酸- n - fucopentose V。AkkFT还在制备规模上将游离的2′-焦糖乳糖转化为乳二糖四糖,并在工程大肠杆菌菌株中用于全细胞3-焦糖乳糖的生产。总的来说,AkkFT扩展了选择性定义的生物合成部分的曲目,用于集中的HMO生产,并展示了酶的发现如何补充聚糖生物制造的工程微生物平台。
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引用次数: 0
MASP-CMI: A Sequence-Derived Multi-View Attribute and Similarity-Prior Evidence Learning Framework for circRNA−miRNA Interaction Prediction MASP-CMI:用于circRNA - miRNA相互作用预测的序列衍生的多视图属性和相似性先验证据学习框架
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-23 DOI: 10.1021/acssynbio.6c00499
Zheqi Song, Shanchen Pang, Yunyin Li, Tiyao Liu, Haoran Yu, Yiteng Gao, Shudong Wang

circRNA−miRNA interactions (CMIs) regulate downstream gene expression through the miRNA sponge mechanism and contribute to the progression of various diseases. Although computational methods have advanced the prediction of potential CMIs, existing approaches still face challenges such as sparse association networks, limited single-sequence representations, and insufficient use of intrinsic RNA sequence evidence. To address these issues, we propose MASP-CMI, a sequence-derived multi-view attribute and similarity-prior evidence learning framework for CMI prediction. Instead of relying on known association networks for node information propagation, MASP-CMI jointly learns multi-view attribute evidence and sequence similarity priors from RNA sequences. The heterogeneous attribute-view evidence learning module adaptively integrates FCGR, CTD, and Doc2Vec features, while the similarity-prior evidence aggregation module enhances RNA representations within homogeneous RNA spaces. Cross-branch alignment and pair-level interaction fusion are further used to predict potential CMIs. Experiments on three benchmark datasets demonstrate that MASP-CMI achieves stable predictive performance, strong robustness, and favorable cold-start generalization. Module ablation experiments and case studies further confirm its effectiveness for potential CMI discovery and experimental prioritization.

circRNA - miRNA相互作用(CMIs)通过miRNA海绵机制调节下游基因表达,并促进各种疾病的进展。尽管计算方法已经推动了潜在CMIs的预测,但现有方法仍然面临着诸如稀疏关联网络、有限的单序列表示以及对内在RNA序列证据的充分利用等挑战。为了解决这些问题,我们提出了MASP-CMI,一个序列衍生的多视图属性和相似先验证据学习框架,用于CMI预测。与依赖已知关联网络进行节点信息传播不同,MASP-CMI联合从RNA序列中学习多视图属性证据和序列相似性先验。异构属性视图证据学习模块自适应集成FCGR、CTD和Doc2Vec特征,而相似性优先证据聚合模块增强同质RNA空间内的RNA表示。跨分支比对和对级相互作用融合进一步用于预测潜在的cmi。在三个基准数据集上的实验表明,MASP-CMI具有稳定的预测性能、较强的鲁棒性和良好的冷启动泛化能力。模块消融实验和案例研究进一步证实了该方法在潜在CMI发现和实验优先排序方面的有效性。
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引用次数: 0
Cell-free Engineering of LPST153 Bacteriophage Receptor-Binding Proteins Enables Tunable Host-Range Modulation LPST153噬菌体受体结合蛋白的无细胞工程实现可调宿主范围调节
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-25 DOI: 10.1021/acssynbio.6c00515
Bosma Jaap S, Noireaux Vincent, Bowden Steven D

Bacteriophages are increasingly explored and applied to combat antibiotic-resistant bacteria, yet rapid resistance development and narrow host range can limit their broader application. Engineering phage receptor-binding proteins (RBPs) to expand phage host ranges offers a promising strategy to overcome some of these constraints. However, current approaches remain labor-intensive and difficult to control. Here, we use a cell-free phage engineering workflow to rapidly modify and characterize the RBP of the Salmonella phage LPST153. Using the PHEIGES platform and engineering targeted RBP mutations, we identified residues 389 and 402 within the tail fiber as determinants of host specificity. The G389R substitution significantly increased phage adsorption (%), reaching 65% on E. coli BW25113 and 51% on the LPS-truncated E. coli BW25113 ΔwaaC, compared with 27% and 5.7% for the wild-type LPST153, respectively. Targeted engineering of tail fiber residue 389 generated phage variants with distinct host-range phenotypes, with a G389T variant that exhibited an alternative infection profile relative to G389R. Together, these findings demonstrate that minimal, site-specific modifications of RBPs can substantially modulate LPST153 host specificity. This work establishes a framework for rapid engineering of phages with tailored host ranges, advancing phage-based antimicrobial strategies.

噬菌体越来越多地被探索和应用于对抗抗生素耐药细菌,但快速的耐药发展和狭窄的宿主范围限制了它们的广泛应用。工程噬菌体受体结合蛋白(rbp)扩大噬菌体宿主范围提供了一个有希望的策略来克服这些限制。然而,目前的方法仍然是劳动密集型的,难以控制。在这里,我们使用无细胞噬菌体工程工作流程快速修改和表征沙门氏菌噬菌体LPST153的RBP。利用PHEIGES平台和工程靶向RBP突变,我们确定了尾部纤维中的残基389和402是宿主特异性的决定因素。G389R取代显著提高了噬菌体的吸附(%),在大肠杆菌BW25113上达到65%,在lps截短的大肠杆菌BW25113 ΔwaaC上达到51%,而野生型LPST153分别为27%和5.7%。尾巴纤维残基389的靶向工程产生了具有不同宿主表型的噬菌体变体,其中G389T变体相对于G389R表现出不同的感染谱。总之,这些发现表明,rbp的最小位点特异性修饰可以实质性地调节LPST153宿主特异性。这项工作建立了噬菌体快速工程的框架,具有量身定制的宿主范围,推进基于噬菌体的抗菌策略。
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引用次数: 0
Glycerol Alone Effects 1,3-Propanediol Production via the Aerobic Propanediol Utilization Pathway in Salmonella enterica 甘油单独影响肠沙门氏菌通过好氧丙二醇利用途径生产1,3-丙二醇
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-11 DOI: 10.1021/acssynbio.6c00289
Madeline R. Joseph, Brett J. Palmero, Nolan W. Kennedy, Danielle Tullman-Ercek

Crude glycerol is an underutilized waste stream. Viable routes for converting it to 1,3-propanediol (1,3-PDO) can conserve important resources and add value to its supply chain. Biological methods are appealing because they can circumvent expensive preprocessing steps while operating under mild conditions. Here, we show that the propanediol utilization pathway of Salmonella enterica serovar Typhimurium LT2 can be used to convert glycerol, including unprocessed crude glycerol, into 1,3-PDO under aerobic conditions in minimal media. Additionally, we demonstrate that high concentrations of expensive cofactors are not necessary to achieve optimal production titers. This study lays the groundwork for continual iteration on this pathway for bioprocess development.

粗甘油是一种未充分利用的废物。将其转化为1,3-丙二醇(1,3- pdo)的可行路线可以节省重要资源并为其供应链增加价值。生物方法很有吸引力,因为它们可以在温和的条件下操作,避免昂贵的预处理步骤。在这里,我们证明了肠道沙门氏菌血清鼠伤寒杆菌LT2的丙二醇利用途径可以在有氧条件下在最小的培养基中将甘油(包括未加工的粗甘油)转化为1,3- pdo。此外,我们证明了高浓度的昂贵的辅因子是不必要的,以达到最佳的生产滴度。本研究为生物工艺开发途径的持续迭代奠定了基础。
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引用次数: 0
Artificial Biosynthetic Pathways for Cell-Free Production of Raspberry Ketone and the Cardiotonic Drug Dobutamine 树莓酮和强心剂多巴酚丁胺的无细胞人工合成途径
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-25 DOI: 10.1021/acssynbio.6c00642
Yuhao Zhang, Wan-Qiu Liu, Jian Li

Raspberry ketone (RK) is a high-value flavor and fragrance compound widely used in the food, beverage, and cosmetic industries. However, existing biosynthetic routes largely rely on native metabolic pathways that involve multiple enzymatic steps and exhibit limited production efficiency. Here, we designed and constructed a retrosynthesis-guided artificial biosynthetic pathway for cell-free RK production. The pathway combines an artificial aldolase (ALD) with the native benzalacetone reductase (BAR) to convert 4-hydroxybenzaldehyde and acetone into RK through only two enzymatic steps. Following optimization of enzyme architecture and reaction conditions, the system produced 1.33 mM RK with a 66% conversion yield. We further extended this platform to the synthesis of the cardiotonic drug dobutamine through a non-natural reductive amination cascade using an engineered short-chain dehydrogenase/reductase (SDR). Rational protein engineering and byproduct recycling increased dobutamine production by approximately 104-fold relative to the wild-type enzyme. Both biosynthetic modules remained robust upon scale-up from microliter to milliliter volumes, and preparative-scale synthesis enabled isolation of 19.2 mg of RK. Overall, this work establishes artificial biosynthetic pathways for the production of a plant-derived natural product and a clinically relevant drug molecule, highlighting the potential of cell-free biomanufacturing as a sustainable platform for the synthesis of value-added chemicals and pharmaceuticals.

树莓酮(RK)是一种高价值的香精香料,广泛应用于食品、饮料、化妆品等行业。然而,现有的生物合成途径主要依赖于天然代谢途径,涉及多个酶的步骤,生产效率有限。在这里,我们设计并构建了一个逆转录合成引导的人工生物合成途径,用于无细胞RK的生产。该途径结合了人工醛缩酶(ALD)和天然苯扎丙酮还原酶(BAR),仅通过两个酶促步骤将4-羟基苯甲醛和丙酮转化为RK。通过对酶结构和反应条件的优化,得到了1.33 mM的RK,转化率为66%。我们进一步将该平台扩展到使用工程短链脱氢酶/还原酶(SDR)通过非自然还原胺化级联合成强心剂多巴酚丁胺。合理的蛋白质工程和副产品循环利用使多巴酚丁胺的产量比野生型酶提高了约104倍。两种生物合成模块在从微升放大到毫升体积时仍保持稳定,制备级合成可分离19.2 mg RK。总的来说,这项工作建立了人工生物合成途径,用于生产植物来源的天然产物和临床相关的药物分子,突出了无细胞生物制造作为合成增值化学品和药物的可持续平台的潜力。
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引用次数: 0
A Blue Light-Activated Sensor System Enables Dynamic and Reversible Control of Gene Expression in Streptomyces 蓝光激活传感器系统实现链霉菌基因表达的动态和可逆控制
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-10-06 DOI: 10.1021/acssynbio.6c00563
Yongjia Chen, Kaijie Dou, Lanxin Lv, Meiyan Wang, Guoqing Niu

Programmable control of bacterial gene expression is critical for advancing applications in synthetic biotechnology. This is particularly true for the genus Streptomyces, a well-recognized prolific producer of diverse natural products. Although several inducible regulatory systems have been developed for Streptomyces, there remains an escalating demand to expand the repertoire of high-performance induction tools. Herein, we present Strep-LitRS, a light-sensing system for Streptomyces that exhibits pronounced activation under blue and green light, with only weak induction under yellow light. Moreover, blue light was more effective than green light in triggering transcriptional activation. This system enables tunable, reversible, and spatially controlled gene expression upon blue-light illumination. It demonstrates effective programmable control of morphological differentiation via CRISPR/dCas9-mediated interference. Its utility is further validated through the blue light-inducible production of actinorhodin and violacein in Streptomyces chassis strains. Furthermore, by coupling Strep-LitRS with the Cre-loxP recombination system, we achieve precise and conditional gene activation in response to blue light. A synthetic genetic circuit also allows light-induced control to be gated by rhamnose, enabling multi-input regulatory logic. Collectively, this work establishes a versatile light-sensing module and highlights its broad applicability for the programmable manipulation of diverse target genes across Streptomyces species.

细菌基因表达的可编程控制对于推进合成生物技术的应用至关重要。对于链霉菌属来说尤其如此,链霉菌属是公认的多种天然产品的多产生产者。尽管已经为链霉菌开发了几种诱导调节系统,但对扩展高性能诱导工具的需求仍在不断增加。在此,我们提出了Strep-LitRS,这是一种链霉菌的光感应系统,在蓝光和绿光下表现出明显的激活,在黄光下只有微弱的感应。此外,蓝光比绿光更有效地触发转录激活。该系统在蓝光照射下实现可调、可逆和空间控制的基因表达。它证明了通过CRISPR/ dcas9介导的干扰对形态分化进行有效的可编程控制。通过蓝光诱导链霉菌底盘菌株生产放线菌素和紫罗兰素,进一步验证了其实用性。此外,通过将Strep-LitRS与Cre-loxP重组系统耦合,我们实现了对蓝光的精确和有条件的基因激活。一个合成的遗传电路也允许光诱导控制由鼠李糖门控,使多输入调节逻辑。总的来说,这项工作建立了一个多功能的光传感模块,并强调了其在链霉菌物种中多种靶基因的可编程操纵中的广泛适用性。
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引用次数: 0
A Non-Conventional Epigenetic Engineering Strategy: The ALKBH5/ITGB5 Axis Enhances Recombinant Protein Production in CHO Cells through FAK-Mediated Proliferation and Improved Redox Status 非常规表观遗传工程策略:ALKBH5/ITGB5轴通过fak介导的增殖和改善氧化还原状态增强CHO细胞重组蛋白的产生
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-11 DOI: 10.1021/acssynbio.6c00520
Zhao-Ming Cui, Jiang-Tao Lu, Yan-Ping Gao, Yang Guo, Yin-Qi Gao, Yuan-Ye Xu, Zhi-Qing Ye, Siti Nurfatimah Mohd Shahpudin, Ying-Ying Feng, Le-Le Qiu, Chun-Peng Zhao, Ju-Fang Wang, Zi-Chun Hua, Ida Shazrina Ismail, Tian-Yun Wang, Yan-Long Jia

Chinese hamster ovary (CHO) cells are the predominant host for producing complex recombinant therapeutic proteins. N6-methyladenosine (m6A) regulates recombinant protein production in CHO cells by influencing RNA stability and translation; however, the role of the m6A demethylase ALKBH5 remains poorly characterized in this context. Here, ALKBH5 overexpression increased the titers of three recombinant products by up to 2.87-fold, enhanced CHO cell proliferation, and reduced oxidative stress. Co-immunoprecipitation supported an association between ALKBH5 and ITGB5, and structure-guided mutagenesis identified Tyr205 of ITGB5 as functionally important for this association and ITGB5 protein stability. ALKBH5 overexpression did not measurably alter ITGB5 mRNA stability or m6A enrichment, supporting a mechanism that does not involve detectable m6A changes on the ITGB5 transcript, while not excluding m6A-dependent effects on other targets. FAK inhibition attenuated but did not abolish the production advantage, indicating that FAK signaling contributes to, but may not fully account for, the ALKBH5−ITGB5-associated phenotype. Metabolic and redox measurements further linked ALKBH5 overexpression to increased antioxidant capacity and ATP abundance, together with altered nutrient consumption and by-product formation. These findings identify ALKBH5 as a candidate host-cell engineering target for improving recombinant protein production and support further validation under industry-relevant fed-batch conditions.

中国仓鼠卵巢(CHO)细胞是产生复杂重组治疗蛋白的主要宿主。n6 -甲基腺苷(m6A)通过影响RNA稳定性和翻译调控CHO细胞重组蛋白的产生然而,在这种情况下,m6A去甲基化酶ALKBH5的作用仍然知之甚少。在这里,ALKBH5的过表达使三种重组产物的滴度提高了2.87倍,增强了CHO细胞的增殖,并降低了氧化应激。共免疫沉淀支持ALKBH5和ITGB5之间的关联,结构引导诱变发现ITGB5的Tyr205对这种关联和ITGB5蛋白稳定性具有重要的功能。ALKBH5过表达并没有显著改变ITGB5 mRNA的稳定性或m6A的富集,这支持了一种不涉及ITGB5转录物上可检测到的m6A变化的机制,同时也不排除m6A对其他靶标的依赖作用。FAK抑制减弱了但没有消除生产优势,这表明FAK信号传导有助于,但可能不能完全解释ALKBH5 - itgb5相关表型。代谢和氧化还原测量进一步将ALKBH5过表达与抗氧化能力和ATP丰度的增加以及营养消耗和副产物形成的改变联系起来。这些发现确定了ALKBH5作为提高重组蛋白生产的候选宿主细胞工程靶点,并支持在工业相关的补批条件下进一步验证。
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引用次数: 0
Stack-DCL: A Density-Aware and Local-Geometry Stacking Ensemble for Cell-Penetrating and Quorum-Sensing Peptide Classification 堆栈- dcl:用于细胞穿透和群体感应肽分类的密度感知和局部几何堆叠集成
IF 4.5 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-10-16 Epub Date: 2026-09-29 DOI: 10.1021/acssynbio.6c00522
Xiaorui Kang, Jinjin Li, Chan-Tong Lam, Quan Zou, Changhang Lin, Leyi Wei

Cell-penetrating peptides (CPPs) and quorum-sensing peptides (QSPs) represent peptide functions related to intracellular delivery and microbial signaling. Sequence-based prediction remains difficult because benchmark embeddings often show uneven local support, overlapping class regions, and high dimensionality. A single classifier may therefore miss either local or global structure. We propose Stack-DCL, an out-of-fold stacking framework for CPP and QSP classification with fixed UniRep embeddings. Stack-DCL combines a density-aware weighted random forest, a cosine-neighborhood model, and an L2-regularized logistic regression classifier. The meta-learner is also logistic regression and fuses only positive-class probabilities generated from held-out folds, which reduces fusion-stage leakage. On benchmark train/test splits with five-fold cross-validation on training data and final held-out testing, Stack-DCL achieves independent-test AUC values of 0.980 for QSP and 0.974 for CPP. Ablation results indicate that the three branches capture local support, directional neighborhood similarity, and global linear separability as different representation-level signals. These results support Stack-DCL as a benchmark-level stacking design for the two evaluated peptide tasks.

细胞穿透肽(CPPs)和群体感应肽(QSPs)代表了与细胞内传递和微生物信号传导相关的肽功能。基于序列的预测仍然很困难,因为基准嵌入通常显示不均匀的局部支持、重叠的类区域和高维。因此,单个分类器可能会错过局部或全局结构。我们提出了Stack-DCL,一个用于固定UniRep嵌入的CPP和QSP分类的折叠外堆叠框架。Stack-DCL结合了密度感知加权随机森林、余弦邻域模型和l2正则化逻辑回归分类器。元学习器也是逻辑回归,只融合由伸出折叠产生的正类概率,这减少了融合阶段的泄漏。在对训练数据进行五次交叉验证的基准训练/测试分割和最终的测试中,Stack-DCL对QSP和CPP的独立测试AUC值分别达到0.980和0.974。消融结果表明,这三个分支作为不同的表示级别信号捕获了局部支持度、方向邻域相似性和全局线性可分性。这些结果支持Stack-DCL作为两个评估肽任务的基准水平堆叠设计。
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ACS Synthetic Biology
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