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Transfer Learning Approaches in Bioprocess Engineering: Opportunities and Challenges 生物过程工程中的迁移学习方法:机遇与挑战
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-09 DOI: 10.1002/bit.70186
Daniel Barón Díaz, Anna-Lena Drommershausen, Alexander Grünberger, Dirk Holtmann
Transfer learning (TL) has recently emerged as a promising approach to overcoming one of the key limitations of bioprocess engineering: data scarcity. By leveraging knowledge from one bioprocess to another, TL allows existing models and data sets to be reused efficiently, accelerating process development, improving prediction accuracy, and enhancing model robustness in situations in which data are limited. This review critically assesses recent advances in the application of TL in bioprocess engineering. From genomic analysis to bioreactor modeling and analytics, TL can increase the accuracy of models aiming to predict protein functions, growth, and product formation as well as retention times in chromatographic processes. Despite its potential, several challenges remain, including data heterogeneity and model transferability. Future research will most likely focus on integrating TL with hybrid and physics-informed modeling frameworks, developing standardized benchmark data sets, and exploiting TL to extract relevant information from publicly available data sets. Overall, TL provides a way forward for creating more data-efficient, generalizable, and interpretable models for bioprocess engineering.
迁移学习(TL)最近作为一种有前途的方法出现,以克服生物过程工程的一个关键限制:数据稀缺。通过利用从一个生物过程到另一个生物过程的知识,TL允许有效地重用现有模型和数据集,加速过程开发,提高预测准确性,并在数据有限的情况下增强模型的鲁棒性。本文综述了近年来TL在生物工艺工程中的应用进展。从基因组分析到生物反应器建模和分析,TL可以提高模型的准确性,旨在预测蛋白质功能,生长,产物形成以及色谱过程中的保留时间。尽管它具有潜力,但仍然存在一些挑战,包括数据异构性和模型可移植性。未来的研究很可能集中在将TL与混合和物理建模框架集成,开发标准化基准数据集,并利用TL从公开可用的数据集中提取相关信息。总的来说,TL为生物过程工程提供了一种创建数据效率更高、可推广和可解释的模型的方法。
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引用次数: 0
All You Can Eat Yeast: Substituting Hexose Transporters With AtSWEET7 Alleviates Glucose Repression, Enabling Simultaneous Utilization of Sugars in Renewable Feedstocks. 酵母:用AtSWEET7代替己糖转运体减轻葡萄糖抑制,使糖在可再生原料中同时利用。
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-09 DOI: 10.1002/bit.70188
Nurzhan Kuanyshev,Degaulle Dai,Jungyeon Kim,Nam Kyu Kang,Ming-Hsun Cheng,Vijay Singh,Yong-Su Jin
Yeast sugar transporters have highly evolved for preferential glucose transport, a significant roadblock for utilizing non-glucose sugars in renewable feedstocks such as lignocellulosic biomass. To enable simultaneous transport of multiple sugars, native hexose transporters were replaced by SWEET7p from Arabidopsis thaliana in engineered Saccharomyces cerevisiae capable of fermenting xylose. Engineered S. cerevisiae exhibited reduced glucose preference, simultaneously co-fermenting glucose, mannose, fructose, and xylose both in synthetic and industrial media. Continuous culture experiments demonstrated the co-consuming phenotype and alleviation of glucose repression by engineered S. cerevisiae. In addition to hexose and pentose, the NKSW7-1 strain consumed xylitol as a carbon source. Through transcriptomic and metabolomic analysis of the NKSW7-1 strain, we show that the replacement of HXT1-7 with AtSWEET7 led to systemwide reprogramming of the central carbon metabolism. This broad transport capacity of AtSWEET7p holds promise for achieving co-consumption of all sugars in underutilized renewable feedstocks by microbial cell factory.
酵母糖转运蛋白已经高度进化为优先运输葡萄糖,这是在可再生原料(如木质纤维素生物质)中利用非葡萄糖的一个重大障碍。为了能够同时运输多种糖,在能够发酵木糖的工程酿酒酵母中,用拟南芥的SWEET7p取代了天然己糖转运蛋白。改造后的酿酒酵母对葡萄糖的偏好降低,在合成培养基和工业培养基中同时对葡萄糖、甘露糖、果糖和木糖进行共发酵。连续培养实验证明了转基因酿酒酵母的共消耗表型和葡萄糖抑制的缓解。除了己糖和戊糖外,NKSW7-1菌株还消耗木糖醇作为碳源。通过对NKSW7-1菌株的转录组学和代谢组学分析,我们发现用AtSWEET7代替HXT1-7导致了全系统的中心碳代谢重编程。这种广泛的运输能力AtSWEET7p有望实现微生物细胞工厂在未充分利用的可再生原料中共同消耗所有糖。
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引用次数: 0
Induction of Meningioma Stem Signature via Hydrogel Reprogramming and Application of Meningioma Stem Cell Marker CXCR4 to Pathological Diagnosis and Treatment. 通过水凝胶重编程诱导脑膜瘤干特征及脑膜瘤干细胞标记物CXCR4在病理诊断和治疗中的应用
IF 3.6 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-27 DOI: 10.1002/bit.70173
Yoshitaka Oda, Masumi Tsuda, Lei Wang, Jun Suzuka, Sayaka Yuzawa, Koki Ise, Umma Habiba, Jintao He, Satoshi Tanikawa, Hirokazu Sugino, Zen-Ichi Tanei, Christian Mawrin, Jian Ping Gong, Shinya Tanaka

Meningiomas account for about 40% of all primary brain tumors. How ever effective treatments for recurrent or inoperable cases remain limited. We previously demonstrated that culturing cancer cells on specific hydrogels efficiently induces cancer stem cells across multiple cancer types, a process we termed hydrogel activated reprogramming (HARP) phenomenon. In this study, we aimed to identify key molecules involved in the induction of meningioma stem cells through hydrogel-based culture. Meningioma cells cultured on hydrogels were analyzed for expression of established stem cell markers and for tumorigenicity. Microarray analysis was performed to identify meningioma stem cell specific markers and to evaluate the application of these marker molecules as a therapeutic targets or as diagnostic tools for pathological grading. Canonical stem cell markers including Nanog, and Oct3/4 were upregulated in culturing meningioma cells on hydrogels. Comprehensive gene expression analysis identified some molecules involved in cancer stem cell activity among which CXCR4 was selected as a potential therapeutic target. Stimulation of CXCR4 with its ligand CXCL12 resulted in increased expression of stem cell markers. In human meningioma pathological specimens and cultured cell lines, there was a correlation between CXCR4 expression levels and NF2 mutations and/or deletions. CXCR4 immunohistochemistry was frequently positive in cases with brain invasion along with brain invasion area. These findings suggest that CXCR4 immunohistochemistry may be useful in suggesting typical CNS WHO grade 1 meningiomas without the need for molecular analysis. We have defined meningioma stem cell signature via HARP phenomenon and identified CXCR4 with biological significance as being diagnostic target. IMPORTANCE OF THE STUDY: In addition to morphological evaluation, immunohistochemistry and genetic alteration increasingly incorporated into the diagnostic criteria for central nervous system (CNS) tumors. From the CNS WHO 5th edition onwards, epigenetic features including DNA methylation profiling, have also been adopted as diagnostic criteria. In this study, we induced epigenetic changes in meningioma cells and successfully promoted cancer stemness highlighting the potential importance of this approach for both meningioma research and meningioma diagnostic development. Furthermore, microarray analysis identified CXCR4 as a molecule consistently upregulated during stem cell induction across all three hydrogel conditions. Subsequent analysis revealed that CXCR4 immunohistochemistry may reflect the distribution of meningioma stem cells, supporting its potential utility as a diagnostic marker. By integrating basic experimental findings with histopathological evaluation of clinical specimens, this report will contribute to the advancement of meningioma research and diagnostic strategies.

脑膜瘤约占所有原发性脑肿瘤的40%。然而,如何有效地治疗复发或无法手术的病例仍然有限。我们之前证明了在特定的水凝胶上培养癌细胞可以有效地诱导多种癌症类型的癌症干细胞,我们将这一过程称为水凝胶激活重编程(HARP)现象。在这项研究中,我们旨在通过水凝胶培养确定参与脑膜瘤干细胞诱导的关键分子。对水凝胶培养的脑膜瘤细胞进行了干细胞标记物表达和致瘤性分析。进行微阵列分析以鉴定脑膜瘤干细胞特异性标记物,并评估这些标记物分子作为治疗靶点或病理分级诊断工具的应用。在水凝胶培养脑膜瘤细胞时,Nanog、Oct3/4等典型干细胞标记上调。综合基因表达分析发现了一些参与癌症干细胞活性的分子,其中CXCR4被选为潜在的治疗靶点。CXCR4及其配体CXCL12的刺激导致干细胞标记物的表达增加。在人脑膜瘤病理标本和培养细胞系中,CXCR4表达水平与NF2突变和/或缺失之间存在相关性。CXCR4免疫组化在伴脑侵犯区域的病例中常呈阳性。这些发现表明CXCR4免疫组织化学可能有助于提示典型的中枢神经系统WHO 1级脑膜瘤,而无需进行分子分析。我们通过HARP现象定义了脑膜瘤干细胞的特征,并确定了具有生物学意义的CXCR4作为诊断靶点。研究的重要性:除了形态学评估,免疫组织化学和基因改变越来越多地纳入中枢神经系统(CNS)肿瘤的诊断标准。从CNS WHO第5版开始,包括DNA甲基化谱在内的表观遗传特征也被采用为诊断标准。在这项研究中,我们诱导了脑膜瘤细胞的表观遗传变化,并成功地促进了肿瘤的干性,强调了这种方法在脑膜瘤研究和脑膜瘤诊断发展中的潜在重要性。此外,微阵列分析发现,在所有三种水凝胶条件下,在干细胞诱导过程中,CXCR4是一个持续上调的分子。随后的分析显示,CXCR4免疫组化可能反映脑膜瘤干细胞的分布,支持其作为诊断标志物的潜在用途。本报告将基础实验结果与临床标本的组织病理学评估相结合,为脑膜瘤的研究和诊断策略的发展做出贡献。
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引用次数: 0
RBD-SD1 Nanoparticle Vaccines From DPP4-Using Merbecoviruses Elicit a Cross-Reactive Antibody Response but Limited Cross-Protective Immunity. 使用merbeco病毒的dpp4 - RBD-SD1纳米颗粒疫苗可引起交叉反应性抗体反应,但交叉保护性免疫有限。
IF 3.6 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-25 DOI: 10.1002/bit.70180
Peter J Halfmann, Jeong Soo Lee, Tong Wang, Augustine Duffy, Janie E Rogers, Natasha Chen, Elizabeth Frimpong, Carmen Rai, Yoshihiro Kawaoka, Ravi S Kane

Coronaviruses within the Merbecovirus subgenus, including Middle East respiratory syndrome coronavirus (MERS-CoV) and its dipeptidyl peptidase 4 (DPP4)-using relatives, pose a persistent zoonotic threat. Efforts to prepare for future Merbecovirus spillover events require vaccines that protect beyond a single virus strain. To evaluate antigenic conservation and cross-protective potential, SpyCatcher-mi3 nanoparticles displaying the receptor-binding domain and subdomain 1 (RBD-SD1) from three DPP4-using merbecoviruses, MERS-CoV, NL140422, and HKU4, were generated. Female mice immunized with these nanoparticle vaccines elicited robust IgG antibody endpoint binding titers and cross-reactive antibody responses against the three merbecoviruses. Only the MERS-CoV RBD-SD1 vaccine, however, elicited neutralizing antibodies against MERS-CoV. While vaccination with MERS-CoV RBD-SD1 reduced lung viral titers in MERS-CoV-challenged human DPP4 mice below the limit of detection, no significant reduction in virus titers was seen in NL140422- and HKU4-RBD-SD1-vaccine-immunized mice. These findings indicate that while the RBD-SD1 interface presents conserved antigenic features sufficient for serological cross-recognition, these epitopes may not be functionally immunodominant for cross-neutralization.

梅尔贝病毒亚属中的冠状病毒,包括中东呼吸综合征冠状病毒(MERS-CoV)及其使用二肽基肽酶4 (DPP4)的亲缘病毒,构成持续的人畜共患威胁。为应对未来梅尔贝病毒外溢事件所做的准备工作,需要能够提供超越单一病毒株保护的疫苗。为了评估抗原性保守性和交叉保护潜力,我们从三种使用dpp4的merbeco病毒MERS-CoV、NL140422和HKU4中制备了SpyCatcher-mi3纳米颗粒,其受体结合域和亚域1 (RBD-SD1)来自MERS-CoV, NL140422和HKU4。用这些纳米颗粒疫苗免疫的雌性小鼠对三种merbeco病毒产生了强大的IgG抗体终点结合滴度和交叉反应性抗体反应。然而,只有MERS-CoV RBD-SD1疫苗能激发针对MERS-CoV的中和抗体。虽然接种MERS-CoV RBD-SD1可使MERS-CoV挑战的人DPP4小鼠的肺病毒滴度低于检测限,但在NL140422和hku4 -RBD-SD1疫苗免疫的小鼠中,病毒滴度未见显著降低。这些发现表明,虽然RBD-SD1界面具有足够的血清学交叉识别的保守抗原特征,但这些表位可能不具有交叉中和的功能免疫优势。
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引用次数: 0
Multimodal Chromatography in the Downstream Processing of mAb-Based Products: Mechanisms, Strategies, and Applications. 多模态色谱法在单克隆抗体产品的下游加工:机制,策略和应用。
IF 3.6 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-25 DOI: 10.1002/bit.70171
Amin Javidanbardan, Marco P C Marques, Ana M Azevedo, Daniel G Bracewell, Stephen Goldrick

Multimodal chromatography has emerged as a powerful tool for the purification of monoclonal antibodies (mAbs) and their derivatives-including antibody fragments (Fabs), Fc-fusions, bispecific (BsAb), and antibody-drug conjugates (ADCs)-offering enhanced selectivity through the integration of ionic, hydrophobic, hydrogen-bonding, and π-π interactions. This review presents the first comprehensive comparison of all commercially available multimodal chromatography resins used in the purification of antibody-based (Ab-based) products, incorporating experimental data from peer-reviewed literature, supplier documentation, and technical reports. Beyond performance metrics such as binding capacity, recovery, host cell proteins (HCPs) and host cell DNA (hcDNA) clearance, this work synthesizes molecular-level insights into antibody-ligand interactions derived from NMR, DEPC labeling, molecular docking, and thermodynamic analyses. It also compiles data on resin orthogonality, aggregation removal, and the impact of mobile phase modifiers. Recent advances in quantitative structure-property relationship (QSPR) modeling, in silico partition coefficient prediction, and high-throughput screening are discussed as enablers of rational resin selection. This review presents a strategic framework that integrates molecular descriptors, mechanistic understanding, and empirical data to guide the selection and optimization of multimodal chromatography resins, positioning them as essential tools in next-generation biopharmaceutical purification platforms.

多模态色谱法已成为纯化单克隆抗体(mab)及其衍生物的有力工具,包括抗体片段(fab)、fc融合物、双特异性(BsAb)和抗体-药物偶联物(adc),通过离子、疏水、氢键和π-π相互作用的整合提供了更高的选择性。本综述首次对所有用于纯化抗体产品的市售多模态色谱树脂进行了全面比较,并结合了来自同行评审文献、供应商文档和技术报告的实验数据。除了结合能力、恢复、宿主细胞蛋白(HCPs)和宿主细胞DNA (hcDNA)清除等性能指标外,这项工作还综合了来自NMR、DEPC标记、分子对接和热力学分析的抗体-配体相互作用的分子水平见解。它还汇编了树脂正交性,聚集去除和流动相改性剂影响的数据。本文讨论了定量结构-性能关系(QSPR)建模、硅分配系数预测和高通量筛选等方面的最新进展,以促进树脂的合理选择。本综述提出了一个整合分子描述符、机制理解和经验数据的战略框架,以指导多模态色谱树脂的选择和优化,将其定位为下一代生物制药纯化平台的基本工具。
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引用次数: 0
Hidden O ‐Deglycosylation Activity Triggers O → C Rearrangement for Aryl Di‐ C ‐Glucoside Formation by the C ‐Glycosyltransferase From Fortunella crassifolia 隐藏的O -去糖基化活性触发C -糖基转移酶生成芳基Di - C -葡萄糖苷的O→C重排
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-18 DOI: 10.1002/bit.70179
Tuo Li, Annika J. E. Borg, Leo Krammer, Rolf Breinbauer, Bernd Nidetzky
C ‐Glycosyl flavonoids are structural isomers and metabolically stable analogues of the corresponding flavonoid O ‐glycosides. OC rearrangement of O ‐glycoside substrates offers a promising route to C ‐glycosyl compounds, but its synthetic exploitation requires efficient (bio)catalytic methods. Here, we uncover activity of the C ‐glycosyltransferase from Fortunella crassifolia ( Fc CGT) for uridine 5′‐diphosphate (UDP)‐dependent deglycosylation of phlorizin (phloretin 2′‐β‐ O ‐glucoside). This activity is undetectable in the reverse direction ( O ‐glycosylation of phloretin) due to the enzyme′s strong preference for C ‐glycosylation. Phlorizin deglycosylation releases UDP‐glucose and phloretin, which are subsequently used by the enzyme in a C ‐glycosylation step to selectively form nothofagin (phloretin 3′‐β‐ C ‐glucoside). OC rearrangement of phlorizin in the presence of additional UDP‐glucose affords phloretin 3′,5′‐di‐β‐ C ‐glucoside as a single product in quantitative yield at a concentration of up to 25 mM (~15 g/L). Trilobatin (phloretin 4′‐β‐ O ‐glucoside) is not accepted by Fc CGT for OC rearrangement, but can undergo C ‐glycosylation to yield a mixed O , C ‐diglucoside of phloretin. OC rearrangement provides excellent atom economy for C ‐glucoside synthesis. Owing to the higher solubility of the O ‐glycosylated substrate compared to the free aglycone, C ‐glucoside synthesis via OC rearrangement eliminates the need for solubilization strategies such as organic cosolvents or inclusion complexation.
C‐糖基类黄酮是相应的类黄酮O‐糖苷的结构异构体和代谢稳定的类似物。O -糖苷底物的O→C重排为C -糖苷基化合物的合成提供了一条很有前途的途径,但它的合成开发需要有效的(生物)催化方法。在这里,我们发现了来自Fortunella crassifolia (Fc CGT)的C -糖基转移酶(C -糖基转移酶)的活性,用于尿苷5 ' -二磷酸(UDP)依赖性的根连素(根连素2 ' - β - O -葡萄糖苷)的去糖基化。这种活性在相反方向(根皮素的O -糖基化)是检测不到的,因为酶对C -糖基化有强烈的偏好。连根素去糖基化释放UDP -葡萄糖和连根素,随后被酶在C -糖基化步骤中选择性地形成nothofagin(连根素3′- β - C -葡萄糖苷)。在额外的UDP -葡萄糖存在下,根皮素的O→C重排可获得根皮素3 ',5 ' - di - β - C -葡萄糖苷作为单一产物,其定量产量可达25 mM (~15 g/L)。三叶草素(根皮素4′‐β‐O‐糖苷)不被Fc CGT接受为O→C重排,但可以经过C‐糖基化生成混合的O, C‐根皮素二糖苷。O→C重排为C -糖苷的合成提供了良好的原子经济性。由于O -糖基化的底物比游离苷元具有更高的溶解度,通过O→C重排合成C -糖苷无需有机共溶剂或包合络合等增溶策略。
{"title":"Hidden O ‐Deglycosylation Activity Triggers O → C Rearrangement for Aryl Di‐ C ‐Glucoside Formation by the C ‐Glycosyltransferase From Fortunella crassifolia","authors":"Tuo Li, Annika J. E. Borg, Leo Krammer, Rolf Breinbauer, Bernd Nidetzky","doi":"10.1002/bit.70179","DOIUrl":"https://doi.org/10.1002/bit.70179","url":null,"abstract":"<jats:italic>C</jats:italic> ‐Glycosyl flavonoids are structural isomers and metabolically stable analogues of the corresponding flavonoid <jats:italic>O</jats:italic> ‐glycosides. <jats:italic>O</jats:italic> → <jats:italic>C</jats:italic> rearrangement of <jats:italic>O</jats:italic> ‐glycoside substrates offers a promising route to <jats:italic>C</jats:italic> ‐glycosyl compounds, but its synthetic exploitation requires efficient (bio)catalytic methods. Here, we uncover activity of the <jats:italic>C</jats:italic> ‐glycosyltransferase from <jats:italic>Fortunella crassifolia</jats:italic> ( <jats:italic>Fc</jats:italic> CGT) for uridine 5′‐diphosphate (UDP)‐dependent deglycosylation of phlorizin (phloretin 2′‐β‐ <jats:italic>O</jats:italic> ‐glucoside). This activity is undetectable in the reverse direction ( <jats:italic>O</jats:italic> ‐glycosylation of phloretin) due to the enzyme′s strong preference for <jats:italic>C</jats:italic> ‐glycosylation. Phlorizin deglycosylation releases UDP‐glucose and phloretin, which are subsequently used by the enzyme in a <jats:italic>C</jats:italic> ‐glycosylation step to selectively form nothofagin (phloretin 3′‐β‐ <jats:italic>C</jats:italic> ‐glucoside). <jats:italic>O</jats:italic> → <jats:italic>C</jats:italic> rearrangement of phlorizin in the presence of additional UDP‐glucose affords phloretin 3′,5′‐di‐β‐ <jats:italic>C</jats:italic> ‐glucoside as a single product in quantitative yield at a concentration of up to 25 mM (~15 g/L). Trilobatin (phloretin 4′‐β‐ <jats:italic>O</jats:italic> ‐glucoside) is not accepted by <jats:italic>Fc</jats:italic> CGT for <jats:italic>O</jats:italic> → <jats:italic>C</jats:italic> rearrangement, but can undergo <jats:italic>C</jats:italic> ‐glycosylation to yield a mixed <jats:italic>O</jats:italic> , <jats:italic>C</jats:italic> ‐diglucoside of phloretin. <jats:italic>O</jats:italic> → <jats:italic>C</jats:italic> rearrangement provides excellent atom economy for <jats:italic>C</jats:italic> ‐glucoside synthesis. Owing to the higher solubility of the <jats:italic>O</jats:italic> ‐glycosylated substrate compared to the free aglycone, <jats:italic>C</jats:italic> ‐glucoside synthesis via <jats:italic>O</jats:italic> → <jats:italic>C</jats:italic> rearrangement eliminates the need for solubilization strategies such as organic cosolvents or inclusion complexation.","PeriodicalId":9168,"journal":{"name":"Biotechnology and Bioengineering","volume":"33 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2026-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146215732","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
Structure‐Guided Engineering of 3D8 scFv Enhances Stability and Antiviral Potential 结构引导工程增强3D8 scFv的稳定性和抗病毒潜力
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-18 DOI: 10.1002/bit.70178
Kwang‐ji Oh, Mee‐Hyang Jeon, Quynh Xuan Thi Luong, Won‐Kyu Lee, Jinkyoung Park, Tai‐Hyun Kim, Taelim Yoon, Young‐Jun Kim, Taek‐Kyun Lee, Sukchan Lee
The instability of recombinant antibody fragments hinders their therapeutic development. Single‐chain variable fragment 3D8 (3D8 scFv), which possesses nucleic acid‐hydrolyzing activity, exhibits broad‐spectrum antiviral potential; however, its low solubility, rapid aggregation, and inconsistent production restrict its clinical application. Therefore, we used structure‐based in silico modeling to identify hydrophobic residues and structurally vulnerable regions within 3D8 scFv, followed by mutagenesis. Nine single‐point mutants (Y101P, Y101E, S31W, S31E, Y235V, V33F, V33I, Y174F, and V93A) and one double mutant (S31W;Y101P) were generated and expressed in Escherichia coli . SDS‐PAGE and size‐exclusion chromatography revealed improved monomeric stability and reduced aggregation of several variants. Y101P and S31W;Y101P showed significantly enhanced expression yields while retaining nuclease activity. These mutants effectively suppress human coronavirus OC43 replication without inducing cytotoxicity. Collectively, mutagenesis can overcome the structural limitations of scFv molecules, and our findings provide a foundation for advancing 3D8 scFv as an antiviral candidate for industrial and therapeutic use.
重组抗体片段的不稳定性阻碍了它们的治疗发展。单链可变片段3D8 (3D8 scFv)具有核酸水解活性,具有广谱抗病毒潜力;但其溶解度低、聚集快、生成不一致等缺点限制了其临床应用。因此,我们使用基于结构的硅模型来识别3D8 scFv中的疏水残基和结构脆弱区域,然后进行诱变。9个单点突变体(Y101P、Y101E、S31W、S31E、Y235V、V33F、V33I、Y174F和V93A)和1个双点突变体(S31W;Y101P)在大肠杆菌中表达。SDS - PAGE和尺寸-排斥色谱显示,提高了单体稳定性和减少了几个变体的聚集。Y101P和S31W;Y101P在保持核酸酶活性的同时显著提高了表达量。这些突变体有效抑制人冠状病毒OC43的复制,而不诱导细胞毒性。总之,诱变可以克服scFv分子的结构限制,我们的研究结果为推进3D8 scFv作为工业和治疗用途的抗病毒候选药物提供了基础。
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引用次数: 0
Hyaluronic Acid Hydrogel‐Mediated Delivery of MSC‐Derived Exo‐FGF21 Promotes Spinal Cord Injury Repair via STAT3/SOCS3 Signaling 透明质酸水凝胶介导的MSC衍生Exo - FGF21通过STAT3/SOCS3信号通路促进脊髓损伤修复
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-13 DOI: 10.1002/bit.70165
Xiao Xiao, Jianlin Xiao, Weiwei Huang, Junhua Xiang, Minjuan Hu, Aixia Zhou, Xinhai Xiong, Hao Zhang, Ping Tan
Spinal cord injury (SCI) initiates a cascade of secondary pathological events largely driven by neuroinflammation, where microglial polarization plays a pivotal role. Modulating microglial polarization from M1 to M2 phenotype has emerged as a promising therapeutic strategy. Fibroblast growth factor 21 (FGF21) is known to regulate inflammatory responses, but its delivery to the injury site remains challenging. In this study, we engineered a biocompatible hyaluronic acid (HA) hydrogel capable of sustained release of mesenchymal stem cell‐derived exosomes enriched with FGF21 (MSCs‐Exo‐FGF21). The hydrogel's physicochemical properties and release kinetics were characterized, and its cytocompatibility was verified in vitro. LPS‐stimulated microglial cells were used to evaluate polarization, cytokine profiles, and activation of the STAT3/SOCS3 signaling pathway. A rat SCI model was used to assess neuroprotection and functional recovery. MSCs‐Exo‐FGF21 promoted M2 polarization of microglia, suppressed M1 markers, and significantly activated the STAT3/SOCS3 pathway both in vitro and in vivo. ELISA and qPCR analyses revealed reduced proinflammatory cytokines (IL‐1β, TNF‐α) levels and elevated anti‐inflammatory IL‐10. In SCI rats, hydrogel‐mediated delivery of MSCs‐Exo‐FGF21 reduced lesion cavity size, preserved neuronal structure, and significantly improved hindlimb locomotor function. The hydrogel provided a favorable microenvironment for sustained exosome release and cellular uptake. Our findings demonstrate that hydrogel‐based delivery of MSCs‐Exo‐FGF21 effectively reprograms microglial polarization through STAT3/SOCS3 signaling, alleviates neuroinflammation, and promotes functional recovery after SCI. This exosome–hydrogel platform offers a promising therapeutic avenue for modulating immune responses and enhancing neural repair in central nervous system (CNS) trauma.
脊髓损伤(SCI)引发一系列继发性病理事件,主要由神经炎症驱动,其中小胶质细胞极化起关键作用。调节小胶质细胞从M1到M2表型的极化已成为一种有前途的治疗策略。众所周知,成纤维细胞生长因子21 (FGF21)调节炎症反应,但其递送到损伤部位仍然具有挑战性。在这项研究中,我们设计了一种生物相容性透明质酸(HA)水凝胶,能够持续释放富含FGF21的间充质干细胞衍生的外泌体(MSCs - Exo - FGF21)。表征了水凝胶的理化性质和释放动力学,并对其体外细胞相容性进行了验证。LPS刺激的小胶质细胞被用来评估极化、细胞因子谱和STAT3/SOCS3信号通路的激活。采用大鼠脊髓损伤模型评估神经保护和功能恢复情况。MSCs - Exo - FGF21促进小胶质细胞M2极化,抑制M1标记物,并在体外和体内显著激活STAT3/SOCS3通路。ELISA和qPCR分析显示,促炎细胞因子(IL - 1β, TNF - α)水平降低,抗炎IL - 10水平升高。在脊髓损伤大鼠中,水凝胶介导的MSCs - Exo - FGF21递送减少了病变腔的大小,保留了神经元结构,并显著改善了后肢运动功能。水凝胶为外泌体的持续释放和细胞摄取提供了良好的微环境。我们的研究结果表明,基于水凝胶的MSCs - Exo - FGF21递送有效地通过STAT3/SOCS3信号重编程小胶质细胞极化,减轻神经炎症,促进脊髓损伤后功能恢复。这种外泌体-水凝胶平台为调节免疫反应和增强中枢神经系统(CNS)创伤的神经修复提供了一种有前途的治疗途径。
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引用次数: 0
Mediated Electrochemical Probing and Machine Learning for Cysteine and Reduced Monoclonal Antibody Quantification. 半胱氨酸和还原单克隆抗体定量的介导电化学探测和机器学习。
IF 3.6 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-12 DOI: 10.1002/bit.70174
Kayla Chun, Varun Kochar, Evelyn Jaskowiak, Chen-Yu Chen, Divya Muthusamy, Dana Motabar, Eunkyoung Kim, Gregory F Payne, William E Bentley

Biopharmaceutical manufacturing requires robust analytics and process controls throughout production to insure high yield of quality products. New methodologies for rapidly accessing and integrating data-rich information from complex dynamic biological environments are of great interest. We suggest electronic detection of biological redox signatures based on mediated electrochemical probing (MEP) as an innovative, simple, and rapid modality for interrogating these complex systems. We have previously shown that by leveraging the redox properties of interchain-disulfide bonds within antibodies one can interrogate antibody structure, in particular, the occurrence of partially reduced forms that can occur during production processes. In this work, we expanded on this method to decrease sample-to-answer time and increase detection reliability by optimizing electrical measurements and implementing a machine learning pipeline that intakes the electrochemical data and quantifies free cysteine concentrations as well as reduced antibody fragment levels in growth media. In doing so, we demonstrate a simple method-development platform for electrochemical dataset generation, feature selection, and model optimization that may be transferable to other biological production processes. Further, the developed method offers opportunities for at line digital integration for monitoring complex product attributes throughout bioprocessing.

生物制药生产需要在整个生产过程中进行强大的分析和过程控制,以确保高质量产品的高产量。从复杂的动态生物环境中快速获取和集成数据丰富的信息的新方法引起了极大的兴趣。我们建议基于介导电化学探测(MEP)的生物氧化还原特征电子检测作为一种创新、简单、快速的方式来询问这些复杂的系统。我们之前已经证明,通过利用抗体内链间二硫键的氧化还原特性,可以询问抗体结构,特别是在生产过程中可能发生的部分还原形式的发生。在这项工作中,我们扩展了这种方法,通过优化电测量和实现机器学习管道来减少样品到答案的时间,提高检测可靠性,该管道可以输入电化学数据,量化游离半胱氨酸浓度以及生长介质中降低的抗体片段水平。在此过程中,我们展示了一个简单的电化学数据集生成、特征选择和模型优化的方法开发平台,该平台可以转移到其他生物生产过程中。此外,所开发的方法为在整个生物加工过程中监测复杂产品属性提供了在线数字集成的机会。
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引用次数: 0
Gene Expression-Based Drug Repurposing Predicted GSK-2126458 and KU-0060648 as Candidate Small Molecules for Glioblastoma Multiforme Treatment 基于基因表达的药物再利用预测GSK-2126458和KU-0060648作为多形性胶质母细胞瘤治疗的候选小分子
IF 3.8 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-11 DOI: 10.1002/bit.70176
Esra Gov, Merve Çapkın Yurtsever, Ömer Faruk Erceylan, Alican Cömertpay
Glioblastoma (GBM) has the poorest prognosis among primary brain tumors. Owing to the marked heterogeneity among GBM patients, effective treatment remains challenging. Therefore, there is a critical need to identify molecular signatures that play key roles in GBM pathogenesis, as well as to develop novel therapeutic targets and drug candidates. In this study, we performed a systems biology pipeline to identify the potential drug candidates for treating GBM patients and experimental studies to understand the effect of identified repurposed drugs on T98G cells, human glioblastoma cell line. As a result of systems biology and and text mining analyses, three drugs or small molecules were identified as repurposing candidates for GBM. It was identified that two FDA-approved drugs, GSK-2126458/Omipalisib (TF-IDF value = 0.019) and KU 0060648/trihydrochloride (TF-IDF value = 0) and vorinostat (TF-IDF value = 0.29), which is frequently studied in GBM may be promising candidates for GBM. T98G, human glioblastoma cell line, was used in cell culture experiments for validation studies. The IC50 values were determined as 0.40 µM for GSK-2126458, 3.5 µM for KU-0060648, and 30 µM for Vorinostat drug molecules. Proposed drug molecules showed lower IC50 concentrations addressing lower dose usages for treatment options when compared to the vorinostat. The increased occurrence of vacuolized cells together with the detection of apoptotic markers may indicate a possible involvement of KU-0060648 in autophagy-associated apoptotic processes; however, additional studies are needed to clarify the underlying mechanisms. GSK-2126458 drug molecule showed the lowest IC50 value with 0.40 µM and triggered necrosis with 26.6% PI positive cell labeling. Further in vitro and in vivo validation of both small molecules may provide new treatment options for GBM.
胶质母细胞瘤是原发性脑肿瘤中预后最差的一种。由于GBM患者之间存在明显的异质性,有效的治疗仍然具有挑战性。因此,迫切需要识别在GBM发病机制中起关键作用的分子特征,以及开发新的治疗靶点和候选药物。在这项研究中,我们进行了系统生物学管道,以确定治疗GBM患者的潜在候选药物,并进行了实验研究,以了解已确定的再用途药物对人胶质母细胞瘤细胞系T98G细胞的影响。作为系统生物学和文本挖掘分析的结果,三种药物或小分子被确定为GBM的重新候选药物。经fda批准的两种治疗GBM的药物GSK-2126458/Omipalisib (TF-IDF值= 0.019)和KU 0060648/trihydrochloride (TF-IDF值= 0)和vorinostat (TF-IDF值= 0.29)可能是治疗GBM的有希望的候选药物。采用人胶质母细胞瘤细胞系T98G进行细胞培养实验进行验证研究。测定GSK-2126458的IC50值为0.40µM, KU-0060648的IC50值为3.5µM, Vorinostat药物分子IC50值为30µM。与vorinostat相比,拟议的药物分子显示出较低的IC50浓度,解决了较低剂量的治疗选择。空泡细胞的增加以及凋亡标志物的检测可能表明KU-0060648可能参与了自噬相关的凋亡过程;然而,需要进一步的研究来阐明潜在的机制。GSK-2126458药物分子的IC50值最低,为0.40µM,引起细胞坏死,PI阳性细胞标记率为26.6%。进一步的体外和体内验证这两种小分子可能为GBM提供新的治疗选择。
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Biotechnology and Bioengineering
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