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Rational Design of Novel Inhibitors: Integrating 3D-QSAR and Molecular Dynamics. 新型抑制剂的合理设计:整合3D-QSAR和分子动力学。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-31 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/4138899
Neda Shakour, Aida Fayyaz, Farzin Hadizadeh, Saghi Sepehri

This study presents an integrated computational framework that combines three-dimensional quantitative structure-activity relationship (3D-QSAR) modeling with molecular dynamics (MD) simulations to advance the rational design of triazole-based urease inhibitors. Given the role of urease as a central virulence factor in Helicobacter pylori and its increasing relevance in antibiotic-resistant infections, effective predictive methodologies are essential for early-stage inhibitor development. A dataset of 54 triazole derivatives was examined using comparative molecular field analysis (CoMFA) and comparative molecular similarity indices analysis (CoMSIA), generating statistically robust and predictive models that elucidate the steric, hydrophobic, and hydrogen-bonding features underlying inhibitory potency. These insights, supported by molecular docking and structure-activity relationship analyses, informed the construction of a pharmacophore model used to screen the ZINC database. Several candidate molecules, including ZINC84668437, ZINC84669798, and ZINC244633273, emerged as computationally promising and demonstrated favorable predicted druglikeness and ADMET characteristics. MD simulations were subsequently employed to evaluate the dynamic stability and conformational behavior of the ligand-urease complexes, reinforcing the coherence of the integrated computational workflow. The primary contribution of this work resides in its methodological integration of complementary in silico approaches rather than in experimental validation. Although the findings offer mechanistic insights and prioritize potential lead compounds, they remain predictive and necessitate future empirical confirmation. Overall, the study establishes a rigorous and academically grounded computational strategy that can guide subsequent efforts in the design of selective urease inhibitors for H. pylori-associated diseases.

本研究提出了一个集成的计算框架,将三维定量构效关系(3D-QSAR)建模与分子动力学(MD)模拟相结合,以促进三唑基脲酶抑制剂的合理设计。鉴于脲酶在幽门螺杆菌中作为核心毒力因子的作用及其与抗生素耐药感染的相关性日益增强,有效的预测方法对于早期抑制剂的开发至关重要。利用比较分子场分析(CoMFA)和比较分子相似指数分析(CoMSIA)对54个三唑衍生物的数据集进行了分析,生成了统计稳健的预测模型,阐明了抑制效力的空间、疏水和氢键特征。这些见解在分子对接和构效关系分析的支持下,为用于筛选锌数据库的药效团模型的构建提供了信息。几个候选分子,包括ZINC84668437, ZINC84669798和ZINC244633273,在计算上有希望,并显示出良好的预测药物相似性和ADMET特性。MD模拟随后被用于评估配体-脲酶配合物的动态稳定性和构象行为,加强了集成计算工作流程的一致性。这项工作的主要贡献在于它的方法集成互补的硅片方法,而不是在实验验证。尽管这些发现提供了机制见解并优先考虑了潜在的先导化合物,但它们仍然具有预测性,需要未来的经验证实。总的来说,该研究建立了一个严谨的、有学术基础的计算策略,可以指导随后设计用于幽门螺杆菌相关疾病的选择性脲酶抑制剂的工作。
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引用次数: 0
Correction to "Detection and Prediction of Neurodegenerative Disorders by Long Noncoding RNA Signature Analysis among Bangladeshi Population". 修正“通过长非编码RNA特征分析在孟加拉国人群中检测和预测神经退行性疾病”。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-31 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/9764056

[This corrects the article DOI: 10.1155/2023/9416281.].

[此更正文章DOI: 10.1155/2023/9416281.]。
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引用次数: 0
Evaluation of miRNA Expression in Pediatric Cirrhosis Caused by BA and PFIC. 小儿BA和PFIC肝硬化中miRNA表达的评价。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-31 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/4087823
Fatemeh Khosravi, Ramin Yaghobi, Afsoon Afshari, Nasrin Motazedian, Bita Geramizadeh, Tayebeh Kazemi, Seyed Mohsen Dehghani

Liver cirrhosis is one of the most common causes of death for pediatric patients with cholestasis. Because microRNA (miRNA) plays a part in the pathogenesis of the disease, comparing the changes in miRNA expression in cholestatic patients with liver cirrhosis could be helpful for therapeutic or prognostic purposes. miRNA levels in cirrhotic pediatric patients with progressive familial intrahepatic cholestasis (PFIC) and biliary atresia (BA) were studied in this research to comprehend the molecular distinctions and the significance of miRNA regulation in fibrosis and liver cirrhosis. Blood samples were collected from 43 PFIC patients and 84 BA patients, all of whom were confirmed to have liver cirrhosis. The in-house SYBR Green RT-qPCR techniques were established to assess the variations in the expressions of 12 miRNAs. Utilizing bioinformatics tools, the gene targets of the studied miRNAs were examined. Patients' expression of 12 miRNAs was higher than that of the healthy group. However, there was a notable distinction between the miRNAs in PFIC and BA. The levels of miR-34, miR-155, miR-199, miR-200b, and miR-222 were significantly higher in BA than in PFIC. PFIC showed a significantly higher level of miR-223 than BA. The predictive importance of distinct miRNAs in both diseases was revealed by the AUC values. In BA, miR-222 was associated with both liver transplantation and the PELD score. Death was correlated with miR-21, miR-155, miR-199, and miR-200 in BA and miR-34 in PFIC. The analysis showed the significance of the connection between miRNA expression and PI3K/Akt and TGF-β signaling in pediatric liver cirrhosis. Future investigations can evaluate the significance of the studied miRNAs as novel therapeutic targets and diagnostic options.

肝硬化是小儿胆汁淤积症患者最常见的死亡原因之一。由于microRNA (miRNA)在疾病的发病机制中起作用,因此比较肝硬化胆汁淤积患者miRNA表达的变化可能有助于治疗或预后目的。本研究通过研究进展性家族性肝内胆汁淤积症(PFIC)和胆道闭锁(BA)患儿的miRNA水平,了解miRNA在纤维化和肝硬化中的分子差异及调控意义。采集了43例PFIC患者和84例BA患者的血液样本,均确诊为肝硬化。建立了内部SYBR Green RT-qPCR技术来评估12种mirna的表达变化。利用生物信息学工具,对所研究的mirna的基因靶点进行了检测。12种mirna的表达均高于健康组。然而,PFIC和BA中的mirna存在显著差异。BA中miR-34、miR-155、miR-199、miR-200b和miR-222的水平明显高于PFIC。PFIC组miR-223水平明显高于BA组。AUC值揭示了不同mirna在两种疾病中的预测重要性。在BA中,miR-222与肝移植和PELD评分相关。死亡与BA中的miR-21、miR-155、miR-199和miR-200以及PFIC中的miR-34相关。分析表明,在小儿肝硬化中,miRNA表达与PI3K/Akt、TGF-β信号通路的联系具有重要意义。未来的研究可以评估所研究的mirna作为新的治疗靶点和诊断选择的意义。
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引用次数: 0
Evaluation of the Hepatoprotective Efficacy of Bee Pollen and Bee Pollen Ethanolic Extract-Loaded Solid Lipid Nanoparticles Against Lead Acetate-Induced Hepatotoxicity in Male Wistar Rats. 蜂花粉及蜂花粉乙醇提取物载固体脂质纳米颗粒对醋酸铅致雄性Wistar大鼠肝毒性的保护作用评价。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/3824359
Khashayar Sanemar, Reza Mahjub, Fatemeh Nouri, Mojdeh Mohammadi

Introduction: Bee pollen, a natural product rich in polyphenols, exhibits remarkable antioxidant, anti-inflammatory, and hepatoprotective properties.

Aim: This study was aimed at evaluating the hepatoprotective effects of solid lipid nanoparticles (SLNs) loaded with bee pollen.

Materials and methods: SLNs were formulated and optimized by varying surfactant ratios and lipid contents at two different temperatures.

Results and discussion: The optimized bee pollen SLNs demonstrated a particle size of 118.6 nm, a PdI of 0.35, a zeta potential of -22.6 mV, and an entrapment efficiency of 92.7%. The in vitro release study showed minimal release during the initial 120 min, followed by a continuous increase up to 48 h, indicating a sustained and prolonged release profile. Both bee pollen and bee pollen ethanolic extract-loaded SLNs exhibited significant cytoprotective effects against lead-induced cytotoxicity in HepG2 cells. In vivo studies revealed that treatment with bee pollen and especially bee pollen SLNs substantially ameliorated lead-induced hepatic injury. Treatment notably reduced serum levels of aspartate aminotransferase, alanine aminotransferase, alkaline phosphatase, lactate dehydrogenase, malondialdehyde, and nitric oxide. Additionally, it enhanced the activity of glutathione peroxidase, catalase, superoxide dismutase, and total antioxidant capacity, as well as levels of total thiol, reduced glutathione, and liver tissue proteins. Histopathological analysis further confirmed that treatment, particularly with bee pollen SLNs, significantly improved lead-induced hepatic structural damage.

Conclusion: These findings confirm that bee pollen, and more prominently its SLN formulation, possesses strong hepatoprotective potential.

蜂花粉是一种富含多酚的天然产物,具有显著的抗氧化、抗炎和保护肝脏的作用。目的:研究蜂花粉固体脂质纳米颗粒(SLNs)对肝脏的保护作用。材料和方法:在两种不同温度下,通过改变表面活性剂配比和脂质含量来制备sln并对其进行优化。结果与讨论:优化后的蜂花粉SLNs粒径为118.6 nm, PdI为0.35,zeta电位为-22.6 mV,包封效率为92.7%。体外释放研究显示,在最初的120分钟内释放最小,随后持续增加至48小时,表明持续和延长的释放情况。蜂花粉和蜂花粉乙醇提取物负载的sln对铅诱导的HepG2细胞毒性均有显著的细胞保护作用。体内研究表明,用蜂花粉特别是蜂花粉sln治疗可显著改善铅诱导的肝损伤。治疗显著降低血清中天冬氨酸转氨酶、丙氨酸转氨酶、碱性磷酸酶、乳酸脱氢酶、丙二醛和一氧化氮的水平。此外,它还增强了谷胱甘肽过氧化物酶、过氧化氢酶、超氧化物歧化酶的活性和总抗氧化能力,以及总硫醇、还原性谷胱甘肽和肝组织蛋白的水平。组织病理学分析进一步证实,治疗,特别是蜜蜂花粉sln,显著改善铅诱导的肝脏结构损伤。结论:这些发现证实了蜂花粉,尤其是其SLN配方,具有很强的肝保护潜力。
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引用次数: 0
Anatomical Variations of the Temporalis Muscle: A Magnetic Resonance Imaging-Based Study. 颞肌的解剖变异:基于磁共振成像的研究。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/3179553
Adrian Okoń, Ingrid C Landfald, Michał Podgórski, Roman Frach, George Triantafyllou, Łukasz Olewnik

Introduction: The temporalis muscle is a key masticatory muscle involved in jaw movement, specifically in the elevation and retraction of the mandible. This muscle has a complex anatomical structure, which includes both superficial and deep layers that are vital for its function. Variability in the muscle's morphology can influence its efficiency in chewing and may play a role in several clinical conditions, such as temporomandibular joint disorders (TMDs) and bruxism. Understanding the anatomical variations in the temporalis muscle is essential for improving diagnostic accuracy and treatment approaches.

Material and methods: This study included 34 female participants (age: median 48.5 [36-64] years) and 24 male participants (age: median 47.5 [37-68] years). MRI scans were used to assess the anatomy of the temporalis muscle, focusing on the presence of both superficial and deep muscle layers. The presence of a longitudinal muscle core was also examined to identify anatomical variations. Cases were classified based on the presence of both layers and the extent of hypoplasia in the posterior portion of the superficial layer. Descriptive statistics are reported as median and the first and third quartiles (Q1-Q3), and group differences were assessed with nonparametric tests.

Results: The study revealed that the temporalis muscle exhibited significant anatomical variability across participants. In six cases, only the deep layer was present, with symmetry in one female and one male. In 26 cases, the posterior portion of the superficial layer was hypoplastic, appearing as a thin muscular layer. Hypoplasia was significantly more common in males (p = 0.02168). Based on these observations, the muscle was classified into three groups: (1) muscles with both layers intact (72.4%), (2) muscles with both layers but with a hypoplastic posterior portion of the superficial layer (22.4%), and (3) muscles with only the deep layer (5.2%).

Conclusion: This study provides new insights into the anatomical variability of the temporalis muscle, highlighting differences in the superficial and deep layers and the prevalence of hypoplasia in the posterior portion of the superficial layer. These findings have important clinical implications, as they can improve radiological diagnostics and aid in the accurate identification of muscle variations. Understanding these variations enhances the ability to diagnose and treat temporomandibular disorders and related conditions more effectively, offering more personalized care for patients.

简介:颞肌是参与颌骨运动,特别是下颌骨的升降和收缩的关键咀嚼肌。这种肌肉具有复杂的解剖结构,包括对其功能至关重要的表层和深层。肌肉形态的变化可以影响其咀嚼效率,并可能在一些临床疾病中发挥作用,如颞下颌关节疾病(TMDs)和磨牙症。了解颞肌的解剖变异对提高诊断准确性和治疗方法至关重要。材料与方法:本研究纳入34名女性受试者(年龄中位数48.5[36-64]岁)和24名男性受试者(年龄中位数47.5[37-68]岁)。MRI扫描用于评估颞肌的解剖结构,重点关注浅层和深层肌肉层的存在。纵肌核心的存在也被检查以确定解剖变异。根据两层的存在和浅表层后部分发育不全的程度对病例进行分类。描述性统计报告为中位数和第一和第三四分位数(Q1-Q3),并通过非参数检验评估组间差异。结果:研究显示,颞肌表现出显著的解剖差异在参与者。在六个病例中,只有深层存在,一名女性和一名男性对称性。26例浅表层后部发育不全,表现为薄肌层。发育不全在男性中更为常见(p = 0.02168)。根据这些观察结果,将肌肉分为三组:(1)两层完整的肌肉(72.4%),(2)两层但浅层后部发育不全的肌肉(22.4%),(3)仅深层肌肉(5.2%)。结论:本研究为颞肌的解剖学变异性提供了新的见解,突出了颞肌浅层和深层的差异以及浅层后部分发育不全的患病率。这些发现具有重要的临床意义,因为它们可以改善放射诊断并帮助准确识别肌肉变化。了解这些变化可以提高诊断和治疗颞下颌紊乱及相关疾病的能力,为患者提供更个性化的护理。
{"title":"Anatomical Variations of the Temporalis Muscle: A Magnetic Resonance Imaging-Based Study.","authors":"Adrian Okoń, Ingrid C Landfald, Michał Podgórski, Roman Frach, George Triantafyllou, Łukasz Olewnik","doi":"10.1155/bmri/3179553","DOIUrl":"10.1155/bmri/3179553","url":null,"abstract":"<p><strong>Introduction: </strong>The temporalis muscle is a key masticatory muscle involved in jaw movement, specifically in the elevation and retraction of the mandible. This muscle has a complex anatomical structure, which includes both superficial and deep layers that are vital for its function. Variability in the muscle's morphology can influence its efficiency in chewing and may play a role in several clinical conditions, such as temporomandibular joint disorders (TMDs) and bruxism. Understanding the anatomical variations in the temporalis muscle is essential for improving diagnostic accuracy and treatment approaches.</p><p><strong>Material and methods: </strong>This study included 34 female participants (age: median 48.5 [36-64] years) and 24 male participants (age: median 47.5 [37-68] years). MRI scans were used to assess the anatomy of the temporalis muscle, focusing on the presence of both superficial and deep muscle layers. The presence of a longitudinal muscle core was also examined to identify anatomical variations. Cases were classified based on the presence of both layers and the extent of hypoplasia in the posterior portion of the superficial layer. Descriptive statistics are reported as median and the first and third quartiles (Q1-Q3), and group differences were assessed with nonparametric tests.</p><p><strong>Results: </strong>The study revealed that the temporalis muscle exhibited significant anatomical variability across participants. In six cases, only the deep layer was present, with symmetry in one female and one male. In 26 cases, the posterior portion of the superficial layer was hypoplastic, appearing as a thin muscular layer. Hypoplasia was significantly more common in males (<i>p</i> = 0.02168). Based on these observations, the muscle was classified into three groups: (1) muscles with both layers intact (72.4%), (2) muscles with both layers but with a hypoplastic posterior portion of the superficial layer (22.4%), and (3) muscles with only the deep layer (5.2%).</p><p><strong>Conclusion: </strong>This study provides new insights into the anatomical variability of the temporalis muscle, highlighting differences in the superficial and deep layers and the prevalence of hypoplasia in the posterior portion of the superficial layer. These findings have important clinical implications, as they can improve radiological diagnostics and aid in the accurate identification of muscle variations. Understanding these variations enhances the ability to diagnose and treat temporomandibular disorders and related conditions more effectively, offering more personalized care for patients.</p>","PeriodicalId":9007,"journal":{"name":"BioMed Research International","volume":"2026 ","pages":"3179553"},"PeriodicalIF":2.3,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12856366/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146103511","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Whispers of Growth: The Impact of MicroRNA on the Proliferation Potential of Adipose-Derived Stem Cells-A Review. 生长的低语:MicroRNA对脂肪源性干细胞增殖潜能的影响
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/4137354
Maryam Bahrami, Hojjat Allah Abbaszadeh, Katayon Berjis, Ali Moradi

Adipose-derived stem cells (ADSCs) have garnered significant interest in regenerative medicine (RM) due to their abundant availability, ease of isolation, and ability to differentiate into various cell types. The growth of ADSCs is crucial for their therapeutic effectiveness, as it directly influences their ability to repair damaged tissues. MicroRNAs (miRNAs) are recognized as powerful regulators of gene expression and cellular functions, including proliferation, and are believed to play a role in modulating the proliferative potential (PP) of ADSCs. This review is aimed at exploring existing research on how miRNAs influence the PP of ADSCs, focusing on aspects such as the cell cycle, ADSC factors, and various signaling pathways, including STAT3, PI3K-AKT, Hippo, Notch, Wnt/β-catenin, and MAPK pathways that affect ADSC proliferation. We also examined the impact of miRNAs on the migration of ADSCs. Through a review of relevant studies, we identified several miRNAs that influence the PP of ADSCs through various mechanisms. These miRNAs interact with key signaling pathways, cell cycle regulators, and other elements related to cell proliferation, leading to both positive and negative effects on ADSC growth. Additionally, numerous studies have suggested that modifying miRNA expression levels could enhance the PP of ADSCs for therapeutic applications. This review provides valuable insights into the intricate regulatory networks involving miRNAs that govern the PP of ADSCs. A deeper understanding of the roles of miRNAs in ADSC proliferation holds promise for improving the efficacy of ADSC therapies and advancing the field of RM. Further research is warranted to elucidate the specific mechanisms by which miRNAs regulate ADSC proliferation and to identify new therapeutic targets for enhancing the regenerative potential of ADSCs. Exploring new miRNA targets, developing miRNA-based therapies, and creating advanced delivery systems are promising avenues for future research. The role of miRNAs in regulating the PP of ADSCs presents exciting opportunities for the advancement of RM and tissue engineering.

脂肪源性干细胞(ADSCs)由于其丰富的可用性、易于分离和能够分化成各种细胞类型而引起了再生医学(RM)的极大兴趣。ADSCs的生长对其治疗效果至关重要,因为它直接影响其修复受损组织的能力。MicroRNAs (miRNAs)被认为是基因表达和细胞功能(包括增殖)的强大调节剂,并被认为在调节ADSCs的增殖潜能(PP)中发挥作用。本综述旨在探讨mirna如何影响ADSC的PP的现有研究,重点关注细胞周期、ADSC因子以及影响ADSC增殖的各种信号通路,包括STAT3、PI3K-AKT、Hippo、Notch、Wnt/β-catenin和MAPK通路。我们还研究了mirna对ADSCs迁移的影响。通过对相关研究的回顾,我们发现了几种通过不同机制影响ADSCs PP的mirna。这些mirna与关键信号通路、细胞周期调节因子和其他与细胞增殖相关的元件相互作用,对ADSC生长产生积极和消极的影响。此外,大量研究表明,修改miRNA表达水平可以增强ADSCs的PP,用于治疗。这篇综述为涉及控制ADSCs PP的mirna的复杂调控网络提供了有价值的见解。更深入地了解mirna在ADSC增殖中的作用,有望提高ADSC治疗的疗效,并推动RM领域的发展。需要进一步的研究来阐明miRNAs调节ADSC增殖的具体机制,并确定增强ADSC再生潜力的新的治疗靶点。探索新的miRNA靶点,开发基于miRNA的治疗方法,以及创建先进的递送系统是未来研究的有希望的途径。mirna在调节ADSCs的PP中的作用为RM和组织工程的发展提供了令人兴奋的机会。
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引用次数: 0
Predicting Intraocular Pressure From Glaucoma Patients Receiving Medication Treatment Using Explainable Machine Learning. 使用可解释的机器学习预测接受药物治疗的青光眼患者的眼压。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/9930837
Robert T James, Wenke Liu, Gadi Wollstein, Joel S Schuman, David Fenyo, Kevin C Chan, Deokho Lee

Glaucoma is a chronic neurodegenerative disease of the visual system, and treatment is targeted toward lowering intraocular pressure. However, some patients fail to respond to treatment and their intraocular pressure levels remain high, risking continuous vision loss. Explainable machine learning provides a mechanism for both individual prognostication and the identification of factors associated with treatment outcome. Here, we used explainable machine learning to predict intraocular pressure for glaucoma patients receiving medication treatment. We accessed the UK Biobank to obtain information on 290 eyes from 161 participants who reported a diagnosis of glaucoma and were receiving treatment. Features were divided into three distinct datasets containing demographic data only, physiometabolic parameters and medication prescription data, and all data combined. We evaluated five machine learning techniques for each feature set in terms of their ability to predict intraocular pressure at a follow-up visit in a classification task. We then calculated SHapley Additive exPlanation (SHAP) values for the best performing model to determine feature importance, stability, and interactions. We found that eXtreme Gradient Boosting (XGBoost) outperformed all other models when trained and tested on the combined feature set with an area under receiver operating characteristic curve (AUC) of 0.708. Insulin-like growth factor 1 (IGF-1), low-density lipoprotein (LDL), and lymphocyte count ranked as the three most important features for this model. LDL and IGF-1 exhibited a low degree of global variability in contribution to the model output across all cross-validation repeats. SHAP values demonstrated the strongest interactions being between LDL and IGF-1. In summary, our studies indicated the importance of blood LDL and IGF-1 in contributing to the outcomes of intraocular pressure lowering treatment and demonstrated the ability of XGBoost to predict these outcomes.

青光眼是一种视觉系统的慢性神经退行性疾病,治疗的目标是降低眼压。然而,一些患者对治疗没有反应,他们的眼压水平仍然很高,有持续视力丧失的风险。可解释的机器学习为个体预测和识别与治疗结果相关的因素提供了一种机制。在这里,我们使用可解释的机器学习来预测接受药物治疗的青光眼患者的眼压。我们访问了英国生物银行,从161名报告诊断为青光眼并正在接受治疗的参与者中获取290只眼睛的信息。特征被分为三个不同的数据集,其中仅包含人口统计学数据、生理代谢参数和药物处方数据,以及所有数据的组合。我们根据分类任务中随访时预测眼压的能力,对每个特征集的五种机器学习技术进行了评估。然后,我们计算SHapley加性解释(SHAP)值为最佳表现的模型,以确定特征的重要性,稳定性和相互作用。我们发现,当在接收者工作特征曲线(AUC)下面积为0.708的组合特征集上进行训练和测试时,极端梯度增强(XGBoost)优于所有其他模型。胰岛素样生长因子1 (IGF-1)、低密度脂蛋白(LDL)和淋巴细胞计数是该模型最重要的三个特征。LDL和IGF-1在所有交叉验证重复中对模型输出的贡献表现出低程度的全球变异性。SHAP值显示LDL和IGF-1之间的相互作用最强。总之,我们的研究表明了血液LDL和IGF-1在降低眼压治疗结果中的重要性,并证明了XGBoost预测这些结果的能力。
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引用次数: 0
Molecular Characterization and Clonal Analysis of Carbapenem-Resistant Acinetobacter baumannii: Insights Into Biofilm-Related Gene Coexistence in Clinical Isolates. 耐碳青霉烯鲍曼不动杆菌的分子特征和克隆分析:临床分离物生物膜相关基因共存的见解。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-30 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/2304337
Mahtab Hadadi, Bahram Nasr Esfahani, Arezoo Mirzaei, Sharareh Moghim

The emergence of multidrug-resistant Acinetobacter baumannii (MDR A. baumannii) and biofilm-producing ability have become a worldwide serious concern. This study is aimed at investigating the clonal relationships, coexistence of carbapenemase-resistant and biofilm-related genes, and biofilm biomass capacity in 57 A. baumannii isolates obtained from patients in intensive care units (ICUs). Antibiotic resistance patterns to 11 antibiotics were determined using the disc diffusion test. The minimum inhibitory concentrations (MICs) of imipenem and colistin were evaluated by the microdilution method. All isolates were subjected to PCR for the detection of carbapenemase- and biofilm-related genes and examined for the biofilm-forming ability using crystal violet staining methods. The clonality relationship was identified by rep-PCR. Overall, 49 (86%) isolates were characterized as extensively drug-resistant (XDR) with a high MIC for imipenem. Eight isolates were resistant to colistin (MIC>64 μg/mL). Additionally, 86.21% of isolates were strong biofilm formers, which correlated with the PDR phenotype. All isolates carried at least three genes related to biofilm formation. Genotypically, 100% of isolates had bla OXA-51-like, bla OXA-24-like, and bla TEM genes, followed by bla VIM (61.4%), bla OXA-23-like (24.6%), bla SHV (1.8%), and bla KPC (1.8%), whereas bla CTX-M and bla OXA-58-like genes were not found in the isolates. The rep-PCR analysis identified 10 distinct genotypes, among which GTG Type 3 showed a significant correlation with strong biofilm formation. Moreover, the greatest number of colistin-resistant isolates (MIC>64 μg/mL) were located in this cluster. This study highlights the emergence of PDR A. baumannii strains carrying a variety of β-lactamase and biofilm-related genes in ICUs, underscoring the urgent need for improved infection control measures and antimicrobial stewardship programs to address the spread of these formidable pathogens.

多药耐药鲍曼不动杆菌(MDR a . baumannii)的出现及其生物膜生成能力已成为世界范围内严重关注的问题。本研究旨在研究从重症监护病房(icu)患者中分离的57株鲍曼不动杆菌的克隆关系、碳青霉烯酶耐药基因和生物膜相关基因的共存以及生物膜生物量。采用圆盘扩散试验测定对11种抗生素的耐药模式。采用微量稀释法测定亚胺培南和粘菌素的最低抑菌浓度(mic)。所有分离株均采用PCR检测碳青霉烯酶和生物膜相关基因,并用结晶紫染色法检测生物膜形成能力。采用rep-PCR方法鉴定克隆关系。总体而言,49株(86%)分离株具有广泛耐药(XDR)特征,对亚胺培南具有高MIC。8株菌株对粘菌素耐药(MIC为64 μg/mL)。86.21%的菌株具有强生物成膜性,这与PDR表型相关。所有分离株都携带至少三个与生物膜形成相关的基因。基因型上,100%的分离株含有bla oxa -51样、bla oxa -24样和bla TEM基因,其次是bla VIM(61.4%)、bla oxa -23样(24.6%)、bla SHV(1.8%)和bla KPC(1.8%),而未发现bla CTX-M和bla oxa -58样基因。rep-PCR分析鉴定出10种不同的基因型,其中GTG 3型与强生物膜形成显著相关。耐粘菌素菌株数量最多(MIC>64 μg/mL)。本研究强调了PDR鲍曼杆菌菌株在icu中携带多种β-内酰胺酶和生物膜相关基因的出现,强调了改善感染控制措施和抗菌管理计划的迫切需要,以解决这些强大病原体的传播。
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引用次数: 0
Cardiovascular Dysfunction in Polycystic Ovary Syndrome: Mitochondrial and Inflammatory Mechanisms. 多囊卵巢综合征的心血管功能障碍:线粒体和炎症机制。
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-26 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/1110229
Olabimpe Caroline Badejogbin, Mary Olaoluwa Agunloye, Ojichukwuka Ebere Chijioke-Agu, Makinde Vincent Olubiyi, Success Oluwanifesimi Olugbuyiro, Olaniyi Azeez Soetan, Opeyemi Abel Bamgbose, Tobi Opeyemi Olaleye

Background: Polycystic ovary syndrome (PCOS) is a common endocrine disorder that significantly increases cardiovascular disease (CVD) risk in women. While insulin resistance and dyslipidemia are established contributors, growing evidence highlights mitochondrial dysfunction and chronic low-grade inflammation as central drivers of cardiovascular pathology in PCOS.

Objective: This narrative review synthesizes current evidence on how mitochondrial dysfunction and inflammation interact to promote cardiovascular complications in women with PCOS while identifying potential therapeutic targets and areas requiring further investigation.

Methods: A comprehensive review of clinical and experimental studies was conducted using PubMed, Scopus, and Web of Science databases. Relevant literature exploring mitochondrial alterations, oxidative stress, inflammatory cytokines, and endothelial function in PCOS, with emphasis on cardiovascular outcomes, was critically evaluated and summarized.

Results: Women with PCOS exhibit altered mitochondrial dynamics, reduced ATP production, and elevated reactive oxygen species (ROS), which collectively impair vascular function. These mitochondrial abnormalities compromise oocyte quality and endometrial receptivity and activate proinflammatory signaling pathways, including the NLRP3 inflammasome, contributing to endothelial dysfunction and atherogenesis, and increased long-term cardiovascular risk, particularly in women with prior pregnancy complications. Elevated levels of cytokines including TNF-α, IL-6, and CRP further exacerbate cardiovascular risk. This bidirectional relationship between mitochondrial dysfunction and inflammation establishes a vicious cycle underlying cardiovascular deterioration in PCOS.

Conclusion: Mitochondrial dysfunction and inflammation are interdependent mechanisms that contribute substantially to cardiovascular risk in women with PCOS. Targeting mitochondrial dysfunction and systemic inflammation presents a promising therapeutic strategy for reducing cardiovascular morbidity in PCOS. Future research should emphasize phenotype-specific interventions, biomarker discovery, and translational trials to improve long-term reproductive and cardiovascular outcomes.

背景:多囊卵巢综合征(PCOS)是一种常见的内分泌紊乱,可显著增加女性心血管疾病(CVD)的风险。虽然胰岛素抵抗和血脂异常是确定的因素,但越来越多的证据表明,线粒体功能障碍和慢性低度炎症是多囊卵巢综合征心血管病理的主要驱动因素。目的:本文综述了线粒体功能障碍和炎症如何相互作用促进PCOS女性心血管并发症的现有证据,同时确定了潜在的治疗靶点和需要进一步研究的领域。方法:使用PubMed、Scopus和Web of Science数据库对临床和实验研究进行全面回顾。相关文献探讨了多囊卵巢综合征的线粒体改变、氧化应激、炎症细胞因子和内皮功能,重点是心血管结局,并进行了批判性评估和总结。结果:多囊卵巢综合征女性表现出线粒体动力学改变、ATP生成减少和活性氧(ROS)升高,这些都损害了血管功能。这些线粒体异常损害卵母细胞质量和子宫内膜容受性,激活促炎信号通路,包括NLRP3炎性体,导致内皮功能障碍和动脉粥样硬化,并增加长期心血管风险,特别是在有妊娠并发症的妇女中。包括TNF-α、IL-6和CRP在内的细胞因子水平升高进一步加剧心血管风险。线粒体功能障碍和炎症之间的这种双向关系建立了PCOS心血管恶化的恶性循环。结论:线粒体功能障碍和炎症是相互依赖的机制,在很大程度上增加了PCOS女性心血管风险。针对线粒体功能障碍和全身性炎症是降低PCOS心血管发病率的一种有希望的治疗策略。未来的研究应强调表现型特异性干预、生物标志物发现和转化试验,以改善长期生殖和心血管预后。
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引用次数: 0
In Silico Identification of Antiviral Peptides as Potential Leads Against Sudan Ebolavirus VP-40. 抗病毒肽作为苏丹埃博拉病毒VP-40潜在先导物的计算机鉴定
IF 2.3 3区 生物学 Q3 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-01-26 eCollection Date: 2026-01-01 DOI: 10.1155/bmri/2204127
Boniface Omara, Kenedy Kiyimba, Fatoumata G Fofana, Oudou Diabaté, Walter Odur, Daudi Jjingo, Jacob Stanley Iramiot, Peace Draleru, Joan Achia, Muhammad Shafiq, Zaheer Ul-Haq, Hedmon Okella, Steven Odongo

The continued reemergence of Ebola virus epidemics remains a global health concern, largely due to limited therapeutic interventions. This study is aimed at identifying and characterizing antiviral peptides as potential lead candidates against the Sudan Ebola virus. We retrieved antiviral peptides from the AVPdb and designed novel peptides from them using support vector machine, RF, and discriminant analysis algorithms. The toxicity and allergenicity predictions were performed using ToxinPred, ADMETLab 3.0, Allertop, and AllergenFP web servers, respectively. The 3D structures of selected peptides were modeled using PEP-FOLD and I-TASSER and validated using ProSA and PROCHECK web servers. The best peptide models were docked against the Sudan Ebola virus VP-40 protein using HDOCK and ClusPro. Molecular dynamics (MD) simulations were then carried out in GROMACS 2024.2. Out of 170 designed motifs, 30 exhibited antiviral potential with antiviral scores ranging from 0.506 to 1.000. Among the predicted antiviral peptides, five demonstrated favorable stability, nontoxicity, and nonallergenic properties. PEP-FOLD produced more stable peptide structures than I-TASSER, with over 84.6% of their amino acids in the most favorable region. Binding energies ranged from -252.39 to -145.83 kcal/mol (HDOCK) and from -887.7 to -538.7 units (ClusPro). The MD simulations confirmed high stability, with motif A10_M showing the strongest binding and structural compactness. Five peptides show strong potential as therapeutic leads against Sudan Ebola virus; however, further experimental validation is recommended.

埃博拉病毒流行病的继续重新出现仍然是一个全球卫生问题,主要原因是治疗干预措施有限。这项研究的目的是确定和表征抗病毒肽作为潜在的主要候选抗苏丹埃博拉病毒。我们从AVPdb中提取抗病毒肽,并使用支持向量机、RF和判别分析算法从中设计新的肽。毒性和致敏性预测分别使用ToxinPred、ADMETLab 3.0、Allertop和AllergenFP web服务器进行。所选肽的三维结构使用PEP-FOLD和I-TASSER建模,并使用ProSA和PROCHECK web服务器进行验证。利用HDOCK和ClusPro对苏丹埃博拉病毒VP-40蛋白进行最佳肽模型对接。然后在GROMACS 2024.2中进行分子动力学(MD)模拟。在170个设计的基序中,30个显示出抗病毒潜力,抗病毒评分从0.506到1.000不等。在预测的抗病毒肽中,有五种表现出良好的稳定性、无毒性和非致敏性。PEP-FOLD产生的肽结构比I-TASSER更稳定,超过84.6%的氨基酸位于最有利区域。结合能范围为-252.39 ~ -145.83 kcal/mol (HDOCK)和-887.7 ~ -538.7单位(ClusPro)。MD模拟结果表明,A10_M基序具有较强的结合性和结构致密性。5种多肽显示出作为治疗苏丹埃博拉病毒先导物的强大潜力;然而,建议进一步的实验验证。
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引用次数: 0
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