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Denaturation, rapid dilution refolding, and single-step purification of the core histones using desalting size-exclusion chromatography. 变性,快速稀释,再折叠,和一步纯化核心组蛋白使用脱盐尺寸排除色谱。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-10 DOI: 10.1016/j.ymeth.2025.12.003
Olufola O Ige, Thordur Hendrickson-Rebizant, Wenxia Luo, Marvellous Oyeyode, Stefan Jacobson, Fryda Malinalli Ortiz Bada, Michael J Rowley, Rui Wen Liu, James R Davie, Adam Frankel, Ted M Lakowski

Nucleosomes, composed of DNA and histone octamers, regulate gene expression through histone modifications such as lysine acetylation and methylation. These modifications are added by writers, removed by erasers, and interpreted by readers to control gene expression, chromatin structure, and essential cellular processes such as differentiation and development. Accurate PTM analysis requires high-purity histones due to the sensitivity of epigenetic assays. Recombinant histones are expressed in E. coli as inclusion bodies, requiring denaturation, refolding, and purification. These traditional purification methods involve complicated and lengthy protocols taking days and potentially exposing the histones to oxidation and proteolytic degradation. We developed a rapid method for refolding histones from inclusion bodies in a one-step purification using a desalting column achieving > 90 % purity. This method is compared to our previous HPLC-based protocol. Our single-step desalting purification reduces purification time from multiple days to one day, lowers operational cost, and eliminates the need for reverse-phase HPLC, making high-purity histone production accessible to laboratories without specialized chromatography infrastructure.

核小体由DNA和组蛋白八聚体组成,通过组蛋白修饰如赖氨酸乙酰化和甲基化来调节基因表达。这些修饰由编辑器添加,由橡皮擦删除,并由读取器解释,以控制基因表达,染色质结构和基本细胞过程,如分化和发育。由于表观遗传检测的敏感性,准确的PTM分析需要高纯度的组蛋白。重组组蛋白以包涵体形式在大肠杆菌中表达,需要变性、重折叠和纯化。这些传统的纯化方法涉及复杂和冗长的程序,需要数天时间,并且可能使组蛋白暴露于氧化和蛋白水解降解中。我们开发了一种快速从包涵体中折叠组蛋白的方法,使用脱盐柱一步纯化,纯度达到 > 90 %。该方法与我们之前基于hplc的协议进行了比较。我们的单步脱盐纯化将纯化时间从几天缩短到一天,降低了操作成本,并且消除了反相高效液相色谱的需要,使高纯度组蛋白生产在没有专门色谱基础设施的实验室中变得容易。
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引用次数: 0
Investigation on structure-property relationships of MgO-SrO containing silicate-based bioactive glasses: An experimental and molecular dynamics simulation study. 含MgO-SrO硅酸盐基生物活性玻璃的结构-性能关系研究:实验和分子动力学模拟研究。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-07 DOI: 10.1016/j.ymeth.2025.12.001
Amirhossein Moghanian, Ramin Farmani, Niloufar Kolivand, Arman Tayebi, Sirus Safaee

Molecular dynamics (MD) simulations and experimental analysis were performed on MgO-SrO containing bioactive glasses (MSBGs) with the composition of 60SiO2-(31-x)CaO-4P2O5-5MgO-xSrO (mol%) (x = 0, 1, 3, 5, 8, 10, 15, 20; M5S0-M5S20) to evaluate the structural properties, ion clustering, and dissolution behavior as a function of SrO content. Simulation employed the Buckingham potential for short-range interactions and Coulombic potentials for long-range forces. MSBGs had Si-O and P-O bond lengths of 1.609 Å and 1.491 Å, with O-Si-O and O-P-O bond angles centered at ∼109.3° and 109.4°, respectively, confirming tetrahedral SiO4/PO4 coordination. Across all compositions, Si-O-Si bonds dominated the majority of the distribution (88-89 %), with Si-O-P at 11-12 % and P-O-P negligible (∼0.3 %). Densities decreased from 2.913 g·cm-3 (M5S20) to 2.631 g·cm-3 (M5S0), reflecting network loosening with SrO substitution. Qn distribution remained stable, with Q3/Q4 fractions of 38-43 % and 26-30 % for Si-based tetrahedra. R-factor analysis revealed optimal homogeneity for M5S5 (RSi/PSr = 0.838252), balancing reduced cation clustering and moderate network stability. ICP-AES showed M5S5 with a sustained release of Si4+, Mg2+, and Sr2+ over 24 h. Meanwhile, antibacterial study resulted in statistically significant increase in efficiency for M5S5 compared to M5S0 (***p < 0.001). The combined computational and experimental findings identify M5S5 as the most promising candidate for biomedical applications requiring structural benefits, controlled ion release, and antibacterial efficiency.

采用分子动力学(MD)模拟和实验分析了60SiO2-(31-x)CaO-4P2O5-5MgO-xSrO (mol%) (x = 0,1,3,5,8,10,15,20;M5S0-M5S20)的MgO-SrO生物活性玻璃(MSBGs)的结构性质、离子聚类和溶解行为与SrO含量的关系。模拟使用白金汉势来模拟短程相互作用,使用库仑势来模拟远距离力。MSBGs的Si-O和P-O键长分别为1.609 Å和1.491 Å, O-Si-O和O-P-O键角中心分别为~ 109.3°和109.4°,证实了SiO4/PO4的四面体配位。在所有成分中,Si-O-Si键占据了大部分分布(88-89 %),Si-O-P占11-12 %,P-O-P可以忽略不计(~ 0.3 %)。密度从2.913 g·cm-3 (M5S20)下降到2.631 g·cm-3 (M5S0),反映了SrO取代导致的网络松动。Qn分布稳定,硅基四面体Q3/Q4分数分别为38-43 %和26-30 %。r因子分析显示,M5S5的均匀性最佳(RSi/PSr = 0.838252),平衡了阳离子聚类减少和适度的网络稳定性。ICP-AES显示M5S5的Si4+、Mg2+和Sr2+的持续释放时间超过24 h。同时,抗菌研究结果显示,M5S5比M5S0的抗菌效率有统计学意义(***p)
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引用次数: 0
MDM2/p53-based live-cell quantitative FRET imaging for apoptosis drug discovery. 基于MDM2/p53的活细胞定量FRET成像用于细胞凋亡药物发现。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-04 DOI: 10.1016/j.ymeth.2025.12.002
Zhiyu Xiao, Lingmin Xie, Ziru Wu, Xinghong Cai, Zhengfei Zhuang, Tongsheng Chen

Targeting the interaction between P53 and MDM2 to re-activate P53 to induce apoptosis is an important strategy for cancer treatment. In this study, based on the unique advantages of in situ visualization, dynamic imaging, and quantitative analysis of living cell FRET imaging, a method for screening apoptotic drugs targeting p53-MDM2 interaction was developed. A stable model of Nutlin-3-induced apoptosis was established in MCF-7 cells, which was verified by reducing mitochondrial membrane potential and increasing the proportion of nuclear chromatin condensation (from 9.16 % to 50.55 %). Biochemical methods such as WB analysis found that after activating P53, BAX expression was up-regulated through a Puma-independent pathway, which promoted BAX oligomerization. Live-cell quantitative FRET imaging found that the maximum donor center FRET efficiency (EDmax) of CFP-p53 and YFP-MDM2 decreased from 0.50 to 0.22 after Nutlin-3 treatment, and the co-localization coefficient decreased significantly from 83 % to 22 %, confirmed that Nutlin-3 directly disrupted the interaction between P53/MDM2, promoting P53 nuclear translocation and apoptosis. This indicated that Nutlin-3 was a direct inhibitor of the P53/MDM2 interaction. Apoptosis drug screening was performed in MCF-7 cells, and we found that the EDmax was 0.29 and 0.31 for the cells treated with DOX and RSV, respectively, and 0.48 for the IKE-treated cells and 0.43 for the SOR-treated cells, indicating that DOX and RSV, but not IKE and SOR, were potential P53/MDM2-dependent apoptotic drugs. In addition, Nutlin-3 treatment decreased the EDmax value in p53 wild-type U2OS cells from 0.43 to 0.20. In summary, our method can identify p53-MDM2 interaction inhibitors in living cells, providing a quantitative in vivo supplement for traditional target-based drug discovery.

靶向P53与MDM2的相互作用,重新激活P53诱导细胞凋亡是癌症治疗的重要策略。本研究基于活细胞FRET成像在原位可视化、动态成像、定量分析等方面的独特优势,开发了一种靶向p53-MDM2相互作用的凋亡药物筛选方法。在MCF-7细胞中建立了稳定的nutlin -3诱导凋亡模型,通过降低线粒体膜电位和增加核染色质凝聚比例(从9.16%增加到50.55%)来验证。WB分析等生化方法发现,激活P53后,BAX的表达通过不依赖puma的途径上调,促进BAX寡聚化。活细胞定量FRET成像发现,经Nutlin-3处理后,CFP-p53和YFP-MDM2的最大供体中心FRET效率(EDmax)从0.50下降到0.22,共定位系数从83%下降到22%,证实了Nutlin-3直接破坏了P53/MDM2之间的相互作用,促进了P53核转运和凋亡。这表明Nutlin-3是P53/MDM2相互作用的直接抑制剂。在MCF-7细胞中进行凋亡药物筛选,我们发现DOX和RSV处理细胞的EDmax分别为0.29和0.31,IKE处理细胞的EDmax为0.48,SOR处理细胞的EDmax为0.43,这表明DOX和RSV是潜在的P53 / mdm2依赖性凋亡药物,而IKE和SOR则不是。此外,Nutlin-3处理使p53野生型U2OS细胞的EDmax值从0.43降低到0.20。总之,我们的方法可以在活细胞中鉴定p53-MDM2相互作用抑制剂,为传统的基于靶标的药物发现提供了定量的体内补充。
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引用次数: 0
Development and characterization of a membrane-permeant GRASP65-mimetic peptide that inhibits Golgi unlinking and cell cycle progression. 抑制高尔基解联和细胞周期进展的膜渗透grasp65模拟肽的开发和表征。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-01 DOI: 10.1016/j.ymeth.2025.11.008
Romina Ines Cervigni, Raffaella Bonavita, Maria Luisa Barretta, Daniela Spano, Inmaculada Ayala, Fabiola Mascanzoni, Roberta Iannitti, Petra Henklein, Alessandra Monti, Maurizio Renna, Nunzianna Doti, Antonino Colanzi

The Golgi complex is central to cellular homeostasis and serves as a key processing and sorting hub for protein trafficking. In many cell types, the Golgi complex is organized as interconnected stacks of cisternae, forming a structure known as the Golgi ribbon. This ribbon undergoes dynamic remodelling during physiological processes, such as cell division, and under pathological conditions, including cancer and neurodegeneration. A critical step in the unlinking of the Golgi ribbon involves the phosphorylation of the stacking protein GRASP65, which leads to the separation of the ribbon into individual stacks, a process necessary for the G2/M transition of the cell cycle. However, existing tools for selectively manipulating the GRASP65 role in ribbon organization are limited by non-specific effects or technical challenges. Here, we present the development and characterization of a membrane-permeable peptide, R8-GRASP65-S277, derived from GRASP65 and containing the phosphorylation site Ser277, which is essential for Golgi unlinking. This peptide effectively inhibited Golgi unlinking and mitotic entry in several cell lines, including cancer models. In contrast, a control peptide with a non-phosphorylatable alanine substitution (R8-GRASP65-S277A) showed no such effect, confirming the specificity of the tool. Furthermore, the R8-GRASP65-S277 peptide reversed Golgi unlinking induced by the chemotherapeutic agent doxorubicin, demonstrating its utility in studying stress-induced Golgi disassembly. These findings establish the R8-GRASP65-S277 peptide as a specific, potent, and scalable tool for probing the molecular mechanisms of Golgi unlinking, its regulation of cell cycle progression, and its potential contributions to pathological states.

高尔基复合体是细胞稳态的核心,是蛋白质运输的关键加工和分类中心。在许多细胞类型中,高尔基复合体被组织成相互连接的池池堆叠,形成一个被称为高尔基带的结构。在生理过程(如细胞分裂)和病理条件(包括癌症和神经变性)中,该带经历动态重塑。高尔基带解联的一个关键步骤涉及堆叠蛋白GRASP65的磷酸化,这导致高尔基带分离成单独的堆叠,这是细胞周期G2/M转变所必需的过程。然而,现有的选择性操纵GRASP65在带状组织中的作用的工具受到非特异性效应或技术挑战的限制。在这里,我们开发和表征了一种膜渗透肽R8-GRASP65-S277,它来源于GRASP65,含有磷酸化位点Ser277,这是高尔基解联所必需的。这种肽有效地抑制高尔基解联和有丝分裂进入几种细胞系,包括癌症模型。相比之下,具有非磷酸化丙氨酸取代的对照肽(R8-GRASP65-S277A)没有这种效果,证实了该工具的特异性。此外,R8-GRASP65-S277肽逆转了化疗药物阿霉素诱导的高尔基体解联,证明了其在研究应激诱导的高尔基体解联中的实用性。这些发现证实了R8-GRASP65-S277肽是一种特异的、有效的、可扩展的工具,可用于探索高尔基体解联的分子机制、对细胞周期进程的调节以及对病理状态的潜在贡献。
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引用次数: 0
Sensitive and specific detection of ctDNA using Copper-Free click chemistry and magnetic bead Technology 利用无铜点击化学和磁珠技术对ctDNA进行灵敏和特异的检测。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-30 DOI: 10.1016/j.ymeth.2025.11.010
Reza Didarian , Dilek Kanarya , Sonya Sahin , Canan Özyurt , Serap Evran , Dilek Odaci , Nimet Yildirim-Tirgil
Liquid biopsy, particularly the analysis of circulating tumor DNA (ctDNA), offers immense potential for non-invasive cancer diagnosis and monitoring. It provides a less invasive alternative to traditional tissue biopsies, enabling earlier detection and real-time assessment of disease progression. However, a significant hurdle in its widespread adoption is the extremely low concentration of ctDNA in biological samples, especially during the early stages of cancer, making sensitive and specific detection challenging. This work addresses the critical problem of developing a highly sensitive and specific method for low abundance ctDNA detection.
We developed a novel, highly sensitive, and specific method for ctDNA analysis, employing copper-free click chemistry (strain-promoted azide-alkyne cycloaddition, SPAAC) for enzyme-free amplification, coupled with magnetic bead-assisted fluorometric detection. This enzyme-free approach significantly enhanced specificity and reduced background noise. We meticulously optimized parameters, including primer length and annealing temperature, finding that 30-base primers and a 50 °C annealing temperature yielded optimal amplification efficiency. Our method successfully detected ctDNA at concentrations as low as 10 pM (15 bp primer). Agarose gel electrophoresis confirmed highly specific amplification with minimal non-specific products, and the assay demonstrated excellent allelic discrimination, accurately distinguishing single-nucleotide mutations. Importantly, the method proved robust in complex human serum samples, demonstrating its practical applicability.
This innovative, cost-effective, and enzyme-free platform overcomes many limitations of current ctDNA detection technologies. By enabling highly sensitive and specific detection of low abundance ctDNA, this methodology represents a significant leap forward for non-invasive cancer diagnostics, paving the way for earlier disease detection, improved treatment monitoring, and the broader implementation of personalized medicine.
液体活检,特别是循环肿瘤DNA (ctDNA)的分析,为非侵入性癌症诊断和监测提供了巨大的潜力。它为传统的组织活检提供了一种侵入性较小的替代方法,能够更早地发现和实时评估疾病进展。然而,其广泛采用的一个重大障碍是生物样品中ctDNA的浓度极低,特别是在癌症的早期阶段,使得敏感和特异性检测具有挑战性。这项工作解决了开发低丰度ctDNA检测的高灵敏度和特异性方法的关键问题。我们开发了一种新的、高灵敏度和特异性的ctDNA分析方法,采用无铜点击化学(菌株促进叠氮化物-炔环加成,SPAAC)进行无酶扩增,结合磁珠辅助荧光检测。这种无酶的方法显著提高了特异性并降低了背景噪声。我们精心优化了引物长度和退火温度等参数,发现30碱基的引物和50 °C的退火温度产生了最佳的扩增效率。我们的方法成功地检测到浓度低至10 pM(15 bp引物)的ctDNA。琼脂糖凝胶电泳证实了高特异性扩增和最小的非特异性产物,并且该试验显示了出色的等位基因区分,准确区分单核苷酸突变。重要的是,该方法在复杂的人血清样本中证明了鲁棒性,证明了其实用性。这种创新、经济、无酶的平台克服了当前ctDNA检测技术的许多局限性。通过实现低丰度ctDNA的高灵敏度和特异性检测,该方法代表了非侵入性癌症诊断的重大飞跃,为早期疾病检测、改进治疗监测和更广泛地实施个性化医疗铺平了道路。
{"title":"Sensitive and specific detection of ctDNA using Copper-Free click chemistry and magnetic bead Technology","authors":"Reza Didarian ,&nbsp;Dilek Kanarya ,&nbsp;Sonya Sahin ,&nbsp;Canan Özyurt ,&nbsp;Serap Evran ,&nbsp;Dilek Odaci ,&nbsp;Nimet Yildirim-Tirgil","doi":"10.1016/j.ymeth.2025.11.010","DOIUrl":"10.1016/j.ymeth.2025.11.010","url":null,"abstract":"<div><div>Liquid biopsy, particularly the analysis of circulating tumor DNA (ctDNA), offers immense potential for non-invasive cancer diagnosis and monitoring. It provides a less invasive alternative to traditional tissue biopsies, enabling earlier detection and real-time assessment of disease progression. However, a significant hurdle in its widespread adoption is the extremely low concentration of ctDNA in biological samples, especially during the early stages of cancer, making sensitive and specific detection challenging. This work addresses the critical problem of developing a highly sensitive and specific method for low abundance ctDNA detection.</div><div>We developed a novel, highly sensitive, and specific method for ctDNA analysis, employing copper-free click chemistry (strain-promoted azide-alkyne cycloaddition, SPAAC) for enzyme-free amplification, coupled with magnetic bead-assisted fluorometric detection. This enzyme-free approach significantly enhanced specificity and reduced background noise. We meticulously optimized parameters, including primer length and annealing temperature, finding that 30-base primers and a 50 °C annealing temperature yielded optimal amplification efficiency. Our method successfully detected ctDNA at concentrations as low as 10 pM (15 bp primer). Agarose gel electrophoresis confirmed highly specific amplification with minimal non-specific products, and the assay demonstrated excellent allelic discrimination, accurately distinguishing single-nucleotide mutations. Importantly, the method proved robust in complex human serum samples, demonstrating its practical applicability.</div><div>This innovative, cost-effective, and enzyme-free platform overcomes many limitations of current ctDNA detection technologies. By enabling highly sensitive and specific detection of low abundance ctDNA, this methodology represents a significant leap forward for non-invasive cancer diagnostics, paving the way for earlier disease detection, improved treatment monitoring, and the broader implementation of personalized medicine.</div></div>","PeriodicalId":390,"journal":{"name":"Methods","volume":"246 ","pages":"Pages 83-94"},"PeriodicalIF":4.3,"publicationDate":"2025-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145659955","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Fabrication of advanced microneedle-based targeted intravaginal drug delivery devices: therapeutic opportunities and translational challenges 制造先进的基于微针的阴道内靶向给药装置:治疗机会和转化挑战。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-28 DOI: 10.1016/j.ymeth.2025.11.009
Tejas S. Patil , Deepvardhan P. Chaudhari , Utkarsh U. Bhamare , Mahesh B. Palkar , Mahendra R. Mahajan , Sopan N. Nangare
Millions of women worldwide suffer from a variety of health conditions, including vaginal bacterial and yeast infections, sexually transmitted infections (STIs), urinary tract infections, pelvic inflammatory disorders, and hormonal abnormalities. Despite major advances in biomedical research, traditional intravaginal drug administration systems such as gels, creams, and suppositories frequently encounter issues such as fast drug clearance, leakage, and uneven mucosal retention, reducing therapeutic effectiveness. Microneedles, a painless and less invasive drug delivery technology, represent a viable alternative to standard formulations because they allow for accurate, controlled, and localized drug administration. Therefore, the present review focuses on possibility of microneedle-based techniques for intravaginal medication administration. In brief, it covers the need for breakthroughs in vaginal drug administration. It provides an overview of several types of microneedles, including solid, hollow, dissolving, coated, and hydrogel-forming, and their manufacturing procedures. Then, it delves into their use in intravaginal drug administration, highlighting their capacity to improve drug penetration and retention. Finally, it discusses future problems, prospective advancements, and the larger implications of microneedle technology in vaginal therapy. Microneedle-based intravaginal medication delivery is a huge step forward in targeted vaginal infection treatment. Notably, microneedles easily cross the cervicovaginal mucus barrier, increasing drug absorption at the target region while being minimally invasive. Future studies should focus on improving microneedle formulations, assessing long-term safety, and investigating their potential for wider clinical applications.
全世界数以百万计的妇女患有各种健康问题,包括阴道细菌和酵母菌感染、性传播感染、尿路感染、盆腔炎性疾病和激素异常。尽管生物医学研究取得了重大进展,但传统的阴道内给药系统,如凝胶、乳膏和栓剂,经常遇到药物快速清除、渗漏和粘膜保留不均匀等问题,降低了治疗效果。微针是一种无痛、无创给药技术,是标准配方的可行替代方案,因为它们允许精确、可控和局部给药。因此,本综述的重点是基于微针的阴道内给药技术的可能性。简而言之,它涵盖了在阴道给药方面取得突破的需要。它提供了几种类型的微针的概述,包括固体,空心,溶解,涂层和水凝胶形成,以及它们的制造程序。然后,深入研究了它们在阴道内给药中的应用,强调了它们提高药物渗透和保留的能力。最后,它讨论了未来的问题,前瞻性的进展,以及微针技术在阴道治疗中的更大的影响。基于微针的阴道内给药是阴道感染靶向治疗的巨大进步。值得注意的是,微针很容易穿过宫颈阴道粘液屏障,增加了靶区药物的吸收,同时微创。未来的研究应侧重于改进微针配方,评估长期安全性,并调查其更广泛临床应用的潜力。
{"title":"Fabrication of advanced microneedle-based targeted intravaginal drug delivery devices: therapeutic opportunities and translational challenges","authors":"Tejas S. Patil ,&nbsp;Deepvardhan P. Chaudhari ,&nbsp;Utkarsh U. Bhamare ,&nbsp;Mahesh B. Palkar ,&nbsp;Mahendra R. Mahajan ,&nbsp;Sopan N. Nangare","doi":"10.1016/j.ymeth.2025.11.009","DOIUrl":"10.1016/j.ymeth.2025.11.009","url":null,"abstract":"<div><div>Millions of women worldwide suffer from a variety of health conditions, including vaginal bacterial and yeast infections, sexually transmitted infections (STIs), urinary tract infections, pelvic inflammatory disorders, and hormonal abnormalities. Despite major advances in biomedical research, traditional intravaginal drug administration systems such as gels, creams, and suppositories frequently encounter issues such as fast drug clearance, leakage, and uneven mucosal retention, reducing therapeutic effectiveness. Microneedles, a painless and less invasive drug delivery technology, represent a viable alternative to standard formulations because they allow for accurate, controlled, and localized drug administration. Therefore, the present review focuses on possibility of microneedle-based techniques for intravaginal medication administration. In brief, it covers the need for breakthroughs in vaginal drug administration. It provides an overview of several types of microneedles, including solid, hollow, dissolving, coated, and hydrogel-forming, and their manufacturing procedures. Then, it delves into their use in intravaginal drug administration, highlighting their capacity to improve drug penetration and retention. Finally, it discusses future problems, prospective advancements, and the larger implications of microneedle technology in vaginal therapy. Microneedle-based intravaginal medication delivery is a huge step forward in targeted vaginal infection treatment. Notably, microneedles easily cross the cervicovaginal mucus barrier, increasing drug absorption at the target region while being minimally invasive. Future studies should focus on improving microneedle formulations, assessing long-term safety, and investigating their potential for wider clinical applications.</div></div>","PeriodicalId":390,"journal":{"name":"Methods","volume":"246 ","pages":"Pages 62-82"},"PeriodicalIF":4.3,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145647037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Explainable machine learning-based prediction of psoriatic arthritis flares using heterogenous real-world data for personalised patient care. 可解释的基于机器学习的银屑病关节炎耀斑预测,使用异质真实世界数据进行个性化患者护理。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-21 DOI: 10.1016/j.ymeth.2025.10.010
Pradip Moon, Weizi Li, Antoni Chan, Bing Wang, Eghosa Bazuaye

Psoriatic arthritis (PsA) is a chronic inflammatory disease characterised by unpredictable flare-ups that are difficult to forecast, particularly in patients without an acute phase response. In this paper, we propose and apply an explainable, multimodal machine learning framework that jointly leverages structured temporal electronic patient records (EPRs) - sequential blood tests, disease activity scores, comorbidity burden, medications, and demographics - and unstructured clinical referral letters pre-processed with large language models ((LLMs, (Qwen-2.5 family)) to predict PsA flares. Gradient boosting models, Light Gradient Boosting Machine (LGBM) and eXtreme Gradient Boosting (XGBoost) were used to predict PsA flares, achieving the highest predictive performance 3 months before a clinic visit (accuracy = 92.8 %, AUROC = 0.94). Model performance gradually declined for longer timeframes (6 months: 78.2 %, AUROC = 0.80; 9 months: 76.6 %, AUROC = 0.78; 12 months: 72.2 %, AUROC = 0.75). LLMs applied to unstructured GP referral letters had limited standalone predictive value, but enhanced sensitivity and specificity when combined with the structured models in an ensemble approach. SHapley Additive exPlanations (SHAP) helped explain the prediction and demonstrated comorbidity count, disease scores, and immunosuppressive medications as the top predictors. Our results show that integrating both structured longitudinal data with unstructured clinical narratives using interpretable multimodal artificial intelligence can enable time-sensitive, personalised management of PsA flares and early clinical intervention.

银屑病关节炎(PsA)是一种慢性炎症性疾病,其特征是难以预测的突然发作,特别是在没有急性期反应的患者中。在本文中,我们提出并应用了一个可解释的多模式机器学习框架,该框架联合利用结构化的时间电子病历(epr) -顺序血液检查,疾病活动评分,合并症负担,药物和人口统计学-以及用大型语言模型预处理的非结构化临床转诊信(LLMs, Qwen-2.5 family))来预测PsA发作。梯度增强模型、光梯度增强机(Light Gradient boosting Machine, LGBM)和极限梯度增强(eXtreme Gradient boosting, XGBoost)用于预测PsA耀斑,在就诊前3 个月达到最高预测效果(准确率 = 92.8 %,AUROC = 0.94)。更长时间的模型性能逐渐下降(6 个月:78.2 %,AUROC = 0.80; 9个月:76.6 %,AUROC = 0.78; 12个月:72.2 %,AUROC = 0.75)。llm应用于非结构化GP推荐信的单独预测价值有限,但当与结构化模型结合在一起时,灵敏度和特异性增强。SHapley加性解释(SHAP)有助于解释预测,并证明合并症计数、疾病评分和免疫抑制药物是最重要的预测因子。我们的研究结果表明,使用可解释的多模式人工智能将结构化的纵向数据与非结构化的临床叙述结合起来,可以实现对PsA耀斑的时间敏感、个性化管理和早期临床干预。
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引用次数: 0
A smoothing method for DNA methylome analysis to enhance epigenomic signature detection in epigenome-wide association studies 一种用于DNA甲基组分析的平滑方法,以增强表观基因组全关联研究中的表观基因组特征检测。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-20 DOI: 10.1016/j.ymeth.2025.11.005
Abderrahim Oussalah , Loris Mousel , David-Alexandre Trégouët , Jean-Louis Guéant
Epigenome‐wide association studies (EWAS) are instrumental for mapping DNA methylation changes in human traits and diseases but often suffer from low statistical power and false positives, especially in small cohorts. We developed an EWAS smoothing method that exploits co‐methylation of adjacent CpG probes within CpG islands via a sliding‐window average and generalized it using Savitzky-Golay filtering. We applied the smoothing approach—with window widths of 1–3 CpGs and, for generalization, Savitzky-Golay filters of varying polynomial orders and window sizes—across five distinct EWAS settings. Performance was quantified by signal‐to‐noise ratio (SNR), noise‐variance reduction, variance ratio (VR), Bayes factors, and sample‐size sensitivity. In the MMACHC epimutation dataset, a 5‐CpG window (width, w = 2) increased SNR by 90 %, reduced noise variance by 80 %, and elevated VR by 176 % at the target CpG island, with no genome‐wide false positives. For MLH1, smoothing preserved the top association and suppressed background signals. In the aging EWAS, a “Polyepigenetic CpG aging score” was derived following smoothing. This score correlated strongly with chronological age in the discovery cohort (Spearman’s ρ = 0.89; P = 3.0 × 10−219) and was independently validated in a separate dataset, significantly distinguishing newborns from nonagenarians (P = 3.4 × 10−8). Savitzky-Golay filtering of order 0 with a 5‐CpG window yielded optimal SNR across bootstrap iterations, supporting this configuration as a robust choice for methylation array smoothing. As an extension of the Savitzky-Golay-based smoothing framework, reanalysis of a liver cancer dataset identified five top loci surpassing a smoothed P-value threshold of 1 × 10−8. Among these, MIR10A within the HOXB3 locus was the only previously reported functionally relevant site. In conclusion, the smoothing method improves EWAS performance by enhancing SNR, enabling detection of meaningful associations even in small cohorts, and offers a valuable tool for reanalyzing existing Infinium methylation array datasets to uncover previously undetected epigenomic signatures.
全表观基因组关联研究(EWAS)是绘制人类特征和疾病中DNA甲基化变化的工具,但往往存在统计效力低和假阳性的问题,特别是在小队列中。我们开发了一种EWAS平滑方法,该方法通过滑动窗口平均利用CpG岛屿内相邻CpG探针的共甲基化,并使用Savitzky-Golay滤波对其进行了推广。我们在五个不同的EWAS设置中应用了平滑方法——窗宽为1-3 CpGs,并且为了一般化,使用了不同多项式阶数和窗大小的Savitzky-Golay滤波器。通过信噪比(SNR)、降噪方差、方差比(VR)、贝叶斯因子和样本量敏感性对性能进行量化。在MMACHC估计数据集中,5-CpG窗口(宽度,w = 2)使目标CpG岛的信噪比提高了90 %,噪声方差降低了80 %,VR提高了176 %,没有全基因组假阳性。对于MLH1,平滑保留了顶部关联并抑制了背景信号。在老化EWAS中,平滑后得到“聚遗传CpG老化评分”。这一点强烈的实足年龄相关发现队列(枪兵的ρ = 0.89;P = 3.0  × 10 - 219),是独立的在一个单独的数据集进行验证,显著区别新生儿中(3.4 P =  × 换。0阶Savitzky-Golay滤波与5-CpG窗口在自举迭代中产生最佳信噪比,支持该配置作为甲基化阵列平滑的鲁棒选择。作为savitzky - golay平滑框架的扩展,对肝癌数据集的再分析确定了超过1 × 10-8平滑p值阈值的五个顶级位点。其中,HOXB3基因座内的MIR10A是唯一先前报道的功能相关位点。总之,平滑方法通过提高信噪比提高了EWAS的性能,即使在小队列中也能检测到有意义的关联,并为重新分析现有的Infinium甲基化阵列数据集提供了一个有价值的工具,以揭示以前未检测到的表观基因组特征。
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引用次数: 0
From sample to clinical insight: a review of exome sequencing in disease diagnostics 从样本到临床洞察:外显子组测序在疾病诊断中的综述。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-19 DOI: 10.1016/j.ymeth.2025.11.007
Gowrang Kasaba Manjunath , Rohit Kumar Verma , Abhijit Berua , Shweta Mahalingam , Tikam Chand Dakal , Abhishek Kumar
Exome sequencing (ES) has transformed genomic research and clinical diagnostics by enabling precise identification of disease-associated variants within protein-coding regions, which, while representing a minority of the genome, include many well-characterized pathogenic mutations. This review provides a comprehensive overview of ES methodology, data analysis pipelines, clinical relevance, and ethical considerations. We describe the ES workflow from DNA extraction and library preparation to target enrichment, sequencing to ES data analysis. We have also evaluated major capture technologies and sequencing platforms, including short-read and emerging long-read systems. Furthermore, we discuss computational analysis tools such as GATK, FreeBayes, DeepVariant, and Platypus, and strategies to improve accuracy through rigorous quality control, coverage optimization, and orthogonal validation. Beyond rare disease and cancer genomics, ES has expanded into pharmacogenomics, population-scale studies, and integrative multi-omics frameworks that combine transcriptomic and proteomic data to enhance functional interpretation. We highlight actionable examples such as CYP2C19 variants influencing clopidogrel metabolism, illustrating ES’s growing role in personalized medicine. Challenges (including variant interpretation complexity, false positives, and data standardization) are critically discussed. The review also addresses ethical, legal, and social dimensions of ES, including informed consent, data privacy, incidental findings, and adherence to ACMG, HIPAA, and GDPR. Finally, we outline future directions emphasizing machine learning–based variant prioritization, single-cell sequencing integration, and scalable bioinformatics infrastructures to enhance accuracy and clinical translation. Collectively, these developments position ES as a pivotal tool bridging genomic discovery, disease diagnostics, and precision healthcare in the era of personalized medicine.
外显子组测序(ES)已经改变了基因组研究和临床诊断,因为它能够精确识别蛋白质编码区域内的疾病相关变异,这些变异虽然只占基因组的一小部分,但包括许多具有良好特征的致病突变。这篇综述提供了ES方法、数据分析管道、临床相关性和伦理考虑的全面概述。我们描述了从DNA提取和文库制备到目标富集,测序到ES数据分析的ES工作流程。我们还评估了主要的捕获技术和测序平台,包括短读和新兴的长读系统。此外,我们还讨论了计算分析工具,如GATK, FreeBayes, DeepVariant和Platypus,以及通过严格的质量控制,覆盖优化和正交验证来提高准确性的策略。除了罕见疾病和癌症基因组学,ES已经扩展到药物基因组学、人群规模研究和整合多组学框架,结合转录组学和蛋白质组学数据来增强功能解释。我们强调了可操作的例子,如CYP2C19变异影响氯吡格雷代谢,说明ES在个性化医疗中的作用越来越大。挑战(包括变体解释的复杂性,误报和数据标准化)进行了批判性的讨论。该审查还涉及ES的伦理、法律和社会层面,包括知情同意、数据隐私、偶然发现以及对ACMG、HIPAA和GDPR的遵守。最后,我们概述了未来的发展方向,强调基于机器学习的变异优先排序,单细胞测序整合和可扩展的生物信息学基础设施,以提高准确性和临床翻译。总的来说,这些发展使ES成为个性化医疗时代连接基因组发现、疾病诊断和精准医疗的关键工具。
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引用次数: 0
Toward accurate breast cancer classification: A review of multi-modal machine learning approaches 乳腺癌准确分类:多模态机器学习方法综述。
IF 4.3 3区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-11-18 DOI: 10.1016/j.ymeth.2025.10.011
Archana Mathur , Abbas Mufaddal Dudhiyawala , Sudeepa Roy Dey , Snehanshu Saha
The innovations in classifying breast cancer into malignant and benign categories and further categorizing it into molecular subtypes have reshaped healthcare services, enabling accurate diagnosis of these complex conditions. Identification of molecular subtypes of breast cancer is one of the most important treatment challenges, as these subtypes can have an enormous effect on the prognosis and treatment approaches. Data integration from various modalities, such as transcriptomics, imaging, and genomics, has been crucial in leveraging new opportunities to increase classification accuracy and improve individualized treatment plans. These heterogeneous data sources are examined by applying deep learning algorithms, which provide further insights into the complex patterns that traditional approaches often overlook. In this paper, we explore the various modalities researchers use to investigate breast cancer and the intriguing fusion techniques employed to combine these modalities. We also review the most recent models (traditional, machine learning, and deep learning), emphasizing their improvements over traditional classification methods and the molecular subtype categorization of breast cancer. Furthermore, the emphasis of this review is to examine techniques to process the entire image of the breast tissue slide, which is challenging, particularly due to its size. We explore recent advances in multiple instance learning tasks and the use of attention-based transformers and similar architectures for annotating the WSI slides before using them for cancer classification. We additionally discuss the interpretability tools—attention maps, saliency maps and model explainability— in the context of transformers. In a nutshell, we aim to provide an in-depth look at the revolutionary capabilities of deep learning models in precision oncology and guide future research paths in this crucial field by synthesizing existing studies.
在将乳腺癌分为恶性和良性,并进一步将其分类为分子亚型方面的创新,重塑了医疗保健服务,使其能够准确诊断复杂的疾病。乳腺癌分子亚型的鉴定是最重要的治疗困难之一,因为这些亚型对预后和治疗方法有巨大的影响。来自转录组学、成像和基因组等各种模式的数据集成,对于利用新的机会提高分类准确性和改善个性化治疗计划至关重要。通过应用深度学习算法对这些异构数据源进行检查,这为传统方法经常忽略的复杂模式提供了进一步的见解。在本文中,我们探讨了研究人员用于研究乳腺癌的各种模式以及用于融合模式的有趣融合技术。我们还回顾了最新的模型(传统、机器学习和深度学习),强调了它们对传统分类和乳腺癌分子亚型分类的改进。此外,本综述的重点是研究处理乳腺组织幻灯片的整个图像的技术,这是具有挑战性的,特别是由于它的大小。我们探索了多实例学习任务的最新进展,以及在将WSI幻灯片用于癌症分类之前,使用基于注意力的转换器和类似架构对其进行注释。我们还讨论了可解释性工具-注意图,显著性图和模型可解释性在变压器的背景下。简而言之,我们的目标是深入了解深度学习模型在精确肿瘤学中的革命性能力,并通过结合现有研究指导这一关键领域的未来研究路径。
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