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Development of a broadly adaptable TR-FRET serological assay for sensitive and specific detection of infectious disease antibodies in human sera 开发一种适应性广泛的TR-FRET血清学检测方法,用于敏感和特异性检测人类血清中的传染病抗体
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-05 DOI: 10.1039/D5SD00102A
Walaa A. Bedewy, Claudia C. dos Santos, Marc J. Adler, Guennadi Saiko and Dustin J. Little

Detecting antibodies (Abs) is essential for assessing acquired immunity to infectious diseases, particularly following vaccination or prior infection. However, conventional serological tests often suffer from several limitations, including labor-intensive preparation, the need for specialized biosafety facilities, and lengthy processing times. Moreover, they provide only qualitative results with limited specificity. While homogeneous serological assays offer a simpler approach to detect Abs in biological samples, their sensitivity is often compromised by high background interference. In this study, we present a time-resolved fluorescence energy transfer (TR-FRET) assay for detecting infectious disease Abs in human sera. Our assay demonstrates high sensitivity in distinguishing between an antigen and its specific antibody, with no detectable upper limit of detection or prozone effect. It is universally applicable to various antigen–antibody complexes including SARS-CoV-2 and influenza, delivers accurate results within 15 minutes, and effectively mitigates background noise from human specimens. The development of this highly accurate immunoassay will enhance serological testing, making it faster, more reliable, and suitable for point-of-care settings.

检测抗体(Abs)对于评估对传染病的获得性免疫至关重要,特别是在接种疫苗或先前感染之后。然而,传统的血清学检测常常受到一些限制,包括劳动密集的制备、需要专门的生物安全设施以及冗长的处理时间。此外,它们仅提供定性结果,特异性有限。虽然均相血清学分析提供了一种更简单的方法来检测生物样品中的抗体,但其灵敏度往往受到高背景干扰的影响。在这项研究中,我们提出了一种时间分辨荧光能量转移(TR-FRET)检测人类血清中感染性疾病抗体的方法。我们的检测在区分抗原及其特异性抗体方面具有很高的敏感性,没有检测上限或prozone效应。普遍适用于SARS-CoV-2、流感等多种抗原-抗体复合物,15分钟内可获得准确结果,有效降低人体标本的背景噪声。这种高度准确的免疫测定法的发展将加强血清学检测,使其更快、更可靠,并适用于护理点环境。
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引用次数: 0
Lab on chip for medical and clinical applications 用于医疗和临床应用的芯片实验室
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-05 DOI: 10.1039/D5SD00096C
Bhagyashree Gupte, Umesh Jadhav, Suresh Gosavi and Shweta Jagtap

Lab-on-a-chip (LoC) devices represent systems where microfluidics converges with state-of-the-art technologies, playing an immense role in reshaping clinical and biomedical sciences. This review deeply explores the design principles and diverse applications of LoC devices, ranging from point-of-care diagnostics to entire human-on-a-chip devices. Notably, LoC devices showcase remarkable adaptability and versatility. While LoC devices offer many advantages over conventional laboratory assessment methodologies including small sample size, reduced assay time and cost-effectiveness, the field faces many challenges in terms of designing, standardizing and large-scale production of the devices. In the end, while shedding light on how LoC devices stand at the forefront of the innovative technologies in the field of clinical and biomedical sciences, the review also emphasizes on their applications and integration with state-of-the-art technologies like AI and machine learning, along with their limitations and the further necessary developments for their widespread acceptance.

芯片实验室(LoC)设备代表了微流体与最先进技术融合的系统,在重塑临床和生物医学科学方面发挥着巨大的作用。这篇综述深入探讨了LoC设备的设计原则和各种应用,从护理点诊断到整个人体芯片设备。值得注意的是,LoC器件展示了出色的适应性和多功能性。虽然LoC设备与传统实验室评估方法相比具有许多优势,包括小样本量、缩短分析时间和成本效益,但该领域在设备的设计、标准化和大规模生产方面面临许多挑战。最后,在阐明LoC设备如何站在临床和生物医学科学领域创新技术的前沿的同时,该评论还强调了它们的应用和与人工智能和机器学习等最先进技术的集成,以及它们的局限性和进一步的必要发展,以使它们被广泛接受。
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引用次数: 0
Towards electrochemical sensing of gemcitabine release from hybrid nanoparticles in pancreatic cancer cells 胰腺癌细胞中杂化纳米颗粒释放吉西他滨的电化学传感研究
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-03 DOI: 10.1039/D5SD00110B
Adeolu Oluwasanmi, Kelly Brown, Clare Hoskins and Lynn Dennany

Theranostic clinical translation has been hindered by the lack of analytical tools facilitating interrogation. Here we report the detection of a chemotherapeutic agent, gemcitabine, released via heat trigger, from a hybrid iron oxide–gold theranostic nanoparticle surface in vitro in pancreatic cancer cells by electrochemiluminescence directly addressing this analytical gap.

由于缺乏便于审讯的分析工具,治疗学的临床翻译一直受到阻碍。在这里,我们报告了一种化学治疗剂,吉西他滨,通过热触发释放,从混合氧化铁-金治疗纳米颗粒表面在体外胰腺癌细胞中通过电化学发光直接解决了这一分析空白。
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引用次数: 0
An imidazole-based fluorescent sensor for selective detection of Cu2+ and BF3 with environmental applications 一种咪唑型荧光传感器,用于环境中Cu2+和BF3的选择性检测
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-09-03 DOI: 10.1039/D5SD00021A
Prakash Seenu and Sathiyanarayanan Kulathu Iyer

The specific detection of Cu2+ and BF3 provided the basis for the design of the distinctive dual-sensing chemosensor, 2-(benzo[d]thiazol-2-yl)-6-(1,4,5-triphenyl-1H-imidazol-2-yl) phenol (SP26). SP26 was synthesized successfully using a multi-step process, with its identity confirmed by NMR spectroscopy and HR-MS analysis. The studies were conducted in an 8 : 2 THF/water mixture. The ligand was solubilized in THF/water, whereas the cation salts were dissolved in water. The absorption measurements indicated no detection of cations other than Cu2+. The emission experiments revealed that the optical selectivity for the Cu2+ ion leads to a reduction in emission intensity. Likewise, with BF3, the emission intensity diminishes with the bathochromic shift. The limit of detection (LoD) for Cu2+ is 381 pM, and for BF3 it is 307 pM. After adding BF3 and Cu2+ to SP26, the complex formation was so quick that it happened within a fraction of a second. Triethylamine (TEA) was used for BF3, and ethylenediamine tetraacetic acid (EDTA) for Cu2+ to determine the reversibility. FT-IR, HR-MS, Job's plot, DFT, and 1H NMR titration analyses confirmed that chemosensor SP26 was bound to Cu2+ and BF3. Paper test strips showed the potential of the chemosensor SP26 for the environmental detection of Cu2+ and BF3. The quantitative analysis of Cu2+ was examined with environmental water samples.

对Cu2+和BF3的特异性检测为设计独特的双传感化学传感器2-(苯并[d]噻唑-2-基)-6-(1,4,5-三苯基- 1h -咪唑-2-基)苯酚(SP26)提供了基础。采用多步法成功合成了SP26,并通过核磁共振和质谱分析对其进行了鉴定。研究是在8:2 THF/水混合物中进行的。配体溶于四氢呋喃/水,阳离子盐溶于水。吸收测量表明除Cu2+外没有检测到阳离子。发射实验表明,Cu2+离子的光学选择性导致发射强度降低。同样地,对于BF3,发射强度随着色移而减弱。Cu2+的检出限为381 pM, BF3的检出限为307 pM。在SP26中加入BF3和Cu2+后,复合物的形成速度非常快,在几分之一秒内就发生了。以三乙胺(TEA)代替BF3,以乙二胺四乙酸(EDTA)代替Cu2+测定其可逆性。FT-IR、HR-MS、Job’s plot、DFT和1H NMR滴定分析证实,化学传感器SP26与Cu2+和BF3结合。纸测试条显示了化学传感器SP26在环境中检测Cu2+和BF3的潜力。用环境水样进行了Cu2+的定量分析。
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引用次数: 0
Surface-modified titanium carbide MXene as an effective platform for the immobilization of toluidine blue and H2O2 biomarker detection in biological samples 表面改性碳化钛MXene作为甲苯胺蓝固定和生物样品中H2O2生物标志物检测的有效平台
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-30 DOI: 10.1039/D5SD00114E
Devarasu Mohanapriya and Kathavarayan Thenmozhi

The development of reliable and cost-effective electrochemical sensors for hydrogen peroxide (H2O2) monitoring is crucial in biomedical diagnostics, especially in early disease diagnosis. Herein, we prudently synthesized an acid-functionalized COOH–Ti3C2Tx MXene, onto which a toluidine blue (TB) redox mediator was covalently immobilized and employed for the distinctive determination of H2O2. The synthesized COOH–Ti3C2Tx MXene is coated over a glassy carbon electrode (GCE), followed by the covalent immobilization of the electroactive TB dye through the N-(3-dimethylaminopropyl)-N′-ethylcarbodiimide hydrochloride (EDC)/N-hydroxysuccinimide (NHS) coupling reaction. This in turn results in the firm anchoring of the TB dye by establishing a stable amide linkage between the –COOH group of COOH–Ti3C2Tx and the free –NH2 group of TB. Thus, the obtained TB/COOH–Ti3C2Tx/GCE sensor demonstrates an excellent electrocatalytic response for H2O2 determination over a broad linear range of 5 μM to 100 μM and 100 μM to 1.1 mM with a high sensitivity of 0.61 μA μM−1 cm−2 and a low detection limit of 1.5 μM. Notably, the fabricated electrode demonstrated exceptional stability and reproducibility as well as high selectivity and sensitivity in the detection of H2O2. Furthermore, the developed sensor showed very good recovery towards the detection of H2O2 in milk and serum samples. The attained analytical performance is attributed to the improved electrical wiring between the TB mediator and the conductive MXene platform.

开发可靠且具有成本效益的电化学传感器用于过氧化氢(H2O2)监测在生物医学诊断中至关重要,特别是在早期疾病诊断中。在此,我们谨慎地合成了酸官能化COOH-Ti3C2Tx MXene,并将甲苯胺蓝(TB)氧化还原介质共价固定在COOH-Ti3C2Tx MXene上,用于测定H2O2。将合成的COOH-Ti3C2Tx MXene包覆在玻碳电极(GCE)上,然后通过N-(3-二甲氨基丙基)-N ' -乙基碳二亚胺盐酸盐(EDC)/N-羟基琥珀酰亚胺(NHS)偶联反应将电活性TB染料共价固定。这反过来又通过在COOH-Ti3C2Tx的-COOH基团和TB的游离-NH2基团之间建立稳定的酰胺键,从而导致TB染料的牢固锚定。因此,所制备的TB/ COOH-Ti3C2Tx /GCE传感器在5 μM ~ 100 μM和100 μM ~ 1.1 mM的宽线性范围内具有良好的电催化反应,灵敏度为0.61 μA μM−1 cm−2,检出限为1.5 μM。值得注意的是,制备的电极在检测H2O2方面表现出优异的稳定性和重复性,以及高选择性和灵敏度。此外,所开发的传感器对牛奶和血清样品中H2O2的检测具有很好的回收率。所获得的分析性能是由于改进了TB介质和导电MXene平台之间的电线。
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引用次数: 0
Development of a selective-iodide indicator for live-cell imaging and evaluation of CFTR activity 一种用于活细胞成像和CFTR活性评价的选择性碘化指示剂的研制。
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-28 DOI: 10.1039/D5SD00086F
Jared Morse, Prasanna Ganesh, Kathrine Cowart, Gabriella Ballestas, Fung Kit Tang and Kaho Leung

Cystic fibrosis (CF) arises from mutations in the cystic fibrosis transmembrane conductance regulator (CFTR) gene. Monitoring I transport serves as a critical approach for evaluating CFTR function in live cells, providing a foundation for the development of diagnostic tools and therapeutic treatments. Here, we report an iridium(III) complex (I-Sense) for the selective and pH-independent imaging of intracellular I. By tracking cellular iodide I uptake, I-Sense facilitates the evaluation of CFTR activity in live cells, providing a valuable tool for the functional characterization of CFTR activity.

囊性纤维化(CF)是由囊性纤维化跨膜传导调节基因(CFTR)突变引起的。监测I-转运是评估活细胞中CFTR功能的关键方法,为诊断工具和治疗方法的发展提供了基础。在这里,我们报道了一种铱(iii)复合物(I- sense),用于选择性和ph无关的细胞内I-成像。通过跟踪细胞碘I-摄取,I- sense促进了活细胞中CFTR活性的评估,为CFTR活性的功能表征提供了有价值的工具。
{"title":"Development of a selective-iodide indicator for live-cell imaging and evaluation of CFTR activity","authors":"Jared Morse, Prasanna Ganesh, Kathrine Cowart, Gabriella Ballestas, Fung Kit Tang and Kaho Leung","doi":"10.1039/D5SD00086F","DOIUrl":"10.1039/D5SD00086F","url":null,"abstract":"<p >Cystic fibrosis (CF) arises from mutations in the cystic fibrosis transmembrane conductance regulator (CFTR) gene. Monitoring <small>I</small><small><sup><small>−</small></sup></small> transport serves as a critical approach for evaluating CFTR function in live cells, providing a foundation for the development of diagnostic tools and therapeutic treatments. Here, we report an iridium(<small>III</small>) complex (<strong>I-Sense</strong>) for the selective and pH-independent imaging of intracellular <small>I</small><small><sup><small>−</small></sup></small>. By tracking cellular iodide <small>I</small><small><sup><small>−</small></sup></small> uptake, <strong>I-Sense</strong> facilitates the evaluation of CFTR activity in live cells, providing a valuable tool for the functional characterization of CFTR activity.</p>","PeriodicalId":74786,"journal":{"name":"Sensors & diagnostics","volume":" 10","pages":" 833-838"},"PeriodicalIF":4.1,"publicationDate":"2025-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12394795/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144981892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Gate voltage effect on fluorinated and non-fluorinated copper phthalocyanine OTFT-based ammonia sensors 基于氟和非氟酞菁铜otft的氨传感器的栅极电压效应
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-25 DOI: 10.1039/D5SD00103J
Sofia Gallardo-Pascual, Benjamin King, Sujithkumar Ganesh Moorthy and Benoît H. Lessard

Organic thin-film transistors (OTFTs) have emerged as a promising platform for gas sensing applications due to their low-power operation, room-temperature sensitivity, and structural tunability. In this work, we investigate the effect of gate voltage (VGS) on the ammonia (NH3) sensing performance of OTFT-based sensors using copper phthalocyanine (CuPc, p-type) and its fluorinated derivative (F16CuPc, n-type) as the active layers for the first time. Devices were exposed to NH3 concentrations ranging from 0 to 100 ppm, and their electrical responses were monitored across different VGS values. Results demonstrate that modulating VGS significantly impacts key sensing parameters, including relative response (RR), sensitivity, limit of detection (LOD), and response/recovery kinetics. The lowest LODs achieved were 0.4 ppm for CuPc and 0.21 ppm for F16CuPc. These findings highlight the potential of VGS modulation as a powerful strategy to optimize OTFT sensor performance and provide a new dimension of tunability for gas detection technologies at room temperature.

有机薄膜晶体管(OTFTs)由于其低功耗、室温灵敏度和结构可调性而成为气敏应用的一个有前途的平台。本文首次以酞菁铜(CuPc, p型)及其氟化衍生物(F16CuPc, n型)为有源层,研究了栅极电压(VGS)对otft传感器氨(NH3)传感性能的影响。设备暴露于NH3浓度范围从0到100 ppm,并在不同的VGS值下监测其电响应。结果表明,调节VGS会显著影响关键传感参数,包括相对响应(RR)、灵敏度、检测限(LOD)和响应/恢复动力学。CuPc的最低LODs为0.4 ppm, F16CuPc为0.21 ppm。这些发现突出了VGS调制作为优化OTFT传感器性能的强大策略的潜力,并为室温下的气体检测技术提供了一个新的可调性维度。
{"title":"Gate voltage effect on fluorinated and non-fluorinated copper phthalocyanine OTFT-based ammonia sensors","authors":"Sofia Gallardo-Pascual, Benjamin King, Sujithkumar Ganesh Moorthy and Benoît H. Lessard","doi":"10.1039/D5SD00103J","DOIUrl":"https://doi.org/10.1039/D5SD00103J","url":null,"abstract":"<p >Organic thin-film transistors (OTFTs) have emerged as a promising platform for gas sensing applications due to their low-power operation, room-temperature sensitivity, and structural tunability. In this work, we investigate the effect of gate voltage (<em>V</em><small><sub>GS</sub></small>) on the ammonia (NH<small><sub>3</sub></small>) sensing performance of OTFT-based sensors using copper phthalocyanine (CuPc, p-type) and its fluorinated derivative (F<small><sub>16</sub></small>CuPc, n-type) as the active layers for the first time. Devices were exposed to NH<small><sub>3</sub></small> concentrations ranging from 0 to 100 ppm, and their electrical responses were monitored across different <em>V</em><small><sub>GS</sub></small> values. Results demonstrate that modulating <em>V</em><small><sub>GS</sub></small> significantly impacts key sensing parameters, including relative response (RR), sensitivity, limit of detection (LOD), and response/recovery kinetics. The lowest LODs achieved were 0.4 ppm for CuPc and 0.21 ppm for F<small><sub>16</sub></small>CuPc. These findings highlight the potential of <em>V</em><small><sub>GS</sub></small> modulation as a powerful strategy to optimize OTFT sensor performance and provide a new dimension of tunability for gas detection technologies at room temperature.</p>","PeriodicalId":74786,"journal":{"name":"Sensors & diagnostics","volume":" 11","pages":" 1006-1013"},"PeriodicalIF":4.1,"publicationDate":"2025-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.rsc.org/en/content/articlepdf/2025/sd/d5sd00103j?page=search","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145442778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Portable paper-based microfluidic device for rapid on-site screening of milk adulterants 便携式纸基微流控装置快速现场筛选牛奶掺假物
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-22 DOI: 10.1039/D5SD00090D
Anushka, Aditya Bandopadhyay and Prasanta Kumar Das

Milk adulteration remains a significant public health concern in India, where conventional laboratory-based detection methods are often costly, time-consuming, and impractical for field use. This study introduces a novel paper-based microfluidic device designed for rapid, low-cost detection of multiple milk adulterants. The device comprises a 3D-printed strip holder and utilizes gravity-assisted capillary flow through porous paper, eliminating the need for hydrophobic barriers or external power sources. Its modular design allows for easy reuse of the holder while only replacing the paper strip for successive tests. The platform enables visual detection of common adulterants—including neutralizers, starch, hydrogen peroxide, urea, detergents, and boric acid—via reagent-specific colorimetric responses. The device meets the ASSURED criteria of World Health Organization for point-of-care diagnostics, offering a promising tool for decentralized milk quality monitoring and contributing to both consumer safety and improved supply chain transparency in the dairy industry. The device demonstrated a limit of detection (LOD) as low as 0.03% for urea and hydrogen peroxide, outperforming existing paper-based methods. The results were validated across five independent trials per condition, with high reproducibility and minimal cross-reactivity, confirming the diagnostic reliability of the platform.

在印度,牛奶掺假仍然是一个重大的公共卫生问题,传统的实验室检测方法往往昂贵、耗时,而且不适合现场使用。本研究介绍了一种新型的纸基微流控装置,用于快速、低成本地检测多种牛奶掺杂物。该设备包括一个3d打印的条带夹,利用重力辅助毛细管流通过多孔纸,消除了对疏水屏障或外部电源的需要。它的模块化设计使持有人易于重复使用,而只需更换连续测试的纸条。该平台可以通过试剂特异性比色反应,对常见的掺假物进行视觉检测,包括中和剂、淀粉、过氧化氢、尿素、洗涤剂和硼酸。该设备符合世界卫生组织定点诊断的确定标准,为分散的牛奶质量监测提供了一种有前途的工具,有助于提高消费者安全和乳制品行业供应链的透明度。该装置对尿素和过氧化氢的检出限(LOD)低至0.03%,优于现有的纸质方法。结果在每种情况下通过5个独立试验进行验证,具有高重复性和最小的交叉反应性,证实了该平台的诊断可靠性。
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引用次数: 0
Detection of ferrous ions in extracellular vesicles at the single-particle level by nano-flow cytometry 纳米流式细胞术在单颗粒水平上检测细胞外囊泡中的亚铁离子
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-19 DOI: 10.1039/D5SD00060B
Zuzhe Kang, Chenxi Liu, JunYan Chen, Qiujin Wu, Yunyun Hu, Haonan Di and Xiaomei Yan

Iron, particularly redox-active ferrous ions (Fe2+), is essential for biological processes. Despite their pivotal roles, analysis of Fe2+ ions within individual extracellular vesicles (EVs) has been hindered by the ultralow Fe2+ content and substantial heterogeneity of EVs. To address this, we developed a novel approach by integrating an Fe2+-specific fluorescent chemosensor (Ac-FluNox) with nano-flow cytometry (nFCM) for precise single-EV Fe2+ mapping. Method specificity to Fe2+ was validated via Fe2+-loaded liposomal models at the single-particle level. Comprehensive profiling of Fe2+ distributions in HT-1080-derived EVs under varying ferroptotic stress conditions revealed the striking heterogeneity in Fe2+ loading among EVs and a strong positive correlation between EV Fe2+ levels and their parental cells. Notably, we identified an EV-mediated Fe2+ export mechanism that functionally parallels to ferroportin (FPN)-dependent iron efflux, suggesting EVs may serve as a compensatory iron-release pathway during FPN inhibition. The nFCM platform achieved superior detection sensitivity with high throughput (up to 104 particles per min), providing a powerful analytical tool for investigating EV heterogeneity and Fe2+-mediated regulatory networks in iron homeostasis and ferroptosis-related pathologies.

铁,特别是具有氧化活性的亚铁离子(Fe2+),是生物过程所必需的。尽管Fe2+离子在细胞外囊泡(ev)中发挥着关键作用,但由于ev的Fe2+含量极低,且其异质性很大,因此对单个细胞外囊泡(ev)中Fe2+离子的分析一直受到阻碍。为了解决这个问题,我们开发了一种新的方法,将Fe2+特异性荧光化学传感器(Ac-FluNox)与纳米流式细胞术(nFCM)相结合,用于精确的单ev Fe2+定位。在单颗粒水平上,通过负载Fe2+的脂质体模型验证了该方法对Fe2+的特异性。对ht -1080衍生的电动汽车中Fe2+分布的综合分析显示,在不同的趋铁应激条件下,电动汽车中的Fe2+负载具有显著的异质性,并且电动汽车的Fe2+水平与其亲本细胞之间存在很强的正相关。值得注意的是,我们发现ev介导的Fe2+输出机制在功能上与铁转运蛋白(FPN)依赖的铁外排相似,这表明ev可能在FPN抑制期间作为补偿性铁释放途径。nFCM平台具有较高的检测灵敏度和高通量(每分钟可检测104个颗粒),为研究EV异质性和铁稳态和铁枯病相关病理中Fe2+介导的调控网络提供了强大的分析工具。
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引用次数: 0
Evaluation of machine learning and deep learning models for the classification of a single extracellular vesicles spectral library 评估机器学习和深度学习模型对单个细胞外囊泡光谱库的分类
IF 4.1 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2025-08-15 DOI: 10.1039/D5SD00091B
C. del Real Mata, Y. Lu, M. Jalali, A. Bocan, M. Khatami, L. Montermini, J. McCormack-Ilersich, W. W. Reisner, L. Garzia, J. Rak, D. Bzdok and S. Mahshid

Single extracellular vesicles (EVs) carry molecular signatures from their cell of origin, making them a pivotal non-invasive biomarker for cancer diagnosis and monitoring. However, analyzing the complex data associated with single-EVs, such as fingerprints generated via Surface-enhanced Raman Spectroscopy (SERS), remains challenging. To address this, a thorough comparison of machine learning models' implementations and their accuracy classification optimization is presented. A comprehensive single-EV spectral library collected with a SERS-assisted nanostructured platform including cell lines, healthy controls, and cancer patient samples is used. The performance of different learning models (random forests, support vector machines, convolutional neural networks, and linear regression as reference) was assessed for cancer detection tasks: i) multi-cell line classification and ii) cancerous versus non-cancerous binary classification. To improve their accuracy, we optimized spectra preprocessing, artificially increased the dataset, and implemented feature-driven classification. In sum, these methods enabled more interpretable models to perform on par with the complex one, increasing accuracy up to 12% percent-age points, even with datasets reduced to 66% of the original size. Achieving accuracies of 83% and 91% for Task-i and Task-ii, respectively.

单个细胞外囊泡(ev)携带来自其起源细胞的分子特征,使其成为癌症诊断和监测的关键非侵入性生物标志物。然而,分析与单辆电动汽车相关的复杂数据,例如通过表面增强拉曼光谱(SERS)产生的指纹,仍然具有挑战性。为了解决这个问题,本文对机器学习模型的实现及其精度分类优化进行了全面的比较。使用sers辅助纳米结构平台收集的综合单ev光谱库,包括细胞系、健康对照和癌症患者样本。评估了不同学习模型(随机森林、支持向量机、卷积神经网络和线性回归作为参考)在癌症检测任务中的表现:i)多细胞系分类和ii)癌与非癌二元分类。为了提高其精度,我们优化了光谱预处理,人工增加了数据集,并实现了特征驱动分类。总而言之,这些方法使更多可解释模型的表现与复杂模型相当,即使数据集减少到原始大小的66%,准确率也提高了12%。Task-i和Task-ii的准确率分别达到83%和91%。
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引用次数: 0
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Sensors & diagnostics
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