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Noise Sources and Strategies for Signal Quality Improvement in Biological Imaging: A Review Focused on Calcium and Cell Membrane Voltage Imaging. 生物成像中的噪声源和信号质量改善策略:钙和细胞膜电压成像综述。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-01 DOI: 10.3390/bios16010031
Dmitrii M Nikolaev, Ekaterina M Metelkina, Andrey A Shtyrov, Fanghua Li, Maxim S Panov, Mikhail N Ryazantsev

This review addresses the challenges of obtaining high-quality quantitative data in the optical imaging of membrane voltage and calcium dynamics. The paper provides a comprehensive overview and systematization of recent studies that analyze factors limiting signal fidelity and propose strategies to enhance data quality. The primary sources of signal degradation in biological optical imaging, with an emphasis on membrane voltage and calcium imaging, are systematically explored across four major indicator classes: voltage-sensitive dyes (VSDs), genetically encoded voltage indicators (GEVIs), calcium-sensitive dyes (CSDs), and genetically encoded calcium indicators (GECIs). Common mechanisms that compromise data quality are classified into three main categories: fundamental photon shot noise, device-related errors, and sample-related measurement errors. For each class of limitation, its physical or biological origin and characteristic manifestations are described, which are followed by an analysis of available mitigation strategies, including hardware optimization, choice of sensors, sample preparation and experimental design, post-processing and computational correction methods.

本文综述了在膜电压和钙动力学光学成像中获得高质量定量数据的挑战。本文对最近的研究进行了全面的概述和系统化,分析了限制信号保真度的因素,并提出了提高数据质量的策略。生物光学成像中信号退化的主要来源,重点是膜电压和钙成像,系统地探讨了四种主要指标类别:电压敏感染料(VSDs),遗传编码电压指标(GEVIs),钙敏感染料(CSDs)和遗传编码钙指标(GECIs)。影响数据质量的常见机制分为三大类:基本光子噪声、设备相关误差和样品相关测量误差。对于每一类限制,都描述了其物理或生物起源和特征表现,然后分析了可用的缓解策略,包括硬件优化、传感器选择、样品制备和实验设计、后处理和计算校正方法。
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引用次数: 0
Label-Free Electrochemical Detection of K-562 Leukemia Cells Using TiO2-Modified Graphite Nanostructured Electrode. 二氧化钛修饰石墨纳米电极对K-562白血病细胞的无标记电化学检测
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2026-01-01 DOI: 10.3390/bios16010028
Martha Esperanza Sevilla, Rubén Jesús Camargo Amado, Pablo Raúl Valle

This manuscript presents the development of an electrochemical biosensor designed to detect K-562 chronic myeloid leukemia (CML) cells. The biosensor was made of highly oriented pyrolytic graphite (HOPG), functionalized with -OH and -COOH groups by surface etching with strong acids, and subsequently coated with modified titanium dioxide (TiO2-m). TiO2-m is TiO2 modified during its synthesis process using carbon nanotubes functionalized with -OH and -COOH groups. These changes improve the electron transfer kinetics and physicochemical properties of the electrode surface. TiO2-m improves the sensitivity and selectivity towards leukemic cells. The detection process involved three stages: cell culture, cell adhesion onto the TiO2-m electrode, and measurement of the electrochemical signal. Fluorescence microscopy and SEM-EDS confirmed cell adhesion and pseudopod formation on the TiO2-m surface, which is an important finding because K-562 cells are typically nonadherent. Cyclic voltammetry (VC) and differential pulse voltammetry (VDP) demonstrated rapid and sensitive detection of leukemic cells within the concentration range of 6250 to 1,000,000 cells/mL, achieving high reproducibility and strong linearity (R2 = 98%) with a detection time of 25 s. The VC and VDP demonstrated rapid and sensitive detection of leukemic cells over a concentration range of 6250 to 1,000,000 cells/mL, achieving adequate reproducibility and stable linearity (R2 = 98%), with a detection time of 25 s. These results indicate that the TiO2-m biosensor is a promising platform for the rapid and efficient electrochemical detection of leukemia cells.

本文介绍了一种设计用于检测K-562慢性髓性白血病(CML)细胞的电化学生物传感器的发展。该生物传感器由高取向热解石墨(HOPG)制成,通过强酸表面蚀刻得到-OH和-COOH官能团,然后涂覆改性二氧化钛(TiO2-m)。TiO2-m是在合成过程中用-OH和-COOH官能团修饰的碳纳米管修饰的TiO2。这些变化改善了电极表面的电子传递动力学和物理化学性质。TiO2-m提高了对白血病细胞的敏感性和选择性。检测过程包括三个阶段:细胞培养,细胞粘附到TiO2-m电极上,以及电化学信号的测量。荧光显微镜和SEM-EDS证实了细胞在TiO2-m表面的粘附和假足形成,这是一个重要的发现,因为K-562细胞通常是不粘附的。循环伏安法(VC)和差分脉冲伏安法(VDP)在6250 ~ 1,000,000个细胞/mL的浓度范围内快速、灵敏地检测白血病细胞,重现性高,线性强(R2 = 98%),检测时间为25 s。VC和VDP在6250 ~ 1,000,000个细胞/mL的浓度范围内快速灵敏地检测白血病细胞,具有良好的重现性和稳定的线性(R2 = 98%),检测时间为25 s。这些结果表明,TiO2-m生物传感器是一种很有前景的白血病细胞快速高效电化学检测平台。
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引用次数: 0
Functionalization Techniques Empowering Optical Fiber Biosensors in Label-Free Cancer Biomarker Detection. 功能化技术增强光纤生物传感器在无标签癌症生物标志物检测中的应用。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-31 DOI: 10.3390/bios16010025
Aigerim Omirzakova, Lyazzat Mukhangaliyeva, Zhanerke Katrenova, Aida Aituganova, Aliya Bekmurzayeva, Daniele Tosi, Zhannat Ashikbayeva

Optical fibers are gaining increasing attention in biomedical applications due to their unique advantages, including flexibility, biocompatibility, immunity to electromagnetic interference, potential for miniaturization, and the ability to perform remote, real-time, and in situ sensing. Label-free optical fiber biosensors represent a promising alternative to conventional cancer diagnostics, offering comparable sensitivity and specificity while enabling real-time detection at ultra-low concentrations without the need for complex labeling procedures. However, the sensing performance of biosensors is fundamentally governed by surface modification. The choice of optimal functionalization strategy is dictated by the sensor type, target biomarker, and detection environment. This review paper presents a comprehensive and expanded overview of various surface functionalization methods specifically designed for cancer biomarker detection using optical fiber biosensors, including silanization, self-assembled monolayers, polymer-based coatings, and different dimensional nanomaterials (0D, 1D, and 2D). Furthermore, the emerging integration of computational methods and machine learning in optimizing functionalized optical sensing has been discussed. To the best of our knowledge, this is the first work that consolidates existing surface modification approaches into a single, cohesive resource, providing valuable insights for researchers developing next-generation fiber optic biosensors for cancer diagnostics. Moreover, the paper points out the current technical challenges and outlines the future perspectives of optical fiber-based biosensors.

由于其独特的优点,包括灵活性、生物相容性、抗电磁干扰、小型化潜力以及执行远程、实时和原位传感的能力,光纤在生物医学应用中越来越受到关注。无标签光纤生物传感器代表了传统癌症诊断的一个有前途的替代方案,提供相当的灵敏度和特异性,同时在超低浓度下实现实时检测,而无需复杂的标记程序。然而,生物传感器的传感性能从根本上取决于表面修饰。最佳功能化策略的选择取决于传感器类型、目标生物标志物和检测环境。本文综述了各种表面功能化方法,包括硅烷化、自组装单层、聚合物基涂层和不同尺寸的纳米材料(0D、1D和2D),这些方法专门用于使用光纤生物传感器检测癌症生物标志物。此外,还讨论了计算方法和机器学习在优化功能化光学传感中的新兴集成。据我们所知,这是第一次将现有的表面修饰方法整合到一个单一的、有凝聚力的资源中,为研究人员开发用于癌症诊断的下一代光纤生物传感器提供了有价值的见解。此外,本文还指出了目前光纤生物传感器的技术挑战,并概述了光纤生物传感器的未来发展前景。
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引用次数: 0
Human Gut-Brain Interaction Chip for Dissecting the Gut-Derived LPS and Butyrate Regulation of the Blood-Brain Barrier. 用于解剖肠源性LPS和丁酸调节血脑屏障的人肠-脑相互作用芯片。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-29 DOI: 10.3390/bios16010023
Ranran Yan, Ge Gao, Yulin Deng, Jinhua Li, Yujuan Li

The gut-brain axis (GBA) interaction is important for human health and disease prevention. Organ chips are considered a solution for GBA research. Three-dimensional (3D) cultures and microfluidics engineered in an organ chip could improve the scientific knowledge in the GBA interactions field. In this study, a novel organ chip is developed, which achieves multicellular three-dimensional cultivation by utilizing a decellularized matrix. In addition, this paper reports the rapid prototyping process of the GBA microfluidic chip in polydimethylsiloxane (PDMS) using 3D printing interconnecting poly(ethylene/vinyl acetate) (PEVA) microchannel templates. In comparison to the static culture system of the transwell model, the intestinal epithelial barrier (IEB) and blood-brain barrier (BBB) models on our chip demonstrated superior barrier function and the efflux functionality of transporters under appropriate fluidic conditions. Additionally, it is observed that butyrate protected against BBB dysfunction induced by gut-derived lipopolysaccharide (LPS) via enhancing intestinal barrier function. These results demonstrate that this multicellular, three-dimensional cultivation integrated with a fluidic shear stress simulation chip offers a promising tool for gut-brain interaction study to predict therapy of intestinal and neurological disorders.

肠脑轴(GBA)相互作用对人类健康和疾病预防具有重要意义。器官芯片被认为是GBA研究的一个解决方案。在器官芯片上进行三维培养和微流体工程可以提高大湾区相互作用领域的科学知识。本研究开发了一种新型器官芯片,利用脱细胞基质实现多细胞三维培养。此外,本文还报道了利用3D打印互连聚乙烯/醋酸乙烯(PEVA)微通道模板在聚二甲基硅氧烷(PDMS)中快速成型GBA微流控芯片的过程。与transwell模型的静态培养系统相比,我们芯片上的肠上皮屏障(IEB)和血脑屏障(BBB)模型在适当的流体条件下显示出优越的屏障功能和转运蛋白的外排功能。此外,研究还发现丁酸盐可通过增强肠道屏障功能来对抗肠源性脂多糖(LPS)诱导的血脑屏障功能障碍。这些结果表明,这种结合流体剪切应力模拟芯片的多细胞三维培养为肠-脑相互作用研究提供了一种有前途的工具,可以预测肠道和神经系统疾病的治疗。
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引用次数: 0
Detection of Premalignant Cervical Lesions via Maackia amurensis Lectin-Based Biosensors. 基于黑玛奇凝集素的宫颈癌前病变生物传感器检测。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-29 DOI: 10.3390/bios16010024
Ricardo Zamudio Cañas, Verónica Vallejo Ruiz, María Eugenia Jaramillo Flores, Raúl Jacobo Delgado Macuil, Valentín López Gayou

Early detection of premalignant cervical lesions is essential for improving cervical cancer outcomes; however, current screening methods frequently lack adequate sensitivity and specificity. This research introduces a diagnostic platform that integrates lectin-based biosensors with spectral and multivariate analysis. The biosensors are composed of gold nanoparticles (AuNPs) conjugated with Maackia amurensis (MAA) lectin, which selectively binds to α2,3-linked sialic acid. Validation was performed using cervical cancer cell lines (SiHa, HeLa, C33A), fibroblasts, and cervical scrapes, and specificity was verified by enzymatic removal of sialic acids. Spectral data were obtained using attenuated total reflectance Fourier transform infrared spectroscopy (ATR-FTIR) and analyzed by principal component analysis (PCA). Application of PCA to the 1600-1350 cm-1 spectral region, using 99% confidence ellipses, enabled clear differentiation between samples negative and positive for intraepithelial lesions in a double-blind study of 58 patients. The MAA biosensors exhibited high sensitivity and specificity, comparable to established diagnostic methods. These results indicate that the combination of ATR-FTIR spectroscopy, MAA lectin-based biosensors, and chemometric analysis provides a robust and reliable approach for early detection of premalignant cervical lesions, with considerable potential to enhance patient outcomes.

早期发现宫颈癌前病变对改善宫颈癌预后至关重要;然而,目前的筛查方法往往缺乏足够的敏感性和特异性。本研究介绍了一种集成了基于凝集素的生物传感器与光谱和多变量分析的诊断平台。该生物传感器由金纳米粒子(AuNPs)偶联Maackia amurensis (MAA)凝集素组成,该凝集素可选择性结合α2,3-链唾液酸。使用宫颈癌细胞系(SiHa、HeLa、C33A)、成纤维细胞和宫颈刮痕进行验证,并通过酶去除唾液酸来验证特异性。光谱数据采用衰减全反射傅里叶变换红外光谱(ATR-FTIR)获取,并采用主成分分析(PCA)进行分析。在一项58例患者的双盲研究中,将PCA应用于1600-1350 cm-1的光谱区域,使用99%的置信椭圆,可以明确区分上皮内病变的阴性和阳性样本。MAA生物传感器具有高灵敏度和特异性,与现有的诊断方法相当。这些结果表明,ATR-FTIR光谱、MAA凝集素生物传感器和化学计量学分析的结合为早期检测宫颈癌前病变提供了一种强大而可靠的方法,具有提高患者预后的巨大潜力。
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引用次数: 0
Anionic Detergents as Eluents for Microscale Isolation of Antigen-Specific Serum Immunoglobulins. 阴离子洗涤剂作为微量分离抗原特异性血清免疫球蛋白的洗脱剂。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-28 DOI: 10.3390/bios16010022
Dmitry Trukhin, Marina Filippova, Alla Tskaeva, Ekaterina Troshina, Dmitry Gryadunov, Elena Savvateeva

The detailed characterization of antigen-specific serum antibodies is hindered by the lack of efficient, gentle isolation methods. In this context, standard column affinity chromatography, although a powerful purification tool, presents practical challenges, including high antigen consumption and elution conditions that risk inducing antibody polyreactivity, while conventional acidic elution often compromises antibody integrity. This study introduces a novel microscale method for isolating specific immunoglobulins using anionic detergents as mild eluents. We employed antigen-functionalized hydrogel microarrays and magnetic beads as micro-immunosorbents. Among the tested detergents, sodium lauroyl glutamate (SLG) was optimal, achieving up to 78.3% recovery of functional antibodies. The optimized protocol, including recovery via G25-Sephadex gel filtration, effectively isolated specific antibodies from complex serum, retaining 58.5-85.3% of their functional bioactivity. Multiplex immunoassays confirmed the high specificity of the isolated antibodies and the lack of detergent-induced polyreactivity. The method was successfully adapted to isolate both specific antibodies (virus, dietary, and autoimmune) and total IgG, demonstrating versatility across platforms. This work establishes a robust, efficient, and gentle workflow for obtaining high-purity, bioactive antibodies, enabling their subsequent in-depth analysis for research applications.

由于缺乏高效、温和的分离方法,抗原特异性血清抗体的详细表征受到阻碍。在这种情况下,标准柱亲和层析虽然是一种强大的纯化工具,但存在实际挑战,包括高抗原消耗和洗脱条件可能诱导抗体多反应性,而传统的酸性洗脱通常会损害抗体的完整性。本研究介绍了一种用阴离子洗涤剂作为温和洗脱剂分离特异性免疫球蛋白的新型微尺度方法。我们采用抗原功能化的水凝胶微阵列和磁珠作为微免疫吸附剂。以月桂酰谷氨酸钠(SLG)为最佳,功能抗体回收率高达78.3%。优化后的方案,包括通过G25-Sephadex凝胶过滤回收,有效地从复杂血清中分离出特异性抗体,保留了58.5-85.3%的功能生物活性。多重免疫分析证实了分离抗体的高特异性和缺乏洗涤剂诱导的多反应性。该方法成功地适用于分离特异性抗体(病毒抗体、膳食抗体和自身免疫抗体)和总IgG,证明了跨平台的通用性。这项工作建立了一个强大,高效,温和的工作流程,用于获得高纯度,生物活性抗体,使其后续深入分析研究应用。
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引用次数: 0
Engineered Protein Modification: A New Paradigm for Enhancing Biosensing Sensitivity and Diagnostic Accuracy. 工程蛋白修饰:提高生物传感灵敏度和诊断准确性的新范例。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-26 DOI: 10.3390/bios16010021
Zheng Xu, Chu Wang, Ziting Zhang, Heng Wang, Peiyi Gao, Lixing Weng

Protein modifications, particularly post-translational modifications (PTMs) such as phosphorylation and glycosylation, are fundamental mechanisms regulating cellular activity and disease pathogenesis, with their detection emerging as a promising frontier for advanced diagnostics. This review systematically examines the integration of engineered protein modifications with biosensing technologies to enhance analytical performance and diagnostic accuracy. Through critical analysis of current methodologies, we highlight how strategic manipulation of PTMs improves biosensor sensitivity and specificity in applications ranging from early disease detection to environmental monitoring. The analysis identifies significant advancements in detection platforms while acknowledging persistent challenges in real-world integration and standardization. We conclude that optimizing protein modification-based sensing strategies represents a crucial pathway for developing robust, clinically translatable diagnostic tools, and propose focused research directions to address existing technical barriers and accelerate practical implementation.

蛋白质修饰,特别是翻译后修饰(PTMs),如磷酸化和糖基化,是调节细胞活性和疾病发病机制的基本机制,它们的检测正在成为先进诊断的一个有前途的前沿。这篇综述系统地研究了工程蛋白修饰与生物传感技术的整合,以提高分析性能和诊断准确性。通过对当前方法的批判性分析,我们强调了从早期疾病检测到环境监测等应用中,ptm的战略性操作如何提高生物传感器的灵敏度和特异性。该分析确定了检测平台的重大进步,同时承认在现实世界的集成和标准化中存在持续的挑战。我们得出结论,优化基于蛋白质修饰的传感策略是开发强大的、临床可翻译的诊断工具的关键途径,并提出了重点研究方向,以解决现有的技术障碍并加速实际实施。
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引用次数: 0
Active Rehabilitation Technologies for Post-Stroke Patients. 脑卒中后患者主动康复技术。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-25 DOI: 10.3390/bios16010020
Hongbei Meng, Zihe Zhao, Shangru Li, Shengbo Wang, Jiacheng Wang, Canxi Yang, Chenyu Tang, Xuhang Chen, Xiaoxue Zhai, Yu Pan, Arokia Nathan, Peter Smielewski, Luigi G Occhipinti, Shuo Gao

Neuroplasticity-based active movement opens an avenue for functional recovery in post-stroke patients. Active rehabilitation techniques have attracted wide attention based on their abilities to enhance patient involvement, facilitate precise personalized intervention, and provide comprehensive treatment via cross-domain approaches. Emerging evidence suggests that active rehabilitation methods can respond to patients' motor intentions in real-time and significantly increase motivation and engagement, leading to efficient utilization of critical recovery windows and better rehabilitation outcomes. In this review, we focus on the physiological basis of active rehabilitation, including mechanisms of neuroplasticity, and discuss recent advances in intent detection and feedback devices. We also examine treatment options for different stages of stroke recovery, providing a comprehensive reference for engineers to design optimized rehabilitation techniques and for clinicians to select appropriate rehabilitation protocols. These developments create new opportunities to improve the lives of stroke patients and offer greater hope for their recovery.

基于神经可塑性的积极运动为中风后患者的功能恢复开辟了一条途径。主动康复技术因其增强患者参与、促进精确的个性化干预和通过跨领域方法提供综合治疗的能力而受到广泛关注。新出现的证据表明,主动康复方法可以实时响应患者的运动意图,显著增加动机和参与,从而有效利用关键的康复窗口和更好的康复结果。本文综述了主动康复的生理基础,包括神经可塑性的机制,并讨论了意图检测和反馈装置的最新进展。我们还研究了脑卒中不同康复阶段的治疗方案,为工程师设计优化的康复技术和临床医生选择合适的康复方案提供全面的参考。这些发展为改善中风患者的生活创造了新的机会,并为他们的康复提供了更大的希望。
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引用次数: 0
Flexible Cu Nanostructured Laser-Induced Graphene Electrodes for Highly Sensitive and Non-Invasive Lactate Detection in Saliva. 柔性铜纳米结构激光诱导石墨烯电极用于唾液中高灵敏度和无创乳酸检测。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-25 DOI: 10.3390/bios16010019
Anju Joshi, Gymama Slaughter

A scalable and facile fabrication strategy is presented for developing a flexible, nanostructured, non-enzymatic electrochemical sensor for lactate detection based on copper-modified laser-induced graphene (CuNPs/LIG). A one-step electrodeposition process was employed to uniformly decorate the porous LIG framework with copper nanostructures, offering a cost-effective and reproducible approach for constructing enzyme-free sensing platforms. Scanning electron microscopy and energy-dispersive X-ray spectroscopy confirmed dense Cu nanostructure loading and efficient interfacial integration across the conductive LIG surface. The resulting CuNPs/LIG electrode exhibited excellent electrocatalytic performance, achieving a sensitivity of 8.56 μA µM-1 cm-2 with a low detection limit of 42.65 μM and a linear response toward lactate concentrations ranging from 100 to 1100 μM in artificial saliva under physiological conditions. The sensor maintained high selectivity in the presence of physiologically relevant interferents. Practical applicability was demonstrated through recovery studies, where recovery rates exceeding 104% showcase the sensor's analytical reliability in complex biological matrices. Overall, this work establishes a robust, sensitive, and cost-efficient Cu-nanostructured LIG sensing platform, offering strong potential for non-invasive lactate monitoring in real-world biomedical and wearable applications.

提出了一种基于铜修饰激光诱导石墨烯(CuNPs/LIG)的柔性、纳米结构、非酶电化学乳酸检测传感器的可扩展和简易制造策略。采用一步电沉积工艺,用铜纳米结构均匀修饰多孔LIG框架,为构建无酶传感平台提供了一种经济、可重复的方法。扫描电镜和能量色散x射线能谱证实了高密度Cu纳米结构在导电LIG表面的加载和高效的界面集成。所制备的CuNPs/LIG电极具有良好的电催化性能,灵敏度为8.56 μAµM-1 cm-2,低检出限为42.65 μM,在生理条件下对人工唾液中乳酸浓度在100 ~ 1100 μM范围内呈线性响应。该传感器在存在生理相关干扰的情况下保持高选择性。通过回收率研究证明了该传感器的实用性,回收率超过104%,证明了该传感器在复杂生物基质中的分析可靠性。总的来说,这项工作建立了一个强大、灵敏、经济的cu纳米结构LIG传感平台,为现实世界生物医学和可穿戴应用中的无创乳酸监测提供了强大的潜力。
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引用次数: 0
AI-Assisted Impedance Biosensing of Yeast Cell Concentration. ai辅助酵母细胞浓度的阻抗生物传感。
IF 5.6 3区 工程技术 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-25 DOI: 10.3390/bios16010018
Amir A AlMarzooqi, Mahmoud Al Ahmad, Jisha Chalissery, Ahmed H Hassan

Quantifying microbial growth with high temporal resolution remains essential yet challenging due to limitations of optical, manual, and biochemical methods. Here, we introduce an AI-enhanced electrochemical impedance spectroscopy platform for real-time, label-free monitoring of Saccharomyces cerevisiae growth. Broadband impedance measurements (1 Hz-100 kHz) were collected from yeast cultures across log-phase development. Engineered features-derived from impedance magnitude and phase-captured dielectric and conductive shifts associated with cell proliferation, membrane polarization, and ionic redistribution. A Gaussian Process Regression model trained on these features predicted optical density (OD600) with high precision (RMSE = 0.79 min; R2 = 0.9996; r = 0.9998), and achieved 100% classification accuracy when discretized into 15-min growth intervals. The system operated with sub-millisecond latency and minimal memory footprint, enabling embedded deployment. Benchmarking against conventional methods revealed superior throughput, automation potential, and independence from labeling or turbidity-based optics. This AI-driven platform forms the core of a real-time digital twin for yeast culture monitoring, capable of predictive tracking and adaptive control. By fusing electrochemical biosensing with machine learning, our method offers a scalable and robust solution for intelligent fermentation and bioprocess optimization.

由于光学、手工和生化方法的限制,高时间分辨率的微生物生长定量仍然是必不可少的,但也具有挑战性。在这里,我们介绍了一个人工智能增强的电化学阻抗谱平台,用于实时、无标记地监测酿酒酵母的生长。宽带阻抗测量(1hz - 100khz)从酵母培养物中收集。工程特性来源于阻抗大小和相位捕获的介电和导电位移,这些位移与细胞增殖、膜极化和离子再分配有关。基于这些特征训练的高斯过程回归模型对光密度(OD600)的预测精度较高(RMSE = 0.79 min; R2 = 0.9996; r = 0.9998),当离散为15 min的生长间隔时,分类准确率达到100%。该系统以亚毫秒级的延迟和最小的内存占用运行,支持嵌入式部署。对传统方法的基准测试显示出优越的吞吐量,自动化潜力,以及独立于标记或基于浊度的光学。这种人工智能驱动的平台构成了酵母培养物监测实时数字孪生的核心,能够预测跟踪和自适应控制。通过将电化学生物传感与机器学习相结合,我们的方法为智能发酵和生物过程优化提供了可扩展和强大的解决方案。
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引用次数: 0
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