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A highly sensitive and selective one-dimensional Ag@hydrogen-bonded organic framework-based biosensor for the detection of the prohibited food additive ractopamine 一种用于检测违禁食品添加剂莱克多巴胺的高灵敏度和选择性一维Ag@hydrogen-bonded有机框架生物传感器
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-09-30 DOI: 10.1016/j.sbsr.2025.100883
Mahmoud Roushani , Fatemeh Hamdi , Azam Zare Asadabadi , S. Jafar Hoseini
In this study, a novel and highly responsive biosensor was engineered for the identification of ractopamine (RAC), an illicit additive used to stimulate muscle development in farm animals. A hydrogen-bonded organic framework (HOF) was synthesized via a simple, economical, and environmentally friendly approach. To reinforce the electrochemical performance, silver nanoparticles (Ag NPs) were integrated into the HOF, thereby enlarging the electrode's active surface area and facilitating greater immobilization of RAC-specific aptamers (Apt). The successful immobilization of Apt RAC on the Ag@HOF-coated glassy carbon electrode (GCE) was validated using cyclic voltammetry (CV) and electrochemical impedance spectroscopy (EIS). This sensing platform displayed a wide linear detection range from 0.01 fM - 0.25 nM, with an outstanding detection limit of 4 aM. Furthermore, the sensor demonstrated excellent specificity against potential interfering agents. Its reliable performance was also confirmed in complex biological samples, including milk and meat, indicating strong potential for practical, real-world applications.
在这项研究中,设计了一种新型的高响应生物传感器,用于识别莱克多巴胺(RAC),莱克多巴胺是一种用于刺激农场动物肌肉发育的非法添加剂。采用简单、经济、环保的方法合成了一种氢键有机骨架(HOF)。为了增强电化学性能,将银纳米粒子(Ag NPs)集成到HOF中,从而扩大电极的活性表面积,并促进rac特异性适配体(Apt)的固定化。利用循环伏安法(CV)和电化学阻抗谱法(EIS)验证了Apt RAC在Ag@HOF-coated玻碳电极(GCE)上的成功固定。该传感平台的线性检测范围为0.01 fM - 0.25 nM,检测限为4 aM。此外,该传感器对潜在干扰物表现出良好的特异性。在包括牛奶和肉类在内的复杂生物样品中也证实了其可靠的性能,表明其在实际应用中的强大潜力。
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引用次数: 0
Advances in nucleic acid-based detection of dengue virus: From RT-PCR to CRISPR biosensing technologies 基于核酸的登革热病毒检测进展:从RT-PCR到CRISPR生物传感技术
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-11-04 DOI: 10.1016/j.sbsr.2025.100908
Shabarni Gaffar , Santhy Wyantuti , Hesti Lina Wiraswati , Yeni Wahyuni Hartati , Irkham Irkham , Salma Nur Zakiyyah , Muhammad Yusuf , Toto Subroto , Dewi Astriani , Dani Permana , Abdullahi Umar Ibrahim , Pwadubashiyi Coston Pwavodi
Dengue virus (DENV) is a global health concern, especially in tropical and subtropical regions. Rapid, cost-effective, and sensitive diagnostics are essential for point-of-care testing (POCT), genotyping, and surveillance. Current nucleic acid (NA)-based methods, such as RT-PCR, real-time RT-PCR, and isothermal techniques like RT-LAMP, are widely used but limited by cost, processing time, and equipment needs. Nanomaterial-based NA-biosensors have shown excellent potential for enhancing sensitivity, yet challenges remain in reproducibility, regulatory approval, and adaptability under variable field conditions. Recently, CRISPR-based diagnostics have gained attention for their high specificity, sensitivity, and rapid results, making them ideal for POCT. This review summarizes the evolution of NA-based DENV detection methods, from PCR and isothermal amplification to nanomaterial-based and CRISPR-based biosensors. CRISPR/Cas systems have achieved detection limits to picomolar, femtomolar, and attomolar levels, highlighting their potential for field-deployable diagnostics.
登革热病毒(DENV)是一个全球卫生问题,特别是在热带和亚热带地区。快速、具有成本效益和敏感的诊断对于即时检测(POCT)、基因分型和监测至关重要。目前基于核酸(NA)的方法,如RT-PCR、实时RT-PCR和等温技术,如RT-LAMP,被广泛使用,但受到成本、处理时间和设备需求的限制。基于纳米材料的na生物传感器在提高灵敏度方面显示出了巨大的潜力,但在可重复性、监管批准和在可变野外条件下的适应性方面仍然存在挑战。近年来,基于crispr的诊断因其高特异性、敏感性和快速结果而受到关注,使其成为POCT的理想诊断方法。本文综述了基于na的DENV检测方法的发展,从PCR和等温扩增到基于纳米材料和基于crispr的生物传感器。CRISPR/Cas系统已经达到了皮摩尔、飞摩尔和原子摩尔水平的检测极限,突出了它们在现场部署诊断方面的潜力。
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引用次数: 0
Highly sensitive graphene terahertz biosensor for hemoglobin detection enhanced by stacking ensemble learning 用于血红蛋白检测的高灵敏度石墨烯太赫兹生物传感器,通过堆叠集成学习增强
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-11-15 DOI: 10.1016/j.sbsr.2025.100919
Jacob Wekalao , Jonas Muheki , Amuthakkannan Rajakannu
This study introduces a graphene-based biosensor developed for hemoglobin detection in clinical and point-of-care use. Optimization through COMSOL Multiphysics produced high performance parameters. The sensor achieved a sensitivity of 200 GHz/RIU, operated between 1.319 and 1.331 THz, and exhibited quality factors from 0.915 to 2.439. Electric field distribution analysis showed maximum absorption at 1.325 THz with strong field localization along the resonator edges. A machine learning model using a Stacking Ensemble Regressor was applied to predict sensor performance, reaching an R2 value of 1.0 for transmission spectra across different graphene chemical potentials and incident angles. The linear correlation between resonance frequency and refractive index (R2 = 0.95447) confirms the sensor's accuracy for quantitative hemoglobin measurement. The biosensor enables rapid and precise hemoglobin detection, making it suitable for portable diagnostic use in resource-limited or urgent care settings.
本研究介绍了一种基于石墨烯的生物传感器,用于临床和护理点的血红蛋白检测。通过COMSOL Multiphysics优化产生了高性能参数。该传感器的灵敏度为200 GHz/RIU,工作频率在1.319 ~ 1.331 THz之间,质量因子在0.915 ~ 2.439之间。电场分布分析表明,在1.325 THz处吸收最大,沿谐振腔边缘有强场局域化。使用堆叠集成回归器的机器学习模型来预测传感器性能,在不同石墨烯化学势和入射角下,透射光谱的R2值达到1.0。共振频率与折射率的线性相关(R2 = 0.95447)证实了该传感器定量测量血红蛋白的准确性。该生物传感器能够快速准确地检测血红蛋白,使其适用于资源有限或紧急护理环境中的便携式诊断使用。
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引用次数: 0
Structural design and research of combined microfluidic chips for pesticide residue detection 组合式微流控芯片农药残留检测的结构设计与研究
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-11-14 DOI: 10.1016/j.sbsr.2025.100918
Longjiang Song, Yuxuan Geng, Junfei Wu, Wenjie Zhao, Ping Fu, Yanyong Liu, Yalin Yuan, Luning Jia
To break away from the reliance on equipment and time in traditional detection methods, a 3D printed chip with a combined three-dimensional complex cross-section was designed based on microfluidic technology. To verify the theoretical mixing effect, the mixing effect of the microfluidic chip was simulated and analyzed using Ansys Fluent software. Through the analysis of the visualized mixing cloud map and the data-based mixing index, it was found that the fluid achieved initial mixing in the offset mixing zone and supplementary mixing in the deflection mixing zone. The six groups of simulation results showed a stepwise increase, indicating that the microfluidic chip has a good and stable mixing effect. To verify the actual mixing performance, colorimetric mixing experiments and Gas Chromatography-Mass Spectrometry (GC–MS) detection experiments were conducted on the microfluidic chip, with a control experiment set up for the latter. The results showed that the mixing effect of the microfluidic chip at the same Reynolds number (Re) was in good agreement with the simulated cloud map. In the GC–MS detection, the detection value of the pesticide solution (DDV, Dichlorvos) mixed by the microfluidic chip was highly consistent with that of the well-mixed control group, verifying the scientific rationality of the microfluidic chip structure. This microfluidic chip has excellent and stable mixing performance, providing a certain theoretical and practical basis for promoting the integration and interaction of microfluidic technology and GC–MS detection technology, and is expected to be widely applied in the field of pesticide residue detection.
为摆脱传统检测方法对设备和时间的依赖,基于微流控技术设计了三维复合截面3D打印芯片。为了验证理论混合效果,利用Ansys Fluent软件对微流控芯片的混合效果进行了仿真分析。通过对可视化混合云图和基于数据的混合指数的分析,发现流体在偏置混合区实现了初始混合,在偏转混合区实现了补充混合。六组模拟结果均呈逐步增大的趋势,说明微流控芯片具有良好稳定的混合效果。为了验证实际混合性能,在微流控芯片上进行了比色混合实验和气相色谱-质谱(GC-MS)检测实验,并对后者设置了对照实验。结果表明,在相同雷诺数(Re)下,微流控芯片的混合效果与模拟云图吻合较好。在GC-MS检测中,微流控芯片混合后的农药溶液(DDV、敌敌畏)的检出值与混合良好的对照组的检出值高度一致,验证了微流控芯片结构的科学合理性。该微流控芯片具有优异而稳定的混合性能,为促进微流控技术与GC-MS检测技术的融合和交互提供了一定的理论和实践基础,有望在农药残留检测领域得到广泛应用。
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引用次数: 0
Identification of Acinetobacter baumannii based on plasmonic patterns of silver nanoprism reinforced with 3,3′,5,5′-tetramethylbenzidine and hydrogen peroxide: An innovative DNA-based optical biosensor 基于3,3 ',5,5 ' -四甲基联苯胺和过氧化氢增强银纳米片等离子体模式的鲍曼不动杆菌鉴定:一种创新的dna光学生物传感器
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-11-23 DOI: 10.1016/j.sbsr.2025.100923
Mahdieh Azimi , Farnaz Bahavarnia , Mohammad Hasanzadeh , Nasrin Shadjou
In this study, silver nanoprisms (AgNPrs) was utilized as optical probe to create advanced DNA-based biosensor (genosensor) for detecting target sequences (cDNA) of A. baumannii using oligonucleotides hybridization strategy. The engineered genosensor demonstrated exceptional sensitivity in the dynamic range from 10−18 to 10−6 M. The genosensor achieved a low limit of quantification of 10−18 M, making it a highly effective alternative to traditional detection methods. Additionally, specify of the biosensor's was assessed, particularly regarding two mismatch sequences, allowing precise measurement of A. baumannii without extensive preparation steps. Therefore, an efficient biosensor was developed for real-time monitoring and tracking in pathogen detection and introduced DNA-based biosensors as a powerful and next generation diagnostic approach of bacterial infections.
本研究以银纳米片(AgNPrs)为光学探针,利用寡核苷酸杂交策略,建立了先进的基于dna的生物传感器(基因传感器),用于检测鲍曼不动杆菌的靶序列(cDNA)。该基因传感器在10 - 18至10 - 6 M的动态范围内表现出卓越的灵敏度。该基因传感器的定量下限为10 - 18 M,使其成为传统检测方法的高效替代品。此外,对生物传感器的特性进行了评估,特别是关于两个不匹配序列,允许精确测量鲍曼不动杆菌,而无需大量的准备步骤。因此,我们开发了一种高效的生物传感器,用于实时监测和跟踪病原体检测,并将基于dna的生物传感器作为下一代细菌感染的强大诊断方法。
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引用次数: 0
Selection, identification and binding mechanism analysis of nucleic acid aptamer for Azaspiracid-1 Azaspiracid-1核酸适体的选择、鉴定及结合机制分析
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-09-12 DOI: 10.1016/j.sbsr.2025.100878
Yunyi Cui , Jiaping Yang , LiangHua Wang
Azaspiracid-1 (AZA-1), identified as a polyether marine phycotoxin, often causes severe gastrointestinal symptoms and threatens human health, and its outbreak also dramatically disrupted the economy of areas where shellfish are harvested and processed. However, to date, there are still a lack of effective detection methods for AZA-1. Nucleic acid aptamers, capable of specific, high-affinity molecular binding, have been increasingly explored in the field of biomedical diagnosis in recent years. Here, we utilized capture-systematic evolution of ligands by exponential enrichment (Capture-SELEX) to obtain the nucleic acid aptamer of AZA-1, and employed biolayer interferometry (BLI) to validate the affinity and specificity between aptamers and AZA-1. Simultaneously, we applied molecular docking and dynamics simulation to determine the possible binding mechanism between aptamers and AZA-1. This study provided a feasible solution for selection, identification and binding mechanism analysis of AZA-1 aptamer and laid a favorable foundation for AZA-1 detection in the future.
Azaspiracid-1 (AZA-1)是一种聚醚海洋藻毒素,通常会引起严重的胃肠道症状并威胁人类健康,其爆发也严重破坏了贝类捕捞和加工地区的经济。然而,迄今为止,仍缺乏有效的AZA-1检测方法。核酸适体具有特异性、高亲和力的分子结合能力,近年来在生物医学诊断领域得到了越来越多的探索。本研究利用指数富集的配体捕获系统进化(Capture-SELEX)方法获得了AZA-1的核酸适体,并采用生物层干涉法(BLI)验证了适体与AZA-1的亲和性和特异性。同时,我们通过分子对接和动力学模拟来确定适体与AZA-1之间可能的结合机制。本研究为AZA-1适配体的选择、鉴定和结合机制分析提供了可行的解决方案,为今后AZA-1的检测奠定了良好的基础。
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引用次数: 0
Hybrid BaTiO₃-MXene-graphene metasurface biosensor for ultra-sensitive terahertz detection of waterborne bacterial pathogens 混合BaTiO₃- mxene -石墨烯超表面生物传感器,用于超灵敏太赫兹水传播细菌病原体检测
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-10-14 DOI: 10.1016/j.sbsr.2025.100898
Prathamesh Prabhu , A. Pon Bharathi , U. Arun Kumar , William Ochen
The detection of waterborne bacterial pathogens at trace concentrations remains a major obstacle in environmental and public health monitoring. This study introduces a terahertz hybrid metasurface biosensor combining barium titanate (BaTiO₃), MXene, and graphene to enable high sensitivity and real-time detection. Electromagnetic simulations in COMSOL Multiphysics show a peak sensitivity of 244 GHz/RIU, a figure of merit of 3.484, and quality factors between 6.829 and 6.986. The resonance frequency shifts exhibit a strong linear relationship (R2 > 0.99) with bacterial concentration, while transmittance ranges from 43.346 % to 43.982 % across refractive indices of 1.33–1.3921 RIU. Modulating the graphene chemical potential between 0.1 eV and 0.9 eV enhances tunability, and the sensor maintains stable performance at incident angles from 0° to 80°. Machine learning analysis confirms predictive precision with mean squared errors of 6 × 10−6–9 × 10−6 and R2 values above 0.9997. The proposed metasurface biosensor provides a scalable, label-free, and highly responsive platform for detecting waterborne pathogens in environmental, clinical, and water quality applications.
检测微量浓度的水生细菌病原体仍然是环境和公共卫生监测中的一个主要障碍。该研究介绍了一种结合钛酸钡(BaTiO₃)、MXene和石墨烯的太赫兹混合超表面生物传感器,可以实现高灵敏度和实时检测。在COMSOL Multiphysics中进行电磁仿真,峰值灵敏度为244 GHz/RIU,品质系数为3.484,质量因子在6.829 ~ 6.986之间。共振频移与细菌浓度呈较强的线性关系(R2 > 0.99),透射率在1.33 ~ 1.3921 RIU范围内为43.346% ~ 43.982%。在0.1 eV和0.9 eV之间调制石墨烯化学势增强了可调性,并且传感器在0°到80°的入射角范围内保持稳定的性能。机器学习分析证实了预测精度,均方误差为6 × 10−6 - 9 × 10−6,R2值高于0.9997。提出的超表面生物传感器提供了一个可扩展的,无标签的,高响应的平台,用于检测环境,临床和水质应用中的水生病原体。
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引用次数: 0
Nanocarbon induced graphene platelet suspension for generation of dopant free filter paper based electrochemical biosensor 纳米碳诱导石墨烯血小板悬浮液制备无掺杂滤纸电化学生物传感器
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-10-28 DOI: 10.1016/j.sbsr.2025.100906
Piyush Kumar , Santosh K. Misra
The chemical dissimilarity of nanoparticle dopants with surface coating materials has been found to tune the electrical and surface properties of carbon coated paper-based biosensing devices majorly due to surface inhomogeneity and reduced sensitivity. Herein we present a dopant free carbon nanomaterial suspension to improve the electrical properties of a smartly fabricated model paper-based biosensing platform. The nanocarbon induced graphene platelet suspension (NanoGPS), was found to have better aqueous suspendability and homogeneity to achieve enhanced electrical properties. NanoGPS has been thoroughly characterized using various physico-chemical methods to confirm the introduction of nanocarbon in exfoliated graphene nanoplatelets (GNP). To probe the improvised efficiency of optimized dopant free NanoGPS, it was utilized to fabricate a model system of electrically active paper device (Elecro-PAD) and used for the non-invasive detection of lactate dehydrogenase (LDH) in simulated saliva for plausible oral cancer diagnosis. The Electro-PAD was tested in different complex matrices and showed a limit of detection (LoD) and limit of quantification of ∼2.0 nM and ∼6 nM, respectively. The device has been also benchmarked against gold standard conventional ELISA method and the results were found to be comparable with recovery percentage of more than 90 % at different clinically relevant concentrations. Thus, the strategy of generating dopant free Nano-GPS has been found to be an effective approach for the improvement of electrical properties of GNP, while avoiding the use of conventional dopants.
纳米颗粒掺杂剂与表面涂层材料的化学差异,主要是由于表面不均匀性和灵敏度降低,从而调整了碳涂层纸基生物传感器件的电学和表面性能。在此,我们提出了一种无掺杂的碳纳米材料悬浮液,以改善智能制造模型纸基生物传感平台的电学性能。纳米碳诱导的石墨烯血小板悬浮液(NanoGPS)具有更好的水悬浮性和均匀性,从而提高了电性能。使用各种物理化学方法对NanoGPS进行了彻底的表征,以确认在剥离的石墨烯纳米片(GNP)中引入了纳米碳。为了探索优化后的无掺杂纳米ogps的改进效率,利用其制作了电活性纸装置(electro - pad)模型系统,并用于模拟唾液中乳酸脱氢酶(LDH)的无创检测,以合理诊断口腔癌。Electro-PAD在不同的复合基质中进行了测试,检测限(LoD)和定量限分别为~ 2.0 nM和~ 6 nM。该装置还与金标准常规ELISA法进行了基准测试,结果发现在不同临床相关浓度下,回收率均超过90%。因此,制备不含掺杂剂的纳米gps是改善GNP电性能的有效方法,同时避免了传统掺杂剂的使用。
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引用次数: 0
Optically transparent electrodes for ultrasensitive real-time detection of dopamine in brain-on-a-chip applications 用于超灵敏实时检测多巴胺的光学透明电极在脑芯片上的应用
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-09-27 DOI: 10.1016/j.sbsr.2025.100882
Samuel Rantataro , Irena Hlushchuk , Yi-Ning Kang , Gemma Gomez-Giro , Niklas Wester , Pieter Vanden Berghe , Jens C. Schwamborn , Mikko Airavaara , Tomi Laurila
Brain-on-a-chip models are rapidly being adopted in disease modeling and drug discovery, however characterization of the brain model condition often requires both the use of microscopy techniques and evaluation of neuronal activity. Although electrochemical techniques can offer the required selectivity between neuronal subtypes but also sensitivity in simple buffer solutions, a complete loss of electrode functionality is often observed when the brain model has been cultured directly on the electrode material or when recordings are performed in the culture medium.
We prepared optically transparent sensors capable of accurately measuring dopamine at nanomolar concentrations in real-time. Furthermore, we displayed the recording of both spontaneous and stimulated release of dopamine from primary mouse midbrain culture for the first time, as measured inside the culture medium with transparent electrodes. Due to excellent optical transparency, we were able to perform fluorescence microscopy but also live-cell Ca2+ imaging through the electrodes. Lastly, biocompatibility of the sensors was validated by various different techniques and by using highly sensitive in vitro brain-on-a-chip cultures.
脑芯片模型在疾病建模和药物发现中被迅速采用,然而,脑模型状态的表征通常需要使用显微镜技术和评估神经元活动。虽然电化学技术可以在神经元亚型之间提供所需的选择性,但也可以在简单的缓冲溶液中提供灵敏度,但是当大脑模型直接在电极材料上培养或在培养基中进行记录时,通常会观察到电极功能的完全丧失。我们制备了光学透明的传感器,能够实时准确地测量纳米摩尔浓度的多巴胺。此外,我们首次展示了原代小鼠中脑培养中自发和刺激释放多巴胺的记录,这些记录是在透明电极的培养基中测量的。由于优异的光学透明度,我们能够进行荧光显微镜,但也活细胞Ca2+成像通过电极。最后,通过各种不同的技术和使用高灵敏度的体外脑芯片培养来验证传感器的生物相容性。
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引用次数: 0
Mitigating melanin-induced bias in pulse oximetry: Optical, algorithmic, engineering, hardware and modeling tools 减轻脉搏血氧测量中黑色素引起的偏差:光学,算法,工程,硬件和建模工具
IF 4.9 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2025-12-01 Epub Date: 2025-09-01 DOI: 10.1016/j.sbsr.2025.100876
McKenzie Bradley , Sydnee Barrett , Ty McKelvey, Jeremiah Carpenter, Delphine Dean
Melanin, the primary determinant of skin pigmentation, absorbs light at wavelengths that can have significant impact on the accuracy of pulse oximetry and other optical biosensing methods. This narrative review examines key factors influencing melanin-dependent pulse oximetry inaccuracies, including optical interference in transmission and reflectance modes. These inaccuracies further highlight the need for use of standardized skin tone metrics in device testing and design such as the Monk Skin Tone scale and Individual Typology Angle for performance stratification. There are several approaches in development that hope to address the errors in pulse oximetry measurements on melanin-rich skin. These include algorithmic and engineering approaches such as multi-wavelength sensing, regression-based correction, and machine learning models demonstrating significant reductions in melanin-induced error. Advances in pulse oximeter hardware and testing are also considered, including tissue-mimicking phantoms, optimized light sources, sensor design, and wearable innovations. Modeling tools, particularly Monte Carlo simulations, are also reviewed for their role in sensor design, spectral optimization, and algorithm training. Finally, evolving regulatory and equity frameworks are discussed, highlighting the January 2025 US FDA guidance on skin tone subgroup reporting. These findings underscore the need for skin-aware calibration and integrated modeling to ensure equitable pulse oximetry performance across diverse populations.
黑色素是皮肤色素沉着的主要决定因素,它吸收波长的光,这对脉搏血氧仪和其他光学生物传感方法的准确性有重大影响。本文综述了影响黑色素依赖性脉搏血氧仪不准确性的关键因素,包括传输和反射模式中的光干扰。这些不准确性进一步强调了在设备测试和设计中使用标准化肤色指标的必要性,如Monk肤色量表和个人类型角度,用于性能分层。有几种方法正在开发中,希望能解决在富含黑色素的皮肤上脉搏血氧仪测量的错误。其中包括算法和工程方法,如多波长传感、基于回归的校正和机器学习模型,这些模型都能显著减少黑色素引起的误差。脉搏血氧仪硬件和测试方面的进展也被考虑在内,包括组织模拟模型、优化光源、传感器设计和可穿戴创新。建模工具,特别是蒙特卡罗模拟,也回顾了它们在传感器设计、光谱优化和算法训练中的作用。最后,讨论了不断发展的监管和公平框架,重点介绍了2025年1月美国FDA关于肤色分组报告的指导意见。这些发现强调了皮肤感知校准和集成建模的必要性,以确保在不同人群中公平的脉搏血氧仪性能。
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引用次数: 0
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