Phasor Analysis

相量分析
  • 文章类型: Journal Article
    液-液相分离是细胞内无膜结构形成的关键现象,表现为液体生物分子缩合物。蛋白质缩合物的生物学相关性是研究最多的,以及它们进化的趋势,导致形成具有高水平有序的聚集体,称为淀粉样蛋白。在这项研究中,它证明了人类胰岛素形成微计量,室温下在亚微升规模的水性隔室中呈圆形的淀粉样蛋白样结构。这些独特的颗粒的特征是由流体状电晕包封的固体芯,并在水性隔室和玻璃盖玻片之间的界面处形成,在玻璃盖玻片上浇铸。定量荧光显微镜用于实时研究淀粉样超结构的形成。它们的形成是由液-液相分离过程驱动的,该液-液相分离过程是由玻璃-水界面上原子核的空间异质分布引起的。拟议的实验装置允许修改水性隔室的表面体积比,影响聚集率和颗粒大小,同时也诱导最终组件的分子结构发生细微变化。这些发现增强了对控制淀粉样蛋白结构形成的因素的理解,在这个过程中,发光对表面的催化作用。
    Liquid-liquid phase separation is a key phenomenon in the formation of membrane-less structures within the cell, appearing as liquid biomolecular condensates. Protein condensates are the most studied for their biological relevance, and their tendency to evolve, resulting in the formation of aggregates with a high level of order called amyloid. In this study, it is demonstrated that Human Insulin forms micrometric, round amyloid-like structures at room temperature within sub-microliter scale aqueous compartments. These distinctive particles feature a solid core enveloped by a fluid-like corona and form at the interface between the aqueous compartment and the glass coverslip upon which they are cast. Quantitative fluorescence microscopy is used to study in real-time the formation of amyloid-like superstructures. Their formation results driven by liquid-liquid phase separation process that arises from spatially heterogeneous distribution of nuclei at the glass-water interface. The proposed experimental setup allows modifying the surface-to-volume ratio of the aqueous compartments, which affects the aggregation rate and particle size, while also inducing fine alterations in the molecular structures of the final assemblies. These findings enhance the understanding of the factors governing amyloid structure formation, shedding light on the catalytic role of surfaces in this process.
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  • 文章类型: Journal Article
    高光谱成像是一种在样本内的每个空间位置捕获光谱信息的三维阵列的技术。能够精确表征和区分生物结构,材料,和化学品,基于它们独特的光谱特征。如今,大多数市售的共聚焦显微镜都允许进行高光谱成像测量,提供有价值的空间分辨光谱数据来源。光谱相量分析将高光谱图像的每个像素处的荧光光谱定量地和图形地转换为极坐标图中的点,提供样品中荧光团的光谱特征的视觉表示。将环境敏感染料的使用与高光谱图像的相量分析相结合,为测量横向膜异质性的微小变化提供了强大的工具。这里,我们专注于探针LAURDAN在模型膜上的光谱相量分析应用,以解决堆积和水合作用。该方法广泛适用于其他染料和复杂系统如细胞膜。
    Hyperspectral imaging is a technique that captures a three-dimensional array of spectral information at each spatial location within a sample, enabling precise characterization and discrimination of biological structures, materials, and chemicals, based on their unique spectral features. Nowadays most commercially available confocal microscopes allow hyperspectral imaging measurements, providing a valuable source of spatially resolved spectroscopic data. Spectral phasor analysis quantitatively and graphically transforms the fluorescence spectra at each pixel of a hyperspectral image into points in a polar plot, offering a visual representation of the spectral characteristics of fluorophores within the sample. Combining the use of environmentally sensitive dyes with phasor analysis of hyperspectral images provides a powerful tool for measuring small changes in lateral membrane heterogeneity. Here, we focus on applications of spectral phasor analysis for the probe LAURDAN on model membranes to resolve packing and hydration. The method is broadly applicable to other dyes and to complex systems such as cell membranes.
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  • 文章类型: Journal Article
    膜电位(MP)变化可以提供细菌功能和代谢状态或应激水平的简单读出。虽然存在几种光学方法来测量可兴奋细胞中MP的快速变化,缺乏这种方法来绝对和精确测量细菌细胞中的稳态膜电位(MPs)。用于测量MP的常规基于电极的方法不适用于在小细菌细胞中校准光学方法。虽然基于Nernstian指标的光学测量已成功使用,它们不能提供MP或其变化的绝对或精确定量。我们提出了一个小说,校准MP记录方法来解决这个差距。我们的方法基于(i)独特的VoltageFluor(VF)光学传感器,其荧光寿命通过光诱导电子转移(PeT)作为MP的函数而变化,并且(ii)用于高通量读出的定量相量-FLIM分析。这种方法可以轻松记录MP更改,量化和可视化。使用我们的初步枯草芽孢杆菌特异性MP与VF寿命校准,我们估计未扰动的枯草芽孢杆菌细胞的MP为-65mV,化学去极化细胞的MP为-14mV。我们的工作为深入了解细菌电生理学和生物电研究铺平了道路。
    Membrane potential (MP) changes can provide a simple readout of bacterial functional and metabolic state or stress levels. While several optical methods exist for measuring fast changes in MP in excitable cells, there is a dearth of such methods for absolute and precise measurements of steady-state membrane potentials (MPs) in bacterial cells. Conventional electrode-based methods for the measurement of MP are not suitable for calibrating optical methods in small bacterial cells. While optical measurement based on Nernstian indicators have been successfully used, they do not provide absolute or precise quantification of MP or its changes. We present a novel, calibrated MP recording approach to address this gap. In this study, we used a fluorescence lifetime-based approach to obtain a single-cell resolved distribution of the membrane potential and its changes upon extracellular chemical perturbation in a population of bacterial cells for the first time. Our method is based on (i) a unique VoltageFluor (VF) optical transducer, whose fluorescence lifetime varies as a function of MP via photoinduced electron transfer (PeT) and (ii) a quantitative phasor-FLIM analysis for high-throughput readout. This method allows MP changes to be easily visualized, recorded and quantified. By artificially modulating potassium concentration gradients across the membrane using an ionophore, we have obtained a Bacillus subtilis-specific MP versus VF lifetime calibration and estimated the MP for unperturbed B. subtilis cells to be -65 mV and that for chemically depolarized cells as -14 mV. We observed a population level MP heterogeneity of ~6-10 mV indicating a considerable degree of diversity of physiological and metabolic states among individual cells. Our work paves the way for deeper insights into bacterial electrophysiology and bioelectricity research.
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  • 文章类型: Journal Article
    即使在复杂的生物环境中,卟啉光敏剂(PS)的荧光寿命也是评估PS聚集状态的重要参数。PS的聚集诱导的猝灭可以显着降低单线态氧产生的产率,从而降低其在患病组织的光动力疗法(PDT)中作为医学药物的效率。疏水性和形成聚集体的趋势对高效PS的开发提出了挑战,并且通常需要载体系统。进行了系统研究,以探索PS结构和封装到聚合物载体中对溶液和细胞内环境中的荧光寿命的影响。以游离形式研究了五种不同的卟啉PS,包括二氢卟啉e6(Ce6)衍生物和四(间羟基苯基)-卟啉和-二氢卟啉,并与聚乙烯吡咯烷酮(PVP)或由三嵌段共聚物或Cremophor组成的胶束结合。用这些系统孵育HeLa细胞后,荧光寿命成像结合相量分析和图像分割来研究细胞内周围的寿命分布。数据表明,对于免费的PS,结构依赖性细胞摄取途径决定了它们的状态和发射寿命。PS在质膜中的定位主要产生具有长荧光寿命的单体,而内吞途径和随后的溶酶体沉积为亲水性阴离子PS添加了短寿命成分。延长的孵育时间导致来自主要位于细胞质中的聚集体的短寿命组分的贡献增加。将PS封装到聚合物载体中导致单体化,并且大部分荧光发射衰减,在溶液中具有长的荧光寿命。然而,效率取决于PVP最明显的结合强度。在蜂窝环境中,PVP能够在延长的孵育时间内维持单体长寿命物种。这对于logP值在4.5左右的Ce6衍生物最为明显。胶束封装导致PS的更快释放,导致具有长和短荧光寿命的多种组分。亲水性几乎不聚集的PS在两种载流子的情况下都表现出基本稳定的不变寿命分布。预期呈现的数据有助于优化的PDT处理方案和用于防止细胞内荧光猝灭的改进的PS-载体设计。总之,具有高膜亲和力以及与载体的强结合的两亲性和并发疏水性PS具有在体内保持其光物理性质的最佳前景,因此可用作有效的光动力诊断和PDT药物。
    The fluorescence lifetime of a porphyrinic photosensitizer (PS) is an important parameter to assess the aggregation state of the PS even in complex biological environments. Aggregation-induced quenching of the PS can significantly reduce the yield of singlet oxygen generation and thus its efficiency as a medical drug in photodynamic therapy (PDT) of diseased tissues. Hydrophobicity and the tendency to form aggregates pose challenges on the development of efficient PSs and often require carrier systems. A systematic study was performed to probe the impact of PS structure and encapsulation into polymeric carriers on the fluorescence lifetime in solution and in the intracellular environment. Five different porphyrinic PSs including chlorin e6 (Ce6) derivatives and tetrakis(m-hydroxyphenyl)-porphyrin and -chlorin were studied in free form and combined with polyvinylpyrrolidone (PVP) or micelles composed of triblock-copolymers or Cremophor. Following incubation of HeLa cells with these systems, fluorescence lifetime imaging combined with phasor analysis and image segmentation was applied to study the lifetime distribution in the intracellular surrounding. The data suggest that for free PSs, the structure-dependent cell uptake pathways determine their state and emission lifetimes. PS localization in the plasma membrane yielded mostly monomers with long fluorescence lifetimes whereas the endocytic pathway with subsequent lysosomal deposition adds a short-lived component for hydrophilic anionic PSs. Prolonged incubation times led to increasing contributions from short-lived components that derive from aggregates mainly localized in the cytoplasm. Encapsulation of PSs into polymeric carriers led to monomerization and mostly fluorescence emission decays with long fluorescence lifetimes in solution. However, the efficiency depended on the binding strength that was most pronounced for PVP. In the cellular environment, PVP was able to maintain monomeric long-lived species over prolonged incubation times. This was most pronounced for Ce6 derivatives with a logP value around 4.5. Micellar encapsulation led to faster release of the PSs resulting in multiple components with long and short fluorescence lifetimes. The hydrophilic hardly aggregating PS exhibited a mostly stable invariant lifetime distribution over time with both carriers. The presented data are expected to contribute to optimized PDT treatment protocols and improved PS-carrier design for preventing intracellular fluorescence quenching. In conclusion, amphiphilic and concurrent hydrophobic PSs with high membrane affinity as well as strong binding to the carrier have best prospects to maintain their photophysical properties in vivo and serve thus as efficient photodynamic diagnosis and PDT drugs.
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  • 文章类型: Journal Article
    荧光寿命成像显微镜(FLIM)是一种用于探测荧光团局部环境的强大技术。由于FLIM数据易于解释,因此越来越多地使用无拟合相量方法。迄今为止,Python中没有用于FLIM数据相量分析的开源图形用户界面(GUI),从而限制了相量分析在生物医学研究中的广泛使用。这里,我们提出荧光寿命极限探测器(FLUTE),旨在填补这一空白的PythonGUI。FLUTE简化并自动化了时域中获取的FLIM数据分析的许多方面,例如校准FLIM数据,对相量图进行交互式探索,同时显示具有不同寿命对比的相量图和FLIM图像,并计算与已知分子物种的距离。应用所需的过滤器和阈值后,可以导出最终编辑的数据集,以进行进一步的用户特定分析。FLUTE已经使用几个FLIM数据集进行了测试,包括斑马鱼胚胎和体外细胞的自发荧光。总之,我们的用户友好的GUI通过使数据可视化和分析变得容易和交互,扩展了相量绘图的优势,允许分析大型FLIM数据集,并加速非专业实验室的FLIM分析。
    Fluorescence lifetime imaging microscopy (FLIM) is a powerful technique used to probe the local environment of fluorophores. The fit-free phasor approach to FLIM data is increasingly being used due to its ease of interpretation. To date, no open-source graphical user interface (GUI) for phasor analysis of FLIM data is available in Python, thus limiting the widespread use of phasor analysis in biomedical research. Here, we present Fluorescence Lifetime Ultimate Explorer (FLUTE), a Python GUI that is designed to fill this gap. FLUTE simplifies and automates many aspects of the analysis of FLIM data acquired in the time domain, such as calibrating the FLIM data, performing interactive exploration of the phasor plot, displaying phasor plots and FLIM images with different lifetime contrasts simultaneously, and calculating the distance from known molecular species. After applying desired filters and thresholds, the final edited datasets can be exported for further user-specific analysis. FLUTE has been tested using several FLIM datasets including autofluorescence of zebrafish embryos and in vitro cells. In summary, our user-friendly GUI extends the advantages of phasor plotting by making the data visualization and analysis easy and interactive, allows for analysis of large FLIM datasets, and accelerates FLIM analysis for non-specialized labs.
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  • 文章类型: Journal Article
    黑色素瘤的诊断传统上依赖于皮肤病理学家对苏木精和伊红(H&E)载玻片的显微镜检查以寻找特定的结构和细胞学特征。不幸的是,没有单一的分子标记物能够可靠地区分黑色素瘤和痣等良性病变。这项研究探索了组织内自发荧光分子的潜力,以提供指示黑素瘤中变性黑素细胞的分子指纹。
    使用高光谱成像(HSI)和光谱相量分析,我们调查了黑素瘤与皮内痣的自发荧光模式。使用紫外线激发和商用光谱共聚焦显微镜,我们从全切片样本中获得了无标签的恒生指数数据。
    我们的发现揭示了黑素瘤和皮内痣之间不同的光谱相量分布,黑色素瘤表现出更广泛的相相分布,表示更异质的自发荧光模式。值得注意的是,与较大相相关的较长波长与由专家皮肤病理学家使用H&E染色鉴定为黑色素瘤的区域相关。对五个黑素瘤(Breslow厚度范围为0.5mm至6mm)和五个皮内痣的相数簇内的相位和调制直方图的定量分析始终突出了两组之间的差异。我们进一步证明了使用相位和调制变量的质心比较来区分几种黑素细胞病变的潜力。值得注意的是,调制与相质心比较显示各组之间具有很强的统计学意义。此外,我们确定了负责组织自发荧光的分子内源性标记,包括胶原蛋白,弹性蛋白,NADH,FAD,还有黑色素.在黑色素瘤中,自发荧光的特征是相位贡献较高,表明黑素细胞巢中FAD和黑色素的增加。相比之下,NADH,弹性蛋白,胶原蛋白主导着痣的自发荧光。
    这项工作强调了自发荧光和HSI相量分析作为定量组织分子指纹图谱的有价值工具的潜力,从而支持更有效和定量的黑色素瘤诊断。
    UNASSIGNED: Melanoma diagnosis traditionally relies on microscopic examination of hematoxylin and eosin (H&E) slides by dermatopathologists to search for specific architectural and cytological features. Unfortunately, no single molecular marker exists to reliably differentiate melanoma from benign lesions such as nevi. This study explored the potential of autofluorescent molecules within tissues to provide molecular fingerprints indicative of degenerated melanocytes in melanoma.
    UNASSIGNED: Using hyperspectral imaging (HSI) and spectral phasor analysis, we investigated autofluorescence patterns in melanoma compared to intradermal nevi. Using UV excitation and a commercial spectral confocal microscope, we acquired label-free HSI data from the whole-slice samples.
    UNASSIGNED: Our findings revealed distinct spectral phasor distributions between melanoma and intradermal nevi, with melanoma displaying a broader phasor phase distribution, signifying a more heterogeneous autofluorescence pattern. Notably, longer wavelengths associated with larger phases correlated with regions identified as melanoma by expert dermatopathologists using H&E staining. Quantitative analysis of phase and modulation histograms within the phasor clusters of five melanomas (with Breslow thicknesses ranging from 0.5 mm to 6 mm) and five intradermal nevi consistently highlighted differences between the two groups. We further demonstrated the potential for the discrimination of several melanocytic lesions using center-of-mass comparisons of phase and modulation variables. Remarkably, modulation versus phase center of mass comparisons revealed strong statistical significance among the groups. Additionally, we identified the molecular endogenous markers responsible for tissue autofluorescence, including collagen, elastin, NADH, FAD, and melanin. In melanoma, autofluorescence is characterized by a higher phase contribution, indicating an increase in FAD and melanin in melanocyte nests. In contrast, NADH, elastin, and collagen dominate the autofluorescence of the nevus.
    UNASSIGNED: This work underscores the potential of autofluorescence and HSI-phasor analysis as valuable tools for quantifying tissue molecular fingerprints, thereby supporting more effective and quantitative melanoma diagnosis.
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  • 文章类型: Journal Article
    背景:经颅交流电刺激(tACS)是一种广泛使用的非侵入性脑刺激(NIBS)技术,可影响神经活动。TACS实验与计算模拟相结合,以预测大脑内的电磁场。然而,现有的模拟集中在磁场的大小上。随着使用多个tACS电极在大脑中诱导相位梯度的可能性的出现,在多通道tACS过程中,需要一个仿真框架来研究和预测电场的相位梯度。
    目标:这里,我们使用相量代数开发了这样一个相量模拟框架,并使用猴子体内记录来评估其准确性。
    方法:我们从多通道tACS期间两只猴子的颅内记录中提取电场的相位和幅度,并将其与使用有限元模型通过相量分析计算出的那些进行比较。
    结果:我们的研究结果表明,模拟阶段与测量阶段(r=0.9)非常吻合。Further,我们系统地评估了准确放置电极对建模和数据协议的影响。最后,我们的框架可以预测给定校准组织电导率的测量中的振幅分布。
    结论:我们经过验证的模拟多阶段的通用框架,多电极tACS为多通道tACS实验的原则规划提供了简化的工具。
    BACKGROUND: Transcranial alternating current stimulation (tACS) is a widely used noninvasive brain stimulation (NIBS) technique to affect neural activity. TACS experiments have been coupled with computational simulations to predict the electromagnetic fields within the brain. However, existing simulations are focused on the magnitude of the field. As the possibility of inducing the phase gradient in the brain using multiple tACS electrodes arises, a simulation framework is necessary to investigate and predict the phase gradient of electric fields during multi-channel tACS.
    OBJECTIVE: Here, we develop such a framework for phasor simulation using phasor algebra and evaluate its accuracy using in vivo recordings in monkeys.
    METHODS: We extract the phase and amplitude of electric fields from intracranial recordings in two monkeys during multi-channel tACS and compare them to those calculated by phasor analysis using finite element models.
    RESULTS: Our findings demonstrate that simulated phases correspond well to measured phases (r = 0.9). Further, we systematically evaluated the impact of accurate electrode placement on modeling and data agreement. Finally, our framework can predict the amplitude distribution in measurements given calibrated tissues\' conductivity.
    CONCLUSIONS: Our validated general framework for simulating multi-phase, multi-electrode tACS provides a streamlined tool for principled planning of multi-channel tACS experiments.
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  • 文章类型: Journal Article
    背景:活动和轻度协调较差的老年男性可能具有较低的认知水平和增加的认知下降率。
    方法:该队列由来自MrOS睡眠研究(2009-2012)的1,036名老年男性(81.1±4.6岁)组成。通过腕关节肌动仪收集光和活动水平。使用相量分析来量化明暗和休息活动模式(幅度)及其时间关系(角度)的排列。全球认知功能(改良迷你精神状态检查,3MS)和执行功能(轨迹B检验)进行测量,然后在4.2±0.8年后重复。线性回归模型检查了相量大小和角度与认知和认知下降的关联。模型根据年龄进行了调整,诊所,种族,教育和季节。
    结果:较小的相量幅度(更差的对齐光和活动模式)与较低的初始水平和执行功能下降增加有关。与相量幅度较高的相比,那些具有较低幅度的人平均花费了11.1秒的时间来完成TrailsB测试(四分位数1与四分位数4,p=.02)。随访后,跟踪B完成时间增加平均5.5秒,每标准偏差增加相量大小(95%CI0.7-10.4,p=.03)。与相量角度没有关联,没有一个具有量级和全球认知(3MS)。
    结论:在老年男性中,光线和活动模式更差的排列与更差的初始表现和执行功能下降增加有关,但与全球认知无关。改善光线和活动对齐的干预措施可能会减缓老年人的认知能力下降。
    Older men with the worse alignment of activity and light may have lower levels of cognition and increased rates of cognitive decline.
    This cohort consisted of 1 036 older men (81.1 ± 4.6 years) from the MrOS Sleep Study (2009-2012). Light and activity levels were gathered by wrist actigraphy. Phasor analysis was used to quantify the alignment of light-dark and rest-activity patterns (magnitude) and their temporal relationship (angle). Global cognitive function (Modified Mini-Mental State examination [3MS]) and executive function (Trails B test) were measured, then repeated 4.2 ± 0.8 years later. Linear regression models examined the associations of phasor magnitude and angle with cognition and cognitive decline. Models were adjusted for age, clinic, race, education, and season.
    Smaller phasor magnitude (worse aligned light and activity patterns) was associated with lower initial level and increased decline in executive function. Compared to those with higher phasor magnitude, those with lower magnitude took an average of 11.1 seconds longer to complete the Trails B test (quartile 1 vs quartile 4, p = .02). After follow-up, Trails B completion time increased an average of 5.5 seconds per standard deviation decrease in phasor magnitude (95% confidence interval [CI] 0.7-10.4, p = .03). There were no associations with phasor angle, and none with magnitude and global cognition (3MS).
    Among older men, worse alignment of light and activity patterns was associated with worse initial performance and increased decline in executive function, but not related to global cognition. Interventions that improve the alignment of light and activity may slow cognitive decline in older adults.
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  • 文章类型: Journal Article
    随着塑料制品的使用和释放,微塑料在生态环境中迅速积累。当微塑料进入食物链时,它们对生物和人类造成严重伤害。微塑料污染已成为全球日益关注的问题;然而,仍然没有快速准确检测微塑料的标准化方法。在这项工作中,我们使用荧光寿命成像技术检测了四种尼罗河红染色和未染色的微塑料,通过相量分析获得了不同微塑料的独特相量指纹。在荧光寿命图像中跟踪“指纹”的相应像素,可以快速直观地识别不同的微塑料及其在混合样品中的位置分布。在我们的工作中,与用荧光染料染色四种微塑料相比,使用由微塑料的自发荧光寿命形成的相量“指纹库”比混合样品中的微塑料更容易区分。通过添加SiO2、甲壳质和十溴联苯乙烷(DBDPE)三种单一物质,进一步验证了该方法的可行性,和表面沉积物来模拟环境中的干扰物,结果为复杂环境中微塑料的识别和分析提供了潜在的应用。
    With the increasing use and release of plastic products, microplastics have rapidly accumulated in ecological environments. When microplastics enter the food chain, they cause serious harm to organisms and humans. Microplastics pollution has become a growing concern worldwide; however, there is still no standardized method for rapidly and accurately detecting microplastics. In this work, we used fluorescence lifetime imaging technology to detect four kinds of Nile red-stained and unstained microplastics, and the unique phasor fingerprints of different microplastics were obtained by phasor analysis. Tracing the corresponding pixels of the \"fingerprint\" in the fluorescence lifetime image allowed for the quick and intuitive identification of different microplastics and their location distributions in a mixed sample. In our work, compared with staining the four microplastics with a fluorescent dye, using the phasor \"fingerprint library\" formed by the autofluorescence lifetimes of the microplastics was more easily distinguished than microplastics in the mixed samples. The feasibility of this method was further tested by adding three single substances-SiO2, chitin and decabromodiphenyl ethane (DBDPE), and surface sediments to simulate interferent in the environment, and the results providing potential applications for the identification and analysis of microplastics in complex environments.
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  • 文章类型: Journal Article
    由于不同荧光物种的广泛重叠发射导致数据解释困难,因此对艺术品混合物中使用的粘合剂和颜料的荧光进行非侵入性分析是文化遗产科学的主要挑战。为了提高荧光测量的特异性,我们通过时间分辨荧光成像(TRFI)解析发射物种的荧光衰减动力学,从而超越了稳态荧光测量.特别是,我们使用便携式和紧凑的基于纤维的成像装置获得了不同颜料和粘合剂的荧光衰减特征。使用相量方法分析荧光时间分辨数据,然后使用高斯混合模型(GMM)来自动识别荧光衰减图内的荧光物种种群。我们的结果表明,这种方法可以区分与相同颜料混合时的不同粘合剂,以及区分分散在普通粘合剂中的不同颜料。获得的结果可以建立一个框架,用于分析更广泛的颜料和粘合剂,然后扩展到艺术生产中使用的几种其他材料。所获得的结果,以及仪器的紧凑性和便携性,为未来绘画技术的原位应用铺平道路。
    The non-invasive analysis of fluorescence from binders and pigments employed in mixtures in artworks is a major challenge in cultural heritage science due to the broad overlapping emission of different fluorescent species causing difficulties in the data interpretation. To improve the specificity of fluorescence measurements, we went beyond steady-state fluorescence measurements by resolving the fluorescence decay dynamics of the emitting species through time-resolved fluorescence imaging (TRFI). In particular, we acquired the fluorescence decay features of different pigments and binders using a portable and compact fibre-based imaging setup. Fluorescence time-resolved data were analysed using the phasor method followed by a Gaussian mixture model (GMM) to automatically identify the populations of fluorescent species within the fluorescence decay maps. Our results demonstrate that this approach allows distinguishing different binders when mixed with the same pigment as well as discriminating different pigments dispersed in a common binder. The results obtained could establish a framework for the analysis of a broader range of pigments and binders to be then extended to several other materials used in art production. The obtained results, together with the compactness and portability of the instrument, pave the way for future in situ applications of the technology on paintings.
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