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Spectral library and method for sparse unmixing of hyperspectral images in fluorescence guided resection of brain tumors 用于荧光引导脑肿瘤切除术中高光谱图像稀疏非混合的光谱库和方法
IF 3.4 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-12 DOI: 10.1364/boe.528535
David Black, Benoit Liquet, Antonio Di Ieva, Walter Stummer, Eric Suero Molina
Through spectral unmixing, hyperspectral imaging (HSI) in fluorescence-guided brain tumor surgery has enabled the detection and classification of tumor regions invisible to the human eye. Prior unmixing work has focused on determining a minimal set of viable fluorophore spectra known to be present in the brain and effectively reconstructing human data without overfitting. With these endmembers, non-negative least squares regression (NNLS) was commonly used to compute the abundances. However, HSI images are heterogeneous, so one small set of endmember spectra may not fit all pixels well. Additionally, NNLS is the maximum likelihood estimator only if the measurement is normally distributed, and it does not enforce sparsity, which leads to overfitting and unphysical results. In this paper, we analyzed 555666 HSI fluorescence spectra from 891 ex vivo measurements of patients with various brain tumors to show that a Poisson distribution indeed models the measured data 82% better than a Gaussian in terms of the Kullback-Leibler divergence, and that the endmember abundance vectors are sparse. With this knowledge, we introduce (1) a library of 9 endmember spectra, including PpIX (620 nm and 634 nm photostates), NADH, FAD, flavins, lipofuscin, melanin, elastin, and collagen, (2) a sparse, non-negative Poisson regression algorithm to perform physics-informed unmixing with this library without overfitting, and (3) a highly realistic spectral measurement simulation with known endmember abundances. The new unmixing method was then tested on the human and simulated data and compared to four other candidate methods. It outperforms previous methods with 25% lower error in the computed abundances on the simulated data than NNLS, lower reconstruction error on human data, better sparsity, and 31 times faster runtime than state-of-the-art Poisson regression. This method and library of endmember spectra can enable more accurate spectral unmixing to aid the surgeon better during brain tumor resection.
通过光谱非混合,荧光引导脑肿瘤手术中的高光谱成像(HSI)能够对人眼看不到的肿瘤区域进行检测和分类。之前的解混合工作主要集中在确定一组已知存在于大脑中的最小可行荧光团光谱,并在不过度拟合的情况下有效地重建人类数据。对于这些内含物,通常使用非负最小二乘回归(NNLS)来计算丰度。然而,人脸图像是异质的,因此一小组内元光谱可能无法很好地拟合所有像素。此外,只有当测量值呈正态分布时,NNLS 才是最大似然估计法,而且它并不强制执行稀疏性,这就导致了过度拟合和非物理结果。在本文中,我们分析了来自 891 例不同脑肿瘤患者体内外测量的 555666 个 HSI 荧光光谱,结果表明,就 Kullback-Leibler 分歧而言,泊松分布对测量数据的建模效果确实比高斯分布好 82%,而且内含物丰度向量是稀疏的。有鉴于此,我们引入了:(1)一个包含 9 个内含成分的光谱库,其中包括 PpIX(620 nm 和 634 nm 光定态)、NADH、FAD、黄素、脂褐素、黑色素、弹性蛋白和胶原蛋白;(2)一个稀疏、非负泊松回归算法,利用这个光谱库进行物理信息的非混合,而不会出现过拟合;以及(3)一个高度真实的光谱测量模拟,其中包含已知的内含成分丰度。然后在人类数据和模拟数据上对新的解混合方法进行了测试,并与其他四种候选方法进行了比较。该方法优于之前的方法,在模拟数据上的计算丰度误差比 NNLS 低 25%,在人类数据上的重建误差更低,稀疏性更好,运行时间比最先进的泊松回归法快 31 倍。这种方法和内元光谱库可以实现更精确的光谱解混合,从而在脑肿瘤切除术中更好地帮助外科医生。
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引用次数: 0
High-Speed, Long-Range and Wide-Field OCT for in vivo 3D Imaging of Oral Cavity Achieved by 600 kHz Swept Source Laser 利用 600 kHz 扫掠源激光实现用于口腔活体三维成像的高速、长距离和宽视场 OCT
IF 3.4 2区 医学 Q1 Physics and Astronomy Pub Date : 2024-06-11 DOI: 10.1364/boe.528287
Yaping Shi, Jian Liu, Ruikang K Wang
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引用次数: 0
GAN-based quantitative oblique back-illumination microscopy enables computationally efficient epi-mode refractive index tomography 基于 GAN 的定量斜背照显微镜实现了计算效率高的外延模式折射率层析成像技术
IF 3.4 2区 医学 Q1 Physics and Astronomy Pub Date : 2024-06-11 DOI: 10.1364/boe.528968
Zhenmin Li, Paloma Casteleiro Costa, Zhe Guang, Caroline Filan, Francisco E. Robles
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引用次数: 0
Simultaneous removal of noise and correction of motion warping in neuron calcium imaging using a pipeline structure of self-supervised deep learning models 利用自我监督深度学习模型的流水线结构,在神经元钙成像中同时去除噪声和校正运动扭曲
IF 3.4 2区 医学 Q1 Physics and Astronomy Pub Date : 2024-06-11 DOI: 10.1364/boe.527919
Hongdong Zhang, Zhiqiang Xu, Ningbo Chen, Fei Ma, Wei Zheng, Chengbo Liu, Jing Meng
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引用次数: 0
Deep autoencoder as an interpretable tool for Raman spectroscopy investigation of chemical and extracellular vesicle mixtures. 深度自动编码器作为一种可解释的工具,用于对化学物质和细胞外囊泡混合物进行拉曼光谱研究。
IF 2.9 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-10 eCollection Date: 2024-07-01 DOI: 10.1364/BOE.522376
Mohammadrahim Kazemzadeh, Miguel Martinez-Calderon, Robert Otupiri, Anastasiia Artuyants, MoiMoi Lowe, Xia Ning, Eduardo Reategui, Zachary D Schultz, Weiliang Xu, Cherie Blenkiron, Lawrence W Chamley, Neil G R Broderick, Colin L Hisey

Surface-enhanced Raman spectroscopy (SERS) is a powerful tool that provides valuable insight into the molecular contents of chemical and biological samples. However, interpreting Raman spectra from complex or dynamic datasets remains challenging, particularly for highly heterogeneous biological samples like extracellular vesicles (EVs). To overcome this, we developed a tunable and interpretable deep autoencoder for the analysis of several challenging Raman spectroscopy applications, including synthetic datasets, chemical mixtures, a chemical milling reaction, and mixtures of EVs. We compared the results with classical methods (PCA and UMAP) to demonstrate the superior performance of the proposed technique. Our method can handle small datasets, provide a high degree of generalization such that it can fill unknown gaps within spectral datasets, and even quantify relative ratios of cell line-derived EVs to fetal bovine serum-derived EVs within mixtures. This simple yet robust approach will greatly improve the analysis capabilities for many other Raman spectroscopy applications.

表面增强拉曼光谱(SERS)是一种功能强大的工具,能让人深入了解化学和生物样品中的分子内容。然而,解读来自复杂或动态数据集的拉曼光谱仍然具有挑战性,尤其是对于细胞外囊泡(EVs)等高度异构的生物样本。为了克服这一难题,我们开发了一种可调整、可解释的深度自动编码器,用于分析几种具有挑战性的拉曼光谱应用,包括合成数据集、化学混合物、化学研磨反应和 EVs 混合物。我们将结果与经典方法(PCA 和 UMAP)进行了比较,以证明所提技术的优越性能。我们的方法可以处理小型数据集,具有高度概括性,可以填补光谱数据集中的未知空白,甚至可以量化混合物中细胞系衍生 EV 与胎牛血清衍生 EV 的相对比率。这种简单而强大的方法将大大提高许多其他拉曼光谱应用的分析能力。
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引用次数: 0
Erratum: Effect of transdermal drug delivery patches on the stratum corneum: in vivo inspection with a handheld terahertz probe: publisher's note. 勘误:透皮给药贴片对角质层的影响:用手持式太赫兹探针进行体内检测:出版商说明。
IF 2.9 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-10 eCollection Date: 2024-07-01 DOI: 10.1364/BOE.531811
Arturo I Hernandez-Serrano, Xuefei Ding, Goncalo Costa, Gabit Nurumbetov, David M Haddleton, Emma Pickwell-Macpherson

[This corrects the article on p. 3064 in vol. 15, PMID: 38855675.].

[此处更正了第 15 卷第 3064 页的文章,PMID:38855675]。
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引用次数: 0
Fabrication of a low-cost benchtop optical imager for quantum dot microarray-based stress biomarker detection. 制造低成本台式光学成像仪,用于基于量子点微阵列的应激生物标记检测。
IF 2.9 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-07 eCollection Date: 2024-07-01 DOI: 10.1364/BOE.527338
Anusha Kishore, Arun Mathew Varughese, Bernhard Roth, Carsten Zeilinger

We report on a simplified optical imager to detect the presence of a stress biomarker protein, namely the Heat shock protein 90 (Hsp90). The imager consists of two elements the optical unit and the sensor, which is a custom-made biochip. Measurement is based on the masking of the streptavidin conjugated quantum dot's (Sav-QDs) fluorescence when Hsp90 attaches to it via biotinylated antibodies (Ab). The masking effect was directly proportional to the Hsp90 concentration. The cost-efficient benchtop imager developed comprises a CMOS sensor, standard optical lenses, and a narrow bandpass filter for optically eliminating background fluorescence. This approach is promising for the realization of cheap, robust, and reliable point-of-care detection systems for various biomarker analyses.

我们报告了一种简化的光学成像仪,用于检测应激生物标志蛋白(即热休克蛋白 90 (Hsp90))的存在。该成像仪由光学单元和传感器(定制的生物芯片)两部分组成。当 Hsp90 通过生物素化抗体(Ab)附着在链霉亲和素共轭量子点(Sav-QDs)上时,量子点的荧光会被掩蔽。掩蔽效应与 Hsp90 浓度成正比。所开发的高性价比台式成像仪由 CMOS 传感器、标准光学镜片和窄带通滤光片组成,用于从光学角度消除背景荧光。这种方法有望为各种生物标记分析实现廉价、稳健、可靠的床旁检测系统。
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引用次数: 0
Towards a sensing model using a random laser combined with diffuse reflectance spectroscopy 使用随机激光结合漫反射光谱法建立传感模型
IF 3.4 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-05 DOI: 10.1364/boe.525693
Dongqin Ni, Florian Klämpfl, Michael Schmidt, Martin Hohmann
The previous research proves that the random laser emission reflects not only the scattering properties but also the absorption properties. The random laser is therefore considered a potential tool for optical properties sensing. Although the qualitative sensing using the random laser is extensively investigated, a quantitative measurement of optical properties is still rare. In this study, a generalized mathematical quantitative model using random laser combined with diffuse reflectance spectroscopy is proposed for optical sensing in turbid media. This model describes the gain effect of the active medium and the optical properties effect of the passive medium separately. Rhodamine 6G is used as the active medium. Intralipid and ink are employed to demonstrate the effect of the scattering and absorption, respectively. The peak wavelength shift of the random laser is proved to be an ideal sensing parameter for this sensing model. It is also revealed that the scaling parameters in the sensing model are interrelated and can be simplified to one. With this combined model, the direct sensing of optical properties in diverse turbid media is promising.
先前的研究证明,随机激光发射不仅反映了散射特性,还反映了吸收特性。因此,随机激光被认为是一种潜在的光学特性传感工具。虽然利用随机激光进行定性传感的研究已经非常广泛,但对光学特性进行定量测量的研究仍然很少。在这项研究中,我们提出了一个使用随机激光结合漫反射光谱法的通用数学定量模型,用于浑浊介质中的光学传感。该模型分别描述了有源介质的增益效应和无源介质的光学特性效应。罗丹明 6G 被用作活性介质。内脂和墨水分别用来证明散射和吸收的影响。随机激光的峰值波长偏移被证明是该传感模型的理想传感参数。研究还发现,传感模型中的缩放参数是相互关联的,可以简化为一个。有了这一组合模型,直接传感不同浊度介质中的光学特性将大有可为。
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引用次数: 0
Real-time breath gas analysis of methane using a multipass cell based near-infrared gas sensor 使用基于多通道电池的近红外气体传感器对甲烷进行实时呼出气体分析
IF 3.4 2区 医学 Q1 Physics and Astronomy Pub Date : 2024-06-04 DOI: 10.1364/boe.528923
Rong Kong, jie Huang, peng liu, Xin Zhou
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引用次数: 0
Quantifying tissue temperature changes induced by infrared neural stimulation: numerical simulation and MR thermometry. 量化红外神经刺激引起的组织温度变化:数值模拟和磁共振测温。
IF 2.9 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-04 eCollection Date: 2024-07-01 DOI: 10.1364/BOE.530854
Yinghua Xi, Kenneth E Schriver, Anna Wang Roe, Xiaotong Zhang

Infrared neural stimulation (INS) delivered via short pulse trains is an innovative tool that has potential for us use for studying brain function and circuitry, brain machine interface, and clinical use. The prevailing mechanism for INS involves the conversion of light energy into thermal transients, leading to neuronal membrane depolarization. Due to the potential risks of thermal damage, it is crucial to ensure that the resulting local temperature increases are within non-damaging limits for brain tissues. Previous studies have estimated damage thresholds using histological methods and have modeled thermal effects based on peripheral nerves. However, additional quantitative measurements and modeling studies are needed for the central nervous system. Here, we performed 7 T MRI thermometry on ex vivo rat brains following the delivery of infrared pulse trains at five different intensities from 0.1-1.0 J/cm2 (each pulse train 1,875 nm, 25 us/pulse, 200 Hz, 0.5 s duration, delivered through 200 µm fiber). Additionally, we utilized the General BioHeat Transfer Model (GBHTM) to simulate local temperature changes in perfused brain tissues while delivering these laser energies to tissue (with optical parameters of human skin) via three different sizes of optical fibers at five energy intensities. The simulation results clearly demonstrate that a 0.5 second INS pulse train induces an increase followed by an immediate drop in temperature at stimulation offset. The delivery of multiple pulse trains with 2.5 s interstimulus interval (ISI) leads to rising temperatures that plateau. Both thermometry and modeling results show that, using parameters that are commonly used in biological applications (200 µm diameter fiber, 0.1-1.0 J/cm2), the final temperature increase at the end of the 60 sec stimuli duration does not exceed 1°C with stimulation values of 0.1-0.5 J/cm2 and does not exceed 2°C with stimulation values of up to 1.0 J/cm2. Thus, the maximum temperature rise is consistent with the thermal damage threshold reported in previous studies. This study provides a quantitative evaluation of the temperature changes induced by INS, suggesting that existing practices pose minimal major safety concerns for biological tissues.

通过短脉冲序列传递的红外线神经刺激(INS)是一种创新工具,有望用于研究大脑功能和电路、脑机接口和临床应用。INS 的主要机制是将光能转化为热瞬态,从而导致神经元膜去极化。由于存在热损伤的潜在风险,确保所产生的局部温度升高在不损伤脑组织的范围内至关重要。以往的研究利用组织学方法估算了损伤阈值,并根据外周神经模拟了热效应。然而,还需要对中枢神经系统进行更多的定量测量和建模研究。在此,我们在体内大鼠脑部进行了 7 T MRI 测温,在此过程中,我们通过 200 µm 光纤传输了五种不同强度(0.1-1.0 J/cm2)的红外脉冲串(每个脉冲串 1,875 nm、25 us/脉冲、200 Hz、0.5 s 持续时间)。此外,我们还利用通用生物热传递模型(GBHTM)模拟了灌注脑组织的局部温度变化,同时在五种能量强度下通过三种不同尺寸的光纤将这些激光能量传递给组织(光学参数为人体皮肤)。模拟结果清楚地表明,0.5 秒的 INS 脉冲序列会引起温度升高,然后在刺激偏移时温度立即下降。以 2.5 秒刺激间隔(ISI)提供多个脉冲串会导致温度上升并趋于平稳。测温和建模结果都表明,使用生物应用中常用的参数(200 微米直径纤维、0.1-1.0 焦耳/平方厘米),刺激值为 0.1-0.5 焦耳/平方厘米时,60 秒刺激持续时间结束时的最终温度升高不超过 1°C,刺激值高达 1.0 焦耳/平方厘米时不超过 2°C。因此,最大温升与之前研究报告的热损伤阈值一致。这项研究对 INS 引起的温度变化进行了定量评估,表明现有做法对生物组织造成的重大安全问题微乎其微。
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Biomedical optics express
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