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    • 2. 发明授权
    • Method for probabilistically classifying tissue in vitro and in vivo using fluorescence spectroscopy
    • 使用荧光光谱法在体外和体内概率分类组织的方法
    • US07236815B2
    • 2007-06-26
    • US10688152
    • 2003-10-17
    • Rebecca Richards-KortumNirmala RamanujamAnita Mahadevan-JansenMichele FollenUrs Utzinger
    • Rebecca Richards-KortumNirmala RamanujamAnita Mahadevan-JansenMichele FollenUrs Utzinger
    • A61B6/00
    • G01N21/274A61B5/0071A61B5/0075A61B5/0084A61B5/4331A61B5/7264G01N21/6486G01N2021/6417G01N2021/6419G01N2021/6484G06F19/00Y10S436/813
    • Fluorescence spectral data acquired from tissues in vivo or in vitro is processed in accordance with a multivariate statistical method to achieve the ability to probabilistically classify tissue in a diagnostically useful manner, such as by histopathological classification. The apparatus includes a controllable illumination device for emitting electromagnetic radiation selected to cause tissue to produce a fluorescence intensity spectrum. Also included are an optical system for applying the plurality of radiation wavelengths to a tissue sample, and a fluorescence intensity spectrum detecting device for detecting an intensity of fluorescence spectra emitted by the sample as a result of illumination by the controllable illumination device. The system also include a data processor, connected to the detecting device, for analyzing detected fluorescence spectra to calculate a probability that the sample belongs in a particular classification. The data processor analyzes the detected fluorescence spectra using a multivariate statistical method. The five primary steps involved in the multivariate statistical method are (i) preprocessing of spectral data from each patient to account for inter-patient variation, (ii) partitioning of the preprocessed spectral data from all patients into calibration and prediction sets, (iii) dimension reduction of the preprocessed spectra in the calibration set using principal component analysis, (iv) selection of the diagnostically most useful principal components using a two-sided unpaired student's t-test and (v) development of an optimal classification scheme based on logistic discrimination using the diagnostically useful principal component scores of the calibration set as inputs.
    • 根据多变量统计学方法处理从体内或体外组织获得的荧光光谱数据,以实现以诊断有用的方式(例如通过组织病理学分类)对组织进行概率分类的能力。 该装置包括用于发射被选择使得组织产生荧光强度光谱的电磁辐射的可控照明装置。 还包括用于将多个辐射波长施加到组织样本的光学系统和用于通过可控照明装置的照明来检测由样品发射的荧光光谱的强度的荧光强度光谱检测装置。 该系统还包括连接到检测装置的数据处理器,用于分析检测到的荧光光谱以计算样品属于特定分类的概率。 数据处理器使用多变量统计方法分析检测到的荧光光谱。 多变量统计方法涉及的五个主要步骤是(i)从每个患者预处理光谱数据以考虑患者间变异,(ii)将预处理的光谱数据从所有患者划分为校准和预测组,(iii) 使用主成分分析对校准集中的预处理光谱进行维数减少,(iv)使用双侧不配对的学生的t检验来选择诊断上最有用的主成分,以及(v)基于物流歧视开发最优分类方案 使用校准集的诊断上有用的主成分分数作为输入。
    • 3. 发明授权
    • Apparatus for the characterization of tissue of epithelial lined viscus
    • 用于表征上皮衬里粘液组织的装置
    • US06697666B1
    • 2004-02-24
    • US09519153
    • 2000-03-06
    • Rebecca Richards-KortumMichele Follen MitchellUrs Utzinger
    • Rebecca Richards-KortumMichele Follen MitchellUrs Utzinger
    • A61B500
    • A61B5/0071A61B5/0075A61B5/0084A61B5/4331
    • A method and apparatus for characterizing tissue of epithelial lined viscus in vivo including, for example, the endocervical canal. The method comprises illuminating an interior surface of the viscus with electromagnetic radiation wavelengths to produce a plurality of fluorescence intensity spectra, detecting a plurality of emission wavelengths from the fluorescence intensity spectra, and characterizing the epithelial viscus tissue as a function of the emission wavelengths. The apparatus includes a light source of emitting a plurality of electromagnetic radiation wavelengths, an optical probe connected to the light source, the probe being adapted to apply the plurality of electromagnetic radiation wavelengths to an interior surface of epithelial viscus tissue under test and to gather fluorescence emitted from the tissue, a detector connected to the probe for detecting at least one fluorescence spectrum emitted from the tissue under test and a programmed computer connected to the detector for processing the at least one fluorescence spectrum according to a predetermined algorithm to characterize the tissue under test.
    • 用于表征体内上皮内衬粘液的组织的方法和装置,包括例如子宫颈管。 该方法包括用电磁辐射波长照射粘液的内表面以产生多个荧光强度光谱,从荧光强度光谱检测多个发射波长,以及表征上皮粘液组织作为发射波长的函数。 该装置包括发射多个电磁辐射波长的光源,连接到光源的光学探针,该探针适于将多个电磁辐射波长施加到被测上皮粘液组织的内表面并收集荧光 从所述组织发射的检测器,连接到所述探针的检测器,用于检测从被检测组织发射的至少一个荧光光谱;以及编程计算机,连接到所述检测器,用于根据预定算法处理所述至少一个荧光光谱, 测试。