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Detecting inflammation in rheumatoid arthritis using Fourier transform analysis of dorsal optical transmission images from a pilot study

机译:使用傅里叶变换分析背光传输图像中的风湿性关节炎来检测类风湿关节炎中的炎症

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摘要

A clinical need exists for low-cost and noninvasive imaging tools capable of detecting inflammation in the joints of inflammatory arthritis patients. Previous studies have reported an optical contrast between inflamed and noninflamed joints resulting from distinct absorption and scattering properties. Accurate classification using nonocclusion-based continuous wave, transillumination imaging was limited to patient-specific changes during follow-up examination as opposed to single time-point examination, which was attributed to high intersubject variability. In distinction from previous work, optical images were acquired from the dorsal side with illumination on the palmar side and features about the spatial distribution of transmitted light along the joint were assessed using a normalized Fourier transform method. Results using this approach demonstrated an area under receiver operator curve of up to 0.888 for detecting inflammation in a pilot study involving single time-point examination of 144 joints from 21 rheumatology patients. This workflow may enable future development of clinically viable, low-cost devices for assessing inflammation in arthritis patients, without the need for cuff occlusion or comparison to baseline.
机译:存在对能够检测炎性关节炎患者的关节中的炎症的低成本且非侵入性成像工具的临床需求。先前的研究已经报道了发炎和未发炎的关节之间的光学对比,这是由明显的吸收和散射特性引起的。使用基于非遮挡的连续波进行准确分类,透照成像与后续时间检查相比,仅限于患者特定的变化,而不是单时间点检查,这归因于受试者之间的高变异性。与先前的工作不同,从背侧获取光学图像,手掌侧照明,并使用归一化傅里叶变换方法评估沿关节的透射光的空间分布特征。使用该方法的结果表明,在一项涉及21名风湿病患者的144个关节的单时间点检查的试点研究中,接收器操作员曲线下的面积高达0.888。该工作流程可以使将来开发临床上可行的低成本设备来评估关节炎患者的炎症,而无需封堵或与基线比较。

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