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Physiological basis for noninvasive skin cancer diagnosis using diffuse reflectance spectroscopy

机译:漫反射光谱法诊断无创皮肤癌的生理基础

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Diffuse reflectance spectroscopy offers a noninvasive, fast, and low-cost alternative to visual screening and biopsy for skin cancer diagnosis. We have previously acquired reflectance spectra from 137 lesions in 76 patients and determined the capability of spectral diagnosis using principal component analysis (PCA). However, it is not well elucidated why spectral analysis enables tissue classification. To provide the physiological basis, we used the Monte Carlo look-up table (MCLUT) model to extract physiological parameters from those clinical data. The MCLUT model results in the following physiological parameters: oxygen saturation, hemoglobin concentration, melanin concentration, vessel radius, and scattering parameters. Physiological parameters show that cancerous skin tissue has lower scattering and larger vessel radii, compared to normal tissue. These results demonstrate the potential of diffuse reflectance spectroscopy for detection of early precancerous changes in tissue. In the future, a diagnostic algorithm that combines these physiological parameters could be enable non-invasive diagnosis of skin cancer.
机译:漫反射光谱法为视觉筛查和活检提供了一种非侵入性,快速且低成本的替代方法,可用于皮肤癌的诊断。我们先前已从76位患者的137个病变中获得了反射光谱,并使用主成分分析(PCA)确定了光谱诊断的能力。然而,尚不清楚为什么频谱分析能够进行组织分类。为了提供生理基础,我们使用了蒙特卡罗查找表(MCLUT)模型从那些临床数据中提取生理参数。 MCLUT模型产生以下生理参数:氧饱和度,血红蛋白浓度,黑色素浓度,血管半径和散射参数。生理参数显示,与正常组织相比,癌性皮肤组织具有较低的散射和较大的血管半径。这些结果证明了漫反射光谱法检测早期癌前组织变化的潜力。将来,结合这些生理参数的诊断算法可以实现皮肤癌的非侵入性诊断。

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