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Physiological basis for noninvasive skin cancer diagnosis using diffuse reflectance spectroscopy

机译:使用漫反射光谱法的非侵入性皮肤癌诊断的生理基础

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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:弥漫反射谱谱提供对皮肤癌症诊断的视觉筛选和活组织检查提供非侵入性,快速和低成本的替代品。我们之前从76名患者中获得了137个病变的反射光谱,并使用主成分分析(PCA)确定了光谱诊断的能力。然而,它不熟悉,为什么光谱分析能够实现组织分类。为了提供生理基础,我们使用了蒙特卡罗查找表(MChrut)模型来从这些临床数据中提取生理参数。 MCHRUT模型导致以下生理参数:氧饱和度,血红蛋白浓度,黑色素浓度,血管半径和散射参数。生理参数表明,与正常组织相比,癌组织具有较低的散射和较大的血管半径。这些结果证明了弥漫反射光谱的潜力,用于检测组织早期癌前癌前患者的初前变化。将来,将这些生理参数结合的诊断算法可以实现对皮肤癌的非侵入性诊断。

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