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nalysis of Cutaneous Leishmaniasis Hyperspectral Images by Means of an Inverse Modeling Procedure

机译:通过反向建模程序分析皮肤利什曼IASIS高光谱图像

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Latin America and other places in the world have tropical regions, from which multiple diseases emerge. CutaneousLeishmaniasis (CL) is one of the most common pathologies that attack the populations on these areas,generating an ulcer and leaving marks for life. The difficult access to appropriate medical attention of affectedpopulations raises the need for new instruments and techniques that facilitate the diagnosis and monitoring oftreatments for this disease. This article proposes a methodology of analysis of golden hamster skin with cutaneousulcer caused by leishmaniasis through a three-layer inverse reectance model, genetic algorithms andthe Hyperspectral image acquisition system ASCLEPIOS. As a result, the concentration maps of: thickness ofthe epidermis (epi), epidermis plus thickness of the dermis (epiPder), volumetric fraction of blood (Fblood),diameter of the Collagen particles (Coll), volumetric fraction of collagen (Fcoll), diameter of the Fibroblastparticles (Fibro), volumetric fraction of melanin (Fmel), diameter of Keratynocytes particles (Kera), diameterof Macrophages particles (Macro), and oxygen saturation (OS) were obtained. The ANOVA test on the concentrationmaps was used. In this way, it is observed which variables allow to statistically differentiate healthytissue from nodular tissue and ulcer center, in this way it is observed that fibroblasts and oxygen saturation arethe parameters that statistically differentiate healthy tissue to tissue with nodule. In the case of healthy tissueand ulcer center, the differentiating parameters are fibroblasts and volumetric fraction of melanin.
机译:拉丁美洲和世界上的其他地方有热带地区,从中出现了多种疾病。皮肤LeishManiaisis(CL)是攻击这些领域的人口的最常见的病理之一,生成溃疡并留下寿命的标记。难以获得受影响的适当医疗人群提高了对促进诊断和监测的新仪器和技术的需求治疗这种疾病。本文提出了一种用皮肤分析了金仓鼠皮肤的方法利什曼病通过三层反射患者引起的溃疡Iccance模型,遗传算法和高光谱图像采集系统ASCLEPIOS。结果:浓度图:厚度表皮(EPI),表皮加上真皮的厚度(腰果片),血液的容量分数(FBLood),胶原蛋白(Coll),胶原(Fcoll)的容量分数,成纤维细胞直径的直径颗粒(纤维),黑色素(FMEL)的体积分数,角膜细胞直径颗粒(KERA),直径获得巨噬细胞颗粒(宏)和氧饱和度(OS)。 ANOVA对浓度的测试使用地图。通过这种方式,观察到哪些变量允许统计学地区分健康来自结节组织和溃疡中心的组织,以这种方式观察到成纤维细胞和氧饱和度是统计学上与结节分化对组织的参数。在健康组织的情况下和溃疡中心,区分参数是黑色素的成纤维细胞和体积分数。

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