Multivariate Parametric Study of Nailfold Capillary Images for Disease Detection.

K V Suma, P A Dinesh, Bheemsain Rao
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引用次数: 0

Abstract

Nailfold capillaroscopy is a tool which is non-invasive in nature and can be useful for diagnosis, research, therapeutic study and prognosis. Research shows that specific capillary morphology patterns are identified for diabetic subjects, hypertensive subjects and normal controls. In this study, we have proposed RATHEW approach of classifying these three classes of subjects. RATHEW approach employs a three step process for classifying nailfold images: one, identify six abnormality parameters from the image dataset; two, score these abnormality parameters based on the defined scoring rules; and three, combine them mathematically to segregate them into three classes. This technique can be further enhanced to grade the severity of disease and organ involvement. This can bring in a paradigm shift to the disease detection and therapeutic study mechanism.

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甲襞毛细血管图像诊断疾病的多变量参数研究。
甲襞毛细管镜检查是一种无创的工具,可用于诊断、研究、治疗和预后。研究表明,糖尿病患者、高血压患者和正常对照者的毛细血管形态具有特异性。在本研究中,我们提出了RATHEW方法对这三类主题进行分类。RATHEW方法采用三步法对甲襞图像进行分类:首先,从图像数据集中识别出6个异常参数;二是根据定义的评分规则对这些异常参数进行评分;第三,用数学方法把它们组合起来,分成三类。这项技术可以进一步加强对疾病和器官受累程度的分级。这将带来疾病检测和治疗研究机制的范式转变。
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来源期刊
Critical Reviews in Biomedical Engineering
Critical Reviews in Biomedical Engineering Engineering-Biomedical Engineering
CiteScore
1.80
自引率
0.00%
发文量
25
期刊介绍: Biomedical engineering has been characterized as the application of concepts drawn from engineering, computing, communications, mathematics, and the physical sciences to scientific and applied problems in the field of medicine and biology. Concepts and methodologies in biomedical engineering extend throughout the medical and biological sciences. This journal attempts to critically review a wide range of research and applied activities in the field. More often than not, topics chosen for inclusion are concerned with research and practice issues of current interest. Experts writing each review bring together current knowledge and historical information that has led to the current state-of-the-art.
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