EIE Department, SRM Institute of Science and Technology, Kattankulathur 603203, India.
Safety and Environmental Group, Department of Atomic Energy, IGCAR, Kalpakkam 603102, India.
Sensors (Basel). 2021 Dec 30;22(1):266. doi: 10.3390/s22010266.
Early diagnosis of Parkinson's disease (PD) plays a critical role in effective disease management and delayed disease progression. This study reports a technique that could diagnose and differentiate PD from essential tremor (ET) in its earlier stage using a non-motor phenotype. Autonomic dysfunction, an early symptom in PD patients, is caused by α-synuclein pathogenesis in the central nervous system and can be diagnosed using skin vasomotor response to cold stimuli. In this study, the investigations were performed using data collected from 20 PD, 20 ET and 20 healthy subjects. Infrared thermography was used for the cold stress test to observe subjects' hand temperature before and after cold stimuli. The results show that the recovery rate of hand temperature was significantly different between the groups. The data obtained in the cold stress test were verified using Pearson's cross-correlation technique, which showed that few disease parameters like medication and motor rating score had an impact on the recovery rate of hand temperature in PD subjects. The characteristics of the three groups were compared and classified using the k-means clustering algorithm. The sensitivity and specificity of these techniques were analyzed using an Receiver Operating Characteristic (ROC) curve analyzer. These results show that this non-invasive technique can be used as an effective tool in the diagnosis and differentiation of PD in its early stage.
帕金森病(PD)的早期诊断对于有效疾病管理和延缓疾病进展至关重要。本研究报告了一种使用非运动表型在早期诊断和区分 PD 与特发性震颤(ET)的技术。自主神经功能障碍是 PD 患者的早期症状,是由中枢神经系统中的α-突触核蛋白发病引起的,可以通过皮肤对冷刺激的血管运动反应来诊断。在这项研究中,使用从 20 名 PD 患者、20 名 ET 患者和 20 名健康受试者中收集的数据进行了研究。使用红外热成像进行冷应激测试,观察受试者在冷刺激前后的手部温度。结果表明,组间手部温度的恢复率有显著差异。使用 Pearson 交叉相关技术验证了冷应激测试中获得的数据,结果表明,少数疾病参数,如药物和运动评分,对 PD 患者手部温度的恢复率有影响。使用 k-均值聚类算法对三组特征进行了比较和分类。使用接收者操作特征(ROC)曲线分析器分析了这些技术的敏感性和特异性。这些结果表明,这种非侵入性技术可作为早期诊断和区分 PD 的有效工具。