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Medical thermography: a diagnostic approach for type 2 diabetes based on non-contact infrared thermal imaging.

机译:医用热成像:基于非接触式红外热成像的2型糖尿病诊断方法。

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To test the potential of Infrared (IR) thermography in diagnosing as well as predicting type 2 diabetes and its complications compared with biochemical assay of HbA(1c) as standard. As per American Diabetes Association criteria, threshold for diagnosis of diabetes was set as HbA(1c) ≥ 6.5 % (7.7 mmol L(-1)). The total subjects (n = 62) were studied out of which control (n = 32) and diabetic subjects (n = 30). IR camera was used to capture the thermal images of the skin for diagnosis of the disease; receiver operating characteristic (ROC) curve was used to set temperature (°C) as threshold for statistically significant body regions under t test. In diabetic group, HbA(1c) showed negative correlation with carotid region (r = -0.471, p < 0.01) and the mean skin temperature was lower than the normal group at body regions namely knee (p = 0.002), tibia (p = 0.003), forehead (p = 0.014), and palm (p = 0.019). The palm region showed highest area under the curve of 0.711 (95% CI: 0.581-0.842) and the threshold was set as ≤33.85 °C, thereby sensitivity (90%) and specificity (56%) was obtained in determining the undiagnosed diabetes with positive predictive value of 65%, negative predictive value of 85% and accuracy of 73%. As HbA(1c) increases, skin temperature decreases. Skin temperature enables early detection of diabetes as compared to HbA(1c). The decrease in skin temperature may be due to the decrease in the basal metabolic rate, poor blood perfusion and high insulin resistance. Thermography can be used as a diagnostic as well as prognostic tool for the diabetes.
机译:与HbA(1c)的生化分析相比,测试红外(IR)热成像在诊断和预测2型糖尿病及其并发症中的潜力。根据美国糖尿病协会的标准,将糖尿病的诊断阈值设置为HbA(1c)≥6.5%(7.7 mmol L(-1))。研究了总受试者(n = 62),其中对照组(n = 32)和糖尿病受试者(n = 30)。红外热像仪用于捕获皮肤的热图像以诊断疾病。接受者工作特征(ROC)曲线用于将温度(°C)设置为t检验下具有统计学意义的身体区域的阈值。在糖尿病组中,HbA(1c)与颈动脉区域呈负相关(r = -0.471,p <0.01),并且平均皮肤温度在身体区域即膝部(p = 0.002),胫骨(p = 0.003),额头(p = 0.014)和手掌(p = 0.019)。手掌区域的曲线下面积最大,为0.711(95%CI:0.581-0.842),阈值设置为≤33.85°C,从而在确定未诊断的糖尿病中获得了敏感性(90%)和特异性(56%)。阳性预测值为65%,阴性预测值为85%,准确性为73%。随着HbA(1c)的增加,皮肤温度降低。与HbA(1c)相比,皮肤温度可以早期发现糖尿病。皮肤温度下降可能是由于基础代谢率下降,血液灌注不良和胰岛素抵抗高所致。热成像可以用作糖尿病的诊断和预后工具。

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