Department of Health Information Management, School of Health Management and Information Sciences, Iran University of Medical Sciences, Tehran, Iran.
Research Center for Prevention of Cardiovascular Disease, Institute of Endocrinology and Metabolism, Iran University of Medical Sciences, Tehran, Iran.
Int J Med Inform. 2021 Feb;146:104343. doi: 10.1016/j.ijmedinf.2020.104343. Epub 2020 Nov 19.
Diabetic foot is one of the important complications of diabetes, which is occurred due to the destructive parameters in different anatomical sites of feet. Management and monitoring of these parameters are very important to decrease or prevent foot ulcers. We aimed to develop a smart wearable device to monitor these parameters to prevent diabetic foot.
Following literature review and expert panel discussions, we considered pressure, temperature and humidity to develop the system. During these sessions, we also developed the system architecture and determined the required technologies. We also developed a mobile application. Finally, all sensors were evaluated for accurate monitoring of pressure, temperature and humidity. A standard protocol was used to evaluate each of these sensors. To this end, five people (four with diabetes and one healthy person) participated. They did a series of movements including walking, sitting, and standing. We considered the pressure measured by Pedar system as the gold standard. Furthermore, we changed the environment temperature and humidity during several experiments and considered the environment temperature and humidity as gold standard. We compared the measured values by sensors with these gold standards.
The evaluation indicated the accurate performance of pressure, humidity and temperature sensors. Sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of the system to provide alarms based on the pressure measured using Pedar were 100, 50, 92.5, 91.8, and 100 %, respectively. The performance of temperature sensors in smart shoes was confirmed by slight differences compared to thermometers. Relatively equal values of humidity measured by two sensors on the left and right feet and the increased difference with the environment humidity showed the exact humidity measured using these sensors.
This smart shoes monitors pressure, humidity, and temperature of patients' feet and sends this data to their smart phone by the Bluetooth module. Furthermore, it controls these parameters; as each of these parameters exceeds the defined threshold, alerts are given to patients for self-management.
糖尿病足是糖尿病的重要并发症之一,它是由于脚部不同解剖部位的破坏性参数引起的。管理和监测这些参数对于减少或预防足部溃疡非常重要。我们旨在开发一种智能可穿戴设备来监测这些参数,以预防糖尿病足。
在文献回顾和专家小组讨论之后,我们考虑了压力、温度和湿度来开发该系统。在这些会议期间,我们还开发了系统架构并确定了所需的技术。我们还开发了一个移动应用程序。最后,所有传感器都经过评估,以准确监测压力、温度和湿度。我们使用标准协议评估每个传感器。为此,五人(四人患有糖尿病,一人健康)参与了这项研究。他们进行了一系列动作,包括行走、坐下和站立。我们将 Pedar 系统测量的压力视为金标准。此外,我们在几个实验中改变了环境温度和湿度,并将环境温度和湿度视为金标准。我们将传感器测量的值与这些金标准进行了比较。
评估表明压力、湿度和温度传感器具有准确的性能。该系统根据 Pedar 测量的压力提供警报的灵敏度、特异性、准确性、阳性预测值和阴性预测值分别为 100%、50%、92.5%、91.8%和 100%。智能鞋中温度传感器的性能通过与温度计的轻微差异得到了确认。左右脚上两个传感器测量的湿度值相对相等,并且随着环境湿度的增加差异增大,表明这些传感器可以准确测量湿度。
这款智能鞋可监测患者脚部的压力、湿度和温度,并通过蓝牙模块将这些数据发送到他们的智能手机。此外,它还可以控制这些参数;当这些参数中的任何一个超过定义的阈值时,就会向患者发出警报,以便他们进行自我管理。