Novel dynamic peak and distribution plantar pressure measures on diabetic patients during walking

被引:19
|
作者
Al-Angari, Haitham M. [1 ]
Khandoker, Ahsan H. [2 ]
Lee, Sungmun [1 ]
Almahmeed, Wael [3 ,4 ]
Al Safar, Habiba S. [1 ,2 ]
Jelinek, Herbert F. [5 ,6 ]
Khalaf, Kinda [2 ]
机构
[1] Khalifa Univ, Ctr Biotechnol, Abu Dhabi, U Arab Emirates
[2] Khalifa Univ, Dept Biomed Engn, POB 127788, Abu Dhabi, U Arab Emirates
[3] Sheikh Khalifa Med City, Inst Cardiac Sci, Abu Dhabi, U Arab Emirates
[4] Cleveland Clin, Inst Heart & Vasc, Abu Dhabi, U Arab Emirates
[5] Charles Sturt Univ, Sch Community Hlth, Albury, NSW, Australia
[6] Macquarie Univ, Australian Sch Adv Med, Sydney, NSW, Australia
关键词
Diabetes; Diabetic peripheral neuropathy; Diabetes complications; Plantar pressure; Shape analysis; Wavelet moment; Sample entropy; NEUROPATHY; GAIT; IDENTIFICATION;
D O I
10.1016/j.gaitpost.2016.11.006
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Diabetic peripheral neuropathy (DPN) is a common complication leading to foot ulceration and amputation. Several kinematic, kinetic and plantar pressure measures have been proposed for DPN detection, however findings have been inconsistent. In this work, we present new shape features that capture variations in the plantar pressure using shape and entropy measures to the study of patients with retinopathy, DPN and nephropathy, and a control diabetic group with no complications. The change in the peak plantar pressure (PPP) position with each step for both feet was represented as a convex polygon, asymmetry index, area of the convex polygon, 2nd wavelet moment (WM2) and sample entropy (SamEn). WM2 and the SamEn were more sensitive in capturing variations due to presence of complications than the area and asymmetry measures. WM2 of the left heel (median: 1st IQ, 3rd IQ): 8.27 (4.6,14.8) and left forefoot: 9.2 (2.4,16) were significantly lower for the DPN group compared to the control (CONT) group (heel 11.9 (5.0,16.4); forefoot: 10.3 (4.4,21.3), p < 0.05). SamEn for the DPN group was significantly lower in the right foot compared to the left foot (1.3 (1.26, 1.37) and 1.33 (1.26,1.4), p < 0.01) compared to CONT (right foot: 1.37 (1.24,1.45) and left foot: 1.34 (1.25,1.42), P < 0.05). These new shape and regularity features have shown promising results in detecting diabetic peripheral neuropathy and warrant further investigation. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:261 / 267
页数:7
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