TY - JOUR
T1 - Novel dynamic peak and distribution plantar pressure measures on diabetic patients during walking
AU - Al-Angari, Haitham M.
AU - Khandoker, Ahsan H.
AU - Lee, Sungmun
AU - Almahmeed, Wael
AU - Al Safar, Habiba S.
AU - Jelinek, Herbert F.
AU - Khalaf, Kinda
N1 - Includes bibliographical references.
PY - 2017/1/1
Y1 - 2017/1/1
N2 - 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.
AB - 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.
KW - Diabetes
KW - Diabetes complications
KW - Diabetic peripheral neuropathy
KW - Plantar pressure
KW - Sample entropy
KW - Shape analysis
KW - Wavelet moment
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UR - http://www.scopus.com/inward/citedby.url?scp=84995459780&partnerID=8YFLogxK
U2 - 10.1016/j.gaitpost.2016.11.006
DO - 10.1016/j.gaitpost.2016.11.006
M3 - Article
C2 - 27838570
AN - SCOPUS:84995459780
SN - 0966-6362
VL - 51
SP - 261
EP - 267
JO - Gait and Posture
JF - Gait and Posture
ER -