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患有和未患糖尿病的老年人足跟垫中微腔和大腔的质地差异。

Texture differences of microchambers and macrochambers in heel pads between the elderly with and without diabetes.

作者信息

Duan Yijie, Ren Weiyan, Xu Yan, Zhang Kexin, Bai Dingqun, Li Jianchao, Jan Yih-Kuen, Pu Fang

机构信息

Key Laboratory of Human Motion Analysis and Rehabilitation Technology of the Ministry of Civil Affairs, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China.

Key Laboratory of Biomechanics and Mechanobiology, Ministry of Education, School of Engineering Medicine, Beihang University, Beijing, China.

出版信息

J Tissue Viability. 2024 Nov;33(4):584-590. doi: 10.1016/j.jtv.2024.07.016. Epub 2024 Jul 25.

Abstract

OBJECTIVE

This study aims to use the texture analysis of ultrasound images to distinguish the features of microchambers (a superficial thinner layer) and macrochambers (a deep thicker layer) in heel pads between the elderly with and without diabetes, so as to preliminarily explore whether texture analysis can identify the potential injury characteristics of deep tissue under the influence of diabetes before the obvious injury signs can be detected in clinical management.

METHODS

Ultrasound images were obtained from the right heel (dominant leg) of eleven elderly people with diabetes (DM group) and eleven elderly people without diabetes (Non-DM group). The TekScan system was used to measure the peak plantar pressure (PPP) of each participant. Six gray-level co-occurrence matrix (GLCM) features including contrast, correlation, dissimilarity, energy, entropy, homogeneity were used to quantify texture changes in microchambers and macrochambers of heel pads.

RESULTS

Significant differences in GLCM features (correlation, energy and entropy) of macrochambers were found between the two groups, while no significant differences in all GLCM features of microchambers were found between the two groups. No significant differences in PPP and tissue thickness in the heel region were observed between the two groups.

CONCLUSIONS

In the elderly with diabetes who showed no significant differences in PPP and plantar tissue thickness compared to those without diabetes, several texture features of ultrasound images were found to be significantly different. Our finding indicates that texture features (correlation, energy and entropy) of macrochambers could be used for early detection of soft tissue damage associated with diabetes.

摘要

目的

本研究旨在利用超声图像的纹理分析来区分糖尿病老年患者和非糖尿病老年患者足跟垫中微腔(浅表较薄层)和宏腔(深部较厚层)的特征,从而在临床管理中尚未检测到明显损伤迹象之前,初步探索纹理分析是否能够识别糖尿病影响下深部组织的潜在损伤特征。

方法

从11名糖尿病老年患者(糖尿病组)和11名非糖尿病老年患者(非糖尿病组)的右足跟(优势侧)获取超声图像。使用TekScan系统测量每位参与者的足底峰值压力(PPP)。使用包括对比度、相关性、差异性、能量、熵、同质性在内的六个灰度共生矩阵(GLCM)特征来量化足跟垫微腔和宏腔中的纹理变化。

结果

两组之间宏腔的GLCM特征(相关性、能量和熵)存在显著差异,而两组之间微腔的所有GLCM特征均未发现显著差异。两组之间足跟区域的PPP和组织厚度未观察到显著差异。

结论

在与非糖尿病患者相比PPP和足底组织厚度无显著差异的糖尿病老年患者中,发现超声图像的几个纹理特征存在显著差异。我们的研究结果表明,宏腔的纹理特征(相关性、能量和熵)可用于早期检测与糖尿病相关的软组织损伤。

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