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热成像技术能否用于预测下肢静脉溃疡的愈合状况?

Can Thermal Imaging Technique be Used to Predict the Healing Status of a Venous Leg Ulcer?

作者信息

Ogrin Rajna, Motin Mohammod A, Aliahmad Behzad, Elder Kylie, Anderson Jacinta, Kumar Dinesh

机构信息

Bolton Clarke, Victoria, Australia.

5376Royal Melbourne Institute of Technology University, Melbourne, Victoria, Australia.

出版信息

Int J Low Extrem Wounds. 2023 Mar;22(1):85-92. doi: 10.1177/15347346211002351. Epub 2021 Apr 15.

DOI:10.1177/15347346211002351
PMID:33856237
Abstract

Venous leg ulcers (VLUs) are the most common chronic wound types in older populations, with many wounds not healing in the normal trajectory. Many older people with wounds are treated in their homes, currently assessed by monitoring the wound area over weeks to ascertain the potential for healing. A noncontact method using thermal imaging has been shown to predict the healing trajectory of diabetes-related foot ulcers, although has not been tested in VLU or the home setting. This project investigated the effectiveness of using thermal imaging to predict VLU healing in the homes of participants. Images of 78 ulcers were collected weekly using a thermal camera from 67 participants in their homes, at 5 consecutive time points. Final follow-up calls were undertaken at 12 weeks to ascertain healing status (healed/unhealed). Images were preprocessed and segmented and the area of the region of the wound was extracted. Kruskal-Wallis tests were performed to test the association of the change of areas over the 5 consecutive weeks with the healing status of the ulcers at 12 weeks. The 95% confidence interval plots were obtained to study the distribution of the area in the healed and unhealed cases. This study found that the difference in the imaged areas between unhealed ulcers at 12 weeks did not reach statistical significance using thermal imaging. Therefore, thermal images could not predict healing progression in VLUs when the images were taken in the homes of participants. Future research to improve the prediction of venous leg ulcer healing should include developing a protocol to standardize conditions, improve imaging process methods, and use machine learning.

摘要

下肢静脉溃疡(VLUs)是老年人群中最常见的慢性伤口类型,许多伤口无法按正常轨迹愈合。许多有伤口的老年人在家中接受治疗,目前通过数周内监测伤口面积来评估愈合潜力。一种使用热成像的非接触方法已被证明可预测糖尿病相关足部溃疡的愈合轨迹,不过尚未在下肢静脉溃疡或家庭环境中进行测试。本项目研究了使用热成像预测参与者家中下肢静脉溃疡愈合情况的有效性。使用热成像相机每周从67名参与者家中收集78处溃疡的图像,共连续收集5个时间点。在12周时进行最终随访电话,以确定愈合状态(愈合/未愈合)。对图像进行预处理和分割,并提取伤口区域的面积。进行Kruskal-Wallis检验,以测试连续5周内面积变化与12周时溃疡愈合状态之间的关联。获得95%置信区间图,以研究愈合和未愈合病例中面积的分布情况。本研究发现,使用热成像时,12周时未愈合溃疡的成像面积差异未达到统计学意义。因此,当在参与者家中拍摄图像时,热成像无法预测下肢静脉溃疡的愈合进程。未来改善下肢静脉溃疡愈合预测的研究应包括制定标准化条件的方案、改进成像处理方法以及使用机器学习。

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引用本文的文献

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A Comprehensive Scoping Review on the Use of Point-Of-Care Infrared Thermography Devices for Assessing Various Wound Types.关于使用即时护理红外热成像设备评估各种伤口类型的综合范围综述。
Int Wound J. 2025 Aug;22(8):e70741. doi: 10.1111/iwj.70741.
2
Computerised prediction of healing for venous leg ulcers.计算机预测静脉性下肢溃疡的愈合情况。
Sci Rep. 2022 Oct 26;12(1):17962. doi: 10.1038/s41598-022-20835-y.
3
Thermal imaging potential and limitations to predict healing of venous leg ulcers.热成像在预测静脉性下肢溃疡愈合中的潜力和局限性。
Sci Rep. 2021 Jun 24;11(1):13239. doi: 10.1038/s41598-021-92828-2.