在狗的腰椎脊柱中,自动分类椎间盘退化
Frank Niemeyer1,2, Fabio Galbusera1,2,3, Martijn Beukers4
1Institute for Orthopaedic Research and Biomechanics, Centre for Trauma Research University Hospital Ulm Ulm Germany.
JOR spine
|April 18, 2024
概括
一个新的深度学习工具使用MRI扫描准确地得分狗椎间盘退化. 这项技术有助于管理椎间盘疾病,并评估狗的再生疗法.
科学领域:
- 兽医医学 兽医医学 兽医医学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 椎间盘退化在狗中很常见,导致症状和功能损失.
- 用于人类脊柱的Pfirrmann分类方案,在MRI上评估盘退化.
- 这个方案可以评估磁盘再生疗法的有效性.
研究的目的:
- 开发和测试一种深度学习工具,用于自动评分犬椎间盘退化.
- 适应现有的基于人类模型的深度学习工具,用于犬脊髓成像.
主要方法:
- 收集并分析了5991只狗的腰椎磁盘MRI中腰部扫描.
- 应用了Pfirrmann计划和修改后的版本,用于手动评估的过渡等级.
- 在这些图像上训练了一个深度学习模型,并将其性能与基于人类模型的工具进行比较.
主要成果:
- 该工具在狗中获得了大多数退行等级的高灵敏度 (>83%) 和特异性.
- 与狗模型 (85%) 相比,人类模型的平均灵敏度略高 (90%).
- 使用分数等级的修改分级方案与原来的Pfirrmann等级相比没有显著的优势.
结论:
- 一个新的深度学习工具可靠地得分狗椎间盘变性严重程度.
- 该工具的性能虽然略低于人类模型,但显示出临床潜力.
- 这项技术可以帮助管理犬类椎间盘疾病以及对再生疗法的研究.
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