与身体感知障碍相关的疼痛特质:来自机器学习和夏普利添加式扩展的见解
Hayato Shigetoh1, Masayuki Koga2, Yoichi Tanaka3
1Department of Physical Therapy, Faculty of Health Science, Kyoto Tachibana University, Kyoto, Japan; Neurorehabilitation Research Center, Kio University, Nara, Japan.
Archives of physical medicine and rehabilitation
|December 5, 2025
概括
机器学习分析显示",痛"和"痛"与肌肉骨疼痛患者的身体感知障碍密切相关. 这些发现凸显了动感相关疼痛特性的重要性.
科学领域:
- 疼痛研究 疼痛研究
- 机器学习在医疗保健中的应用
- 肌肉骨系统疾病 肌肉骨系统疾病
背景情况:
- 在肌肉骨疼痛患者中,身体感知障碍很常见.
- 了解与这些障碍相关的特定疼痛特征对于有效治疗至关重要.
研究的目的:
- 确定与肌肉骨疼痛患者身体感知障碍相关的特定疼痛特质.
- 用机器学习的可解释性方法来进行这种识别.
主要方法:
- 一项涉及179名肌肉骨疼痛患者的横截面研究.
- 使用了自我报告问卷:简短形式的麦吉尔疼痛问卷-2 (SFMPQ-2) 和弗里曼特尔身体意识问卷 (FreBAQ).
- 在随机森林模型中使用了SHapley添加物扩展 (SHAP) 分析.
主要成果:
- SHAP分析发现"痛"是导致身体感知障碍的主要原因.
- 两种相关性表明",痛"与身体意识有着最强烈的关联.
- 这两种方法都集中在与动感相关的疼痛描述器上.
结论:
- 多重疼痛质量与肌肉骨疼痛中身体感知障碍有关.
- 与动感相关的疼痛描述符显示出与身体感知障碍的突出联系.
- 结果可以为以感官运动为重点的评估和干预提供信息.
相关概念视频
Factors Affecting Perception
2.6K
Perception is influenced by perceptual set, context, motivation, and emotion. Perceptual set, or perceptual expectancy, refers to the tendency to perceive things in a particular way, influenced by previous experiences and expectations. This phenomenon affects the interpretation of stimuli, creating a set of mental tendencies and assumptions that impact sensory perceptions of sound, taste, touch, and sight.
An illustrative example of a perceptual set is the scenario where an airline pilot told...
An illustrative example of a perceptual set is the scenario where an airline pilot told...
2.6K
Sensory Perception: Organization of the Somatosensory System
11.0K
The somatosensory system is the central and peripheral nervous system component that senses and processes touch, pressure, pain, temperature, and body position or proprioception. The process of sensation takes place at three levels:
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
The receptor level:
The receptor level is the first stage of sensation. It involves the detection of a stimulus by specialized sensory receptors. The stimulus must arrive within the receptor's receptive field. Next, the receptor converts the energy of the...
11.0K
Somatosensation
42.9K
The somatosensory system relays sensory information from the skin, mucous membranes, limbs, and joints. Somatosensation is more familiarly known as the sense of touch. A typical somatosensory pathway includes three types of long neurons: primary, secondary, and tertiary. Primary neurons have cell bodies located near the spinal cord in groups of neurons called dorsal root ganglia. The sensory neurons of ganglia innervate designated areas of skin called dermatomes.
42.9K
Pain
1.2K
Pain serves as a critical warning signal that alerts the body to potential or actual harm. When mechanical pressure on the skin is intense, such as from a sharp pinch, the sensation transitions from touch to pain. Similarly, extreme temperatures, like a hot pot handle, convert the sensation of heat into pain. Pain can also result from overstimulation of other senses, such as blinding light, loud noise, or the intense heat from habañero peppers. This ability to sense pain is essential for...
1.2K
Perception
964
Perception is a fundamental psychological process that enables individuals to organize, interpret, and consciously experience sensory information. This process is crucial for understanding and interacting with the world around us. It includes both bottom-up and top-down processing, each playing a distinct role in how we perceive our environment.
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
964
Machines: Problem Solving II
626
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. Consider a lifting tong carrying a 100 kg load. It comprises movable sections DAF and CBG linked together with member AB.
626


