根据PCA对患有关节疾病的患者下运动的动力学分类
Ryuji Shigemitsu1, Toru Ogawa2, Emika Sato2
1Division of Advanced Prosthetic Dentistry, Tohoku University Graduate School of Dentistry, Sendai 980-8575, Japan; Department of Materials and Production, Aalborg University, Fibigerstraede 16, Aalborg East DK-9220, Denmark.
Computers in biology and medicine
|November 21, 2024
概括
这项研究使用了富里埃转换,主要组件分析和K-means集群来分析关疾病 (TMD) 患者的下运动. 该方法确定了与治疗期间疼痛症状变化相关的独特动态模式.
科学领域:
- 生物机械分析分析
- 医学诊断 医学诊断 医学诊断
- 在医疗保健中的数据科学.
背景情况:
- 部疾病 (TMD) 带来了复杂的诊断挑战.
- 对下部运动的客观动力学评估对于理解TMD至关重要.
- 当前的评估方法可能无法完全捕捉到TMD症状的动态性质.
研究的目的:
- 在关节障碍 (TMD) 治疗期间动力学分类下部运动.
- 为了将这些运动模式与与疼痛相关的TMD症状相关联.
- 探索用于TMD评估的先进数据分析技术的潜力.
主要方法:
- 使用移动捕获系统对下部运动的回顾性分析.
- 应用福里埃转换 (FT),主要组件分析 (PCA) 和K-平均集群 (k-平均).
- 从记录的最大无助口腔开口 (MMO) 数据中提取和分析关节角度时间序列.
主要成果:
- 确定了两种不同的下部运动模式集群:症状和无症状.
- 参与者显示了与疼痛缓解相关的集群之间的明显过渡路径.
- 动力学模式在TMD患者和健康对照人群之间有所不同.
结论:
- 结合使用FT,PCA和k-means,为诊断和评估TMD提供了一个有前途的方法.
- 这种方法可以识别症状动力学模式,并跟踪治疗引起的变化.
- 这些发现表明基于动力学特征的TMD是一种新的功能评估工具.
相关概念视频
Classification of Bones
The bones of the human skeletal system are of varied shapes, sizes, and functions. They can be classified based on their shape and function into four major classes: long bones, short bones, flat bones, and irregular bones. Some classifications include a fifth type, the sesamoid bones, as a separate class, whereas others categorize them under short bones.
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Long and Short Bones
The appendicular skeleton, particularly the upper and lower limbs, is primarily made of long and short bones. The long...
Functional Classification of Joints
Functional Classification of Joints
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
The functional classification of joints is determined by the amount of mobility between the adjacent bones. Joints are functionally classified as a synarthrosis or immobile joint, an amphiarthrosis or slightly moveable joint, or as a diarthrosis, a freely moveable joint. Fibrous and cartilaginous joints can be functionally classified as either synarthroses or amphiarthroses, whereas all synovial joints are classified as diarthroses.
Synarthrosis
An immobile...
Structural Classification of Joints
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...


