通过机器学习和空间分析完善肌肉形态学
Daisuke Ono1,2, Honami Kawai1, Hiroya Kuwahara1
1Department of Neurology and Neurological Science, Institute of Science Tokyo, Bunkyo-Ku, Tokyo, Japan.
Neuropathology and applied neurobiology
|March 24, 2025
概括
机器学习准确量化肌肉纤维形态和神经肌肉疾病中的空间模式. 与人类分析相比,这种自动化方法提高了肌肉病和神经病的诊断准确性.
科学领域:
- 神经肌肉病理学 神经肌肉病理学
- 数字病理学数字病理学
- 机器学习在医学中的应用
背景情况:
- 肌肉形态对于诊断神经肌肉疾病至关重要.
- 目前用于分析肌肉形态的方法缺乏效率和客观性.
- 需要对肌肉纤维特征进行客观的量化,才能准确地区分疾病.
研究的目的:
- 开发和验证基于机器学习的系统,用于自动化肌肉形态测量和空间分析.
- 在神经肌肉疾病中量化精制肌肉纤维的形态特征.
- 提高神经肌肉疾病的客观和有效调查.
主要方法:
- 100个肌肉活检样本的回顾性分析 (血素和欧染色).
- 开发用于肌肉纤维细分,自动形态测量和基于图形理论的空间分析的机器学习软件.
- 训练一个LightGBM决策树框架,使用形态和空间变量预测疾病病因.
主要成果:
- 一个YOLOv8细分模型实现了0.819的面具平均精度.
- 自动形态测量揭示了肌病和神经病群体中明显的圆形性模式.
- 该LightGBM模型预测了0.852准确度的诊断,超过了人类注释 (0.808).
- 量化分组缩确定了特定的缩模式,并记录了非典型的表现.
结论:
- 自动化肌肉形态测量和空间分析提供了对肌肉形态的客观量化.
- 这种方法促进了神经肌肉疾病的高效和准确的调查.
- 机器学习增强了肌肉病理学的诊断能力.
相关概念视频
Skeletal Muscle Anatomy
Skeletal muscle is the most abundant type of muscle in the body. Tendons are the connective tissue that attaches skeletal muscle to bones. Skeletal muscles pull on tendons, which in turn pull on bones to carry out voluntary movements.
Classification of Skeletal Muscle Fibers
Skeletal muscles continuously produce ATP to provide the energy that enables muscle contractions. Skeletal muscle fibers can be categorized into three types based on differences in their contraction speed and how they produce ATP, as well as physical differences related to these factors. Most human muscles contain all three muscle fiber types, albeit in varying proportions.
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
Slow-Twitch Muscle Fibers
Slow oxidative, muscle fibers appear red due to large numbers of capillaries and high levels of...
Gross Anatomy of Skeletal Muscles
The connective tissues play a significant role in arranging the muscle fibers into a hierarchical structure that forms a complete muscle. Consider a muscle like the bicep brachii, commonly called the bicep. This muscle comprises thousands of muscle fibers enclosed by a protective layer of connective tissue called the endomysium. The endomysium is primarily composed of reticular fibers, a type of thin collagen fiber. It allows the exchange of nutrients and waste products at the fiber level,...
Microscopic Anatomy of Skeletal Muscles
Skeletal muscle cells, also called muscle fibers, are distinctly elongated, multi-nucleated, slender biological units. They are packed with specialized structures designed to facilitate their primary function, which is contraction.
The muscle sarcolemma is a plasma membrane enclosing each muscle cell that conducts electrical signals called action potentials. The sarcolemma extends into the cell to form T-tubules, ensuring the neural impulses are uniformly distributed across the entire muscle...
The muscle sarcolemma is a plasma membrane enclosing each muscle cell that conducts electrical signals called action potentials. The sarcolemma extends into the cell to form T-tubules, ensuring the neural impulses are uniformly distributed across the entire muscle...


