在儿科水头中自动心室细分:我们有多接近?
Birra R Taha1, Gaoxiang Luo2, Anant Naik1
11Departments of Neurosurgery.
Journal of neurosurgery. Pediatrics
|May 23, 2025
概括
最先进的大脑细分工具在儿科水头发病例中表现不佳,年龄较小和心室较大与准确度较低有关. 需要进一步的研究来改进这些自动化模型的临床用途.
科学领域:
- 医学成像分析分析 医学成像分析
- 医疗保健中的人工智能
- 儿科神经影像学 儿科神经影像学
背景情况:
- 图像硬件和数据可用性的进步刺激了大脑细分的进展.
- 现有的细分模型在儿科群体中通常具有有限或未知的性能,特别是在像水头这样的疾病中.
研究的目的:
- 评估当前的自动心室细分工具 (FastSurfer和QuickNAT) 在儿科水脑病例中的准确性.
- 确定影响这些细分模型在儿童中的表现的因素.
主要方法:
- 利用了32名被诊断患有水头发症的儿科患者的40个扫描.
- 将FastSurfer和QuickNAT的自动细分输出与使用子相似系数 (DSC) 的手动细分进行比较.
主要成果:
- 无论是FastSurfer还是QuickNAT,都表现不佳,平均DSC为0.61.
- 年轻的年龄和较大的心室体积与较低的细分精度 (较低的DSC) 有着显著的关联.
- 两种模型之间没有观察到显著的性能差异,性别或MRI磁铁强度等因素也没有显著的意义.
结论:
- 当前的自动化细分模型在适用于儿科水脑时显示出显著的性能差距.
- 未来的模型开发需要仔细考虑培训数据,以解决这些局限性,并使临床部署.
相关概念视频
Anatomy of the Heart
The human heart is made up of three layers of tissue that are surrounded by the pericardium, a membrane that protects and confines the heart. The outermost layer, closest to the pericardium, is the epicardium. The pericardial cavity separates the pericardium from the epicardium. Beneath the epicardium is the myocardium, the middle layer, and the endocardium, the innermost layer. There are four chambers of the heart: the right atrium, the right ventricle, the left atrium, and the left ventricle.
Location and Orientation of the Heart
The human heart, despite its modest size and weight, is an organ of remarkable strength and endurance. Roughly the size of a fist, the heart weighs between 250 and 350 grams and is nestled within the mediastinum, the medial cavity of the thorax. It extends obliquely for about 12 to 14 cm, resting on the superior surface of the diaphragm. The heart is positioned anterior to the vertebral column and posterior to the sternum, with two-thirds of its mass lying to the left of the midsternal line.
Chambers of the Heart
The human heart is a complex organ made up of four chambers: the right and left atria and the right and left ventricles. These internal chambers are separated by partitions known as the interatrial and interventricular septa. The exterior of the heart features a groove known as the coronary sulcus that demarcates the atria from the ventricles, while the anterior and posterior interventricular sulci distinguish between the two ventricles.
Deoxygenated blood from the body is received in the right...
Deoxygenated blood from the body is received in the right...
Development of the Heart
The development of the human heart, a crucial organ, commences from the mesoderm on the 18th or 19th day after fertilization. This process initiates in the cardiogenic area, a group of mesodermal cells at the embryo's head end, which evolves into elongated strands known as cardiogenic cords. These cords undergo a transformation to form hollow-centered endocardial tubes.
As the embryo undergoes lateral folding, these paired tubes approach each other, merging into a single primitive heart tube by...
As the embryo undergoes lateral folding, these paired tubes approach each other, merging into a single primitive heart tube by...


