血管提升:在人类磁共振血管学数据中用于小血管细分的Python工具箱
Marshall Xu1, Fernanda L Ribeiro1, Markus Barth1
1School of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, QLD, Australia.
bioRxiv : the preprint server for biology
|June 3, 2024
概括
深度学习方法在高分辨率磁共振血管学 (MRA) 数据中准确地细分大脑血管. VesselBoost有效地使用不完美的训练标签和数据增强对小脑血管进行细分.
科学领域:
- 神经成像是一种神经成像.
- 医疗图像分析 医学图像分析
- 血管生物学 血管生物学
背景情况:
- 超高磁场磁共振血管造影 (MRA) 提供了对活人大脑动脉的美索斯科普视图.
- 了解大脑血管系统对于了解血液供应和小血管疾病至关重要.
- 对于定量表征和血液流动模拟,需要精确,详细的细分小血管.
研究的目的:
- 探索深度学习的应用,以对高分辨率的MRA数据进行细分.
- 为了应对医学成像学中有限且准确标记的训练数据的挑战.
- 介绍VesselBoost,这是一个用于精确血管细分的新包.
主要方法:
- 利用深度学习技术对高分辨率MRA数据集进行船舶细分.
- 开发了VesselBoost,这是一个旨在处理不完美的训练标签的软件包.
- 实施了一种创新的数据增强策略,利用血管结构中固有的相似性.
主要成果:
- 实现了大脑血管结构的准确和详细细分.
- 证明了VesselBoost在细分小型船舶方面的有效性.
- 展示了深度学习的实用性,对MRA数据使用不完美的标签.
结论:
- 深度学习,特别是VesselBoost,可以从MRA中精确细分大脑血管架构.
- 该方法克服了数据可用性和标签准确性的局限性.
- 有助于先进的定量分析和模拟大脑血液流动.
相关概念视频
Blood Flow
Blood is pumped by the heart into the aorta, the largest artery in the body, and then into increasingly smaller arteries, arterioles, and capillaries. The velocity of blood flow decreases with increased cross-sectional blood vessel area. As blood returns to the heart through venules and veins, its velocity increases. The movement of blood is encouraged by smooth muscle in the vessel walls, the movement of skeletal muscle surrounding the vessels, and one-way valves that prevent backflow.
Overview of Blood Vessels
The human cardiovascular system comprises five primary types of blood vessels: arteries, arterioles, veins, venules, and capillaries, each serving unique functions.
Arteries and Arterioles: Arteries are muscular and elastic vessels that primarily carry oxygenated blood from the heart to body tissues, except for the pulmonary artery, which carries deoxygenated blood. They have thick walls to withstand high pressure and contain a layer of muscle tissue, allowing them to expand or contract as...
Arteries and Arterioles: Arteries are muscular and elastic vessels that primarily carry oxygenated blood from the heart to body tissues, except for the pulmonary artery, which carries deoxygenated blood. They have thick walls to withstand high pressure and contain a layer of muscle tissue, allowing them to expand or contract as...
Structure of Blood Vessels
Blood is circulated throughout the human body through a network of blood vessels called the circulatory system. This system includes arteries that transport blood from the heart to various body parts. These arterial pathways divide into smaller vessels until they reach the arterioles, which further split into capillaries. It is within these minuscule capillaries that the exchange of nutrients and waste products takes place. After this exchange, the blood is collected by venules, which fuse to...
Development of Blood Vessels
The development of the vascular system in a fetus is a complex and intricate process that begins as early as 15 to 16 days post-conception. This process starts outside the embryo, specifically in the mesoderm of the yolk sac, chorion, and connecting stalk. Approximately two days later, the formation of blood vessels occurs within the embryo itself.
The initial formation of this system is facilitated by the small amount of yolk present in the ovum and yolk sac. Blood vessels originate from...
The initial formation of this system is facilitated by the small amount of yolk present in the ovum and yolk sac. Blood vessels originate from...
Anatomy of Blood Vessels
The vascular system, an integral part of the circulatory system, comprises various blood vessels that play crucial roles in maintaining the body's homeostasis. These blood vessels form a complex and efficient circulatory network. The three primary categories of blood vessels are the arteries, veins, and capillaries.
Arteries
Arteries circulate oxygenated blood from the heart, except the pulmonary artery, which transports deoxygenated blood to the lungs. Large arteries, such as the aorta, have...
Arteries
Arteries circulate oxygenated blood from the heart, except the pulmonary artery, which transports deoxygenated blood to the lungs. Large arteries, such as the aorta, have...
Imaging Studies VII: Vascular Imaging
DefinitionRenal angiography, also known as renal arteriography, is an imaging technique used to obtain a comprehensive view of blood flow and the vascular structure of blood vessels in the kidneys and surrounding areas.PurposeRenal angiography detects blood vessel abnormalities in the kidneys, such as aneurysms, stenosis, thrombosis, vascular tumors, and renal artery stenosis. It evaluates kidney function and guides interventional treatments like angioplasty or stent placement.Pre-Procedure...


