深度学习解决了失败的人类心脏中的肌血管动力学
Anish Karpurapu1, Helen A Williams1, Paige DeBenedittis1
1Division of Cardiology, Department of Medicine, Duke University Medical Center, Durham, North Carolina, USA.
JACC. Basic to translational science
|July 10, 2024
概括
CardioCount是一个新的深度学习工具,它分析心脏细胞图像,以揭示成年人心脏的结合生长. 它还将血管稀缺和心力衰竭中的细胞扩大联系在一起.
科学领域:
- 心血管生物学心血管生物学
- 计算病理学计算病理学
- 生物医学成像分析分析
背景情况:
- 成年哺乳动物的心脏具有有限的心肌细胞 (CM) 增殖.
- 量化CM细胞分裂需要广泛的显微镜图像分析.
- 现有的方法是劳动密集型的,可能缺乏可扩展性.
研究的目的:
- 介绍CardioCount,这是一个深度学习管道,用于在显微镜图像中自动评分核.
- 为了研究成年人心脏中的心肌细胞和心脏内皮细胞相互作用.
- 探索心力衰竭中血管稀缺和CM缩之间的关系.
主要方法:
- 开发一个基于深度学习的图像分析管道,名为 CardioCount.
- 应用 CardioCount 对 368,434 张人类心脏显微镜图像的大数据集.
- 统计分析以将细胞变化与疾病状态相关联.
主要成果:
- 在成年人心脏中,有证据表明心肌细胞和心脏内皮细胞的结合生长.
- 在末期心力衰竭中,证明了血管稀缺和CM缩之间的相互关系.
- CardioCount提供了一种可扩展和严格的方法来分析心脏细胞群.
结论:
- "心脏计数"有助于对心脏组织中的细胞动态进行定量分析.
- 这些发现突出了健康成年人心脏中协调的生长机制.
- 该研究阐明了心力衰竭中的病理相互作用,提供了潜在的治疗点.
相关概念视频
Pathophysiology of Heart Failure
1.5K
Heart failure (HF) is a progressive syndrome involving ventricles that leads to inadequate cardiac output. It can be classified based on location and output or ejection fraction. Ejection fraction (EF) is an essential measurement in the diagnosis and surveillance of HF. Reduced EF corresponds to systolic heart failure (HFrEF). However, HF with preserved ejection fraction (HFpEF) is becoming increasingly prevalent. Also known as diastolic HF, this form of HF is related to aging. The...
1.5K
Neural Regulation of Blood Pressure
2.7K
The neural regulation of blood pressure involves intricate interactions between the autonomic nervous system (ANS) and cardiovascular system, ensuring adequate perfusion of tissues. This regulation primarily occurs through baroreceptor and chemoreceptor reflexes, involving both short-term and long-term mechanisms.
Baroreceptor Reflex
Baroreceptors, located in the carotid sinuses and aortic arch, detect changes in blood pressure. When blood pressure rises, these stretch-sensitive receptors...
Baroreceptor Reflex
Baroreceptors, located in the carotid sinuses and aortic arch, detect changes in blood pressure. When blood pressure rises, these stretch-sensitive receptors...
2.7K
Anatomy of the Heart
108.5K
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.
108.5K
Autoregulation of Blood Flow
2.3K
Autoregulation mechanisms are characterized by their inherent capacity for self-regulation without necessitating specific nervous stimulation or endocrine control. These mechanisms facilitate the adjustment of blood flow and, therefore, perfusion specific to each tissue region. This self-regulation encompasses chemical signals and myogenic controls.
Chemical Signaling in Autoregulation
Chemical signaling operates at the precapillary sphincter level, inciting either contraction or relaxation....
Chemical Signaling in Autoregulation
Chemical signaling operates at the precapillary sphincter level, inciting either contraction or relaxation....
2.3K
Regulation of Stroke Volume
3.2K
The regulation of stroke volume, which is the amount of blood the heart pumps out during each heartbeat, is critical for maintaining a healthy circulatory system. Stroke volume is influenced by three main factors: preload, contractility, and afterload.
Preload refers to the degree of stretch on the heart before it contracts. It's analogous to the stretching of a rubber band; the more it's stretched, the more forcefully it snaps back. This concept is encapsulated in the Frank-Starling law of the...
Preload refers to the degree of stretch on the heart before it contracts. It's analogous to the stretching of a rubber band; the more it's stretched, the more forcefully it snaps back. This concept is encapsulated in the Frank-Starling law of the...
3.2K
Pathophysiology of Cardiac Performance
627
Typical heart performance is influenced by heart rate, rhythm, myocardial contraction, and metabolism or blood flow. The cardiac muscle exhibits distinct electrophysiological features, including pacemaker activity and calcium channel control, which play a vital role in the heart's response to various drugs. The autonomic nervous system, comprising the sympathetic and parasympathetic branches, regulates heart rate. Sympathetic activation increases heart rate, while parasympathetic activation...
627


