强大的心脏细分被启发式纠正
Alan Cervantes-Guzmán1, Kyle McPherson2, Jimena Olveres1,3
1Facultad de Ingenieria, Universidad Nacional Autonoma de Mexico, Mexico City, Mexico.
PloS one
|October 27, 2023
概括
这项研究引入了一种基于U-NET的算法,用于准确的心脏细分,改善了对肺高血压等右心脏疾病的早期检测,而无需使用侵入性方法.
科学领域:
- 心脏病学 心脏病学
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 包括肺高血压在内的右心脏病是全球主要的死亡原因.
- 当前的医学成像系统在准确细分右心室方面存在困难.
- 早期发现疾病的非侵入性方法对于避免侵入性手术至关重要.
研究的目的:
- 开发一个强大的心脏细分算法,以改善对右心脏疾病的早期检测.
- 为了提高医学心声回声系统的准确性,用于右侧心脏腔细分.
- 为了减少对诊断的侵入性心脏导管治疗的依赖.
主要方法:
- 一个基于U-NET架构的算法被开发用于心脏细分.
- 该模型包含一个圆形检测算法和临床医生指导的后处理改进.
- 该算法在各种数据集上进行了训练和验证,包括由医疗团队编制的数据集.
主要成果:
- 拟议的算法实现了与最先进的方法可比的细分精度.
- 该U-NET模型有效地使用减少训练数据集对所有四个心脏腔进行细分.
- 后处理步骤显示与手动临床细分的一致性.
结论:
- 开发的算法为早期检测右心脏病提供了一个有希望的非侵入性方法.
- 集成专门的检测和后处理步骤显著提高了细分质量.
- 这种方法有可能提高心血管成像诊断能力.
更多相关视频
11:09High-Resolution Cardiac Positron Emission Tomography/Computed Tomography for Small Animals
Published on: December 16, 2022
3.7K
08:35Oxygenation-sensitive Cardiac MRI with Vasoactive Breathing Maneuvers for the Non-invasive Assessment of Coronary Microvascular Dysfunction
Published on: August 17, 2022
2.4K
相关概念视频
Pathophysiology of Heart Failure
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...
Heart Valves
The human heart is a complex organ with an intricate system of valves that regulate blood flow. There are two main types of valves: atrioventricular (AV) valves and semilunar valves.
The AV valves prevent the backflow of blood from the ventricles to the atria during ventricular contraction. These valves function with the assistance of the chordae tendineae and papillary muscles. When the ventricles are relaxed, the chordae tendineae are slack, allowing blood to flow from the atria into the...
The AV valves prevent the backflow of blood from the ventricles to the atria during ventricular contraction. These valves function with the assistance of the chordae tendineae and papillary muscles. When the ventricles are relaxed, the chordae tendineae are slack, allowing blood to flow from the atria into the...
Imbalances in Cardiac Output
The heart's primary function is to pump blood throughout the body, maintaining a balance between blood sent out (cardiac output) and blood returning (venous return). If this balance is disrupted, it can result in congestive heart failure (CHF), a severe condition where the heart becomes an inefficient pump, leading to inadequate blood circulation.
CHF can occur due to the failure of either side of the heart. Left-side failure leads to pulmonary congestion—the right side continues to send blood...
CHF can occur due to the failure of either side of the heart. Left-side failure leads to pulmonary congestion—the right side continues to send blood...
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...
Heart Failure II: Pathophysiology
Systolic Heart Failure and Compensatory MechanismsSystolic heart failure (also termed HFrEF, Heart Failure with Reduced Ejection Fraction) is the most prevalent type of heart filure. It results in a decreased volume of blood being pumped from the ventricle. The aortic arch and carotid sinuses have baroreceptors that detect reduced blood pressure, triggering the sympathetic nervous system (SNS) to release epinephrine and norepinephrine. Initially, this response aims to boost heart rate and...
Cardiomyopathy II: Dilated Cardiomyopathy
Dilated cardiomyopathy, or DCM, is a progressive myocardial disorder characterized by ventricular chamber dilation and contractile dysfunction.EtiologyVarious factors can cause DCM, including hypertension and heavy alcohol intake, which contribute to the weakening and enlargement of the heart muscle. Viral infections, such as Coxsackievirus B, adenoviruses, and influenza, can lead to DCM by causing inflammation and damage to heart tissue. Certain chemotherapeutic agents, including daunorubicin,...
