感染成像中的量化,放射学和人工智能:核医学的现状和未来方向
Geoffrey M Currie1, Dale L Bailey2
1School of Dentistry and Medical Sciences, Charles Sturt University, Locked Bag 588, Wagga Wagga NSW, Australia.
Seminars in nuclear medicine
|March 13, 2026
概括
核医学感染成像正在发展超越视觉分析. 新的计算方法,包括定量成像,放射学和人工智能 (AI),提供客观和可重现的疾病特征.
科学领域:
- 核医学是一种核医学.
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 传统的核医学感染成像依赖于主观的视觉解释和半定量指数.
- 这种方法面临着敏感性,观察者依赖性和跨机构标准化的局限性.
研究的目的:
- 探索定量成像,放射学和人工智能 (AI) 的集成,用于先进的核医学感染成像.
- 从定性模式识别过渡到客观的,数据驱动的疾病特征使用计算机学.
主要方法:
- 定量成像从追踪器分布中提取可测量的生物指标 (例如,标准化摄入值,动力参数).
- 放射学从图像中提取高维特征 (强度,形状,纹理),揭示微妙的图案.
- 人工智能 (AI) 将定量和放射性数据与临床变量集成为自动化任务和预测建模.
主要成果:
- 计算机学为改善感染与无菌炎症的差异化提供了潜力.
- 这些方法可以提高疾病负担量化,治疗反应监测和解释标准化.
- 人工智能驱动的增强可能会影响定量和放射性指标,需要仔细验证.
结论:
- 协调,标准化和透明的验证对于计算机在感染成像中的可靠应用至关重要.
- 基于物理的AI模型对于解决变异性和确保可重现性至关重要.
- 定量成像,放射学和人工智能的整合有望实现更客观和可复制的核医学感染成像.
更多相关视频
相关概念视频
Radiological Investigation I: X-ray and CT
1.5K
Radiological investigations, including X-rays and computed tomography (CT) scans, are critical for diagnosing and evaluating various medical conditions. These imaging techniques provide valuable insights into the body's internal structures, aiding in the detection of abnormalities, assessment of disease progression, and development of treatment strategies. This article delves into two primary radiological investigations, chest X-rays and CT scans, outlining their purpose, procedures, and...
1.5K
Radiological Investigation III: Pulmonary Angiogram and PET Scan
600
Radiological investigations are paramount in the diagnosis and management of various pulmonary diseases. Two essential investigations are the Pulmonary Angiogram and the Positron Emission Tomography (PET) Scan.
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
600
X-ray Imaging
10.9K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
10.9K
Imaging Studies II: Positron Emission Tomography and Scintigraphy
705
Positron Emission Tomography (PET) is a medical imaging technique that provides crucial insights into the body's physiological functions at a molecular level. It is an indispensable resource for diagnosing, staging, and monitoring various illnesses, notably cancer, neurological disorders, and cardiovascular conditions.
Fundamental Principles of PET
Fundamental Principles of PET
705
Magnetic Resonance Imaging
10.1K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
10.1K
Radiological Investigation II: MRI and Ventilation Perfusion Scan
806
Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
806


