放射学方法在磁共振成像上区分良性和恶性软组织瘤
Lei Xu1, Meng-Yue Wang1, Liang Qi1
1Department of Radiology, the First Affiliated Hospital of Nanjing Medical University, Nanjing, China.
European journal of radiology open
|March 28, 2024
概括
这项研究使用MRI扫描开发了放射学特征,以区分良性和恶性软组织瘤 (STT). 签名显示高准确度,有助于手术前诊断和STT治疗计划.
科学领域:
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 在瘤学瘤学.
背景情况:
- 软组织瘤 (STT) 是一个诊断挑战,通常需要侵入性手术.
- 准确的手术前区分良性和恶性性传播性疾病对于有效的治疗计划至关重要.
研究的目的:
- 从MRI图像中开发放射学特征,用于手术前识别良性vs恶性性传播性病.
- 为了评估开发的放射学签名的诊断性能.
主要方法:
- 一组193名STT患者被随机分为训练 (70%) 和验证 (30%) 组.
- 从T2和T1加权的MRI序列中提取了放射性特征,其中含有脂肪和加多对比度.
- 使用最小绝对收缩和选择运算符 (LASSO) 的逻辑回归模型构建了一个放射学签名.
主要成果:
- 一个包含16个特征 (5个形状,11个小波) 的放射学特征显示出有利的预测效果.
- 恶性STT在训练和验证队伍中表现出明显高于良性STT的放射性评分.
- 放射学签名实现了高诊断性能,曲线下的面积 (AUC) 值为0.885 (训练) 和0.841 (验证).
结论:
- 从MRI图像中获得的放射学特征作为可靠的成像生物标志物,用于区分良性和恶性性传播感染.
- 这种非侵入性方法可以帮助临床医生指导适合性传播疾病患者的治疗策略.
相关概念视频
Magnetic Resonance Imaging
5.1K
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...
5.1K
Imaging Studies I: CT and MRI
239
Introduction: MRI and CT scans are crucial advancements in medical imaging techniques, playing a vital role in diagnosing conditions related to the gastrointestinal (GI) system. Each scan serves distinct purposes, targets specific areas, and requires unique nursing duties.
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
Description of the Procedures
Computed Tomography (CT) scan:
Computed Tomography (CT) scans use X-ray technology to generate detailed images of bones, organs, and tissues. During the scan, the patient lies on a moving table...
239
X-ray Imaging
5.5K
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...
5.5K
Ultrasonography
4.5K
Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called...
During an ultrasonography procedure, a handheld device called...
4.5K


