临床变量和放射学特征用于预测CT指导的胸腔内核过渡针活检患者的肺胸部
Yu-Sen Huang1, Jenny Ling-Yu Chen1, Wei-Chun Ko1
1From the Department of Medical Imaging (Y.S.H., W.C.K., Y.C.C.) and Statistical Consulting Unit (Y.H.C., C.H.C.), National Taiwan University Hospital, No. 7 Chung-Shan S. Rd, Taipei 100, Taiwan; Department of Radiology, National Taiwan University College of Medicine, Taipei, Taiwan (Y.S.H., J.L.Y.C., Y.C.C.); and Department of Radiation Oncology, National Taiwan University Cancer Center, Taipei, Taiwan (J.L.Y.C.).
Radiology. Cardiothoracic imaging
|May 23, 2024
概括
一种结合临床数据和CT放射学的新模型在CT指导核心针活检后准确预测中度肺胸,提高了患者的安全性.
科学领域:
- 医疗成像医学成像
- 放射学 放射学是一门学科.
- 在瘤学瘤学.
背景情况:
- 通过CT指导的核心针活检是诊断肺病变的常见程序.
- 肺胸炎是一种潜在的并发症,需要准确预测风险分层.
- 现有的预测方法可能无法充分利用详细的成像特征.
研究的目的:
- 开发和验证中度肺胸病的预测模型.
- 该模型整合了临床因素和CT纹理分析放射学特征.
- 目标是提高CT指导核心针活检的患者的预测准确度.
主要方法:
- 对424名接受培训和45名接受外部验证的患者进行了回顾性分析.
- 从穿过的肺膜中提取纹理分析放射学特征.
- 开发一个逻辑回归模型,对所选特征进行逆向淘汰和线性融合.
主要成果:
- 中度肺胸发生在12.0%的培训队列和8.9%的外部队列中.
- 肺和较长的针道长度与较高的肺胸病发病率有关.
- 组合模型的AUC为0.78 (训练) 和0.86 (外部),准确率分别为71.9%和73.3%.
结论:
- 一个结合的临床和放射学模型有效地预测了中度肺胸.
- 这种综合方法提供了实际的诊断性能和准确性.
- 该模型有助于对接受CT指导核心针活检的患者进行风险评估.
关键词:
活检/针吸收 活检/针吸收这就是为什么CTCTCTCTCTCT核心针活检 活检 核心针活检肺部胸部 肺部胸部无线电学 (Radiomics) 是一种无线电学.纹理分析 纹理分析胸部 胸部 胸部 胸部更多相关视频
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