Suppr超能文献

原发性宫颈癌的 PET/MRI 和 PET/CT 影像组学:盆腔 PET、MRI 和 CT 衍生图像特征相关性的初步研究

PET/MRI and PET/CT Radiomics in Primary Cervical Cancer: A Pilot Study on the Correlation of Pelvic PET, MRI, and CT Derived Image Features.

机构信息

Department of Radiology, Division of Abdominal Imaging, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.

Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital Boston and Harvard Medical School, Boston, MA, USA.

出版信息

Mol Imaging Biol. 2022 Feb;24(1):60-69. doi: 10.1007/s11307-021-01658-1. Epub 2021 Oct 7.

Abstract

PURPOSE

To evaluate the correlation of radiomic features in pelvic [2-deoxy-2-18F]fluoro-D-glucose positron emission tomography/magnetic resonance imaging and computed tomography ([F]FDG PET/MRI and [F]FDG PET/CT) in patients with primary cervical cancer (CCa).

PROCEDURES

Nineteen patients with histologically confirmed primary squamous cell carcinoma of the cervix underwent same-day [F]FDG PET/MRI and PET/CT. Two nuclear medicine physicians performed a consensus reading in random order. Free-hand regions of interest covering the primary cervical tumors were drawn on PET, contrast-enhanced pelvic CT, and pelvic MR (T2 weighted and ADC) images. Several basic imaging features, standard uptake values (SUV, SUV, and SUV), total lesion glycolysis (TLG), metabolic tumor volume (MTV), and more advanced texture analysis features were calculated. Pearson's correlation test was used to assess the correlation between each pair of features. Features were compared between local and metastatic tumors, and their role in predicting metastasis was evaluated by receiver operating characteristic curves.

RESULTS

For a total of 101 extracted features, 1104/5050 pairs of features showed a significant correlation (ρ ≥ 0.70, p < 0.05). There was a strong correlation between 190/484 PET pairs of features from PET/MRI and PET/CT, 91/418 pairs of CT and PET from PET/CT, 79/418 pairs of T2 and PET from PET/MRI, and 50/418 pairs of ADC and PET from PET/MRI. Significant difference was seen between eight features in local and metastatic tumors including MTV, TLG, and entropy on PET from PET/CT; MTV and TLG on PET from PET/MRI; compactness and entropy on T2; and entropy on ADC images.

CONCLUSIONS

We demonstrated strong correlation of many extracted radiomic features between PET/MRI and PET/CT. Eight radiomic features calculated on PET/CT and PET/MRI were significantly different between local and metastatic CCa. This study paves the way for future studies to evaluate the diagnostic and predictive potential of radiomics that could guide clinicians toward personalized patients care.

摘要

目的

评估原发性宫颈癌(CCa)患者盆腔[2-脱氧-2-18F]氟代-D-葡萄糖正电子发射断层扫描/磁共振成像([F]FDG PET/MRI)和正电子发射断层扫描/计算机断层扫描([F]FDG PET/CT)的影像组学特征的相关性。

方法

19 例经组织学证实为宫颈鳞癌的患者同日接受[F]FDG PET/MRI 和 PET/CT 检查。两名核医学医师以随机顺序进行共识阅读。在 PET、盆腔对比增强 CT 和盆腔 MR(T2 加权和 ADC)图像上手动勾画原发性宫颈肿瘤的感兴趣区。计算了几种基本的影像学特征、标准摄取值(SUV、SUV 和 SUV)、总肿瘤糖酵解(TLG)、代谢肿瘤体积(MTV)和更先进的纹理分析特征。采用 Pearson 相关检验评估每对特征之间的相关性。比较局部肿瘤和转移瘤之间的特征,并通过受试者工作特征曲线评估其在预测转移中的作用。

结果

共提取了 101 个特征,其中 1104/5050 对特征之间存在显著相关性(ρ≥0.70,p<0.05)。PET/MRI 和 PET/CT 的 190/484 对 PET 特征、PET/CT 的 91/418 对 CT 和 PET 特征、PET/MRI 的 79/418 对 T2 和 PET 特征以及 PET/MRI 的 50/418 对 ADC 和 PET 特征之间具有很强的相关性。PET/CT 的 MTV、TLG 和熵,PET/MRI 的 MTV 和 TLG,T2 的紧致度和熵以及 ADC 图像的熵等 8 个特征在局部肿瘤和转移瘤之间存在显著差异。

结论

我们证明了 PET/MRI 和 PET/CT 之间许多提取的影像组学特征之间存在很强的相关性。PET/CT 和 PET/MRI 上计算的 8 个影像组学特征在局部和转移性 CCa 之间存在显著差异。这项研究为未来评估影像组学的诊断和预测潜力铺平了道路,这可能有助于指导临床医生为患者提供个性化的治疗。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验