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FDG-PET 纹理分析与肺癌肿瘤内生物学异质性有关吗?

Is FDG-PET texture analysis related to intratumor biological heterogeneity in lung cancer?

机构信息

Molecular Imaging and Medical Physics Group, Radiology Department, Faculty of Medicine, Universidade de Santiago de Compostela, Santiago de Compostela, Galicia, Spain.

Nuclear Medicine Department and Molecular Imaging Research Group, University Hospital and Health Research Institute of Santiago de Compostela (IDIS), Travesía da Choupana S/N, 15706, Santiago de Compostela, Galicia, Spain.

出版信息

Eur Radiol. 2021 Jun;31(6):4156-4165. doi: 10.1007/s00330-020-07507-z. Epub 2020 Nov 27.

Abstract

OBJECTIVES

We aimed at investigating the origin of the correlations between tumor volume and F-FDG-PET texture indices in lung cancer.

METHODS

Eighty-five consecutive patients with newly diagnosed non-small cell lung cancer (NSCLC) underwent a F-FDG-PET/CT scan before treatment. Seven phantom spheres uniformly filled with F-FDG, and covering a range of activities and volumes similar to that found in lung tumors, were also scanned. Established texture indices were computed for lung tumors and homogeneous spheres. The dependence between textural indices and volume in homogeneous spheres was modeled and then used to predict texture indices in lung tumors. Correlation analyses were carried out between predicted and texture features measured in lung tumors. Cox proportional hazards regression was used to investigate the associations between overall survival and volume-adjusted textural features.

RESULTS

All textural features showed strong, non-linear correlations with volume, both in tumors and homogeneous spheres. Correlations between predicted versus measured texture features were very high for contrast (r = 0.91), dissimilarity (r = 0.90), ZP (r = 0.90), GLNN (r = 0.86), and homogeneity (r = 0.82); high for entropy (r = 0.50) and HILAE (r = 0.53); and low for energy (r = 0.30). Cox regressions showed that among volume-adjusted features, only HILAE was associated with overall survival (b = - 0.35, p = 0.008).

CONCLUSION

We have shown that texture indices previously found to be correlated with a number of clinically relevant outcomes might not provide independent information apart from that driven by their correlation with tumor volume, suggesting that these metrics might not be suitable as intratumor heterogeneity markers.

KEY POINTS

• Associations between texture FDG-PET indices and overall survival have been widely reported in lung cancer, with tumor volume also being associated with overall survival, and therefore, it is still unclear whether the predictive power of textural indices is simply driven by this correlation. • Our results demonstrated strong non-linear correlations between textural indices and volume, showing an analogous behavior for lung tumors from patients and homogeneous spheres inserted in phantoms. • Our findings showed that texture FDG-PET indices might not provide independent information apart from that driven by their correlation with tumor volume.

摘要

目的

我们旨在探究肺癌中肿瘤体积与 F-FDG-PET 纹理指标之间相关性的来源。

方法

85 例新诊断的非小细胞肺癌(NSCLC)患者在治疗前接受了 F-FDG-PET/CT 扫描。还对 7 个均匀充满 F-FDG 的幻影球体进行了扫描,这些球体的活性和体积与肺肿瘤中的活性和体积相似。为肺肿瘤和均质球体计算了已建立的纹理指标。对同质球体的纹理指标与体积之间的依赖性进行建模,然后用于预测肺肿瘤的纹理指标。对预测的和肺肿瘤中测量的纹理特征进行了相关性分析。Cox 比例风险回归用于研究总生存期与体积校正纹理特征之间的关联。

结果

在肿瘤和同质球体中,所有纹理特征均与体积呈强非线性相关。预测的纹理特征与测量的纹理特征之间的相关性非常高,对比度(r = 0.91)、非相似度(r = 0.90)、ZP(r = 0.90)、GLNN(r = 0.86)和同质性(r = 0.82);熵(r = 0.50)和 HILAE(r = 0.53)高;能量(r = 0.30)低。Cox 回归显示,在体积校正的特征中,只有 HILAE 与总生存期相关(b = -0.35,p = 0.008)。

结论

我们已经表明,以前发现与许多临床相关结果相关的纹理指标可能不会提供除与肿瘤体积相关之外的独立信息,这表明这些指标可能不适合作为肿瘤内异质性标志物。

关键点

  1. 在肺癌中,已经广泛报道了 FDG-PET 纹理指数与总生存期之间的关联,并且肿瘤体积也与总生存期相关,因此,尚不清楚纹理指数的预测能力是否仅仅是由这种相关性驱动的。

  2. 我们的结果表明,纹理指数与体积之间存在强烈的非线性相关性,这表明患者的肺肿瘤和插入体模中的均质球体表现出类似的行为。

  3. 我们的发现表明,FDG-PET 纹理指数可能不会提供除与肿瘤体积相关之外的独立信息。

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