PET/CT 对非小细胞肺癌患者原发肿块和纵隔淋巴结的放射纹理分析对生存期的影响

N. Agüloğlu , A. Aksu , D.S. Unat , Ö. Selim Unat
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引用次数: 0

摘要

研究目的本研究旨在确定正电子发射断层扫描(PET)对 2-3 期非小细胞肺癌(NSCLC)原发肿块和转移性肝门/纵隔淋巴结的放射纹理分析和代谢容积参数的潜在预后价值:使用 LIFEx 软件对确诊为 2-3 期 NSCLC 患者的图像进行评估,这些患者在开始治疗前 4 周接受了 18 F-FDG PET/CT 分期成像。分别从原发肿瘤和转移淋巴结生成感兴趣体积(VOI),并从这些 VOI 获取体积和纹理特征。分析了原发肿块和转移性腹股沟/纵隔淋巴结 PET 获得的参数与总生存期(OS)和无进展生存期(PFS)之间的关系:通过 Cox 回归分析评估了淋巴结的放射学特征、性别和分期;GLCM_相关性(P:0.033,HR:4 559,1.660-12.521,95% CI)、性别和分期被确定为预测 OS 的预后因素。在预测 PFS 方面,分期、吸烟和淋巴结 MTV(P:0.033,HR:1.008,1.001-1.016,95% CI)被确定为预后因素。然而,原发肿瘤的放射学特征与OS或PFS均无显著关系:结论:在一项对2期和3期NSCLC患者的回顾性队列研究中,从转移淋巴结获得的肿瘤体积和放射学纹理特征与PFS和OS有关。根据18 F-FDG PET/CT图像的放射纹理特征定义的肿瘤异质性可能对NSCLC的预后具有补充价值。
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The value of PET/CT radiomic texture analysis of primary mass and mediastinal lymph node on survival in patients with non-small cell lung cancer

Objective

This study was designed to determine the potential prognostic value of radiomic texture analysis and metabolic-volumetric parameters obtained from positron emission tomography (PET) in primary mass and metastatic hilar/mediastinal lymph nodes in stage 2–3 non-small cell lung cancer (NSCLC).

Methods

Images of patients diagnosed with stage 2–3 NSCLC who underwent 18F-FDG PET/CT imaging for staging up to 4 weeks before the start of treatment were evaluated using LIFEx software. Volume of interest (VOI) was generated from the primary tumor and metastatic lymph node separately, and volumetric and textural features were obtained from these VOIs. The relationship between the parameters obtained from PET of primary mass and the metastatic hilar/mediastinal lymph nodes with overall survival (OS) and progression-free survival (PFS) was analyzed.

Results

When radiomic features, gender and stage obtained from lymph nodes were evaluated by Cox regression analysis; GLCM_correlation (p: 0.033, HR: 4,559, 1.660–12.521, 95% CI), gender and stage were determined as prognostic factors predicting OS. In predicting PFS; stage, smoking and lymph node MTV (p: 0.033, HR: 1.008, 1.001–1.016, 95% CI) were determined as prognostic factors. However, the radiomic feature of the primary tumor could not show a significant relationship with either OS or PFS.

Conclusions

In a retrospective cohort of NSCLC patients with Stage 2 and 3 disease, volumetric and radiomic texture characteristics obtained from metastatic lymph nodes were associated with PFS and OS. Tumor heterogeneity, defined by radiomic texture features of 18 F-FDG PET/CT images, may provide complementary prognostic value in NSCLC.

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