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  • 标题:CT based radiomic approach on first line pembrolizumab in lung cancer
  • 本地全文:下载
  • 作者:Marta Zerunian ; Damiano Caruso ; Alberto Zucchelli
  • 期刊名称:Scientific Reports
  • 电子版ISSN:2045-2322
  • 出版年度:2021
  • 卷号:11
  • DOI:10.1038/s41598-021-86113-5
  • 语种:English
  • 出版社:Springer Nature
  • 摘要:Clinical evaluation poorly predicts outcomes in lung cancer treated with immunotherapy. The aim of the study is to assess whether CT-derived texture parameters can predict overall survival (OS) and progression-free survival (PFS) in patients with advanced non-small-cell lung cancer (NSCLC) treated with first line Pembrolizumab. Twenty-one patients with NSLC were prospectively enrolled; they underwent contrast enhanced CT (CECT) at baseline and during Pembrolizumab treatment. Response to therapy was assessed both with clinical and iRECIST criteria. Two radiologists drew a volume of interest of the tumor at baseline CECT, extracting several texture parameters. ROC curves, a univariate Kaplan-Meyer analysis and Cox proportional analysis were performed to evaluate the prognostic value of texture analysis. Twelve (57%) patients showed partial response to therapy while nine (43%) had confirmed progressive disease. Among texture parameters, mean value of positive pixels ( MPP) at fine and medium filters showed an AUC of 72% and 74% respectively ( P  < 0.001). Kaplan-Meyer analysis showed that MPP  < 56.2 were significantly associated with lower OS and PFS (P < 0.0035). Cox proportional analysis showed a significant correlation between MPP4 and OS ( P  = 0.0038; HR = 0.89[CI 95%:0.83,0.96
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