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Peritumoral radiomics features predict distant metastasis in locally advanced NSCLC

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  • Tai H Dou
  • Thibaud P Coroller
  • Joost J M van Griethuysen
  • Raymond H Mak
  • Hugo J W L Aerts

Abstract

Purpose: Radiomics provides quantitative tissue heterogeneity profiling and is an exciting approach to developing imaging biomarkers in the context of precision medicine. Normal-appearing parenchymal tissues surrounding primary tumors can harbor microscopic disease that leads to increased risk of distant metastasis (DM). This study assesses whether computed-tomography (CT) imaging features of such peritumoral tissues can predict DM in locally advanced non-small cell lung cancer (NSCLC). Material and methods: 200 NSCLC patients of histological adenocarcinoma were included in this study. The investigated lung tissues were tumor rim, defined to be 3mm of tumor and parenchymal tissue on either side of the tumor border and the exterior region extended from 3 to 9mm outside of the tumor. Fifteen stable radiomic features were extracted and evaluated from each of these regions on pre-treatment CT images. For comparison, features from expert-delineated tumor contours were similarly prepared. The patient cohort was separated into training and validation datasets for prognostic power evaluation. Both univariable and multivariable analyses were performed for each region using concordance index (CI). Results: Univariable analysis reveals that six out of fifteen tumor rim features were significantly prognostic of DM (p-value

Suggested Citation

  • Tai H Dou & Thibaud P Coroller & Joost J M van Griethuysen & Raymond H Mak & Hugo J W L Aerts, 2018. "Peritumoral radiomics features predict distant metastasis in locally advanced NSCLC," PLOS ONE, Public Library of Science, vol. 13(11), pages 1-15, November.
  • Handle: RePEc:plo:pone00:0206108
    DOI: 10.1371/journal.pone.0206108
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