Diagnostics (May 2021)

Hepatocellular Carcinoma Drug-Eluting Bead Transarterial Chemoembolization (DEB-TACE): Outcome Analysis Using a Model Based On Pre-Treatment CT Texture Features

  • Marcello Andrea Tipaldi,
  • Edoardo Ronconi,
  • Elena Lucertini,
  • Miltiadis Krokidis,
  • Marta Zerunian,
  • Tiziano Polidori,
  • Paola Begini,
  • Massimo Marignani,
  • Federica Mazzuca,
  • Damiano Caruso,
  • Michele Rossi,
  • Andrea Laghi

DOI
https://doi.org/10.3390/diagnostics11060956
Journal volume & issue
Vol. 11, no. 6
p. 956

Abstract

Read online

(1) Introduction and Aim: The aim of this study is to investigate the prognostic value, in terms of response and survival, of CT-based radiomics features for patients with HCC undergoing drug-eluting beads transarterial chemoembolization (DEB-TACE). (2) Materials and Methods: Pre-treatment CT examinations of 50 patients with HCC, treated with DEB-TACE were manually segmented to obtain the tumor volumetric region of interest, extracting radiomics features with TexRAD. Response to therapy evaluation was performed basing on post-procedural CT examination compared to pre-procedural CT, using modified RECIST criteria for HCC. The prognostic value of texture analysis was evaluated, investigating the correlation between radiomics features, response to therapy and overall survival. Three models based on texture and clinical variables and a combination of them were finally built; (3) Results: Entropy, skewness, MPP and kurtosis showed a significant correlation with complete response (CR) to TACE (all p p p < 0.0001). (4) Conclusion: Texture analysis based on pre-treatment CT examination is associated with response to therapy and survival in patients with HCC undergoing DEB-TACE, especially if combined with clinical data.

Keywords