MRI-based radiomics: promise for locally advanced cervical cancer treated with a tailored integrated therapeutic approach

Tumori. 2022 Aug;108(4):376-385. doi: 10.1177/03008916211014274. Epub 2021 Jul 8.

Abstract

Objective: To assess prognostic factors by analyzing clinical and radiomic data of patients with locally advanced cervical cancer (LACC) treated with definitive concurrent cisplatin-based chemoradiotherapy (CCRT) using magnetic resonance imaging (MRI).

Methods: We analyzed radiomic features from MRI in 60 women with FIGO (International Federation of Gynecology and Obstetrics) stage IB2-IVA cervical cancer who underwent definitive CCRT 45-50.4 Gy (in 25-28 fractions). Thirty-nine (65.0%) received EBRT sequential boost (4-20 Gy) on primary tumor site and 56 (93.3%) received high-dose-rate brachytherapy boost (6-28 Gy) (daily fractions of 5-7 Gy). Moreover, 71.7% of patients received dose-dense neoadjuvant chemotherapy for 6 cycles. The gross tumor volume was defined on T2-weighted sequences and 29 features were extracted from each MRI performed before and after CCRT, using dedicated software, and their prognostic value was correlated with clinical information.

Results: In univariate analysis, age ⩾60 years and FIGO stage IB2-IIB had significantly better progression-free survival (PFS) (p = 0.022 and p = 0.009, respectively). There was a trend for significance for worse overall survival (OS) in patients with positive nodes (p = 0.062). In multivariate analysis, only age ⩾60 years and FIGO stage IB2-IIB reached significantly better PFS (p = 0.020 and p = 0.053, respectively). In radiomic dataset, in multivariate analysis, pregray level p75 was significantly associated with PFS (p = 0.047), pre-D3D value with OS (p = 0.049), and preinformation measure of correlation value with local control (p = 0.031).

Conclusion: The combination of clinical and radiomics features can provide information to predict behavior and prognosis of LACC and to make more accurate treatment decisions.

Keywords: Radiomics; brachytherapy; cervical carcinoma; chemotherapy; magnetic resonance imaging; radiotherapy.

MeSH terms

  • Brachytherapy*
  • Chemoradiotherapy / methods
  • Cisplatin
  • Disease-Free Survival
  • Female
  • Humans
  • Magnetic Resonance Imaging
  • Middle Aged
  • Neoplasm Staging
  • Retrospective Studies
  • Uterine Cervical Neoplasms* / diagnostic imaging
  • Uterine Cervical Neoplasms* / radiotherapy

Substances

  • Cisplatin