Stromal cell ratio based on automated image analysis as a predictor for platinum-resistant recurrent ovarian cancer

BMC Cancer. 2019 Feb 18;19(1):159. doi: 10.1186/s12885-019-5343-8.

Abstract

Background: Identifying high-risk patients for platinum resistance is critical for improving clinical management of ovarian cancer. We aimed to use automated image analysis of hematoxylin & eosin (H&E) stained sections to identify the association between microenvironmental composition and platinum-resistant recurrent ovarian cancer.

Methods: Ninety-one patients with ovarian cancer containing the data of automated image analysis for H&E histological sections were initially reviewed.

Results: Seventy-one patients with recurrent disease were finally identified. Among 30 patients with high stromal cell ratio, 60% of the patients had platinum-resistant recurrence, which was significantly higher than the rate in patients with low stromal cell ratio (9.80%, P < 0.001). Multivariate logistic regression analysis revealed elevated CA125 level after 3 cycles of chemotherapy (P < 0.001) and high stromal cell ratio (P = 0.002) were the negative predictors of platinum-resistant relapse. The area under the curve (AUC) of receiver operating characteristic (ROC) curves of the models for predicting platinum-resistant recurrence with stromal cell ratio, normalization of CA125 level, and the combination of two parameters were 0.78, 0.79, and 0.89 respectively.

Conclusions: Our results demonstrated stromal cell ratio based on automated image analysis may be a potential predictor for ovarian cancer patients at high risk of platinum-resistant recurrence, and it could improve the predictive value of model when combined with normalization of CA125 level after 3 cycles of chemotherapy.

Keywords: Automated image analysis; Ovarian cancer; Platinum resistant relapse; Stromal cell ratio.

MeSH terms

  • Aged
  • Biomarkers, Tumor / metabolism
  • CA-125 Antigen / metabolism
  • Chi-Square Distribution
  • Drug Resistance, Neoplasm*
  • Drug Therapy
  • Female
  • Humans
  • Image Processing, Computer-Assisted
  • Logistic Models
  • Membrane Proteins / metabolism
  • Neoplasm Recurrence, Local*
  • Odds Ratio
  • Ovarian Neoplasms / diagnostic imaging*
  • Ovarian Neoplasms / drug therapy
  • Ovarian Neoplasms / pathology*
  • Ovarian Neoplasms / surgery
  • Platinum / therapeutic use*
  • Stromal Cells / pathology
  • Tumor Microenvironment

Substances

  • Biomarkers, Tumor
  • CA-125 Antigen
  • MUC16 protein, human
  • Membrane Proteins
  • Platinum