A Predictive Model for Initial Platinum-Based Chemotherapy Efficacy in Patients with Postoperative Epithelial Ovarian Cancer Using Tissue-Derived Small Extracellular Vesicles

J Extracell Vesicles. 2024 Aug;13(8):e12486. doi: 10.1002/jev2.12486.

Abstract

Epithelial ovarian cancer (EOC) is an often-fatal malignancy marked by the development of resistance to platinum-based chemotherapy. Thus, accurate prediction of platinum drug efficacy is crucial for strategically selecting postoperative interventions to mitigate the risks associated with suboptimal therapeutic outcomes and adverse effects. Tissue-derived extracellular vesicles (tsEVs), in contrast to their plasma counterparts, have emerged as a powerful tool for examining distinctive attributes of EOC tissues. In this study, 4D data-independent acquisition (DIA) proteomic sequencing was performed on tsEVs obtained from 58 platinum-sensitive and 30 platinum-resistant patients with EOC. The analysis revealed a notable enrichment of differentially expressed proteins that were predominantly associated with immune-related pathways. Moreover, pivotal immune-related proteins (IRPs) were identified by LASSO regression. These factors, combined with clinical parameters selected through univariate logistic regression, were used for the construction of a model employing multivariate logistic regression. This model integrated three tsEV IRPs, CCR1, IGHV_35 and CD72, with one clinical parameter, the presence of postoperative residual lesions. Thus, this model could predict the efficacy of initial platinum-based chemotherapy in patients with EOC post-surgery, providing prognostic insights even before the initiation of chemotherapy.

Keywords: epithelial ovarian cancer; platinum‐based chemotherapy; predictive model; tissue‐derived small extracellular vesicles.

MeSH terms

  • Adult
  • Aged
  • Biomarkers, Tumor / metabolism
  • Carcinoma, Ovarian Epithelial* / drug therapy
  • Drug Resistance, Neoplasm
  • Extracellular Vesicles* / metabolism
  • Female
  • Humans
  • Middle Aged
  • Ovarian Neoplasms* / drug therapy
  • Ovarian Neoplasms* / pathology
  • Platinum / pharmacology
  • Platinum / therapeutic use
  • Prognosis
  • Proteomics / methods

Substances

  • Platinum
  • Biomarkers, Tumor