AI Article Synopsis

  • The systematic review and meta-analysis assess the significance of radiomics from preoperative MRI in predicting deep stromal invasion (DOI), lymphatic vascular space invasion (LVSI), and lymph node metastasis (LNM) in cervical cancer.
  • A total of 4, 7, and 12 studies were analyzed for DOI, LVSI, and LNM, respectively, yielding overall predictive values with AUCs of 0.90, 0.85, and 0.86, showcasing strong sensitivity and specificity results.
  • The findings indicate that MRI radiomics is a promising tool for preoperative evaluation, enhancing the precision of cervical cancer assessments.

Article Abstract

Background: The purpose of this systematic review and meta-analysis is to evaluate the potential significance of radiomics, derived from preoperative magnetic resonance imaging (MRI), in detecting deep stromal invasion (DOI), lymphatic vascular space invasion (LVSI) and lymph node metastasis (LNM) in cervical cancer (CC).

Methods: A rigorous and systematic evaluation was conducted on radiomics studies pertaining to CC, published in the PubMed database prior to March 2024. The area under the curve (AUC), sensitivity, and specificity of each study were separately extracted to evaluate the performance of preoperative MRI radiomics in predicting DOI, LVSI, and LNM of CC.

Results: A total of 4, 7, and 12 studies were included in the meta-analysis of DOI, LVSI, and LNM, respectively. The overall AUC, sensitivity, and specificity of preoperative MRI models in predicting DOI, LVSI, and LNM were 0.90, 0.83 (95% confidence interval [CI], 0.75-0.89) and 0.83 (95% CI, 0.74-0.90); 0.85, 0.80 (95% CI, 0.73-0.86) and 0.75 (95% CI, 0.66-0.82); 0.86, 0.79 (95% CI, 0.74-0.83) and 0.80 (95% CI, 0.77-0.83), respectively.

Conclusion: MRI radiomics has demonstrated considerable potential in predicting DOI, LVSI, and LNM in CC, positioning it as a valuable tool for preoperative precision evaluation in CC patients.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC11254676PMC
http://dx.doi.org/10.3389/fonc.2024.1416378DOI Listing

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