Diagnostic accuracy of intraoperative frozen section in thyroid nodules with Bethesda III cytology: systematic review and meta-analysis
Pardal-Refoyo, J. L.; Zapatero-Sanchez, I.
Show abstract
Background Bethesda III thyroid nodules remain diagnostically indeterminate, and intraoperative frozen section is used selectively to support surgical decision-making. Its value in this specific cytological category is uncertain because a malignant result may be highly specific while non-malignant and non-definitive results may fail to exclude cancer. Objective To estimate the sensitivity and specificity of intraoperative frozen section for detecting malignancy in thyroid nodules with preoperative Bethesda III cytology. Methods The protocol was prospectively registered in PROSPERO (CRD420261416683). A systematic review was conducted in PubMed, Embase, Web of Science, Europe PMC, and the Cochrane Library. Studies were eligible when they reported a separable Bethesda III cohort, intraoperative frozen-section findings, and final histopathology. Frozen section was classified as positive only when malignancy was reported. Benign, suspicious, indeterminate, deferred, inconclusive, and follicular-pattern results were classified as non-malignant. Study-level 2 x 2 tables were synthesised with random-effects logit models. Because all studies reported zero false-positive results, a full bivariate model with freely estimated covariance was not identifiable; a pseudo-bivariate HSROC approximation was therefore used. QUADAS-2 was used for risk-of-bias assessment. Results Ten studies comprising 1,069 Bethesda III patients or nodules were included. The pooled sensitivity was 43.1% (95% CI, 21.3-67.9) and the pooled specificity was 98.8% (95% CI, 97.0-99.5). Sensitivity was highly heterogeneous (Q = 83.45, I2 >90%, T2= 2.15), whereas specificity showed negligible between-study variance. Excluding Mao 2023 reduced pooled sensitivity to 35.6% (95% CI, 23.8-49.5) and reduced sensitivity heterogeneity to moderate levels (Q = 12.44, I2 = 36%, T2 = 0.25); specificity remained 98.7% (95% CI, 96.7-99.5). The approximate HSROC AUC was 0.89 including Mao 2023 and 0.87 excluding Mao 2023, but these values were driven largely by the uniformly high specificity. Conclusions Intraoperative frozen section in Bethesda III nodules has excellent specificity but limited and variable sensitivity. It is more suitable as a rule-in test than as a rule-out test. A non-malignant or non-definitive result should not be used alone to exclude malignancy or determine the extent of thyroid surgery.
Matching journals
The top 3 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- The Role of Carbon Nanoparticle in Lymph Node Detection and Parathyroid Gland Protection during Thyroidectomy - a Meta Analysis 91%
- Perioperative mortality in low-, middle-, and high-income countries: Protocol for a multi-level meta-regression analysis 90%
- Wound Complications Following Surgery to the Lymph Nodes: A protocol for a systematic review and meta-analysis 90%
Similar papers in this journal
Similar papers in this journal
- Artificial Intelligence in laryngeal endoscopy: Systematic Review and Meta-Analysis 92%
- A Call For Better Methodological Quality Of Reviews On Using Artificial Intelligence For COVID-19 Detection In Medical Imaging – An Umbrella Systematic Review 90%
- Procalcitonin to Predict Severity of Acute Cholangitis and Need for Urgent Biliary Decompression: Systematic Scoping Review 89%
Similar papers in this journal
- Artificial Intelligence System Reduces False-Positive Findings in the Interpretation of Breast Ultrasound Exams 89%
- Methodological Rigor in COVID-19 Clinical Research: A Systematic Review and Case-Control Analysis 88%
- The Impact of Digital Histopathology Batch Effect on Deep Learning Model Accuracy and Bias 87%
Similar papers in this journal
- Diagnostic accuracy and safety of coaxial core-needle biopsy (CNB) system in Oncology patients treated in a specialist cancer centre with prospective validation within clinical trial data 88%
- Establishment and validation of pre-therapy cervical vertebrae muscle quantification as a prognostic marker of sarcopenia in head and neck patients receiving definitive cancer surgery 87%
- Factors affecting COVID-19 outcomes in cancer patients - A first report from Guys Cancer Centre in London 87%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.