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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
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Evaluating the clinical performance of an updated microRNA classifier in indeterminate and RAS-mutated thyroid nodule
Abhinay Tumati1, Teagan E Marshall2, Benjamin Greenspun1
1Department of Surgery, Weill Cornell Medicine, New York, NY.
Surgery
|October 11, 2024
Summary
The ThyraMIRv2 platform did not improve thyroid nodule risk stratification over the previous version. While it better detects malignant RAS-mutated nodules, it also increases false positives, requiring further study.
Area of Science:
- Molecular diagnostics
- Oncology
- Endocrinology
Background:
- MicroRNA markers integrated with next-generation sequencing may improve risk assessment for cytologically indeterminate thyroid nodules.
- The prior ThyGeNEXT-ThyraMIRv1 multiplatform test showed limited utility in stratifying RAS-mutated indeterminate thyroid nodules.
- Validation of the updated ThyraMIRv2 platform in clinical practice was sought.
Purpose of the Study:
- To validate the clinical utility of the updated ThyraMIRv2 platform for indeterminate thyroid nodule risk stratification.
- To assess ThyraMIRv2's performance specifically in RAS-mutated indeterminate thyroid nodules.
Main Methods:
- The ThyraMIRv2 3-tiered microRNA classifier was evaluated on a multi-institutional cohort of Bethesda III/IV nodules.
- Positive results were defined as having a risk of malignancy ≥10%.
- Clinical utility in RAS-mutated nodules was specifically assessed.
Main Results:
- In 366 nodules, ThyraMIRv2 yielded a 30.3% positive-call rate, with higher operative and cancer diagnosis rates for ThyraMIRv2+ nodules.
- ThyraMIRv2's diagnostic parameters did not significantly improve compared to ThyGeNEXT-ThyraMIRv1.
- For 68 RAS-mutated nodules, ThyraMIRv2 showed improved sensitivity (93.8% vs 64.7%) but decreased specificity (4.5% vs 34.8%) compared to ThyGeNEXT-ThyraMIRv1.
Conclusions:
- The ThyraMIRv2 platform does not enhance indeterminate thyroid nodule malignancy stratification compared to ThyGeNEXT-ThyraMIRv1.
- ThyraMIRv2 improves malignant RAS-mutated nodule detection but increases false positives.
- Further studies with larger RAS-mutated cohorts and surgical pathology are needed to fully characterize ThyraMIRv2 performance.

