An online nomogram based on bimodal ultrasound images for preoperative diagnosis of cytologically indeterminate thyroid nodules - Report - MDSpire

An online nomogram based on bimodal ultrasound images for preoperative diagnosis of cytologically indeterminate thyroid nodules

  • By

  • Wenwu Lu

  • Di Zhang

  • Xin Wu

  • Wenbo Ding

  • Xiang Xie

  • Lei Hu

  • Lei Ye

  • Wang Zhou

  • Chaoxue Zhang

  • June 29, 2026

  • 0 min

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Clinical Report: Development of an Online Nomogram for Thyroid Nodules

Overview

This study presents an online nomogram designed for the preoperative evaluation of cytologically indeterminate thyroid nodules (ITNs), demonstrating strong performance in predicting malignancy risk.

Background

Thyroid nodules are prevalent, with a significant portion being indeterminate in nature, posing challenges in clinical management. Accurate differentiation between benign and malignant nodules is crucial to avoid unnecessary surgeries, particularly given the limitations of fine-needle aspiration (FNA) in providing definitive diagnoses.

Data Highlights

SetAUC (95% CI)
Training Set0.907 (0.877-0.931)
External Test Set0.885 (0.821-0.932)
Prospective Validation Set0.860 (0.762-0.929)

Key Findings

  • The nomogram incorporates multimodal imaging features, genetic testing, and elastography levels as key markers for diagnosing ITNs.
  • It demonstrated an AUC of 0.907 in the training set, indicating strong predictive performance.
  • In external testing, the AUC was 0.885, and in prospective validation, it was 0.860.
  • The nomogram outperformed traditional clinical and individual scoring models in terms of performance and calibration.

Clinical Implications

The nomogram provides a valuable tool for clinicians in assessing the malignancy risk of ITNs.

Conclusion

The online nomogram developed in this study offers a promising approach to accurately diagnose ITNs.

Related Resources & Content

  1. Frontiers in Endocrinology, 2026 -- Clinical and ultrasound-based optimization of post-FNA management decisions in Bethesda III/IV thyroid nodules: a retrospective study
  2. The Journal of Clinical Endocrinology & Metabolism, 2023 -- Incorporating Elastography Improves Diagnostic Precision of ACR TI-RADS for Assessing Thyroid Nodules
  3. European Radiology, 2025 -- Assessing Capsule Disruption Length via 3D Ultrasound to Predict Cervical Lymph Node Metastasis in Papillary Thyroid Carcinoma
  4. Frontiers in Oncology, 2026 -- A Multicenter, Clinically Interpretable Prediction Model for Malignancy Risk in C-TIRADS 3–4 Thyroid Nodules
  5. TI-RADS | American College of Radiology -- Current pathways and definitions
  6. Molecular testing in indeterminate nodules
  7. Diagnostic performance of ultrasound elastography alone and in combination with conventional ultrasonography for Bethesda III-IV thyroid nodules: a systematic review and meta-analysis
  8. TI-RADS | American College of Radiology

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