Related Experiment Video
Updated: Mar 13, 2026

04:23
A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
2.4K
Quantitative analysis of echogenicity for patients with thyroid nodules
Ming-Hsun Wu1, Chiung-Nien Chen1, Kuen-Yuan Chen1
1Department of Surgery, National Taiwan University Hospital, Taipei, Taiwan.
Scientific Reports
|October 21, 2016
Summary
Quantitative echoic indexes (EIs) offer a more reliable method for distinguishing malignant thyroid nodules than qualitative ultrasound echogenicity. These new EIs demonstrate improved accuracy, aiding in better diagnosis of thyroid cancer.
Area of Science:
- Medical Imaging
- Oncology
- Endocrinology
Background:
- Qualitative assessment of hypoechogenicity in thyroid nodules can lead to observer variability.
- Accurate differentiation between benign and malignant thyroid nodules is crucial for appropriate patient management.
Purpose of the Study:
- To evaluate the utility of quantitative echoic indexes (EIs) for detecting malignant thyroid nodules.
- To compare the diagnostic performance of quantitative EIs against conventional qualitative ultrasound echogenicity (US-E).
Main Methods:
- Quantitative echogenicity analysis using commercial software (AmCAD-UT).
- Calculation of various echoic indexes including EI, adjusted EI (EIN-T; EIN-M), and automatic EI(N-R)/R.
- Comparison of EI values between benign and malignant nodules in 333 participants (411 nodules).
Main Results:
- Quantitative EIs (EI, adjusted EI, automatic EI) were significantly lower in malignant nodules compared to benign ones.
- All tested EIs demonstrated comparable sensitivity and specificity.
- Quantitative EIs exhibited superior accuracy in distinguishing malignant from benign thyroid nodules compared to qualitative US-E.
Conclusions:
- Quantitative echoic indexes provide a more reliable and objective method for differentiating benign from malignant thyroid nodules.
- The proposed quantitative EIs represent a significant advancement over conventional qualitative ultrasound echogenicity assessments.
- Objective EI measurements can improve diagnostic accuracy in thyroid nodule evaluation.

