Force-controlled robotic ultrasound elastography enhances diagnostic consistency for thyroid nodules

OBJECTIVE: To assess whether a force-controlled robotic arm can improve image quality, consistency, and diagnostic accuracy of strain elastography (SE) and shear wave elastography (SWE) in differentiating benign from malignant thyroid nodules. MATERIALS AND METHODS: In this prospective study, 131 thyroid nodules were examined by a junior physician, a senior physician, and a robotic arm with a PID-based force feedback system. Image quality was evaluated using the structural similarity index (SSIM), peak signal-to-noise ratio (PSNR), mean squared error (MSE) and mean opinion score (MOS). Consistency was assessed with the Dice similarity coefficient (DSC) and the intraclass correlation coefficient (ICC) for SWE-derived Emax. Diagnostic performance was analyzed via ROC curves and AUC comparisons. RESULTS: The robotic arm achieved higher image quality (SSIM up to 0.94, PSNR 42.25 dB, MSE 3.06) and MOS scores (SE: 4.1 ± 0.3; SWE: 4.3 ± 0.2) than both human operators (all p < 0.001). It also showed better consistency (DSC up to 0.90; ICC up to 0.94) and diagnostic accuracy (AUC 0.90 for SE, 0.95 for SWE; p < 0.05). CONCLUSION: The force-controlled robotic arm provides standardized, reproducible thyroid elastography with superior quality, consistency, and accuracy compared with manual scanning. CRITICAL RELEVANCE STATEMENT: This study explores robotic-assisted elastography to improve consistency in thyroid nodule assessment. KEY POINTS: The force-controlled robotic arm enhanced ultrasound elastography by generating clearer, more standardized images compared with manual acquisition. The force-controlled robotic arm scanning achieved superior intra-operator reproducibility. Diagnostic performance in differentiating benign from malignant thyroid nodules was significantly improved with robotic elastography, exceeding that of both junior and senior radiologists.

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Publication Details

Journal
Insights into Imaging
Published
2026-04-16
DOI
https://doi.org/10.1186/s13244-025-02181-5
Primary Topic
Ultrasound Imaging and Elastography
Type
article
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article

Force-controlled robotic ultrasound elastography enhances diagnostic consistency for thyroid nodules

Lei Hu, Chong Pei, Delei Cheng, Tianhui Yan et al.
Insights into Imaging
Ultrasound Imaging and Elastography
article

Force-controlled robotic ultrasound elastography enhances diagnostic consistency for thyroid nodules

Lei Hu, Chong Pei, Delei Cheng, Tianhui Yan, Li Xie, Xu Le, Xiangyu Qiu
article en

Abstract

OBJECTIVE: To assess whether a force-controlled robotic arm can improve image quality, consistency, and diagnostic accuracy of strain elastography (SE) and shear wave elastography (SWE) in differentiating benign from malignant thyroid nodules. MATERIALS AND METHODS: In this prospective study, 131 thyroid nodules were examined by a junior physician, a senior physician, and a robotic arm with a PID-based force feedback system. Image quality was evaluated using the structural similarity index (SSIM), peak signal-to-noise ratio (PSNR), mean squared error (MSE) and mean opinion score (MOS). Consistency was assessed with the Dice similarity coefficient (DSC) and the intraclass correlation coefficient (ICC) for SWE-derived Emax. Diagnostic performance was analyzed via ROC curves and AUC comparisons. RESULTS: The robotic arm achieved higher image quality (SSIM up to 0.94, PSNR 42.25 dB, MSE 3.06) and MOS scores (SE: 4.1 ± 0.3; SWE: 4.3 ± 0.2) than both human operators (all p < 0.001). It also showed better consistency (DSC up to 0.90; ICC up to 0.94) and diagnostic accuracy (AUC 0.90 for SE, 0.95 for SWE; p < 0.05). CONCLUSION: The force-controlled robotic arm provides standardized, reproducible thyroid elastography with superior quality, consistency, and accuracy compared with manual scanning. CRITICAL RELEVANCE STATEMENT: This study explores robotic-assisted elastography to improve consistency in thyroid nodule assessment. KEY POINTS: The force-controlled robotic arm enhanced ultrasound elastography by generating clearer, more standardized images compared with manual acquisition. The force-controlled robotic arm scanning achieved superior intra-operator reproducibility. Diagnostic performance in differentiating benign from malignant thyroid nodules was significantly improved with robotic elastography, exceeding that of both junior and senior radiologists.

Insights into ImagingVol. 17(1)
University of Science and Technology of China (CN), Anhui Medical University (CN), First Affiliated Hospital of Anhui Medical University (CN), Third People's Hospital of Hefei (CN)
Openalex Percentile: Top 19%
Ultrasound Imaging and Elastography
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