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Updated: May 11, 2026

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Multi-Modal Home Sleep Monitoring in Older Adults
Published on: January 26, 2019
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Risk Prediction Model for Elderly Differentiated Thyroid Cancer Based on Combined Sleep Quality Assessment and
Xudan Lou1, Na Yi1, Yingchun Liu2
1Department of Endocrinology, Huadong Hospital Affiliated to Fudan University, Shanghai, People's Republic of China.
Endocrinology, Diabetes & Metabolism
|June 28, 2025
Summary
This study shows that assessing sleep quality, alongside ultrasound, improves the diagnosis of thyroid nodules in elderly patients. A new risk model aids clinical decisions for thyroid cancer.
Area of Science:
- Endocrinology
- Oncology
- Diagnostic Imaging
Background:
- Distinguishing benign from malignant thyroid nodules in the elderly is challenging.
- Sleep quality has not been extensively studied as a diagnostic factor for thyroid nodules.
- Developing accurate risk prediction models is crucial for guiding clinical management.
Purpose of the Study:
- To investigate the diagnostic value of sleep quality in differentiating benign and malignant thyroid nodules in the elderly.
- To construct and validate a risk prediction model integrating sleep quality and ultrasound findings.
- To provide a basis for clinical treatment decisions in elderly thyroid cancer patients.
Main Methods:
- Collected clinical data, Pittsburgh Sleep Quality Index (PSQI) scores, and multimodal ultrasound data from elderly patients.
- Utilized postoperative pathological results as the gold standard for diagnosis.
- Employed binary logistic regression and ROC curve analysis to identify risk factors and validate the prediction model.
Main Results:
- Identified independent risk factors including TPOAB positivity, daytime dysfunction, PSQI > 7, irregular nodule shape, calcification, blood flow, high elasticity, and low contrast enhancement.
- The combined prediction model achieved an AUC of 0.860, outperforming models using only ultrasound or ultrasound with TPOAB.
- The nomogram-based model demonstrated excellent discrimination, calibration, and clinical utility upon validation.
Conclusions:
- Integrating sleep quality assessment with multimodal ultrasound enhances the preoperative diagnosis of thyroid nodules in the elderly.
- The developed risk prediction model, presented as a nomogram, offers an intuitive and reliable tool for clinical decision-making.
- This approach may significantly improve preoperative diagnostic accuracy for elderly patients with thyroid nodules.
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