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Updated: Sep 17, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Major stress as a predictive value in the setting of thyroid nodule development: A prospective study
Ebrahim Mohammadi1, Neda Valizadeh1, Reza Hatami Novi1
1Department of Internal Medicine, School of Medicine, Urmia University of Medical Sciences, Imam Khomeini Hospital, Urmia, Iran.
Thyroid nodules (TN) are more common in females and linked to factors like radiation exposure, thyroid disease history, and unusual stress. Early identification and management of these risk factors can help reduce TN incidence.
Area of Science:
- Endocrinology
- Oncology
- Epidemiology
Background:
- Thyroid nodules (TN) represent abnormal thyroid cell growth with increasing global incidence.
- Understanding demographic and environmental factors is crucial for predicting TN risk.
Purpose of the Study:
- To evaluate demographic and environmental factors associated with thyroid nodule incidence.
- To identify prognostic risk factors for predicting the likelihood of developing thyroid nodules.
Main Methods:
- A case-control study involving 103 patients with confirmed TN and 101 controls.
- Data collected via checklist from February 2021 to August 2022.
- Uni- and multivariable logistic analyses were employed to identify risk factors.
Main Results:
- TN prevalence was significantly higher in females (90.3%).
- Key risk factors identified include ionizing radiation exposure (83.5%), family history of thyroid disease (58.3%), and unusual stress (68.9%).
- Hypothyroidism (37.9%), hyperthyroidism (7.8%), and thyroid-affecting medications (10.7%) were also associated with TN.
Conclusions:
- Unusual stress plays a significant role in thyroid nodule development.
- Early diagnosis and management of risk factors like stress, through lifestyle changes and awareness, can help reduce TN incidence.
- Screening individuals with a family history of thyroid disease is recommended for predisposed populations.
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