Yuanling Tao, Chunyu Hu, Laixi Zhang, Zhen Cheng, Bing Zou, Mi Yan, Li Sun, Zongtao Chen
{"title":"基于生理和心理危险因素的医护人员甲状腺结节Nomogram预测模型。","authors":"Yuanling Tao, Chunyu Hu, Laixi Zhang, Zhen Cheng, Bing Zou, Mi Yan, Li Sun, Zongtao Chen","doi":"10.2147/RMHP.S517992","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Thyroid nodules are a common condition with a 7-15% likelihood of developing thyroid cancer. The prevalence of thyroid nodules in healthcare professionals is poorly understood, and how psychosomatic factors affect the occurrence of thyroid nodules is an interesting question. Therefore, the aims of this study are to explore the physiological and psychological aspects associated of thyroid nodules in healthcare professionals and establish a prediction model to provide a supportive basis for the primary prevention of thyroid nodules.</p><p><strong>Methods: </strong>A total of 738 healthcare professionals in a tertiary general hospital were selected by convenience sampling to complete an online psychological questionnaire and physical examination (biochemical indicators, ultrasound, etc.) from February to May 2023. Logistic regression was used to analyze risk factors, and the prediction model was established by nomogram.</p><p><strong>Results: </strong>A total of 406 of 738 healthcare professionals had thyroid nodules, the detection rate was 55.0%, among those detected, 24.1% were male and 75.9% were female. Multivariate logistic regression analysis showed: compared with ≤40 years old, aged 41-50 years old, or >50 years old were risk factors for thyroid nodules (OR=2.071/8.034); female (OR=1.873) was also risk factor for thyroid nodules relative to male; in addition, anxiety (OR=1.105), perceived stress (OR=1.045), fatty liver (OR=2.716), TSH abnormality (OR=1.944), and ALT abnormality (OR=2.252) were also risk factors. Based on the above seven influencing factors, a nomogram was drawn and verified internally. The results showed that the area AUC under the ROC curve of the model was 0.713, and the calibration curve indicated that the model consistency was acceptable.</p><p><strong>Conclusion: </strong>The detection rate of thyroid nodules is higher in healthcare professionals. A combination of psychological and physiological factors in TNs has a significant impact on thyroid nodules. Identifying risk factors for thyroid nodules and managing them promptly is important for the complete health of healthcare professionals.</p>","PeriodicalId":56009,"journal":{"name":"Risk Management and Healthcare Policy","volume":"18 ","pages":"1621-1633"},"PeriodicalIF":2.7000,"publicationDate":"2025-05-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12095438/pdf/","citationCount":"0","resultStr":"{\"title\":\"Nomogram Prediction Model of Thyroid Nodule in Healthcare Professionals: Based on Physical and Psychological Risk Factors.\",\"authors\":\"Yuanling Tao, Chunyu Hu, Laixi Zhang, Zhen Cheng, Bing Zou, Mi Yan, Li Sun, Zongtao Chen\",\"doi\":\"10.2147/RMHP.S517992\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Thyroid nodules are a common condition with a 7-15% likelihood of developing thyroid cancer. The prevalence of thyroid nodules in healthcare professionals is poorly understood, and how psychosomatic factors affect the occurrence of thyroid nodules is an interesting question. Therefore, the aims of this study are to explore the physiological and psychological aspects associated of thyroid nodules in healthcare professionals and establish a prediction model to provide a supportive basis for the primary prevention of thyroid nodules.</p><p><strong>Methods: </strong>A total of 738 healthcare professionals in a tertiary general hospital were selected by convenience sampling to complete an online psychological questionnaire and physical examination (biochemical indicators, ultrasound, etc.) from February to May 2023. Logistic regression was used to analyze risk factors, and the prediction model was established by nomogram.</p><p><strong>Results: </strong>A total of 406 of 738 healthcare professionals had thyroid nodules, the detection rate was 55.0%, among those detected, 24.1% were male and 75.9% were female. Multivariate logistic regression analysis showed: compared with ≤40 years old, aged 41-50 years old, or >50 years old were risk factors for thyroid nodules (OR=2.071/8.034); female (OR=1.873) was also risk factor for thyroid nodules relative to male; in addition, anxiety (OR=1.105), perceived stress (OR=1.045), fatty liver (OR=2.716), TSH abnormality (OR=1.944), and ALT abnormality (OR=2.252) were also risk factors. Based on the above seven influencing factors, a nomogram was drawn and verified internally. The results showed that the area AUC under the ROC curve of the model was 0.713, and the calibration curve indicated that the model consistency was acceptable.</p><p><strong>Conclusion: </strong>The detection rate of thyroid nodules is higher in healthcare professionals. A combination of psychological and physiological factors in TNs has a significant impact on thyroid nodules. Identifying risk factors for thyroid nodules and managing them promptly is important for the complete health of healthcare professionals.</p>\",\"PeriodicalId\":56009,\"journal\":{\"name\":\"Risk Management and Healthcare Policy\",\"volume\":\"18 \",\"pages\":\"1621-1633\"},\"PeriodicalIF\":2.7000,\"publicationDate\":\"2025-05-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12095438/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Risk Management and Healthcare Policy\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.2147/RMHP.S517992\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"HEALTH CARE SCIENCES & SERVICES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Risk Management and Healthcare Policy","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/RMHP.S517992","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"HEALTH CARE SCIENCES & SERVICES","Score":null,"Total":0}
Nomogram Prediction Model of Thyroid Nodule in Healthcare Professionals: Based on Physical and Psychological Risk Factors.
Background: Thyroid nodules are a common condition with a 7-15% likelihood of developing thyroid cancer. The prevalence of thyroid nodules in healthcare professionals is poorly understood, and how psychosomatic factors affect the occurrence of thyroid nodules is an interesting question. Therefore, the aims of this study are to explore the physiological and psychological aspects associated of thyroid nodules in healthcare professionals and establish a prediction model to provide a supportive basis for the primary prevention of thyroid nodules.
Methods: A total of 738 healthcare professionals in a tertiary general hospital were selected by convenience sampling to complete an online psychological questionnaire and physical examination (biochemical indicators, ultrasound, etc.) from February to May 2023. Logistic regression was used to analyze risk factors, and the prediction model was established by nomogram.
Results: A total of 406 of 738 healthcare professionals had thyroid nodules, the detection rate was 55.0%, among those detected, 24.1% were male and 75.9% were female. Multivariate logistic regression analysis showed: compared with ≤40 years old, aged 41-50 years old, or >50 years old were risk factors for thyroid nodules (OR=2.071/8.034); female (OR=1.873) was also risk factor for thyroid nodules relative to male; in addition, anxiety (OR=1.105), perceived stress (OR=1.045), fatty liver (OR=2.716), TSH abnormality (OR=1.944), and ALT abnormality (OR=2.252) were also risk factors. Based on the above seven influencing factors, a nomogram was drawn and verified internally. The results showed that the area AUC under the ROC curve of the model was 0.713, and the calibration curve indicated that the model consistency was acceptable.
Conclusion: The detection rate of thyroid nodules is higher in healthcare professionals. A combination of psychological and physiological factors in TNs has a significant impact on thyroid nodules. Identifying risk factors for thyroid nodules and managing them promptly is important for the complete health of healthcare professionals.
期刊介绍:
Risk Management and Healthcare Policy is an international, peer-reviewed, open access journal focusing on all aspects of public health, policy and preventative measures to promote good health and improve morbidity and mortality in the population. Specific topics covered in the journal include:
Public and community health
Policy and law
Preventative and predictive healthcare
Risk and hazard management
Epidemiology, detection and screening
Lifestyle and diet modification
Vaccination and disease transmission/modification programs
Health and safety and occupational health
Healthcare services provision
Health literacy and education
Advertising and promotion of health issues
Health economic evaluations and resource management
Risk Management and Healthcare Policy focuses on human interventional and observational research. The journal welcomes submitted papers covering original research, clinical and epidemiological studies, reviews and evaluations, guidelines, expert opinion and commentary, and extended reports. Case reports will only be considered if they make a valuable and original contribution to the literature. The journal does not accept study protocols, animal-based or cell line-based studies.