1
|
Shao R, Su L, Wang P, Han X, Wang T, Dai J, Gu Y, Luo J, Deng L, Liu J. Cadmium Exposure was Associated with Sex-Specific Thyroid Dysfunction: Consistent Evidence from Two Independent Cross-Sectional Studies Based on Urinary and Blood Cadmium Measurements. Biol Trace Elem Res 2024:10.1007/s12011-024-04176-7. [PMID: 38630343 DOI: 10.1007/s12011-024-04176-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Accepted: 04/07/2024] [Indexed: 05/07/2024]
Abstract
Population-based studies on the association between cadmium (Cd) exposure and thyroid function are limited and have shown conflicting results. Two independent cross-sectional studies using different Cd biomarkers were carried out in six rural areas with different soil Cd levels in China. Thyroid dysfunction was defined based on levels of thyroid stimulating hormone (TSH) and free thyroxine (FT4). Multivariable linear regression, multiple logistic regression, and restrictive cubic splines models were used to estimate the association between Cd and thyroid dysfunction. For both of the two independent studies, higher Cd levels were observed to be associated with lower TSH levels and higher risk of thyroid dysfunction. The negative relationship between urinary Cd and TSH was found in both total participants (β = - 0.072, p = 0.008) and males (β = - 0.119, p = 0.020) but not in females; however, the negative relationship between blood Cd and TSH was only found in females (β = - 0.104, p = 0.024). Higher urinary Cd was associated with higher risk of thyroid dysfunction (OR = 1.77, p = 0.031), while higher blood Cd was associated with higher risk of thyroid dysfunction (OR = 1.95, p = 0.011). Results from the two independent cross-sectional studies consistently suggested that higher Cd levels were associated with sex-specific thyroid dysfunction.
Collapse
Affiliation(s)
- Ranqi Shao
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, 29 Nanwei Road, Beijing, 100050, China
| | - Liqin Su
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, 29 Nanwei Road, Beijing, 100050, China.
| | - Peng Wang
- Jiangsu Key Laboratory for Organic Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, College of Resources and Environmental Sciences, Nanjing Agricultural University, Nanjing, 210095, China
| | - Xu Han
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, 29 Nanwei Road, Beijing, 100050, China
| | - Ting Wang
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, 29 Nanwei Road, Beijing, 100050, China
| | - Jun Dai
- Jiangsu Key Laboratory for Organic Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, College of Resources and Environmental Sciences, Nanjing Agricultural University, Nanjing, 210095, China
| | - Yi Gu
- Jiangsu Key Laboratory for Organic Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Waste Resource Utilization, College of Resources and Environmental Sciences, Nanjing Agricultural University, Nanjing, 210095, China
| | - Jiao Luo
- China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, 29 Nanwei Road, Beijing, 100050, China
| | - Lifang Deng
- Yuhu Center for Disease Control and Prevention, Xiangtan, 411100, China
| | - Jingping Liu
- Changde Center for Disease Control and Prevention, Changde, 415000, China
| |
Collapse
|
2
|
Chen H, Hu J, Yang X, Zhou Q, Hu Y, Tang X, Tang J, Zeng L, Yang J. Low levels of free triiodothyronine are associated with risk of cognitive impairment in older euthyroid adults. Sci Rep 2023; 13:22133. [PMID: 38092827 PMCID: PMC10719249 DOI: 10.1038/s41598-023-49285-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 12/06/2023] [Indexed: 12/17/2023] Open
Abstract
Accumulated evidence showed that thyroid diseases induced cognitive decline. However, the relationship between thyroid hormones (THs) and cognition in older euthyroid people is still unclear. Our study aimed to estimate the association between THs within the euthyroid range and cognition in community-dwelling older adults in China. Data were extracted from a cohort study on the health status of rural older adults from the Guizhou province in China (HSRO). Serum thyroid-stimulating hormone (TSH), free thyroxine (FT4), and free triiodothyronine (FT3) were measured using the electrochemiluminescence immunoassay. Cognitive function was evaluated by the Mini-Mental State Examination (MMSE). Linear regression and a binary logistic regression model were used to explore the relationship between THs and cognition in euthyroidism (TSH level of 0.27 ~ 4.20mIU/L). A total of 957 euthyroidism individuals were included in this study, with a mean (SD) age of 71.34 (6.35) years. In individuals with euthyroidism, serum TSH and FT3 levels were positively associated with cognition (TSH:β = 0.06, 95% CI 0.01 ~ 0.11, P = 0.03; FT3:β = 0.07, 95% CI 0.01 ~ 0.12, P = 0.01); and serum FT3 and TSH levels were significantly associated with cognitive domains (P < 0.05). Further, euthyroid individuals in the lowest serum FT3(OR = 1.96; 95% CI 1.27 ~ 3.03) quartile had a twofold increased risk of cognitive impairment compared to those in the highest quartile after adjusting for potential confounding factors. These findings suggested that low levels of FT3 could be an independent risk factor for cognitive impairment in older euthyroid adults. Additionally, a positive linear association exists between serum FT3 levels and cognitive domains (such as immediate memory, language, and attention). Further studies are needed to determine the underlying mechanisms and the community significance of these findings.
Collapse
Affiliation(s)
- Hao Chen
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
- The Third People's Hospital of Guizhou Province, Guiyang, China
| | - Jin Hu
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
| | - Xing Yang
- School of Medicine and Health Management, Guizhou Medical University, Guiyang, China
| | - Quanxiang Zhou
- Department of Clinical Medicine, Qinnan Medical College for Nationalities, Qiannan, China
| | - Yuxin Hu
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
| | - Xiaoyan Tang
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
| | - Ji Tang
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
| | - Li Zeng
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China
| | - Jingyuan Yang
- Department of Epidemiology and Health Statistics, School of Public Health, The Key Laboratory of Environmental Pollution Monitoring and Disease Control, Guizhou Medical University, Guiyang, China.
| |
Collapse
|
3
|
Mirahmad M, Mansour A, Moodi M, Safkhani E, Haghpanah V, Asili P, Fakhrzadeh H, Payab M, Ebrahimpur M, Khorashadi M, Khodabakhshi H, Esmaeili AA, Sharifzadeh G, Zarban A, Sharifi F, Sajjadi-Jazi SM. Prevalence of thyroid dysfunction among Iranian older adults: a cross-sectional study. Sci Rep 2023; 13:21651. [PMID: 38066216 PMCID: PMC10709612 DOI: 10.1038/s41598-023-49085-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Accepted: 12/04/2023] [Indexed: 12/18/2023] Open
Abstract
There is limited data on the prevalence of thyroid dysfunction in the older population. This study aimed to determine the prevalence of thyroid dysfunction among a sample of Iranian older adults. A cross-sectional analysis of older adults who aged 60 years and over was conducted. A total of 363 subjects were randomly selected from Birjand longitudinal aging study (BLAS) cohort study. Serum thyroid-stimulating hormone (TSH) level, total thyroxine (T4) and total triiodothyronine (T3) were measured by the enzyme-linked immunosorbent assay (ELISA). Based on thyroid function tests and history of taking medicines used to treat thyroid disorders, participants were classified into the following groups: euthyroid, overt/subclinical hypothyroidism, and overt/subclinical hyperthyroidism. Subsequently, the crude and World Health Organization (WHO) age-standardized prevalence were estimated for different thyroid function categories. A total of 171 men and 192 women, aged 60-94 years, were randomly selected. The crude prevalence of total hypothyroidism was 22.31% (subclinical [18.46%], overt [3.86%]), and that of hyperthyroidism was 1.66% (subclinical [1.38%], overt [0.28%]). The crude prevalence of total thyroid dysfunction was, therefore, 23.97%. A female preponderance was noticed in both total (P-value = 0.035) and overt (P-value = 0.035) hypothyroidism. An increasing trend with age was noticed in the prevalence of total hypothyroidism (P-value = 0.049). Age-standardized prevalence of total hypothyroidism and hyperthyroidism was 26.63% (95% confidence interval [CI] 20.58-33.69%) and 1.11% (95% CI 0.49-2.51%), respectively. A considerable proportion of our study population demonstrated evidence of thyroid dysfunction, particularly subclinical hypothyroidism. Our findings highlight the importance of further investigation of thyroid disorders among older Iranian adults.
Collapse
Affiliation(s)
- Maryam Mirahmad
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Asieh Mansour
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mitra Moodi
- Social Determinants of Health Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Elaheh Safkhani
- Department of Internal Medicine, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Vahid Haghpanah
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Pooria Asili
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Hossein Fakhrzadeh
- Elderly Health Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Moloud Payab
- Non-Comunicable Disease Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mahbube Ebrahimpur
- Elderly Health Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Masoumeh Khorashadi
- Social Determinants of Health Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Huriye Khodabakhshi
- Department of Gerontology, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
- Iranian Research Center of Aging, University of Social Welfare and Rehabilitation Sciences, Tehran, Iran
| | - Ali Akbar Esmaeili
- Department of Psychiatry, School of Medicine Medical Toxicology & Drug Abuse Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Gholamreza Sharifzadeh
- Department of Epidemiology and Biostatistics, School of Health, Social Determinants of Health Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Asghar Zarban
- Department of Clinical Biochemistry, School of Medicine, Cardiovascular Diseases Research Center, Birjand University of Medical Sciences, Birjand, Iran
| | - Farshad Sharifi
- Elderly Health Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
| | - Sayed Mahmoud Sajjadi-Jazi
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
| |
Collapse
|
4
|
Zhang X, Li Y, Jin J, Wang H, Zhao B, Wang S, Shan Z, Teng W, Teng X. The different outcomes in the elderly with subclinical hypothyroidism diagnosed by age-specific and non-age-specific TSH reference intervals: a prospectively observational study protocol. Front Endocrinol (Lausanne) 2023; 14:1242110. [PMID: 38075041 PMCID: PMC10701677 DOI: 10.3389/fendo.2023.1242110] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 09/19/2023] [Indexed: 12/18/2023] Open
Abstract
Introduction Subclinical hypothyroidism (SCH) is a common endocrine disorder characterized by elevated thyroid-stimulating hormone (TSH) levels and normal free thyroxine (FT4) levels. The overdiagnosis and overtreatment of SCH in elderly patients have become concerns as TSH levels naturally increase with age. Studies have shown that many elderly patients with SCH can recover without treatment, and the administration of levothyroxine (L-T4) does not improve their prognosis. Therefore, It is necessary to establish age-specific reference ranges for TSH in elderly individuals to aid in clinical decision-making and prevent overdiagnosis. Methods This is a multicenter prospective study that focuses on Chinese elderly patients with SCH who have TSH levels below 10 mU/L. After obtaining the informed consent of the patients, their initial diagnosis information will be registered, and they will be asked to fill out questionnaires such as the Montreal Cognitive Assessment-Basic (MoCA-B), Hamilton Depression Scale (HAMD), Hypothyroidism Symptom Questionnaire (SRQ), frail scale(FRAIL), fatigue scale, and EQ-5D. In addition, thyroid function tests, blood lipid analysis, carotid artery ultrasound, and thyroid ultrasound examinations will be conducted. Patients will also be grouped according to FT4 levels, the changes in FT4 and its relationship with TSH can also be described. For patients over 80 years old, a decrease in FT4 will be used as an endpoint event, while for patients between 60-80 years old, TSH levels greater than or equal to 10mIU/L or a decline in FT4 will be used as the endpoint event. The TSH reference intervals of the general and elderly populations will be used to calculate medical costs associated with multiple follow-ups of patients, and a social-economic analysis will also be conducted. Discussion This study will prospectively observe elderly patients with SCH who are screened using both age-specific and non-age-specific TSH reference ranges for the elderly population. We will compare the results of elderly patients diagnosed with SCH using different reference ranges and analyze their association with FT4 to identify meaningful SCH patients and reduce over diagnosis and over treatment of elderly SCH. Ethics The Medical Science Research Ethics Committee of the First Affiliated Hospital of China Medical University approved this study (ID: AF-SOP-07-1.1-01). The results will be published in an open-access journal. Clinical trial registration https://www.chictr.org.cn/, identifier ChiCTR2300070831.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Xiaochun Teng
- Department of Endocrinology and Metabolism, Institute of Endocrine, National Health Commission (NHC) Key Laboratory of Diagnosis and Treatment of Thyroid Diseases, The First Hospital of China Medical University, Shenyang, China
| |
Collapse
|
5
|
Shao R, Su L, Wang P, Han X, Wang T, Dai J, Gu Y, Luo J, Deng L, Liu J. Higher cadmium exposure was associated with sex-specific thyroid dysfunction: Consistent evidence from two independent cross-sectional studies based on urinary and blood cadmium measurements. RESEARCH SQUARE 2023:rs.3.rs-3455102. [PMID: 37886500 PMCID: PMC10602156 DOI: 10.21203/rs.3.rs-3455102/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/28/2023]
Abstract
Population-based studies on the association between cadmium (Cd) exposure and thyroid function are limited and have shown conflicting results. Two independent cross-sectional studies using different Cd biomarkers were carried out in six rural areas with different soil Cd levels in China. Thyroid dysfunction was defined based on levels of thyroid stimulating hormone (TSH) and free thyroxine (FT4). Both multivariable linear regression, multiple logistic regression and restrictive cubic splines models were used to estimate the association between Cd and thyroid dysfunction. For both of the two independent studies, higher Cd levels were observed to be associated with lower TSH levels and higher risk of thyroid dysfunction. The negative relationship between urinary Cd and TSH was found in both total participants (β = -0.072, p = 0.008) and males (β = -0.119, p = 0.020) but not in females, however, the negative relationship between blood Cd and TSH was only found in females (β = -0.104, p = 0.024). Higher urinary Cd (> 2.52 μg/g creatinine) was associated with higher risk of thyroid dysfunction, while higher blood Cd was associated with higher risk of hyperthyroidism status. The adjusted Odds Ratio (OR) for the risk of hyperthyroidism status was 3.48 (95%CI:1.36-8.92) and 6.94 (95%CI:1.23-39.31) times higher with every natural log unit higher in blood Cd in total participants and males, respectively. Results from the two independent cross-sectional studies consistently suggested that higher Cd levels were associated with sex-specific thyroid dysfunction.
Collapse
Affiliation(s)
- Ranqi Shao
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention
| | - Liqin Su
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention
| | | | - Xu Han
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention
| | - Ting Wang
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention
| | - Jun Dai
- Nanjing Agricultural University
| | - Yi Gu
- Nanjing Agricultural University
| | - Jiao Luo
- National Institute of Environmental Health, Chinese Center for Disease Control and Prevention
| | - Lifang Deng
- Yuhu Center for Disease Control and Prevention
| | - Jingping Liu
- Changde Center for Disease Control and Prevention
| |
Collapse
|
6
|
Ding J, Wang D, Zhang W, Xu D, Wang W. Ultrasound-Guided Radiofrequency and Microwave Ablation for the Management of Patients With Benign Thyroid Nodules: Systematic Review and Meta-Analysis. Ultrasound Q 2023; 39:61-68. [PMID: 36763842 DOI: 10.1097/ruq.0000000000000636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
Abstract
ABSTRACT Ultrasound-guided thermal ablation has been shown to considerably reduce nodule-related discomfort and cosmetic problems. Hence, this review was done to determine the effectiveness of ultrasound-guided radiofrequency or microwave ablation in the management of benign thyroid nodules. Searches were done in EMBASE, SCOPUS, PubMed Central, Cochrane library, MEDLINE, Google Scholar, ScienceDirect, and Clinicaltrials.gov until August 2022. Meta-analysis was carried out using random-effects model. With 95% confidence intervals (CIs), pooled standardized mean differences, mean differences, and/or odds ratio reported. In total, we analyzed 16 studies, most of them had high risk of bias. The pooled standardized mean difference for symptom score was -1.01 (95% CI, -1.83 to -0.19; I2 = 94.2%), for cosmetic relief was -1.26 (95% CI, -2.27 to -0.24; I2 = 96%), for postoperative nodule volume was -1.77 (95% CI, -3.06 to -0.48; I2 = 94%), for hospital stay was -3.88 (95% CI, -4.58 to -3.18; I2 = 91.1%), for operation time was -3.30 (95% CI, -3.95 to -2.64; I2 = 93.4%). The pooled odds ratio for postoperative pain was 0.04 (95% CI, 0.00-0.35; I2 = 95.1%), for postoperative hypothyroidism was 0.04 (95% CI, 0.01-0.11; I2 = 0%), for postoperative hoarseness was 0.56 (95% CI, 0.22-1.47; I2 = 0%), for postoperative hematoma was 0.57 (95% CI, 0.15-2.22; I2 = 0%). Ultrasound-guided radiofrequency and microwave ablation had better efficacy and safety profile in terms of symptoms, cosmetic relief, complication rate, duration of stay, and operation time when compared with conventional surgery or observation without treatment for patients with benign thyroid nodules.
Collapse
Affiliation(s)
| | | | | | | | - Wenhai Wang
- Department of Cardiology, Jilin Province FAW General Hospital, Changchun, China
| |
Collapse
|
7
|
Nuredini GN, Rehman U, Sangha MS, Koukkoullis A. Syncope as a rare presentation of papillary thyroid cancer. BMJ Case Rep 2023; 16:e250361. [PMID: 36750292 PMCID: PMC9906165 DOI: 10.1136/bcr-2022-250361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/09/2023] Open
Abstract
Syncope as a presentation for head and neck cancers is extremely rare. We report a case of a man in his 50s presenting with syncope and a left-sided neck mass. The diagnosis of syncope was secondary to a neck mass compressing the carotid body. After biopsy, it was found to be a metastatic papillary thyroid cancer for which the patient underwent a total thyroidectomy and neck dissection. We describe a workflow protocol for investigating patients presenting with syncope and associated neck mass. The work-up for such patients should include general, cardiological and otolaryngological-specific investigations.
Collapse
Affiliation(s)
| | - Umar Rehman
- Department of Ear, Nose and Throat Surgery, Whipps Cross University Hospital NHS Trust, London, UK
| | - Miljyot Singh Sangha
- Department of Ear, Nose and Throat Surgery, Whipps Cross University Hospital NHS Trust, London, UK
| | - Alexandros Koukkoullis
- Department of Ear, Nose and Throat Surgery, Whipps Cross University Hospital NHS Trust, London, UK
| |
Collapse
|
8
|
Zhao F, Zhang H, Cheng D, Wang W, Li Y, Wang Y, Lu D, Dong C, Ren D, Yang L. Predicting the risk of nodular thyroid disease in coal miners based on different machine learning models. Front Med (Lausanne) 2022; 9:1037944. [PMID: 36507527 PMCID: PMC9732087 DOI: 10.3389/fmed.2022.1037944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Accepted: 11/11/2022] [Indexed: 11/27/2022] Open
Abstract
Background Nodular thyroid disease is by far the most common thyroid disease and is closely associated with the development of thyroid cancer. Coal miners with chronic coal dust exposure are at higher risk of developing nodular thyroid disease. There are few studies that use machine learning models to predict the occurrence of nodular thyroid disease in coal miners. The aim of this study was to predict the high risk of nodular thyroid disease in coal miners based on five different Machine learning (ML) models. Methods This is a retrospective clinical study in which 1,708 coal miners who were examined at the Huaihe Energy Occupational Disease Control Hospital in Anhui Province in April 2021 were selected and their clinical physical examination data, including general information, laboratory tests and imaging findings, were collected. A synthetic minority oversampling technique (SMOTE) was used for sample balancing, and the data set was randomly split into a training and Test dataset in a ratio of 8:2. Lasso regression and correlation heat map were used to screen the predictors of the models, and five ML models, including Extreme Gradient Augmentation (XGBoost), Logistic Classification (LR), Gaussian Parsimonious Bayesian Classification (GNB), Neural Network Classification (MLP), and Complementary Parsimonious Bayesian Classification (CNB) for their predictive efficacy, and the model with the highest AUC was selected as the optimal model for predicting the occurrence of nodular thyroid disease in coal miners. Result Lasso regression analysis showed Age, H-DLC, HCT, MCH, PLT, and GGT as predictor variables for the ML models; in addition, heat maps showed no significant correlation between the six variables. In the prediction of nodular thyroid disease, the AUC results of the five ML models, XGBoost (0.892), LR (0.577), GNB (0.603), MLP (0.601), and CNB (0.543), with the XGBoost model having the largest AUC, the model can be applied in clinical practice. Conclusion In this research, all five ML models were found to predict the risk of nodular thyroid disease in coal miners, with the XGBoost model having the best overall predictive performance. The model can assist clinicians in quickly and accurately predicting the occurrence of nodular thyroid disease in coal miners, and in adopting individualized clinical prevention and treatment strategies.
Collapse
Affiliation(s)
- Feng Zhao
- The First Hospital of Anhui University of Science & Technology (Huainan First People’s Hospital), Huainan, China
| | - Hongzhen Zhang
- Anhui University of Science and Technology College of Medicine, Huainan, China
| | - Danqing Cheng
- Graduate School of Bengbu Medical College, Bengbu, China
| | - Wenping Wang
- Graduate School of Bengbu Medical College, Bengbu, China
| | - Yongtian Li
- Anhui University of Science and Technology College of Medicine, Huainan, China
| | - Yisong Wang
- Anhui University of Science and Technology College of Medicine, Huainan, China
| | - Dekun Lu
- The First Hospital of Anhui University of Science & Technology (Huainan First People’s Hospital), Huainan, China
| | - Chunhui Dong
- Anhui University of Science and Technology College of Medicine, Huainan, China
| | - Dingfei Ren
- Occupational Control Hospital of Huai He Energy Group, Huainan, Anhui, China
| | - Lixin Yang
- The First Hospital of Anhui University of Science & Technology (Huainan First People’s Hospital), Huainan, China,*Correspondence: Lixin Yang,
| |
Collapse
|
9
|
Shen C, Liang D, Wang X, Shao W, Geng K, Wang X, Sun H, Xie H. Predictive performance and verification of physiologically based pharmacokinetic model of propylthiouracil. Front Pharmacol 2022; 13:1013432. [PMID: 36278167 PMCID: PMC9579312 DOI: 10.3389/fphar.2022.1013432] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2022] [Accepted: 09/20/2022] [Indexed: 11/13/2022] Open
Abstract
Background: Propylthiouracil (PTU) treats hyperthyroidism and thyroid crisis in all age groups. A variety of serious adverse effects can occur during clinical use and require attention to its pharmacokinetic and pharmacodynamic characteristics in various populations.Objective: To provide information for individualized dosing and clinical evaluation of PTU in the clinical setting by developing a physiologically based pharmacokinetic (PBPK) model, predicting ADME characteristics, and extrapolating to elderly and pediatric populations.Methods: Relevant databases and literature were retrieved to collect PTU’s pharmacochemical properties and ADME parameters, etc. A PBPK model for adults was developed using PK-Sim® software to predict tissue distribution and extrapolated to elderly and pediatric populations. The mean fold error (MFE) method was used to compare the differences between predicted and observed values to assess the accuracy of the PBPK model. The model was validated using PTU pharmacokinetic data in healthy adult populations.Result: The MFE ratios of predicted to observed values of AUC0-t, Cmax, and Tmax were mainly within 0.5 and 2. PTU concentrations in various tissues are lower than venous plasma concentrations. Compared to healthy adults, the pediatric population requires quantitative adjustment to the appropriate dose to achieve the same plasma exposure levels, while the elderly do not require dose adjustments.Conclusion: The PBPK model of PTU was successfully developed, externally validated, and applied to tissue distribution prediction and special population extrapolation, which provides a reference for clinical individualized drug administration and evaluation.
Collapse
Affiliation(s)
- Chaozhuang Shen
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
- *Correspondence: Chaozhuang Shen, ; Hua Sun, ; Haitang Xie,
| | - Dahu Liang
- Anhui Provincial Center for Drug Clinical Evaluation, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Xiaohu Wang
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
| | - Wenxin Shao
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
| | - Kuo Geng
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
| | - Xingwen Wang
- Graduate School, Wannan Medical College, Wuhu, Anhui, China
| | - Hua Sun
- Anhui Provincial Center for Drug Clinical Evaluation, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
- *Correspondence: Chaozhuang Shen, ; Hua Sun, ; Haitang Xie,
| | - Haitang Xie
- Anhui Provincial Center for Drug Clinical Evaluation, Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China
- *Correspondence: Chaozhuang Shen, ; Hua Sun, ; Haitang Xie,
| |
Collapse
|
10
|
Xu YX, Wang C, Li XD, Guo WL, Liu GY, Zhang HB, Sun Y, Zhu DF, Xu Q. Activation of cholinergic basal forebrain neurons improved cognitive functions in adult-onset hypothyroid mice. Biomed Pharmacother 2022; 153:113495. [DOI: 10.1016/j.biopha.2022.113495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 07/21/2022] [Accepted: 07/27/2022] [Indexed: 11/24/2022] Open
|
11
|
Analysis of the Effect of Nursing Intervention for Thyroid Diseases Based on Family Nursing Methods. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:1766544. [PMID: 35237337 PMCID: PMC8885255 DOI: 10.1155/2022/1766544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 01/05/2022] [Accepted: 01/29/2022] [Indexed: 11/18/2022]
Abstract
Patients with thyroid disease must take long-term antithyroid drugs and go to the outpatient clinic for regular check-ups. This requires patients to have good compliance behaviors in order to better control their thyroid hormone levels. In order to improve patients' compliance behavior and seek effective family care interventions, this paper combines family care methods to evaluate the nursing effect of thyroid disease and combines investigation and analysis and experimental methods to verify the effectiveness of the method proposed in this paper. In addition, this paper compares family nursing methods with conventional methods under the guidance of family philosophy and objectively analyzes and evaluates the application value of accelerated rehabilitation surgery concepts and methods in thyroid surgery. Finally, this paper sets up a control group and a test group to carry out the nursing effect of home nursing in thyroid diseases. Through comparative experiments, it can be seen that the nursing intervention for thyroid diseases based on home nursing in this paper has a good nursing effect.
Collapse
|