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Song J, Fu J. Association between dietary index for gut microbiota and osteoarthritis in the US population: the mediating role of systemic immune-inflammation index. Front Nutr 2025; 12:1543674. [PMID: 40357032 PMCID: PMC12066459 DOI: 10.3389/fnut.2025.1543674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Accepted: 04/02/2025] [Indexed: 05/15/2025] Open
Abstract
Objective Osteoarthritis (OA) is one of the most prevalent chronic conditions among the elderly. The dietary index for gut microbiota (DI-GM) is a novel proposed indicator reflecting gut microbiome diversity. However, the role of DI-GM in OA remains unclear. This study thus aims to explore the association between DI-GM and the risk of OA and analyze the mediating roles of systemic immune-inflammation index (SII). Methods We utilized data from the National Health and Nutrition Examination Survey (NHANES) spanning 2007-2018. OA was assessed through self-reported questionnaires, and dietary recall data were used to calculate the DI-GM. Univariate and weighted multivariate logistic regression analyses were employed to evaluate the association between DI-GM and OA, the weighted linear regression analyses were employed to investigate the association of DI-GM with SII, while restricted cubic splines (RCS) curves were used to assess the non-linear relationship between these variables. Subgroup analyses were subsequently conducted to validate the robustness of the findings. Mediation analysis evaluated the role of SII. Results This study included 15,875 participants, revealing a significant inverse association between the DI-GM and OA risk (p < 0.001), higher DI-GM demonstrated a substantially reduced OA risk (adjusted model OR: 0.83; 95% CI: 0.79-0.86) and were negatively associated with the SII [β (95% CI): -9.2 (-13.0, -2.0)]. The RCS curve indicated a non-linear relationship between DI-GM and OA risk. Subgroup analysis showed that various demographic and clinical factors did not significantly alter the association between DI-GM and OA risk (interaction p-value > 0.05). The mediating effect of SII accounted for 12.69% of association between DI-GM and OA. Conclusion This study found a significant negatively association between DI-GM and OA prevalence in the US population. Mediation analyses demonstrated a significant mediating effect of SII.
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Affiliation(s)
| | - Jian Fu
- College of Physical Education, Yangzhou University, Yangzhou, Jiangsu, China
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2
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Xu T, Shen L, Cao X, Song J, Tang M, Yue C. Genetic evidence links hyperthyroidism to knee osteoarthritis. Hormones (Athens) 2025:10.1007/s42000-025-00648-0. [PMID: 40183994 DOI: 10.1007/s42000-025-00648-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2024] [Accepted: 03/24/2025] [Indexed: 04/05/2025]
Abstract
PURPOSE The causal relationship between hyperthyroidism and knee osteoarthritis (KOA) remains to date unknown. We aimed to examine the potential causal relationship between hyperthyroidism status and the risk of developing KOA via a bidirectional two-sample Mendelian randomization (MR) approach. METHODS Single-nucleotide polymorphism (SNP) data related to hyperthyroidism and KOA were obtained from a genome-wide association study (GWAS) in Europe. KOA was used as the outcome variable and hyperthyroidism was used as the exposure factor. The inverse-variance weighted (IVW) method served as the primary analytic tool and heterogeneity and pleiotropy were evaluated via sensitivity analysis. RESULTS The IVW method indicated that hyperthyroidism status has a causative influence on the risk of developing KOA [OR, 1.046; 95% confidence interval (CI), 1.013-1.080; P = 0.006]. No significant reverse causality was detected. Sensitivity analyses validated the robustness of these findings. CONCLUSIONS Hyperthyroidism status can causally increase the risk of developing KOA. This result indicated that the risk of developing KOA may be decreased by controlling hyperthyroidism.
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Affiliation(s)
- Tianli Xu
- Department of Orthopedics, The Affiliated Zhangjiagang Hospital of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Limin Shen
- Department of Endocrinology, The Affiliated Zhangjiagang Hospital of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Xiaojun Cao
- Department of Endocrinology, The Affiliated Zhangjiagang Hospital of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Jincheng Song
- Department of Orthopedics, The Affiliated Zhangjiagang Hospital of Soochow University, Suzhou, 215123, Jiangsu, China
| | - Mengjie Tang
- Department of Endocrinology, The Affiliated Zhangjiagang Hospital of Soochow University, Suzhou, 215123, Jiangsu, China.
| | - Chaoyan Yue
- Obstetrics and Gynecology Hospital of Fudan University, Shanghai, China.
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Que Z, Chen D, Cai H, Lan W, Huang Y, Rui G. Associations between estimated glucose disposal rate and osteoarthritis risk in US adults: a cross-sectional study. BMC Musculoskelet Disord 2025; 26:302. [PMID: 40140840 PMCID: PMC11938617 DOI: 10.1186/s12891-025-08568-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Accepted: 03/20/2025] [Indexed: 03/28/2025] Open
Abstract
BACKGROUND Estimated glucose disposal rate (eGDR) is a novel insulin resistance (IR) assessment surrogate. Although it has shown promising potential in other metabolic disease studies, no research has yet explored its relationship with osteoarthritis (OA). Therefore, this study aims to investigate the association between eGDR and OA in a cross-sectional observational cohort. METHOD Data utilized in this cross-sectional study were drawn from the National Health and Nutrition Examination Survey (NHANES). Logistic regression models were used to evaluate the association between eGDR and OA, stratified analysis was applied to assess the stability of the results. RESULT A total of 19,040 participants were included in the study, including 2,001 OA patients and 17,039 non-OA participants with an age distribution ranging from 20 to 85 years. The fully adjusted logistic regression model shows that eGDR were less likely associated with OA compared to those with non-OA (OR = 0.879, 95% CI = 0.846-0.914, P < 0.001). By dispersing the eGDR into quartiles, the correlation between eGDR and OA remained significant (P for trend < 0.0001). CONCLUSION This study suggests that eGDR is independently associated with OA, with lower eGDR values being linked to a higher risk of OA. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Zhiqiang Que
- Department of Orthopedics, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
| | - Dingqiang Chen
- Department of Orthopedics, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China
- The School of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Huirong Cai
- Department of Orthopedics, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, 364000, China
- The School of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Weibin Lan
- Department of Orthopedics, Longyan First Affiliated Hospital of Fujian Medical University, Longyan, Fujian, 364000, China.
- The School of Clinical Medicine, Fujian Medical University, Fuzhou, China.
| | - Yuxuan Huang
- Xiamen Key Laboratory of Clinical Efficacy and Evidence Studies of Traditional Chinese Medicine, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, 361003, China.
| | - Gang Rui
- Department of Orthopedics, The First Affiliated Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, China.
- The School of Clinical Medicine, Fujian Medical University, Fuzhou, China.
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Geng M, Zhang K. CRP-Albumin-Lymphocyte index (CALLYI) as a risk-predicting biomarker in association with osteoarthritis. Arthritis Res Ther 2025; 27:57. [PMID: 40108660 PMCID: PMC11921634 DOI: 10.1186/s13075-025-03530-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2024] [Accepted: 03/10/2025] [Indexed: 03/22/2025] Open
Abstract
PURPOSE As a novel biomarker, the C-reactive protein-Albumin-Lymphocyte Index (CALLYI) offers a comprehensive evaluation of the human body from three perspectives. However, the association between CALLYI and the incidence of osteoarthritis (OA) remains unclear. This cross-sectional study investigates the potential relationship between CALLYI and OA in US adults, develops a clinical prediction model, and validates its effectiveness. METHOD The study cohort consisted of 18,624 U.S. adults who participated in the National Health and Nutrition Examination Survey (NHANES) from 1999 to 2010. The CALLYI was calculated using the formula: albumin * lymphocytes / CRP * 10. Three weighted multiple regression models were constructed to investigate the correlation between CALLYI and OA. Restricted cubic splines (RCS) were employed to evaluate the nonlinear relationship between these two variables. Subgroup analyses were conducted to examine interactions. Univariate logistic regression, binary logistic regression, and least absolute shrinkage and selection operator (LASSO) were utilized for variable selection in the prediction model. Decision curve analysis (DCA) and receiver operating characteristic (ROC) curve analysis were applied to assess the predictive performance of the models. RESULTS The total sample size analyzed in this study was 18,624, of which 1,977 (10.62%) were diagnosed with OA. And the mean value of CALLYI was 5.13 (2.12,12.86). The multivariate logistic regression model revealed a negative correlation between elevated CALLYI and OA. The fully adjusted Model 3 demonstrated a significant 28% reduction in OA risk in the Q4 compared to the Q1 of CALLYI (OR = 0.72 95% CI: 0.59-0.88, p = 0.001). Subgroup analyses did not reveal any significant interactions (p > 0.05). Additionally, a significant non-linear relationship between CALLYI and OA using RCS (p < 0.0001). After variable screening, we constructed an OA prediction model incorporating CALLYI, and the results were visualized using a nomogram. The area under the curve (AUC) was 0.825 (95% CI: 0.817-0.834), and DCA indicated that the model holds clinical significance. CONCLUSION This study, utilizing NHANES statistics, is the first to establish a nonlinear negative relationship between CALLYI and OA, with no significant interaction observed in subgroup analyses. In the OA prediction model incorporating CALLYI, we validated the effectiveness and clinical utility of this model, providing evidence that CALLYI can serve as a biomarker for OA risk prediction. Nevertheless, larger multicenter prospective cohort studies are necessary to mitigate the limitations inherent in cross-sectional designs and self-reported OA diagnoses.
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Affiliation(s)
- Maosen Geng
- Department of Orthopedic, Xi'an Central Hospital, No. 161, West 5th Road, Xincheng District, Xi'an, Shaanxi, China
| | - Ke Zhang
- Department of Orthopedic, Xi'an Central Hospital, No. 161, West 5th Road, Xincheng District, Xi'an, Shaanxi, China.
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Fei SJ, Luo JY, Wang WH, Guo LX, Pan Q. Correlation between diabetic peripheral neuropathy and thyroid hormone sensitivity in elderly patients with type 2 diabetes mellitus. World J Diabetes 2025; 16:98897. [PMID: 39959265 PMCID: PMC11718484 DOI: 10.4239/wjd.v16.i2.98897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 10/23/2024] [Accepted: 11/26/2024] [Indexed: 12/30/2024] Open
Abstract
BACKGROUND Diabetic peripheral neuropathy (DPN) is a common complication of type 2 diabetes mellitus (T2DM), significantly affecting patients' quality of life and imposing a substantial economic burden. Recent studies have highlighted the role of thyroid hormones in diabetes complications, particularly in elderly patients with T2DM. However, the relationship between thyroid hormone sensitivity and DPN remains unclear. AIM To investigate the correlation between thyroid hormone sensitivity and DPN in elderly patients with T2DM. METHODS In a cohort of 256 elderly patients with T2DM, propensity score matching was used to balance age, sex, and diabetes duration. Clinical data were collected to calculate thyroid hormone sensitivity and analyze its correlation with DPN. A random forest model was used to evaluate the diagnostic value of free triiodothyronine/free thyroxine (FT3/FT4) for DPN. RESULTS Patients with DPN had a lower FT3/FT4 ratio [ (0.302 ± 0.053) vs (0.316 ± 0.049), P = 0.040]. Quartile stratification showed decreasing DPN prevalence with higher FT3/FT4 ratios. Spearman's correlation analysis showed that a lower FT3/FT4 ratio was associated with higher glycated hemoglobin, fasting blood glucose, reduced nerve conduction velocity, and electrical skin conductance. Logistic regression indicated a positive relationship between the median FT3/FT4 ratio and bilateral foot electrochemical skin conductance [odds ratio (OR): 1.019; 95%CI: 1.005-1.034; P = 0.007] and sural nerve sensory amplitude (OR: 1.310; 95%CI: 1.008-1.703; P = 0.043). Receiver operating characteristic analysis using a random forest model showed that incorporating FT3/FT4 improved predictive performance for DPN, with an area under the curve of 0.74, sensitivity of 0.79, specificity of 0.64, and accuracy of 0.77. CONCLUSION In elderly patients with T2DM with euthyroidism, a lower FT3/FT4 ratio is correlated with increased DPN incidence, affecting both large and small nerve fibers. FT3/FT4 is an effective predictor of DPN.
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Affiliation(s)
- Si-Jia Fei
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Jing-Yi Luo
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Wei-Hao Wang
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Li-Xin Guo
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
| | - Qi Pan
- Department of Endocrinology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100730, China
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Shi Y, Lu M, He F, Chen J, Zheng C, Lu L. Association Between Homocysteine and All-Cause Mortality Among Osteoarthritis Patients: A Cohort Study from the NHANES Database. Horm Metab Res 2025; 57:134-143. [PMID: 39662882 DOI: 10.1055/a-2460-7718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2024]
Abstract
This study explored the association between serum Hcy level and the all-cause mortality among osteoarthritis (OA) patients. This cohort study included patients diagnosed as OA from the National Health and Nutrition Examination Survey (NHANES) 1999-2006. Abbott Homocysteine assay, a fully automated fluorescence polarization immunoassay (FPIA) method, was used to measure the level of serum Hcy. Covariates included sociodemographic information, lifestyles, history of diseases and medications were extracted from the database. The weighted univariate, multivariate Cox proportional hazard models and restricted cubic splines (RCS) were utilized to explore the association between Hcy level and all-cause mortality in OA patients, with hazard ratios (HRs) and 95% confidence intervals (CIs). Subgroup analyses based on different age, gender, duration of OA, complications and C-reactive protein (CRP) were further assessed by this association. Totally 1384 OA patients were included in this study, of which 817 (59.03%) died by 31 December 2019. After adjusting all covariates, high Hcy level was associated with the high all-cause mortality among OA patients (HR=1.31, 95%CI: 1.02-1.67), especially in females (HR=1.43, 95%CI: 1.07-1.91), aged >60 years (HR=1.49, 95%CI: 1.14-1.94), duration of OA >10 years (HR=1.40, 95%CI: 1.01-1.95), with the history of hypertension (HR=1.37, 95%CI: 1.03-1.80), without the history of diabetes (HR=1.36, 95%CI: 1.01-1.82) or CRP >0.29 mg/l (HR=1.51, 95%CI: 1.04-2.19). High serum Hcy level was associated with high risk of all-cause mortality in OA patients. Our results suggest that serum Hcy is a promising biomarker for the prognosis of OA patients.
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Affiliation(s)
- Yu Shi
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
| | - Minan Lu
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
| | - Feng He
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
| | - Jinzhong Chen
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
| | - Chuanchuan Zheng
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
| | - Lu Lu
- Department of Orthopedic Surgery, The Affiliated Hospital of Youjiang Medical University for Nationalities, Baise, China
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Ma N, Gao F. Correlation between low testosterone levels and the risk of osteoarthritis: a cross-sectional analysis of NHANES data (2011-2016). BMC Musculoskelet Disord 2025; 26:23. [PMID: 39773699 PMCID: PMC11706034 DOI: 10.1186/s12891-024-08272-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Accepted: 12/31/2024] [Indexed: 01/11/2025] Open
Abstract
BACKGROUND Osteoarthritis (OA) is a common degenerative joint disease that significantly impacts the quality of life, especially among older adults. Testosterone, a critical hormone for musculoskeletal health, has been suggested to influence OA pathogenesis. However, the relationship between low testosterone levels and OA risk remains underexplored in large, representative populations. This study aimed to investigate the association between low testosterone levels and OA risk using data from the National Health and Nutrition Examination Survey (NHANES, 2011-2016). METHODS This cross-sectional analysis included 4,548 participants from NHANES, a nationally representative U.S. DATASET Testosterone levels were categorized as low or normal, with low testosterone defined as < 300 ng/dL for men and population-based cutoffs for women. The presence of OA was determined through self-reported physician diagnosis. Multivariable logistic regression models were used to examine the association between testosterone levels and OA risk, adjusting for demographic, socioeconomic, lifestyle, and clinical factors. Restricted cubic spline (RCS) analysis was conducted to evaluate non-linear relationships. Subgroup analyses were performed to assess consistency across key demographic and clinical strata. RESULTS Among the 4,548 participants, 812 (17.9%) were diagnosed with OA. Participants with OA were older, more likely to be female, and exhibited higher rates of obesity and hyperlipidemia. In fully adjusted models, low testosterone levels were significantly associated with increased OA risk (OR, 1.22; 95% CI, 1.02-1.46; P = 0.028). RCS analysis indicated a non-linear relationship, with a steep increase in OA risk at lower testosterone levels, suggesting a threshold effect. Subgroup analyses demonstrated consistent associations across demographic and clinical groups without significant interactions. CONCLUSION Low testosterone levels are independently associated with an increased risk of OA in the U.S. POPULATION These findings underscore the potential role of hormonal health in OA pathogenesis and highlight the need for longitudinal studies to clarify causal pathways. The observed non-linear relationship suggests that maintaining optimal testosterone levels may be important for joint health, and testosterone replacement therapy could be explored as a preventative strategy for individuals with testosterone deficiency.
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Affiliation(s)
- Ning Ma
- Department of Orthopedic Trauma, Norinco General Hospital, Xi'an, Shaanxi Province, China
| | - Fang Gao
- Department of Orthopedic Trauma, Norinco General Hospital, Xi'an, Shaanxi Province, China.
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Chen P, Ye B, Lin C, Zhang C, Chen J, Li L. Exploration of the mechanism of tetramethoxyflavone in treating osteoarthritis based on network pharmacology and molecular docking. Tzu Chi Med J 2025; 37:99-108. [PMID: 39850388 PMCID: PMC11753527 DOI: 10.4103/tcmj.tcmj_77_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Revised: 04/12/2024] [Accepted: 04/19/2024] [Indexed: 01/25/2025] Open
Abstract
Objectives This study aimed to explore the potential mechanisms of TMF (5,7,3',4'-tetramethoxyflavone) in treating osteoarthritis (OA) using network pharmacology and molecular docking. Materials and Methods Databases including SwissTargetPrediction, BATMAN-TCM, PharmMapper, TargetNet, SuperPred, and SEA were utilized to screen the targets of TMF. "OA" was used as the disease keyword to predict OA-related genes through GeneCards, Therapeutic Target Database, PharmGKB, Online Mendelian Inheritance in Man, and Comparative Toxicogenomics Database. The Venn diagram was employed to identify the intersection of predicted targets between TMF and OA as potential targets for TMF in treating OA. The intersection targets were input into the STRING 12.0 online database to construct a protein-protein interaction (PPI) network and identify core targets. Subsequently, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were performed using the Metascape V3.5 online database platform. Finally, molecular docking between TMF and core targets was conducted using AutoDockTools 1.5.6. Results A total of 228 intersection targets for TMF treating OA were obtained, and PPI network analysis identified 5 core targets: STAT3, SRC, CTNNB1, EGFR, and AKT1. GO enrichment analysis yielded 2736 results, while KEGG analysis identified 203 pathways. Most elated GO and KEGG items of TMF in treating OA may include hormonal responses, antiviral and anticancer effects, anti-inflammation, phosphorus metabolism, phosphate metabolism, nitrogen compound responses, cancer-related pathways, PI3K-Akt signaling pathway, and MAPK signaling pathway. Molecular docking revealed good binding affinities between TMF and all core targets except STAT3. Conclusion TMF might act on multiple targets and activate diverse pathways to intervene in OA, revealing the molecular processes involved in TMF treatment of OA.
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Affiliation(s)
- Ping Chen
- Pharmacy College, Gannan Medical University, Ganzhou, Jiangxi, China
| | - Baibai Ye
- Pharmacy College, Gannan Medical University, Ganzhou, Jiangxi, China
| | - Cheng Lin
- Pharmacy College, Gannan Medical University, Ganzhou, Jiangxi, China
| | - Chenning Zhang
- Department of Pharmacy, Xiangyang No. 1 People’s Hospital, Hubei University of Medicine, Xiangyang, China
| | - Jia Chen
- Institute for Control of Chinese Traditional Medicine and Ethnic Medicine, National Institutes for Food and Drug Control, Beijing, China
| | - Linfu Li
- Pharmacy College, Gannan Medical University, Ganzhou, Jiangxi, China
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Feng K, Li P, Guo H, Chen Z. The impact of coffee consumption on osteoarthritis: insights from NHANES and Mendelian randomization analysis. Front Nutr 2024; 11:1434704. [PMID: 39691171 PMCID: PMC11650599 DOI: 10.3389/fnut.2024.1434704] [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: 05/21/2024] [Accepted: 11/14/2024] [Indexed: 12/19/2024] Open
Abstract
Background Osteoarthritis (OA) is a prevalent degenerative joint condition, and emerging evidence suggests that dietary factors, such as coffee consumption, may influence its risk. However, the relationship between coffee consumption and the risk of developing OA remains ambiguous. This study aims to explore the association between coffee intake and OA complemented by Mendelian randomization (MR) to infer causality. Materials and methods We analyzed data from 32,439 participants across 10 NHANES cycles (1999-2018), including 3,676 individuals diagnosed with OA. Osteoarthritis was diagnosed through a structured questionnaire, while coffee consumption was assessed via 24-h dietary recalls. Participants were categorized based on reported coffee intake: 0 cups, <2 cups, 2-4 cups, and >4 cups per day. We employed weighted multivariable logistic regression to examine associations between coffee consumption and OA by using data from the NHANES 1999-2018, adjusting for various covariates. Subsequently, a MR analysis was conducted using genetic variants as instrumental variables to infer causal relationships, with multiple methods including inverse-variance weighted (IVW) analysis, MR-Egger regression, and weighted median techniques to assess the robustness, heterogeneity, and potential pleiotropy of our findings. Results Our regression models indicated an increased risk of OA with rising coffee consumption, with significant associations noted particularly for those consuming more than 4 cups daily (OR = 1.19, 95% CI: 1.00-1.41, p = 0.049). In MR analysis, coffee intake was causally linked to OA types, demonstrating increased risk for knee OA (KOA: OR = 1.60, 95% CI: 1.08-2.35, p = 0.018), hip OA (HOA: OR = 1.85, 95% CI: 1.06-3.25, p = 0.031), and combined KOA and HOA (KHOA: OR = 1.66, 95% CI: 1.18-2.33, p = 0.003). Sensitivity analyses confirmed the stability of results across multiple evaluation methods. Conclusion Our findings highlight a significant association between coffee consumption and an increased risk of OA, suggesting that higher intake levels may contribute to OA morbidity. These results warrant further exploration into the underlying biological mechanisms and implications for dietary guidelines in populations at risk for OA.
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Affiliation(s)
- Kai Feng
- First Clinical Medical College, General Hospital of Ningxia Medical University, Yinchuan, China
- First Clinical Medical College, Ningxia Medical University, Yinchuan, China
| | - Peng Li
- Department of Orthopedic, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Haohui Guo
- Department of Orthopedic, General Hospital of Ningxia Medical University, Yinchuan, China
| | - Zhirong Chen
- Department of Orthopedic, General Hospital of Ningxia Medical University, Yinchuan, China
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10
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Xu Y, Szilagyi IA, Boer CG, Sedaghati-Khayat B, Visser WE, van Meurs JB, Chaker L. Association between thyroid function and osteoarthritis: A population-based cohort study. Osteoarthritis Cartilage 2024:S1063-4584(24)01450-X. [PMID: 39537017 DOI: 10.1016/j.joca.2024.10.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 10/10/2024] [Accepted: 10/19/2024] [Indexed: 11/16/2024]
Abstract
OBJECTIVES Previous genetic and animal studies indicated a causal role of thyroid hormones in osteoarthritis (OA), which has not been observed in the general population. We aimed to investigate whether thyroid-stimulating hormone (TSH) and free thyroxine (FT4) were associated with hand, hip, or knee OA. METHODS Participants from the Rotterdam Study with baseline TSH, FT4, and joint radiographs were included. We used multivariable regression models to investigate the association of thyroid function with the prevalence, severity, incidence, and progression of OA. We conducted stratified analyses by sex, age, body mass index (BMI) and weight-bearing physical activity. RESULTS Among 9054 participants included (mean age 65 years, 56.3% women), higher FT4 concentrations were associated with an increased risk of prevalent knee OA (odd ratio [OR] 1.04 per pmol/L, 95% CI 1.01-1.06, corresponding to an OR of 1.62 across the reference range [i.e., 14pmol/L changes] of FT4) and more severe knee OA. There was a positive association between FT4 and overall progression of knee OA (OR 1.03 per pmol/L, 1.00-1.07). No association of TSH with hand, hip, or knee OA was identified. Stratified analysis revealed an association between FT4 and prevalent knee OA among individuals with BMI ≥30 kg/m2 (OR 1.05 per pmol/L, 1.01-1.08) and those with high levels of weight-bearing physical activity (OR 1.05 per pmol/L, 1.01-1.10). CONCLUSIONS Our study indicated that higher FT4 concentrations may increase the risk of knee OA. This association might be greater in individuals with extra joint loading, such as those with obesity.
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Affiliation(s)
- Yanning Xu
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands; Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands; Academic Center for Thyroid Diseases, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Ingrid A Szilagyi
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Cindy G Boer
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Bahar Sedaghati-Khayat
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - W Edward Visser
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands; Academic Center for Thyroid Diseases, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Joyce B van Meurs
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Layal Chaker
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands; Department of Epidemiology, Erasmus University Medical Center, Rotterdam, the Netherlands; Academic Center for Thyroid Diseases, Erasmus University Medical Center, Rotterdam, the Netherlands.
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Fu SE, Liang XH, Huang LL, Xian J, Wu XZ, Pan J, Chen XL, Kuang YQ, Wu CJ, Li QL, Liu XF, Huang ZE, Wei TT, Qin YF, Huang ZX, Yang HY, Lan SS, Lu DC, Luo ZJ. Chronic thyrotoxic myopathy development is associated with thyroid hormone sensitivity index, predicted by lower-limb fatigue and the squat-up test. Sci Rep 2024; 14:24364. [PMID: 39420080 PMCID: PMC11487120 DOI: 10.1038/s41598-024-76273-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2024] [Accepted: 10/11/2024] [Indexed: 10/19/2024] Open
Abstract
Thyroid hormones (THs) may affect chronic thyrotoxic myopathy (CTM). The relationship between TH sensitivity and CTM is inconsistent. We aimed to investigate the associations between TH sensitivity and the risk of CTM and to screen potential CTMs with strength and function tests. A total of 162 Chinese patients (36.58% men) with Graves' disease were enrolled and divided into CTM and non-CTM groups. TH and sensitivity indices were measured. Muscle power and function were assessed by grip, upper-limb fatigue (ULFT), lower-limb fatigue (LLFT), and squat-up (SUT) tests, and walking pace. Association between sensitivity to TH indices and the risk of developing CTM was assessed via multivariate logistic regression. The diagnostic effectiveness of muscle power and function for predicting CTM was evaluated via receiver operating characteristic (ROC) curves. Thyroid feedback quantile-based index FT3 (TFQIFT3) and the parametric TFQIFT3 (PTFQIFT3), TFQIFT4, and PTFQIFT4 were positively associated with CTM risk by using inverse probability of treatment weighting multivariate logistic regression. For each 1-SD increase in TFQIFT3 and PTFQIFT3, TFQIFT4 and PTFQIFT4, the odds ratios for CTM were 1.67 (95% CI = 1.17-2.48) ,1.64 (95% CI = 1.51-2.93), 1.60 (95%CI = 1.12-2.32), 1.58 (95%CI = 1.11-2.30), respectively. LLFT and SUT best predicted male/female CTM, respectively (AUC = 0.89/0.85). In Graves' disease patients, TH sensitivity is associated with CTM development, which can be predicted by SUT and LLFT results.
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Affiliation(s)
- Shi-En Fu
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
- Nanfang Hospital, Southern Medical University, No.1838 North Guangzhou Avenue, Guangzhou, 510515, China
| | - Xing-Huan Liang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Li-Li Huang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
- Department of Endocrinology, The Affiliated Hospital of Guilin Medical University, No.15 Le Qun Road, Guilin, 541001, China
| | - Jing Xian
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Xi-Zhen Wu
- Department of Laboratory, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Jie Pan
- Department of Neurology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Xue-Lan Chen
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Ya-Qi Kuang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Chun-Jiao Wu
- Department of Laboratory, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Qiao-Li Li
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Xiao-Fan Liu
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Zi-En Huang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Ting-Ting Wei
- Department of Laboratory, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Ying-Fen Qin
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Zhen-Xing Huang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Hai-Yan Yang
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - Shan-Shan Lan
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China
| | - De-Cheng Lu
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China.
| | - Zuo-Jie Luo
- Department of Endocrinology, The First Affiliated Hospital of Guangxi Medical University, No.6 Shuang Yong Road, Nanning, 530021, China.
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Bai Y, Guo S. Association of Life's Essential 8 with depression among adults: A cross-sectional study of NHANES. J Investig Med 2024; 72:737-746. [PMID: 38869164 DOI: 10.1177/10815589241261286] [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: 06/14/2024]
Abstract
The prevalence of depression continues to rise, and it has a high death and disability rate. Life's Essential 8 (LE8) is an updated measurement of cardiovascular health (CVH), and a higher score of LE8 represents healthier CVH. Our study aimed to investigate the association between the LE8 and depression among adults. This cross-sectional study used data from the National Health and Nutrition Examination Survey. CVH was measured by using LE8 according to American Heart Association definitions. Depression was assessed by the 9-item Patient Health Questionnaire (PHQ-9). Weighted univariable and multivariable logistic analyses were performed to investigate the association of LE8 with depression. Subgroup analyses were also conducted in different groups based on age, gender, race, body mass index (BMI), smoking, arthritis, cardiovascular disease, and chronic kidney disease. A total of 22,149 participants were included in the database, with a mean LE8 score of 71.27. The prevalence of depression was 7.32%. The mean scores of LE8 in health behaviors and health factors were 73.28 and 69.26, respectively. After adjustment of potential confounders, a higher LE8 score was associated with lower odds of depression (odds ratio = 0.27, 95% confidence interval: 0.20-0.37). A similar association was observed in the subgroup analyses. Higher overall LE8 scores and higher scores for each component (diet, physical activity, nicotine exposure, sleep duration, BMI, blood lipids, blood glucose, and blood pressure) were associated with lower odds of depression. LE8 score might be a useful tool for both cardiologists and psychiatrists in screening for and monitoring physical and mental health. Primary care physicians also could better tailor care and interventions to address both physical and mental health needs.
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Affiliation(s)
- Yinyin Bai
- Department of Psychiatry, Liupanshui Third People's Hospital, Guizhou, P.R. China
| | - Sanqin Guo
- Department of Rehabilitation, Liupanshui Third People's Hospital, Guizhou, P.R. China
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Chen F, Chen R, Zhou J, Xu W, Zhou J, Chen X, Gong X, Chen Z. Impaired Sensitivity to Thyroid Hormones is Associated with Central Obesity in Euthyroid Type 2 Diabetes Mellitus Patients with Overweight and Obesity. Diabetes Metab Syndr Obes 2024; 17:3379-3396. [PMID: 39280173 PMCID: PMC11402367 DOI: 10.2147/dmso.s472550] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 08/19/2024] [Indexed: 09/18/2024] Open
Abstract
Background Thyroid hormone levels are associated with the distribution of body components in humans. Objective This study aimed to investigate the associations between thyroid hormone (TH) levels, central sensitivity to THs, and body composition in overweight and obese patients with euthyroid type 2 diabetes mellitus (T2DM). Methods This cross-sectional study included 1215 euthyroid T2DM patients (721 men and 494 women) aged 20-80 years. The thyroid hormone sensitivity indices included the thyroid feedback quartile-based index (TFQI), thyrotroph T3 resistance index (TT3RI), thyrotroph T4 resistance index (TT4RI), and thyroid-stimulating hormone index (TSHI). The appendicular fat ratio, trunk fat ratio, android fat ratio, gynoid fat ratio, and appendicular skeletal muscle mass (ASM) were measured via dual-energy X-ray absorptiometry. Results The data revealed a greater proportion of subjects with impaired central sensitivity to THs in the obese group. TFQIFT4 and TFQIFT3 levels were positively correlated with the upper limb fat ratio, lower limb fat ratio, gynoid fat ratio, and total fat ratio. TSHI was positively correlated with body mass index (BMI), upper limb fat ratio, lower limb fat ratio, trunk fat ratio, android fat ratio, gynoid fat ratio, total fat ratio, and appendicular skeletal muscle mass index (ASMI) in women. In men, TSHI was only positively correlated with upper limb fat ratio, lower limb fat ratio, and total fat ratio. Logistic regression analysis indicated that TT3RI and TFQIFT3 were independently and positively associated with central obesity and low muscle mass in overweight and obese men. No significant differences were found among the women. Conclusion THs central sensitivity is related to the body composition of euthyroid T2DM patients. Specifically, high levels of TT3RI and TFQIFT3 are associated with central obesity and low muscle mass in T2DM men with overweight and obesity.
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Affiliation(s)
- Fei Chen
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
- Wenzhou Medical University, Zhejiang, People's Republic of China
| | - Rujun Chen
- Department of Burn, 906 Hospital of the Joint Logistics Team, PLA, Wenzhou, People's Republic of China
| | - Jiangfeng Zhou
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
- Wenzhou Medical University, Zhejiang, People's Republic of China
| | - Weiyi Xu
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
- Wenzhou Medical University, Zhejiang, People's Republic of China
| | - Jiahui Zhou
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
- Department of Internal Medicine, The First People's Hospital of Longwan District, Wenzhou, People's Republic of China
| | - Xianxian Chen
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
- Department of Internal Medicine, The People's hospital of Pingyang, Wenzhou, People's Republic of China
| | - Xiaohua Gong
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
| | - Zimiao Chen
- Department of Endocrinology and Metabology, The First Affiliated Hospital of Wenzhou Medical University, Zhejiang, People's Republic of China
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Chandrupatla SR, Rumalla KC, Singh JA. Hypothyroidism Impacts Clinical and Healthcare Utilization Outcomes After Primary Total Hip Arthroplasty. J Arthroplasty 2024; 39:S279-S286.e3. [PMID: 37972668 DOI: 10.1016/j.arth.2023.11.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2023] [Revised: 11/02/2023] [Accepted: 11/07/2023] [Indexed: 11/19/2023] Open
Abstract
BACKGROUND Our objective was to assess the association of hypothyroidism with outcomes of primary total hip arthroplasty (THA) overall and stratified by underlying diagnosis. METHODS We identified patients undergoing primary THA in a national database from 2016 to 2020. We stratified them based on primary diagnoses into hip osteoarthritis (OA; N = 1,761,960), osteonecrosis (ON; N = 78,275), traumatic fracture (N = 532,910), inflammatory arthritis (IA; N = 3,520), and "other" (N = 90,550). We identified hypothyroidism and complications using secondary diagnoses. Among 2,467,215 patients undergoing primary THA, mean age was 68 years (range, 18 to 90), and 58.3% were women. Complications codes only included initial encounters. We performed time-trends analyses and multivariable-adjusted regression analyses adjusted for demographics, expected primary payer, a comorbidity score, elective versus non-elective admission, and hospital characteristic information, with clinical and healthcare utilization outcome as endpoints. RESULTS Overall, hypothyroidism was significantly associated with increased LOS, total charges, non-routine discharges, blood transfusions, and prosthetic fractures. In the OA cohort, hypothyroidism was associated with increased LOS, total charges, and non-routine discharges (P < .001 for each), and blood transfusions (P = .02). Hypothyroidism was associated with increased total charges (P = .001) in the ON cohort and with increased LOS, non-routine discharge, and blood transfusion (P < .05 each) in the traumatic fracture cohort. CONCLUSIONS Hypothyroidism was associated with blood transfusions, prosthetic fractures, and utilization outcomes in THA patients. Tailored intervention strategies for hypothyroidism should be tested for their efficacy to improve THA peri-operative outcomes.
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Affiliation(s)
- Sumanth R Chandrupatla
- Department of Medicine at the School of Medicine, University of Alabama at Birmingham (UAB), Birmingham, Alabama
| | - Kranti C Rumalla
- Feinberg School of Medicine, Northwestern University, Chicago, Illinois
| | - Jasvinder A Singh
- Department of Medicine at the School of Medicine, University of Alabama at Birmingham (UAB), Birmingham, Alabama; Medicine Service, VA Medical Center, Birmingham, Alabama; Department of Epidemiology at the UAB School of Public Health, Birmingham, Alabama; Division of Clinical Immunology and Rheumatology, Musculoskeletal Outcomes Research, Birmingham, Alabama; Gout Clinic, University of Alabama Health Sciences Foundation, Birmingham, Alabama; Birmingham Veterans Affairs Medical Center, Birmingham, Alabama
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15
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Luo Q, Zhang S, Yang Q, Deng Y, Yi H, Li X. Causal factors for osteoarthritis risk revealed by mendelian randomization analysis. Aging Clin Exp Res 2024; 36:176. [PMID: 39172202 PMCID: PMC11341639 DOI: 10.1007/s40520-024-02812-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 07/15/2024] [Indexed: 08/23/2024]
Abstract
Osteoarthritis (OA), a prevalent chronic disease among the elderly, presents a complex pathogenesis and currently lacks effective treatment. Traditional observational studies are time-consuming, labor-intensive, susceptible to confounding factors, and cannot establish causal relationships. Mendelian randomization (MR) analysis, leveraging genetic variation to assess causal associations between exposures and outcomes, offers a cost-effective and efficient alternative. Over the past decade, large-scale genome-wide association studies have identified numerous genetic variants linked to OA risk factors, facilitating MR study design. In this review, we systematically identified 52 MR studies meeting specific criteria and evaluated their quality, exploring the impact of lifestyle, nutrition, comorbidities, circulating metabolites, plasma proteins, and other health factors on OA risk. We discuss the results and potential mechanisms of MR findings, addressing conflicting evidence based on existing literature and our prior research. With the ongoing expansion of genome-wide association data, we anticipate MR's role in future OA studies to broaden, particularly in drug development research using targeted MR approaches. We thus aim for this paper to offer valuable insights for researchers and clinicians in related fields.
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Affiliation(s)
- Qingfeng Luo
- State Key Laboratory of Ultrasound in Medicine and Engineering, Chongqing Medical University, Chongqing, 400016, China
- Chongqing Key Laboratory of Ultrasound Molecular Imaging, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
- Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
| | - Shiyong Zhang
- Department of Joint Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, 510080, Guangdong, China
| | - Qiyuan Yang
- State Key Laboratory of Ultrasound in Medicine and Engineering, Chongqing Medical University, Chongqing, 400016, China
- Chongqing Key Laboratory of Ultrasound Molecular Imaging, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
- Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
| | - Yuyi Deng
- State Key Laboratory of Ultrasound in Medicine and Engineering, Chongqing Medical University, Chongqing, 400016, China
- Chongqing Key Laboratory of Ultrasound Molecular Imaging, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
- Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
| | - Hengjing Yi
- Chongqing Key Laboratory of Ultrasound Molecular Imaging, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
- Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China
| | - Xingsheng Li
- Chongqing Key Laboratory of Ultrasound Molecular Imaging, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China.
- Department of Geriatrics, The Second Affiliated Hospital of Chongqing Medical University, Chongqing, 400010, China.
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Li C, Tu Y, Rong R, Zhang Z, Chen W, Long L, Zhang Y, Wang C, Pan B, Wu X, Guan M, Yang B, Zheng L, Sheng P. Association of thyroid hormone with osteoarthritis: from mendelian randomization and RNA sequencing analysis. J Orthop Surg Res 2024; 19:429. [PMID: 39054551 PMCID: PMC11270794 DOI: 10.1186/s13018-024-04939-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 07/21/2024] [Indexed: 07/27/2024] Open
Abstract
BACKGROUND The relationship between thyroid hormone (TH) levels in vivo and osteoarthritis (OA) remains inconclusive. This study aims to investigate the association between TH levels and OA, analyze the effect of triiodothyronine on hypertrophic chondrocyte differentiation and OA progression, and identify potential target genes of triiodothyronine in OA to evaluate its diagnostic value. METHODS Two-sample mendelian randomization method was used to probe the causal links between hyperthyroidism and OA. Differentially expressed genes (DEGs) from two RNA-sequencing data in Gene Expression Omnibus (GSE199847 and GSE114007) and enrichment analysis of DEGs (166 commonly upregulated genes and 71 commonly downregulated genes of GSE199847 and GSE114007) was performed to analyze the effect of triiodothyronine (T3) on hypertrophic chondrocyte differentiation and OA. C28/I2 cells treated with T3 and reverse transcription and quantitative real-time polymerase chain reaction were used to validate T3 targeted genes. The diagnostic performance of target genes was assessed by the receiver operating characteristic (ROC) curve and area under the curve (AUC). RESULTS There was a positive causal association between hyperthyroidism and OA (IVW result, OR = 1.330, 95% CI 1.136-1.557, P = 0.0004). Weighted median and Weighted mode analysis also demonstrated that hyperthyroidism had a positive causal association with OA (p < 0.05, OR > 1). Bioinformatics analysis indicated T3 can partially induce the emergence of late hypertrophic chondrocyte and promote OA through extracellular matrix organization, blood vessel development, skeletal system development and ossification. Post-T3 treatment, MAFB, C1QTNF1, COL3A1 and ANGPTL2 were significantly elevated in C28/I2 cells. ROC curves in GSE114007 showed that AUC of all above genes were ≥ 0.7. CONCLUSIONS This study identified that hyperthyroidism has a positive causal association with OA by MR analysis. T3 induced hypertrophic chondrocytes promote OA progression by upregulating genes such as MAFB, C1QTNF1, COL3A1 and ANGPTL2, which can also serve as OA diagnosis.
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Affiliation(s)
- Chengxin Li
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Yucheng Tu
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Rong Rong
- Department of Nosocomial Infection, The First Affiliated Hospital, Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Ziji Zhang
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Weishen Chen
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Lingli Long
- Research Center of Translational Medicine, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Yangchun Zhang
- Department of Orthopedics, People's Hospital of Shenzhen Baoan District, 118 Longjing 2nd Road, Shenzhen, 518101, Guangdong, China
| | - Chao Wang
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Baiqi Pan
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Xiaoyu Wu
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China
| | - Mingqiang Guan
- Joint Surgery Center, Foshan Traditional Chinese Medicine Hospital, 6 Qinren Road, Foshan, 528200, Guangdong, China
| | - Bo Yang
- Department of Orthopedics, The First Affiliated Hospital of Shantou University Medical College, 57 Chenghai Road, Shantou, 515041, Guangdong, China
| | - Linli Zheng
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China.
| | - Puyi Sheng
- Department of Joint Surgery, The First Affiliated Hospital of Sun Yat-Sen University, Zhong Shan 2nd Road, No. 58, Guangzhou, 510080, Guangdong, China.
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Zhao J, Liang H, Liang G, Hong K, Yang W, Luo M, Zeng L, Liu J. Hyperthyroidism increases the risk of osteoarthritis in individuals aged 60-80 years. Sci Rep 2024; 14:13924. [PMID: 38886465 PMCID: PMC11183066 DOI: 10.1038/s41598-024-64676-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 06/12/2024] [Indexed: 06/20/2024] Open
Abstract
To elucidate the currently unknown relationship between hyperthyroidism and osteoarthritis (OA). During 2007-2012, 7,433 participants (hyperthyroidism patients = 125; OA patients = 675) were included in the National Health and Nutrition Examination Survey database. We used a weighted multivariable-adjusted logistic regression analysis to assess the association between hyperthyroidism and OA. We also assessed the causality of that relationship using publicly available genome-wide association study data and three Mendelian randomization (MR) analysis methods. The heterogeneity test, pleiotropy test, and leave-one-out tests were used for sensitivity analysis. In this cross-sectional study, after adjusting for potential confounding factors, we found that hyperthyroidism significantly (P = 0.018) increased the risk of OA (odds ratio [OR] = 2.23, 95% confidence interval [CI] = 1.2-4.17). Age-stratified analysis revealed that hyperthyroidism was associated with a greater risk of OA in the 60-80-year-old age group (OR = 2.86, 95% CI = 1.46-5.59, P = 0.002), with no significant association in the 18-59-year-old age group (all P > 0.05). The results of the inverse-variance weighting (IVW) analysis showed that hyperthyroidism increased the risk of OA (OR = 1.23, 95% CI = 1.04-1.46; P = 0.017). The weighted median estimator (WME) and MR-Egger method also confirmed this causal association (OR = 1.27 and OR = 1.32, respectively). The sensitivity analysis results confirmed the reliability of this conclusion. In addition, IVW-based reverse-MR analysis revealed that OA did not increase the risk of hyperthyroidism (OR = 1.02, 95% CI = 0.97-1.08; P = 0.449). Hyperthyroidism is associated with an increased risk of OA, but the underlying pathological mechanism still needs to be clarified in future research.
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Affiliation(s)
- Jinlong Zhao
- State Key Laboratory of Traditional Chinese Medicine Syndrome/The Second Clinical College of Guangzhou University of Chinese Medicine, No.111, Dade Road, Yuexiu District, Guangzhou, 510405, Guangdong, China
- Guangdong Provincial Key Laboratory of Chinese Medicine for Prevention and Treatment of Refractory Chronic Diseases/The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, 510120, China
- The Research Team On Bone and Joint Degeneration and Injury of Guangdong Provincial Academy of Chinese Medical Sciences, Guangzhou, 510120, China
| | - Haodong Liang
- State Key Laboratory of Traditional Chinese Medicine Syndrome/The Second Clinical College of Guangzhou University of Chinese Medicine, No.111, Dade Road, Yuexiu District, Guangzhou, 510405, Guangdong, China
- The Fifth Clinical College of Guangzhou, University of Chinese Medicine, No.12, Jichang Road, Baiyun District, Guangzhou, 510405, Guangdong, China
- The Affiliated TCM Hospital of Guangzhou Medical University, Guangzhou, 510000, China
| | - Guihong Liang
- State Key Laboratory of Traditional Chinese Medicine Syndrome/The Second Clinical College of Guangzhou University of Chinese Medicine, No.111, Dade Road, Yuexiu District, Guangzhou, 510405, Guangdong, China
- Guangdong Provincial Key Laboratory of Chinese Medicine for Prevention and Treatment of Refractory Chronic Diseases/The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, 510120, China
- The Research Team On Bone and Joint Degeneration and Injury of Guangdong Provincial Academy of Chinese Medical Sciences, Guangzhou, 510120, China
| | - Kunhao Hong
- The Fifth Clinical College of Guangzhou, University of Chinese Medicine, No.12, Jichang Road, Baiyun District, Guangzhou, 510405, Guangdong, China
| | - Weiyi Yang
- Guangdong Provincial Key Laboratory of Chinese Medicine for Prevention and Treatment of Refractory Chronic Diseases/The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, 510120, China
| | - Minghui Luo
- Guangdong Provincial Key Laboratory of Chinese Medicine for Prevention and Treatment of Refractory Chronic Diseases/The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, 510120, China
| | - Lingfeng Zeng
- State Key Laboratory of Traditional Chinese Medicine Syndrome/The Second Clinical College of Guangzhou University of Chinese Medicine, No.111, Dade Road, Yuexiu District, Guangzhou, 510405, Guangdong, China.
- Guangdong Provincial Key Laboratory of Chinese Medicine for Prevention and Treatment of Refractory Chronic Diseases/The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, 510120, China.
- The Research Team On Bone and Joint Degeneration and Injury of Guangdong Provincial Academy of Chinese Medical Sciences, Guangzhou, 510120, China.
| | - Jun Liu
- The Research Team On Bone and Joint Degeneration and Injury of Guangdong Provincial Academy of Chinese Medical Sciences, Guangzhou, 510120, China.
- The Fifth Clinical College of Guangzhou, University of Chinese Medicine, No.12, Jichang Road, Baiyun District, Guangzhou, 510405, Guangdong, China.
- Guangdong Second Traditional Chinese Medicine Hospital (Guangdong Province Engineering Technology Research Institute of Traditional Chinese Medicine), Guangzhou, 510095, China.
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Xu Q, Wang J, Li H, Gao Y. Association between serum α-Klotho levels and osteoarthritis prevalence among middle-aged and older adults: an analysis of the NHANES 2007-2016. Rev Clin Esp 2024; 224:366-378. [PMID: 38670226 DOI: 10.1016/j.rceng.2024.04.012] [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: 04/28/2024]
Abstract
BACKGROUND As individuals age, the prevalence of osteoarthritis tends to increase gradually. α-Klotho is a hormone renowned for its anti-aging properties. However, the precise role of serum α-Klotho in osteoarthritis is still not fully comprehended. METHODS We conducted a cross-sectional study utilizing data from the National Health and Nutrition Examination Survey (NHANES) spanning from 2007 to 2016. Serum α-Klotho levels were measured using an enzyme-linked immunosorbent assay (ELISA). Osteoarthritis was assessed through self-reported questionnaires. Through univariate and multivariate logistic regression analyses, smooth curve fitting, threshold effect analysis, and subgroup analyses, we delved into the potential association between them. RESULTS The study encompassed a cohort of 10,265 participants. In fully adjusted models of multivariate logistic regression analysis, we identified a negative correlation between serum ln α-Klotho and OA (OR = 0.77, 95% CI: 0.65-0.91, p = 0.003). When stratifying serum α-Klotho levels into tertiles, individuals in the highest tertile exhibited a 26% reduced risk of OA compared to those in the lowest tertile (OR = 0.84, 95% CI: 0.73-0.97, p = 0.014). Subsequent analyses indicated a linearly negative association. In subgroup analyses, we explored the relationship between serum ln α-Klotho and osteoarthritis across diverse populations, revealing the persistence of this association in the majority of subgroups. CONCLUSION Serum α-Klotho levels exhibit a significant negative linear correlation with the prevalence of osteoarthritis in middle-aged and elderly populations in the United States.
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Affiliation(s)
- Qi Xu
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital of Nanyang Medical College, Nanyang, China; Department of Breast Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Jiale Wang
- Department of Internal Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
| | - Hanzhi Li
- Department of Breast and Thyroid Surgery, The First Affiliated Hospital of Nanyang Medical College, Nanyang, China
| | - Yuwan Gao
- Department of Ophthalmology, The First Affiliated Hospital of Nanyang Medical College, Nanyang, China.
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Wang Q, Zhao R, Han C, Huang Z, Bi Y, Zhang X, Shen S. Correlation between thyroid hormone sensitivity and the risk of polycystic ovary syndrome. BMC Endocr Disord 2024; 24:76. [PMID: 38816692 PMCID: PMC11137887 DOI: 10.1186/s12902-024-01607-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 05/23/2024] [Indexed: 06/01/2024] Open
Abstract
OBJECTIVE There has been some confusion in earlier research on the connection between thyroid function and polycystic ovary syndrome (PCOS). This research is aimed to probe into the correlation between thyroid condition and the risk of PCOS from a new standpoint of thyroid hormone sensitivity. METHODS This research comprised 415 females with PCOS from Drum Tower Hospital Affiliated with the Medical School of Nanjing University, and 137 non-PCOS individuals were selected as the normal control. Based on free thyroxine (FT4), free triiodothyronine (FT3), and thyroid-stimulating hormone (TSH), we calculated the thyroid hormone sensitivity indices, which consist of Thyroid Feedback Quantile-based Index (TFQI), Thyroid-stimulating Hormone Index (TSHI), Thyrotroph Thyroxine Resistance Index (TT4RI) and Free Triiodothyronine /Free thyroxine (FT3/FT4). The binary logistic regression model was adopted to investigate the correlation between thyroid hormone sensitivity indices with the risk of PCOS. Pearson or Spearman correlation analysis was employed to explore the association among thyroid-related measures with metabolic parameters in PCOS. RESULTS Results of this research showed that females with PCOS had rising TFQI, TSHI, TT4RI, and FT3/FT4 levels compared with the control group. After adjustment for the impact of various covariates, there was no significant correlation between FT3/FT4 and the risk of PCOS; However, the odds ratio of the third and fourth vs. the first quartile of TFQI were 3.57(95% confidence interval [CI]:1.08,11.87) and 4.90(95% CI:1.38,17.38) respectively; The odds ratio of the fourth vs. the first quartile of TSHI was 5.35(95% CI:1.48,19.37); The odds ratio of the second vs. the first quartile of TT4RI was 0.27(95%CI 0.09,0.82). In addition, no significant correlation was observed between thyroid-related measures and metabolic measures in females with PCOS. CONCLUSIONS A reduction in the sensitivity of central thyroid hormone is closely correlated with a higher risk of PCOS. Further research is necessary to corroborate our findings and the supporting mechanisms.
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Affiliation(s)
- Qian Wang
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China
| | - Ru Zhao
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing, China
| | - Chen Han
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China
- Department of Endocrinology and Metabolism, Drum Tower Clinical Medical College, Southeast University, Nanjing, China
| | - Zeyu Huang
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China
| | - Yan Bi
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China.
| | - Xiaowen Zhang
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China.
| | - Shanmei Shen
- Department of Endocrinology, Endocrine and Metabolic Disease Medical Center, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China.
- Branch of National Clinical Research Centre for Metabolic Diseases, Nanjing, China.
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20
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Korthagen NM, Houtman E, Boone I, Coutinho de Almeida R, Sivasubramaniyan K, Mahdad R, Nelissen RGHH, Ramos YFM, Tessari MA, Meulenbelt I. Thyroid hormone induces ossification and terminal maturation in a preserved OA cartilage biomimetic model. Arthritis Res Ther 2024; 26:91. [PMID: 38664820 PMCID: PMC11044551 DOI: 10.1186/s13075-024-03326-5] [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: 10/29/2023] [Accepted: 04/21/2024] [Indexed: 04/29/2024] Open
Abstract
OBJECTIVE To characterize aspects of triiodothyronine (T3) induced chondrocyte terminal maturation within the molecular osteoarthritis pathophysiology using the previously established T3 human ex vivo osteochondral explant model. DESIGNS RNA-sequencing was performed on explant cartilage obtained from OA patients (n = 8), that was cultured ex vivo with or without T3 (10 ng/ml), and main findings were validated using RT-qPCR in an independent sample set (n = 22). Enrichment analysis was used for functional clustering and comparisons with available OA patient RNA-sequencing and GWAS datasets were used to establish relevance for OA pathophysiology by linking to OA patient genomic profiles. RESULTS Besides the upregulation of known hypertrophic genes EPAS1 and ANKH, T3 treatment resulted in differential expression of 247 genes with main pathways linked to extracellular matrix and ossification. CCDC80, CDON, ANKH and ATOH8 were among the genes found to consistently mark early, ongoing and terminal maturational OA processes in patients. Furthermore, among the 37 OA risk genes that were significantly affected in cartilage by T3 were COL12A1, TNC, SPARC and PAPPA. CONCLUSIONS RNA-sequencing results show that metabolic activation and recuperation of growth plate morphology are induced by T3 in OA chondrocytes, indicating terminal maturation is accelerated. The molecular mechanisms involved in hypertrophy were linked to all stages of OA pathophysiology and will be used to validate disease models for drug testing.
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Affiliation(s)
- N M Korthagen
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - E Houtman
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - I Boone
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - R Coutinho de Almeida
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - K Sivasubramaniyan
- Galapagos BV, Willem Einthovenstraat 13, Oegstgeest, 2342 BH, The Netherlands
| | - R Mahdad
- Alrijne hospital, Simon Smitweg 1, Leiderdorp, 2353 GA, The Netherlands
| | - R G H H Nelissen
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - Y F M Ramos
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands
| | - M A Tessari
- Galapagos BV, Willem Einthovenstraat 13, Oegstgeest, 2342 BH, The Netherlands
| | - I Meulenbelt
- Department Biomedical Data Sciences, Section of Molecular Epidemiology, LUMC, Einthovenweg 20, Postzone S05-P, 2333 ZC, Leiden, The Netherlands.
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Li B, Yang Z, Li Y, Zhang J, Li C, Lv N. Exploration beyond osteoarthritis: the association and mechanism of its related comorbidities. Front Endocrinol (Lausanne) 2024; 15:1352671. [PMID: 38779455 PMCID: PMC11110169 DOI: 10.3389/fendo.2024.1352671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 03/12/2024] [Indexed: 05/25/2024] Open
Abstract
Osteoarthritis is the most prevalent age-related degenerative joint disease and a leading cause of pain and disability in aged people. Its etiology is multifaceted, involving factors such as biomechanics, pro-inflammatory mediators, genetics, and metabolism. Beyond its evident impact on joint functionality and the erosion of patients' quality of life, OA exhibits symbiotic relationships with various systemic diseases, giving rise to various complications. This review reveals OA's extensive impact, encompassing osteoporosis, sarcopenia, cardiovascular diseases, diabetes mellitus, neurological disorders, mental health, and even cancer. Shared inflammatory processes, genetic factors, and lifestyle elements link OA to these systemic conditions. Consequently, recognizing these connections and addressing them offers opportunities to enhance patient care and reduce the burden of associated diseases, emphasizing the need for a holistic approach to managing OA and its complications.
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Affiliation(s)
| | | | | | | | | | - Naishan Lv
- The Second Affiliated Hospital of Shandong University of Traditional Chinese Medicine (Shandong Hospital of integrated traditional Chinese and Western medicine), Jinan, China
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22
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Cioroianu GO, Florescu A, Simionescu CE, Sas TN, Tarniţă DN, Rogoveanu OC. The therapeutic benefits of NSAIDs and physical therapy in knee osteoarthritis. ROMANIAN JOURNAL OF MORPHOLOGY AND EMBRYOLOGY = REVUE ROUMAINE DE MORPHOLOGIE ET EMBRYOLOGIE 2024; 65:217-224. [PMID: 39020536 PMCID: PMC11384862 DOI: 10.47162/rjme.65.2.08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/19/2024]
Abstract
INTRODUCTION Osteoarthritis (OA) has been established as a progressive wear and tear disease of the synovial joints, which also involves a certain degree of inflammation. Considering there is no disease modifying medication available at the moment, the current guidelines focus on the symptomatic treatment of the affection. Our study aimed to evaluate the therapeutic advantages of the synergistic use of non-steroidal anti-inflammatory drugs (NSAIDs) and physical therapy in the treatment of knee osteoarthritis (KOA). PATIENTS, MATERIALS AND METHODS The study comprised 46 individuals who were diagnosed with KOA and were admitted to the Department of Physical Medicine and Rehabilitation at the Emergency Clinical County Hospital of Craiova, Romania, between January 2021 and April 2022. All the participants received the same combination of pharmacological (Diclofenac 150 mg∕day, no more than 10 days∕month as needed) and non-pharmacological treatment (a 24-week plan of physical therapy). RESULTS The patient group exhibited a statistically significant reduction in both the average Western Ontario and McMaster Universities Osteoarthritis (WOMAC) index (p=0.0142) and the average Visual Analog Scale (VAS) (p=0.0023). Additionally, there was a statistically significant increase in both the average Knee Outcome Survey-Activities of Daily Living (KOS-ADL) (p=0.0128) and the average Oxford Knee Score (OKS) (p=0.0023). The study found a significant positive correlation between higher VAS ratings and cholesterol levels (p=0.0092), but no significant correlation between VAS scores and triglyceride levels (p=0.0986). Patients were evaluated for a further 24 weeks beyond the conclusion of the research to see if surgical intervention was necessary during this time. CONCLUSIONS Our investigation tracked the WOMAC, VAS, KOS-ADL, and OKS measurements in a cohort of patients with KOA. The results demonstrate that the utilization of NSAIDs in conjunction with physical therapy effectively alleviates pain and enhances joint functionality.
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Huang J, Rozi R, Ma J, Fu B, Lu Z, Liu J, Ding Y. Association between higher triglyceride glucose index and increased risk of osteoarthritis: data from NHANES 2015-2020. BMC Public Health 2024; 24:758. [PMID: 38468219 PMCID: PMC10929152 DOI: 10.1186/s12889-024-18272-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Accepted: 03/04/2024] [Indexed: 03/13/2024] Open
Abstract
BACKGROUND The relationship between the triglyceride glucose (TyG) index and osteoarthritis (OA) remains unclear. The objective of this study was to examine potential associations between an elevated TyG index and an increased risk of OA prevalence. METHODS 3,921 participants with OA from the National Health and Nutrition Examination Survey (2015-2020) were included in this study. Participants were categorized into quartiles based on TyG index, which was determined using the formula: Ln [triglyceride (mg/dL) fasting blood glucose (mg/dL)/2]. Weighted multivariable regression, subgroup analyses, and threshold effect analyses were performed to calculate the independent association between TyG index and OA. RESULTS A total of 25,514 people were enrolled, with a mean TyG index of 8.48 ± 0.65. The results of multivariable logistic regression analysis after full adjustment showed a significant association between higher TyG index values and an increased risk of OA. Specifically, each incremental unit increase in the TyG index was associated with a 634% higher risk of OA [OR = 7.34; 95% CI: 2.25, 23.93; p = 0.0010]. Based on interaction tests, age, gender, BMI, and smoking status did not significantly affect the relationship between the TyG index and OA, while diabetes showed a stronger positive correlation between the TyG index and OA. CONCLUSION An increased risk of OA was associated with a higher TyG index. TyG could be a valuable predictor of OA and offer novel perspectives on the assessment and treatment of OA.
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Affiliation(s)
- Jie Huang
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
- Department of Orthopaedics, School of Medicine, South China University of Technology, 510006, Guangzhou, China;, China
| | - Rigbat Rozi
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Jingbo Ma
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Bensheng Fu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Zhengcao Lu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
- Department of Orthopaedics, School of Medicine, Jinzhou Medical University, 121001, Jinzhou, China
| | - Jiang Liu
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China
| | - Yu Ding
- Orthopedics of TCM Senior Department, The Sixth Medical Center of PLA General Hospital, 100048, Beijing, China.
- Department of Orthopaedics, School of Medicine, South China University of Technology, 510006, Guangzhou, China;, China.
- Department of Orthopaedics, School of Medicine, Jinzhou Medical University, 121001, Jinzhou, China.
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Muhanhali D, Deng L, Ai Z, Ling Y. Impaired thyroid hormone sensitivity increases the risk of papillary thyroid cancer and cervical lymph node metastasis. Endocrine 2024; 83:659-670. [PMID: 37668929 DOI: 10.1007/s12020-023-03508-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Accepted: 08/25/2023] [Indexed: 09/06/2023]
Abstract
BACKGROUND The association of thyroid hormone sensitivity with papillary thyroid carcinoma (PTC) is unclear. This study investigated the relationship between the thyroid hormone sensitivity indices and the risk of PTC and the influence of thyroid hormone sensitivity on the aggressive clinicopathologic features of PTC. METHODS This retrospective study recruited 1225 PTC patients and 369 patients with benign nodules undergoing surgery in Zhongshan Hospital in 2020. The thyroid hormone sensitivity indices were thyroid feedback quantile-based index (TFQI), TSH index (TSHI) and thyrotropin thyroxine resistance index (TT4RI). We employed logistic regression models to explore the correlation between the thyroid hormone sensitivity indices and the risk of PTC and its cervical lymph node metastasis (LNM). RESULTS PTC patients had significantly higher levels of TSH, TFQI, TSHI and TT4RI compared to the patients with benign nodules, but thyroid hormone levels did not differ significantly between the two groups. Logistic regression analysis revealed that the higher levels of TFQI, TSHI, and TT4RI were associated with an increased risk of PTC after adjustment for multiple risk factors (TFQI: OR = 1.92, 95% CI: 1.39-2.65, P < 0.001; TSHI: OR = 2.33, 95% CI:1.67-3.26, P < 0.001; TT4RI: OR = 2.41, 95% CI:1.73-3.36, P < 0.001). In addition, patients with decreased thyroid hormone sensitivity had a higher risk of cervical LNM in multiple logistic regression analysis (TFQI: OR = 1.38, 95% CI:1.03-1.86, P = 0.03; TSHI: OR = 1.37, 95% CI:1.02-1.84, P = 0.04; TT4RI: OR = 1.41, 95% CI:1.05-1.89, P = 0.02). CONCLUSION Impaired sensitivity to thyroid hormone was associated with an increased risk of PTC, and it is also associated with a higher risk of cervical LNM in PTC patients.
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Affiliation(s)
- Dilidaer Muhanhali
- Department of Endocrinology and Metabolism, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Lingxin Deng
- Department of Endocrinology and Metabolism, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhilong Ai
- Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yan Ling
- Department of Endocrinology and Metabolism, Zhongshan Hospital, Fudan University, Shanghai, China.
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Yan Y, Zhou L, La R, Jiang M, Jiang D, Huang L, Xu W, Wu Q. The association between triglyceride glucose index and arthritis: a population-based study. Lipids Health Dis 2023; 22:132. [PMID: 37608322 PMCID: PMC10463930 DOI: 10.1186/s12944-023-01899-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 08/07/2023] [Indexed: 08/24/2023] Open
Abstract
OBJECTIVES Insulin resistance is a well-established contributor to inflammation; however, the specific association between the triglyceride glucose (TyG) index, a biomarker reflecting insulin resistance, and arthritis remains unexplored. As a result, the main aim of this study was to examine the correlation between the TyG index and arthritis. METHODS This observational study used data from the National Health and Nutrition Examination Survey (NHANES), which was conducted between 2007 and 2018. To investigate the relationship between the TyG index and arthritis, various statistical analyses were employed, including weighted multivariable logistic regression analysis, subgroup analysis, curve fit analysis, and threshold effect analysis. RESULTS In total, 14,817 patients were enrolled in the trial, with 4,191 individuals (28.29%) diagnosed with arthritis. An increased risk of arthritis was found to be significantly correlated with higher TyG index values (odds ratio OR = 1.15, 95% confidence interval CI: 1.07-1.23), according to the results of multivariable logistic regression analysis after full adjustment. Subgroup analysis and interaction tests further indicated that the TyG index exhibited an additive effect when combined with other established risk factors, including age (OR = 1.29; 95% CI: 1.17-1.41), body mass index (BMI) (OR = 1.43; 95% CI: 1.24-1.69), and diabetes (OR = 1.20; 95% CI: 1.11-1.31). Additionally, curve fit analysis and threshold effect analysis demonstrated a nonlinear relationship with a breakpoint identified at 8.08 µmol/L. CONCLUSION The TyG index was positively correlated with arthritis in adults under 60 years of age in the United States who had normal weight and no diabetes. Further large-scale prospective studies are warranted for a comprehensive analysis of the role of the TyG index in arthritis.
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Affiliation(s)
- Yuxin Yan
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Liyu Zhou
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Rui La
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Ming Jiang
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Dinghua Jiang
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Lixin Huang
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China
| | - Wu Xu
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China.
| | - Qian Wu
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital, Suzhou Medical College, Soochow University, Suzhou, Jiangsu, China.
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Wu X, Zhai F, Chang A, Wei J, Guo Y, Zhang J. Association between sensitivity to thyroid hormone indices and osteoporosis in euthyroid patients with type 2 diabetes mellitus. Ther Adv Chronic Dis 2023; 14:20406223231189230. [PMID: 37538345 PMCID: PMC10395177 DOI: 10.1177/20406223231189230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 06/08/2023] [Indexed: 08/05/2023] Open
Abstract
Background Thyroid hormones are known to regulate bone metabolism and may influence bone mineral density (BMD), as well as the risk of osteoporosis (OP) and fractures in patients with type 2 diabetes mellitus (T2DM). Recently, sensitivity to thyroid hormone indices has been linked with T2DM and OP independently. However, the relationship between thyroid hormone sensitivity and OP in euthyroid T2DM patients has yet to be investigated. Objectives The aim of this study was to determine the association between sensitivity to thyroid hormone indices and the risk of OP in euthyroid patients with T2DM. Design This study employed a retrospective, cross-sectional design and utilized data acquired from the Cangzhou Central Hospital in China between 2019 and 2020. Methods We retrospectively analyzed the data of 433 patients with T2DM for anthropometric measurements, clinical laboratory test results, and BMD. The thyroid-stimulating hormone index, thyrotroph thyroxine resistance index, and thyroid feedback quantile-based index (TFQI) were calculated to determine thyroid hormone sensitivity. Finally, multivariable logistic regression, generalized additive models, and subgroup analysis were performed to detect the association between sensitivity to thyroid hormone indices and the risk of OP in these patients. Results We did not observe a statistically significant linear relationship between sensitivity to thyroid hormones indices and OP after covariate adjustment. However, a nonlinear relationship existed between TFQI and the prevalence of OP. The inflection point of the TFQI was at -0.29. The effect sizes (odds ratio) on the left and right of the inflection point were 0.07 [95% confidence interval (CI): 0.01-0.71; p = 0.024] and 2.78 (95% CI: 1.02-7.58; p = 0.046), respectively. This trend was consistent in older female patients with higher body mass index (BMI; 25-30 kg/m2). Conclusion An approximate U-shaped relationship was observed between sensitivity to thyroid hormone indices and OP risk in euthyroid patients with T2DM with variations in sex, age, and BMI. These findings provide a new perspective to elucidate the role of thyroid hormones in OP, specifically in patients with T2DM.
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Affiliation(s)
- Xuelun Wu
- Department of Endocrinology, Cangzhou Central Hospital, 16 Xinhua West Road, Cangzhou City 061000, Hebei Province, PR China
| | - Furui Zhai
- Gynecological clinic, Cangzhou Central Hospital, Cangzhou City, Hebei Province, PR China
| | - Ailing Chang
- Department of Endocrinology, Cangzhou Central Hospital, Cangzhou City, Hebei Province, PR China
| | - Jing Wei
- Department of Endocrinology, Cangzhou Central Hospital, Cangzhou City, Hebei Province, PR China
| | - Yanan Guo
- Department of Endocrinology, Cangzhou Central Hospital, Cangzhou City, Hebei Province, PR China
| | - Jincheng Zhang
- Department of Endocrinology, Cangzhou Central Hospital, Cangzhou City, Hebei Province, PR China
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Chen S, Han H, Jin J, Zhou G, Li Z. Osteoarthritis and sarcopenia-related traits: the cross-sectional study from NHANES 2011-2014 and Mendelian randomization study. J Orthop Surg Res 2023; 18:502. [PMID: 37454213 DOI: 10.1186/s13018-023-03960-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 06/26/2023] [Indexed: 07/18/2023] Open
Abstract
BACKGROUND Osteoarthritis (OA) and sarcopenia are common musculoskeletal disorders in the aged population, and a growing body of evidence indicated that they mutually influence one another. Nevertheless, there was still substantial controversy and uncertainty about the causal relationship between sarcopenia and OA. We explored the complex association between sarcopenia-related traits and OA using cross-sectional analysis and Mendelian randomization (MR). METHODS The cross-sectional study used the data from the National Health and Nutrition Examination Survey (NHANES) 2011-2014. Weighted multivariable-adjusted logistic regression and subgroup analyses were used to evaluate the correlation between sarcopenia, grip, appendicular lean mass (ALM) and the risk of OA. Then, we further performed MR analysis to examine the causal effect of sarcopenia-related traits (grip strength, ALM) on OA. Instrumental variables for grip strength and ALM were from the UK Biobank, and the summary-level data for OA was derived from the Genetics of Osteoarthritis (GO) Consortium GWAS (n = 826,690). RESULTS In this cross-sectional analysis, we observed that sarcopenia, grip were significantly linked with the risk of OA (OR 1.607, 95% CI 1.233-2.094, P < 0.001), (OR 0.972, 95% CI 0.964-0.979, P < 0.001). According to subgroup analyses stratified by gender, body mass index (BMI), and age, the significant positive relationship between sarcopenia and OA remained in males, females, the age (46-59 years) group, and the BMI (18.5-24.9 kg/m2) group (P < 0.05). Furthermore, MR analysis and sensitivity analyses showed causal associations between right grip, left grip and KOA (OR 0.668; 95% CI 0.509 to 0.877; P = 0.004), (OR 0.786; 95% CI 0.608 to 0.915; P = 0.042). Consistent directional effects for all analyses were observed in both the MR-Egger and weighted median methods. Subsequently, sensitivity analyses revealed no heterogeneity, directional pleiotropy or outliers for the causal effect of grip strength on KOA (P > 0.05). CONCLUSIONS Our research provided evidence that sarcopenia is correlated with an increased risk of OA, and there was a protective impact of genetically predicted grip strength on OA. These findings needed to be verified in further prospective cohort studies with a large sample size.
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Affiliation(s)
- Shuai Chen
- Department of Orthopaedics, The Second Affiliated Hospital of Nanjing University of Chinese Medicine, No. 23, Nanhu Road, Jianye District, Nanjing, 210017, Jiangsu Province, People's Republic of China
| | - Huawei Han
- Department of Orthopaedics, The Second Affiliated Hospital of Nanjing University of Chinese Medicine, No. 23, Nanhu Road, Jianye District, Nanjing, 210017, Jiangsu Province, People's Republic of China
| | - Jie Jin
- Department of Orthopaedics, The Second Affiliated Hospital of Nanjing University of Chinese Medicine, No. 23, Nanhu Road, Jianye District, Nanjing, 210017, Jiangsu Province, People's Republic of China
| | - Guowei Zhou
- Department of General Surgery, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, People's Republic of China
| | - Zhiwei Li
- Department of Orthopaedics, The Second Affiliated Hospital of Nanjing University of Chinese Medicine, No. 23, Nanhu Road, Jianye District, Nanjing, 210017, Jiangsu Province, People's Republic of China.
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Wu Z, Jiang Y, Li P, Wang Y, Zhang H, Li Z, Li X, Tao L, Gao B, Guo X. Association of impaired sensitivity to thyroid hormones with hyperuricemia through obesity in the euthyroid population. J Transl Med 2023; 21:436. [PMID: 37403157 DOI: 10.1186/s12967-023-04276-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 06/14/2023] [Indexed: 07/06/2023] Open
Abstract
BACKGROUND Impaired sensitivity to thyroid hormones is a newly proposed clinical entity associated with hyperuricemia in the subclinical hypothyroid population. However, it is unknown whether the association exists in the euthyroid population. This study aimed to explore the association of impaired sensitivity to thyroid hormones (assessed by the thyroid feedback quantile-based index [TFQI], parametric thyroid feedback quantile-based index [PTFQI], thyrotrophic thyroxine resistance index [TT4RI] and thyroid-stimulating hormone index [TSHI]) with hyperuricemia and quantify the mediating effect of body mass index BMI in the euthyroid population. METHODS This cross-sectional study enrolled Chinese adults aged ≥ 20 years who participated in the Beijing Health Management Cohort (2008-2019). Adjusted logistic regression models were used to explore the association between indices of sensitivity to thyroid hormones and hyperuricemia. Odds ratios [OR] and absolute risk differences [ARD] were calculated. Mediation analyses were performed to estimate direct and indirect effects through BMI. RESULTS Of 30,857 participants, 19,031 (61.7%) were male; the mean (SD) age was 47.3 (13.3) years; and 6,515 (21.1%) had hyperuricemia. After adjusting for confounders, individuals in the highest group of thyroid hormone sensitivity indices were associated with an increased prevalence of hyperuricemia compared with the lowest group (TFQI: OR = 1.18, 95% CI 1.04-1.35; PTFQI: OR = 1.20, 95% CI 1.05-1.36; TT4RI: OR = 1.17, 95% CI 1.08-1.27; TSHI: OR = 1.12, 95% CI 1.04-1.21). BMI significantly mediated 32.35%, 32.29%, 39.63%, and 37.68% of the associations of TFQI, PTFQI, TT4RI and TSHI with hyperuricemia, respectively. CONCLUSIONS Our research revealed that BMI mediated the association between impaired sensitivity to thyroid hormones and hyperuricemia in the euthyroid population. These findings could provide useful evidence for understanding the interaction between impaired sensitivity to thyroid hormone and hyperuricemia in euthyroid individuals and suggest the clinical implications of weight control in terms of impaired thyroid hormones sensitivity.
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Affiliation(s)
- Zhiyuan Wu
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
- Centre for Precision Health, School of Medical and Health Sciences, Edith Cowan University, 270 Joondalup Drive, Joondalup, WA, 6027, Australia
| | - Yue Jiang
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Pingan Li
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Yutao Wang
- Shanghai Fufan Information Technology Co., Ltd, No.323 Guoding Road, Yangpu District, Shanghai, 200433, China
| | - Haiping Zhang
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Zhiwei Li
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China
| | - Xia Li
- Department of Mathematics and Statistics, La Trobe University, Melbourne, 3086, Australia
| | - Lixin Tao
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
| | - Bo Gao
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
| | - Xiuhua Guo
- Beijing Municipal Key Laboratory of Clinical Epidemiology, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
- Department of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, No.10 Xitoutiao, Youanmen Street, Beijing, 100069, China.
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