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Li W, Liu S, Meng X, Liu H. A nutrient wide association study of cardiovascular disease prevalence in older adults from NHANES 2007 to 2018. Sci Rep 2025; 15:12710. [PMID: 40223120 PMCID: PMC11994753 DOI: 10.1038/s41598-025-97143-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2024] [Accepted: 04/02/2025] [Indexed: 04/15/2025] Open
Abstract
Cardiovascular disease (CVD) remains the leading cause of mortality worldwide, particularly among older adults. Identifying modifiable dietary factors associated with CVD prevalence is essential for prevention. This cross-sectional study analyzed 7,341 adults aged ≥ 65 years from NHANES 2007-2018. CVD was defined based on self-reported physician-diagnosed conditions, including coronary heart disease, heart failure, angina, heart attack, or stroke. A nutrient-wide association study (NWAS) evaluated associations between 56 dietary nutrients and CVD prevalence using multivariable logistic regression. Dose-response relationships were assessed using restricted cubic spline (RCS) models. Model discrimination was evaluated using receiver operating characteristic (ROC) analysis. Eight nutrients were significantly associated with CVD prevalence after adjusting for confounders and correcting for multiple comparisons: PUFAs 20:4 (OR 0.88, 95% CI 0.80-0.97, P = 0.024), 22:5 (OR 0.72, 95% CI 0.56-0.92, P = 0.019), and 22:6 (OR 0.92, 95% CI 0.87-0.99, P = 0.032); total choline (OR 0.96, 95% CI 0.93-0.99, P = 0.024); cholesterol (OR 0.89, 95% CI 0.82-0.96, P = 0.037); protein (OR 0.82, 95% CI 0.76-0.89, P = 0.040); vitamin A (OR 0.95, 95% CI 0.91-0.99, P = 0.045); and total sugars (OR 0.97, 95% CI 0.96-0.98, P = 0.049). Clustering analysis identified protective effects of fat-soluble vitamins and unsaturated fatty acids. The inclusion of these nutrients significantly improved model discrimination (P < 0.05). This study identified key dietary nutrients and clusters associated with CVD prevalence and characterized their dose-response relationships. Integrating these nutrients into predictive models enhances CVD risk discrimination, providing actionable dietary targets for prevention strategies in older adults.
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Affiliation(s)
- Wen Li
- Department of Clinical Laboratory, Panzhihua Central Hospital, Panzhihua, 617000, Sichuan, China.
| | - Siqi Liu
- Department of Clinical Laboratory, Panzhihua Central Hospital, Panzhihua, 617000, Sichuan, China
| | - Xiaoxia Meng
- Department of Clinical Laboratory, Panzhihua Central Hospital, Panzhihua, 617000, Sichuan, China
| | - Huaman Liu
- Department of Clinical Laboratory, Panzhihua Central Hospital, Panzhihua, 617000, Sichuan, China
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Shi X, Zhang X, Lu Y, Xiang W, Wang X, Yu J, Ye H, Wu H, Tang R, Xia X, Chen W. Effects of remnant cholesterol on adverse renal outcomes in lupus nephritis. Lipids Health Dis 2025; 24:135. [PMID: 40211319 PMCID: PMC11984024 DOI: 10.1186/s12944-025-02503-y] [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] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 02/23/2025] [Indexed: 04/14/2025] Open
Abstract
BACKGROUND Remnant cholesterol (RC) causes inflammation and promotes kidney diseases development. However, its role in lupus nephritis (LN) remains unclear. The purpose of this study was to investigate the association between RC and LN. METHODS This observational study was conducted among patients enrolled between 2000 and 2018 in the High Quality Evidence of Guangzhou Lupus Nephritis Cohort. The study outcomes were defined as adverse renal outcomes, including serum creatinine doubled and end-stage renal disease. Patients were stratified into lower and higher RC groups based on the optimal cutoff RC value (86.88 mg/dL) for adverse renal outcomes. To explore the association between renal outcomes and RC, survival analyses, multivariate Cox regression analyses, and subgroup analyses were conducted. RESULTS Overall, 909 individuals were enrolled. Over a median follow-up of 8.33 (interquartile range, 3.08-12.83) years, 134(14.74%) of them reached renal endpoints. Kaplan-Meier survival analyses indicated that patients with higher RC levels were more susceptible to adverse renal outcomes in LN (P < 0.001). After adjusting for confounding factors, higher RC levels exhibited significant correlations with adverse renal outcomes in LN [hazard ratio (HR):1.98, 95% confidence interval (CI):1.16-3.39; P = 0.012]. Subgroup analyses revealed a strong relationship between the higher RC and adverse renal outcomes, particularly in patients aged < 40 years, with an estimated glomerular filtration rate < 60 ml/min/1.73m2 or proliferative pathological changes or nephrotic syndrome (P < 0.05). CONCLUSIONS Higher RC levels were significantly associated with poor renal outcomes in LN, indicating that RC may become a non-invasive prognostic tool in clinical assessment of LN.
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Affiliation(s)
- Xiaolei Shi
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Xinxin Zhang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Yuewen Lu
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Wang Xiang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Xin Wang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Jianwen Yu
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Hongjian Ye
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Haishan Wu
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Ruihan Tang
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China.
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China.
| | - Xi Xia
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China.
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China.
| | - Wei Chen
- Department of Nephrology, The First Affiliated Hospital, Sun Yat-sen University, 58th, Zhongshan Road II, Guangzhou, 510080, Guangdong, China.
- NHC Key Laboratory of Clinical Nephrology, Guangdong Provincial Key laboratory of Nephrology, Sun Yat-sen University, Guangzhou, Guangdong, China.
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Wu Q, Ling Y, Yuan G, La R, Xu B, Pang E, Lin C, Chen Z, Zhang Z, Jiang D, Huang L, Xu J, Mao Y. Association between lipid accumulation products and relative handgrip strength: a large population-based study. Sci Rep 2025; 15:11562. [PMID: 40185887 PMCID: PMC11971364 DOI: 10.1038/s41598-025-96481-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] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Accepted: 03/28/2025] [Indexed: 04/07/2025] Open
Abstract
Given the increasing prevalence of chronic diseases in the aging population, it is of great importance to gain an understanding of how changes in body composition affect health outcomes. Handgrip strength (HGS) serves as a valuable proxy for overall muscle strength, while relative HGS (RHGS) adjusts for body size, providing a more accurate assessment of the relationship between muscle strength and metabolic disease. Lipid accumulation products (LAP) are an indicator that can reflect visceral lipid accumulation. Based on previous studies, the relationship between LAP and RHGS has not been explored. This study aims to address this gap in the literature and provide insights for public health recommendations. Data was collected and extracted from the 2011-2014 National Health and Nutrition Examination Survey (NHANES) database. LAP was calculated from the arithmetic product of waist circumference (WC) and fasting plasma triglyceride (TG), the calculation as following formulas: for females, [WC (cm) - 58] × [TG (mmol/l)], and for males, [WC (cm) - 65] × [TG (mmol/l)]; RHGS was derived from the HGS to BMI ratio. The correlation between the variables was initially explored using multivariate linear regression. Secondly, smoothed-fitted curves were used to investigate the non-linear relationship between the variables. The inflection point values were determined based on the results of the threshold effect analysis. Subgroup analyses were also conducted to assess the stability of the relationship between the variables in different populations. The study analyzed 3990 patients. After accounting for different covariates, multivariate linear regression analysis demonstrated a significant negative correlation between increased levels of LAP and increased levels of RHGS (beta coefficient = -0.0020; 95% confidence interval CI: -0.0023 to -0.0017; P < 0.0001). The interaction test did not have a statistically significant effect on this association. Furthermore, curve fit and threshold effect analysis demonstrated a non-linear relationship with a breakpoint at 49.8083 cm·mmol/L. The results of this study demonstrate an inverse relationship between LAP and RHGS in various populations in the United States. These findings provide compelling evidence of the clinical significance of LAP as a predictor of RHGS, offering valuable insights for developing early intervention strategies in high-risk populations.
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Affiliation(s)
- Qian Wu
- Department of Orthopedic Surgery, Wuxi Ninth People's Hospital Affiliated to Soochow University, Jiangsu, China
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Yicheng Ling
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Guiqiang Yuan
- Beijing Neurosurgical Institute, Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Capital Medical University, Beijing, China
| | - Rui La
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Bin Xu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, Shanghai, China
| | - Erkai Pang
- Department of Sports Medicine, Honghui Hospital, Xi'an Jiaotong University Medical College, Xi'an, Shanxi, China
| | - Chuan Lin
- Department of Biomedical Sciences, Institute for Medical Science, Jeonbuk National University Medical School, Jeonju, Korea
| | - Zhanghuan Chen
- Department of Pediatric Surgery, Kunshan First People's Hospital, Kunshan, Jiangsu, China
| | - Zhigang Zhang
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Dinghua Jiang
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China.
| | - Lixin Huang
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China.
| | - Jiangnan Xu
- Department of Urology, Medical School, Yancheng First Hospital, Affiliated Hospital of Nanjing University, The First People's Hospital of Yancheng, Yancheng, Jiangsu, China.
| | - Yubo Mao
- Department of Orthopedic Surgery, Wuxi Ninth People's Hospital Affiliated to Soochow University, Jiangsu, China.
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Chen Z, Li R, Guo J, Ye X, Zhou Y, Cao M. Association between remnant cholesterol (RC) and endometriosis: a cross-sectional study based on NHANES data. Lipids Health Dis 2025; 24:2. [PMID: 39754185 PMCID: PMC11699680 DOI: 10.1186/s12944-024-02422-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2024] [Accepted: 12/27/2024] [Indexed: 01/06/2025] Open
Abstract
BACKGROUND Prior research indicates a potential link between dyslipidemia and endometriosis (EMs). However, the relationship between remnant cholesterol (RC) and EMs has not been thoroughly investigated. Consequently, looking into and clarifying the connection between RC and EMs was the primary goal of this study. METHODS Following the screening of participants from the NHANES dataset spanning 2001 to 2006, a total of 1,840 individuals were incorporated into this research. A weighted multivariable logistic regression analysis was first performed to investigate the relation between RC and the likelihood of encountering EMs. To assess the degree of consistency in the link between RC and EMs across different populations, additional subgroup analyses were performed. In addition, the researchers used the extreme gradient boosting (XGBoost) technique and the area under the receiver operating characteristic curve (ROC) to evaluate how well RC recognized EMs. Lastly, both linear and nonlinear relationships were validated using generalized additive models (GAM), while dose-response connections were investigated through restricted cubic spline models. RESULTS After accounting for all potential confounders, a strong correlation between RC and EMs was identified. In particular, an increase of one unit in RC was linked to a 135% rise in the likelihood of developing EMs. Analyses of subgroups revealed that these relationships remained stable across the majority of subgroups (interaction P-value > 0.05). Multivariable logistic regression demonstrated RC's independent predictive value, maintaining statistical significance after adjusting for confounders. The AUC of 0.614 suggests RC's moderate ability to discriminate EMs, outperforming traditional markers like LDL-C in sensitivity and specificity. Furthermore, XGBoost analysis identified RC as the most critical predictor among lipid-related and demographic variables. The relationship was further validated through GAM, which visually confirmed a linear trend, and RCS, which provided statistical evidence of linearity. CONCLUSION This study reveals a clear connection between RC and the likelihood of having EMs within the US population, suggesting RC as a potential marker for further investigation in understanding endometriosis risk.
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Affiliation(s)
- Zeru Chen
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
- Department of Clinical Medicine, The Second School of Clinical Medicine, Guangzhou Medical University, Guangzhou, 511436, China
| | - Ruixuan Li
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
- School of Health Management, Guangzhou Medical University, Guangzhou, 511436, China
| | - Jiajie Guo
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
- Department of Medical Imaging, The Second School of Clinical Medicine, Guangzhou Medical University, Guangzhou, 511436, China
| | - Xiaorong Ye
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
- School of Health Management, Guangzhou Medical University, Guangzhou, 511436, China
| | - Yang Zhou
- Department of Obstetrics and Gynecology, The Fourth Affiliated Hospital, Guangzhou Medical University, Guangzhou, China.
| | - Mingzhu Cao
- Department of Obstetrics and Gynecology, Center for Reproductive Medicine, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, Guangdong-Hong Kong-Macao Greater Bay Area Higher Education Joint Laboratory of Maternal-Fetal Medicine, The Third Affiliated Hospital, Guangzhou Medical University, Guangzhou, China.
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Wang D, Shi F, Zhang D, Wang H, Chen W, Zhou Z. Association between remnant cholesterol and risk of kidney stones: a case-control study in Chinese adults. Urolithiasis 2024; 52:151. [PMID: 39443318 DOI: 10.1007/s00240-024-01651-7] [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: 08/02/2024] [Accepted: 10/16/2024] [Indexed: 10/25/2024]
Abstract
Remnant cholesterol (RC), a key indicator of dyslipidemia, has been validated as a contributing factor to metabolic and cardiovascular diseases, both of which are closely associated with kidney stones (KS). This study aimed to investigate the association between RC and the risk of KS in Chinese adults. A total of 8,576 KS cases (mean age 55.87, 69.37% male) and 137,523 controls (mean age 54.57, 51.62% male) were included in this case-control study. RC was calculated using the formula: RC = TC-HDL-LDL. KS was ascertained with ultrasound by well-trained physicians. Multivariable logistic and restricted cubic spline (RCS) were applied to investigate the relationship between RC and KS. A total of 146,099 subjects (weighted mean age 54.64 years and 52.66% male) were included with mean RC = 0.8 for controls and RC = 0.72 for KS cases (P < 0.001). The multivariable-adjusted OR for KS occurrence across consecutive quartiles was 1.00 (reference), 1.05 (0.98-1.12), 1.15 (1.07-1.22), and 1.44 (1.35-1.53), respectively. Moreover, each standard deviation increment of RC was associated with a 15% (OR:1.15, 95% CI: 1.12-1.19) higher risk of KS occurrence. RCS showed significant and linear dose-response relationships between RC and KS occurrence (P-overall < 0.001, P-nonlinear = 0.270). The positive associations between RC and KS risk persisted in sensitivity analyses, suggesting the robustness of the results. In this case-control study of Chinese adults, elevated RC was associated with the occurrence of KS.
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Affiliation(s)
- Dawei Wang
- Department of Urology, School of Medicine, Ruijin Hospital, Shanghai Jiao Tong University, Shanghai, 200040, China
| | - Feng Shi
- CAAC East China Aviation Personnel Medical Appraisal Center, Civil Aviation Shanghai Hospital, Shanghai, 200040, China
| | - Dingguo Zhang
- Department of Urology, Shanghai Pudong New Area people's Hospital, Shanghai, 200040, China
| | - Hui Wang
- Department of Urology, Shanghai Anting Hospital, Shanghai, 200040, China
| | - Wensun Chen
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, 200040, China.
| | - Zijian Zhou
- Department of Urology, Huashan Hospital, Fudan University, Shanghai, 200040, China.
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Ma J, Xu F, Zhang Y. Remnant cholesterol elevates hyperuricemia risk in the middle aged and elderly Chinese: a longitudinal study. Sci Rep 2024; 14:24616. [PMID: 39427071 PMCID: PMC11490489 DOI: 10.1038/s41598-024-75951-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Accepted: 10/09/2024] [Indexed: 10/21/2024] Open
Abstract
Evidence regarding the relationship between remnant cholesterol (RC) and hyperuricemia is limited. The purpose of this study is to investigate the association between RC and hyperuricemia in the middle aged and elderly Chinese. Information was extracted from the China Health and Retirement Longitudinal Study (CHARLS) survey 2011 and survey 2015. Four logistic regression models were established. Propensity score matching (PSM) and inverse probability of treatment weighting (IPTW) were applied to balance the baseline. Next, sensitivity analyses and restricted cubic spline (RCS) analysis were conducted to further explore the association. Cross-lagged panel model (CLPM) and mediation analysis were used to deduce the causal relationship between RC and hyperuricemia. This study contained 6,447 participants. A positive association between high RC and hyperuricemia was found in the full adjusted model (OR:1.80, P < 0.001). Similar results were also seen after PSM (OR:1.86, P < 0.001), IPTW (OR:1.80, P < 0.001) and sensitive analysis in non-overweight subgroups (OR:1.77, P < 0.001). Though non-linear relationship was not observed, CLPM exhibited that high level of RC can directly cause increase of blood uric acid (standardized β = 0.005, P < 0.001). Moreover, mediation analysis suggested that the positive association can be mediated by hypertension (β = 0.024; p = 0.004), CRP (β = 0.050; p < 0.001) and WBC (β = 0.024; p = 0.010). High level of RC is an independent risk factor for hyperuricemia, which can be mediated by inflammation and hypertension.
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Affiliation(s)
- Jin Ma
- Department of Anesthesiology, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China
| | - Feifei Xu
- Department of Critical Care Medicine, West China Hospital, Sichuan University, No.37, Guoxue Alley, Chengdu, 610041, People's Republic of China
| | - Yanyuan Zhang
- Department of Anesthesiology, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, Affiliated Cancer Hospital of University of Electronic Science and Technology of China, Chengdu, China.
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Yang S, Zhang S, Deng J, Xie J, Zhang J, Jia E. Association of systemic immune-inflammation index with body mass index, waist circumference and prevalence of obesity in US adults. Sci Rep 2024; 14:22086. [PMID: 39333666 PMCID: PMC11436774 DOI: 10.1038/s41598-024-73659-3] [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: 01/29/2024] [Accepted: 09/19/2024] [Indexed: 09/29/2024] Open
Abstract
This study aims to investigate the potential relationships between the systemic immune-inflammation index (SII) and body mass index (BMI), waist circumference, and the prevalence of obesity. A cross-sectional analysis was conducted on 7,645 individuals aged 20 and above from the NHANES 2017-2020. Multivariate linear regression analyses were conducted to evaluate the association of the logarithmically transformed SII (lgSII) with BMI and waist circumference. Additionally, multivariable logistic regression was utilized to explore the relationship between lgSII and the prevalence of obesity. Fitted smoothing curves and threshold-effect analysis were applied to elucidate nonlinear relationships. In the fully adjusted model, a positive relationship was observed between lgSII and BMI, waist circumference, and obesity prevalence (β = 3.13, 95% CI 2.10-4.16; β = 7.81, 95% CI 5.50-10.13; OR = 1.44, 95% CI 1.12-1.86). The variables of gender, age, race, education, marital status, poverty income ratio (PIR), energy intake, sleep disorder, smoking status, and alcohol use did not significantly modify the positive association between lgSII and obesity. However, physical activity appeared to influence the positive correlation between lgSII and obesity. Using a two-segment linear regression model, an inverted U-shaped relationship was observed between lgSII and both BMI and waist circumference. Furthermore, lgSII demonstrated a linear positive correlation with obesity prevalence. When stratified by physical activity, lgSII showed a non-significant negative correlation with obesity in the physically active group. Our findings underscore a robust association between the logarithmically transformed SII and BMI, waist circumference, and the prevalence of obesity.
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Affiliation(s)
- Shuo Yang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China
| | - Shan Zhang
- Shenzhen Traditional Chinese Medicine Hospital Affiliated to Nanjing University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China
| | - Jinrong Deng
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China
| | - Jingjing Xie
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China
- Department of Rheumatology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong, People's Republic of China
| | - Jianyong Zhang
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China.
- Department of Rheumatology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong, People's Republic of China.
| | - Ertao Jia
- The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, Guangdong, People's Republic of China.
- Department of Rheumatology, Shenzhen Traditional Chinese Medicine Hospital, Shenzhen, Guangdong, People's Republic of China.
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Chang CK, Li YC, Chen PK, Chang SH, Chen DY. Elevated remnant cholesterol as a potential predictor for cardiovascular events in rheumatoid arthritis patients. Front Cardiovasc Med 2024; 11:1449219. [PMID: 39323754 PMCID: PMC11423425 DOI: 10.3389/fcvm.2024.1449219] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 08/27/2024] [Indexed: 09/27/2024] Open
Abstract
Objective The risk of cardiovascular disease (CVD) in patients with rheumatoid arthritis (RA) remains inadequately defined. Consequently, this study aims to evaluate the predictive value of remnant cholesterol (RC) for assessing CVD risk in RA patients. Methods Plasma RC levels were measured in 114 RA patients and 41 healthy controls, calculated as total cholesterol minus HDL-C and LDL-C. These levels were further analyzed using 1H-NMR lipid/metabolomics. Meanwhile, the 28-joint Disease Activity Score (DAS28) assessed RA activity. Results RC levels were significantly elevated in RA patients (19.0 mg/dl, p < 0.001) compared to healthy controls (14.5 mg/dl). Furthermore, RC levels were significantly elevated at 37.4 mg/dl in patients who experienced cardiovascular event (CVE) compared to 17.4 mg/dl in those without CVE (p < 0.001). To enhance the precision and reliability of RC measurements, RC concentrations were further validated using 1H-NMR spectroscopy. Additionally, a positive correlation was observed between RC levels and DAS28. Multivariate analysis identified RC as a significant predictor of CVE (odds ratio = 1.82, p = 0.013). ROC curve analysis revealed superior predictive capability of RC for CVE (AUC = 0.919, p < 0.001) compared to LDL-C (AUC = 0.669, p = 0.018), with a high sensitivity of 94.7% and a specificity of 82.1%. Conclusion Elevated RC levels demonstrate greater accuracy in predicting CVE occurrence in RA patients compared to traditional measures such as LDL-C. These findings suggest that elevated RC levels may serve as a novel predictor for occurrence of CVE in RA patients, facilitating early intervention strategies based on the risk stratification.
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Affiliation(s)
- Ching-Kun Chang
- Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
- Translational Medicine Laboratory, Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- Organ-on-a Chip Fabrication and Verification Division, Taiwan Instrument Research Institute, National Applied Research Laboratories, Hsinchu, Taiwan
| | - Yi-Chen Li
- Clinical Medicine Research Center, National Cheng Kung University Hospital, Tainan, Taiwan
- Center of Cell Therapy, National Cheng Kung University Hospital, Tainan, Taiwan
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Po-Ku Chen
- Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
- Translational Medicine Laboratory, Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
| | - Shih-Hsin Chang
- Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
- Translational Medicine and Rong Hsing Research Center for Translational Medicine, National Chung Hsing University, Taichung, Taiwan
| | - Der-Yuan Chen
- Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
- Translational Medicine Laboratory, Rheumatology and Immunology Center, China Medical University Hospital, Taichung, Taiwan
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan
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9
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Xu B, Wu Q, La R, Lu L, Abdu FA, Yin G, Zhang W, Ding W, Ling Y, He Z, Che W. Is systemic inflammation a missing link between cardiometabolic index with mortality? Evidence from a large population-based study. Cardiovasc Diabetol 2024; 23:212. [PMID: 38902748 PMCID: PMC11191290 DOI: 10.1186/s12933-024-02251-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: 02/29/2024] [Accepted: 04/26/2024] [Indexed: 06/22/2024] Open
Abstract
BACKGROUND This study sought to elucidate the associations of cardiometabolic index (CMI), as a metabolism-related index, with all-cause and cardiovascular mortality among the older population. Utilizing data from the National Health and Nutrition Examination Survey (NHANES), we further explored the potential mediating effect of inflammation within these associations. METHODS A cohort of 3029 participants aged over 65 years old, spanning six NHANES cycles from 2005 to 2016, was enrolled and assessed. The primary endpoints of the study included all-cause mortality and cardiovascular mortality utilizing data from National Center for Health Statistics (NCHS). Cox regression model and subgroup analysis were conducted to assess the associations of CMI with all-cause and cardiovascular mortality. The mediating effect of inflammation-related indicators including leukocyte, neutrophil, lymphocyte, systemic immune-inflammation index (SII), neutrophil to lymphocyte ratio (NLR) were evaluated to investigate the potential mechanism of the associations between CMI and mortality through mediation package in R 4.2.2. RESULTS The mean CMI among the enrolled participants was 0.74±0.66, with an average age of 73.28±5.50 years. After an average follow-up period of 89.20 months, there were 1,015 instances of all-cause deaths and 348 cardiovascular deaths documented. In the multivariable-adjusted model, CMI was positively related to all-cause mortality (Hazard Ratio (HR)=1.11, 95% CI=1.01-1.21). Mediation analysis indicated that leukocytes and neutrophils mediated 6.6% and 13.9% of the association of CMI with all-cause mortality. CONCLUSION Elevated CMI is positively associated with all-cause mortality in the older adults. The association appeared to be partially mediated through inflammatory pathways, indicating that CMI may serve as a valuable indicator for poor prognosis among the older population.
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Affiliation(s)
- Bin Xu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Road, Shanghai, 200072, China
- Department of Cardiology, Zhongshan-Xuhui Hospital, Shanghai Xuhui Central Hospital, Fudan University, Shanghai, China
| | - Qian Wu
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital of Soochow University, 188 Shizijie Road, Suzhou, 215006, Jiangsu, China.
- Research Institute of Clinical Medicine, Jeonbuk National University Medical School, Jeonju, Republic of Korea.
| | - Rui La
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital of Soochow University, 188 Shizijie Road, Suzhou, 215006, Jiangsu, China
| | - Lingchen Lu
- Department of Pediatric Surgery and Rehabilitation, Kunshan Maternity and Children's Health Care Hospital, Kunshan, Jiangsu, China
| | - Fuad A Abdu
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Road, Shanghai, 200072, China
| | - Guoqing Yin
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Road, Shanghai, 200072, China
| | - Wen Zhang
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Road, Shanghai, 200072, China
| | - Wenquan Ding
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital of Soochow University, 188 Shizijie Road, Suzhou, 215006, Jiangsu, China
| | - Yicheng Ling
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital of Soochow University, 188 Shizijie Road, Suzhou, 215006, Jiangsu, China
| | - Zhiyuan He
- Department of Orthopedic Surgery, Orthopedic Institute, The First Affiliated Hospital of Soochow University, 188 Shizijie Road, Suzhou, 215006, Jiangsu, China
| | - Wenliang Che
- Department of Cardiology, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Road, Shanghai, 200072, China.
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10
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Yan Y, Zhou L, La R, Xu W, Li L, Jiang D, Huang L, Wu Q. Is erectile dysfunction associated with osteoarthritis and rheumatoid arthritis? Insights from a population-based study. Sex Med 2024; 12:qfae028. [PMID: 38827361 PMCID: PMC11144276 DOI: 10.1093/sexmed/qfae028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Revised: 04/07/2024] [Accepted: 05/03/2024] [Indexed: 06/04/2024] Open
Abstract
BACKGROUND The correlation between osteoarthritis (OA) and rheumatoid arthritis (RA), both significant components of arthritis, and erectile dysfunction (ED) has yet to be thoroughly investigated. AIM In this study we aimed to assess the association of OA and RA with ED. METHODS In this observational study we used data from the National Health and Nutrition Examination Survey, which was conducted between 2001 and 2004. Various statistical analyses were employed to investigate the associations of OA and RA with ED, including multivariable logistic regression analysis and subgroup analysis. OUTCOMES The primary outcome for this investigation was arthritis as assessed through self-reporting. RESULTS In this comprehensive nationally representative survey spanning 4 years, our findings revealed a notably elevated incidence of ED within both OA and RA populations in comparison to the general population. Additional research is imperative to provide a deeper understanding of these correlations and their potential implications for both pathogenesis and treatment strategies. CLINICAL IMPLICATIONS The research outcomes reported here may serve as a valuable guide for clinicians to assist OA and RA patientsin staying vigilant in addressing their sexual health concerns. STRENGTHS AND LIMITATIONS We explored the association of OA and RA with ED. However, this is only a cross-sectional study. CONCLUSION In this comprehensive nationally representative survey spanning 4 years, our findings revealed a notably elevated incidence of ED within both OA and RA patient populations in comparison to the general population. Ongoing research is imperative to provide a deeper understanding of these correlations.
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Affiliation(s)
- Yuxin Yan
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Liyu Zhou
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Rui La
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Wu Xu
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Lisong Li
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Dinghua Jiang
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Lixin Huang
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
| | - Qian Wu
- Department of Orthopedic Surgery, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu 215000, China
- Research Institute of Clinical Medicine, Jeonbuk National University Medical School, Jeonju 54896, Republic of Korea
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11
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Xiao P, Wang Z, Lu Z, Liu S, Huang C, Xu Y, Tian Y. The association between remnant cholesterol and bone mineral density in US adults: the National Health and Nutrition Examination Survey (NHANES) 2013-2018. Lipids Health Dis 2024; 23:148. [PMID: 38762471 PMCID: PMC11102129 DOI: 10.1186/s12944-024-02145-6] [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: 03/01/2024] [Accepted: 05/13/2024] [Indexed: 05/20/2024] Open
Abstract
BACKGROUND Previous evidence showed a possible link of dyslipidemia with bone health. Nevertheless, the correlation of remnant cholesterol (RC) with bone mineral density (BMD) has yet to be well investigated. This study investigated the association of RC with total spine BMD in general Americans. METHODS This study explored the relationship of RC with total spine BMD in subjects aged ≥ 20 years from the National Health and Nutrition Examination Survey (NHANES) 2013-2018. After adjusting for covariates, multivariate linear regression and stratified analyses were conducted to determine the correlation of serum RC with total spine BMD in adult Americans. Restricted cubic spline (RCS) was applied to examine the nonlinear association of serum RC with total spine BMD. RESULTS This study included 3815 individuals ≥ 20 years old, 1905 (49.93%) of whom were men and 1910 (50.07%) of whom were women. After adjusting for all covariates, the results showed a negative relationship of serum RC with total spine BMD (β= -0.024, 95% CI: -0.039, -0.010). The interaction tests of age, sex, race, and BMI showed no statistically significant effects on the association. The RCS also indicated a negative linear correlation of serum RC with total spine BMD (nonlinear P = 0.068, overall P < 0.001). Moreover, RC had a stronger effect on total spine BMD than total cholesterol (TC), low-density lipoprotein cholesterol (LDL-C), and high-density lipoprotein cholesterol (HDL-C). CONCLUSIONS This study found that serum RC was negatively related to total spine BMD in U.S. adults. These findings emphasized the important role of RC in bone health in American adults.
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Affiliation(s)
- Peilun Xiao
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Zhihang Wang
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Zeyao Lu
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Shijia Liu
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Chongjun Huang
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China
| | - Ying Xu
- Department of Anesthesiology, Shengjing Hospital of China Medical University, Shenyang, China.
| | - Ye Tian
- Department of Orthopedics, Shengjing Hospital of China Medical University, Shenyang, China.
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12
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La R, Zhou L, Yin Y, Lu L, Li L, Jiang D, Huang L, Wu Q. Association between oxidative balance score and rheumatoid arthritis in female: a cross-sectional study. BMC Womens Health 2024; 24:225. [PMID: 38582833 PMCID: PMC10998364 DOI: 10.1186/s12905-024-03066-3] [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: 01/19/2024] [Accepted: 03/30/2024] [Indexed: 04/08/2024] Open
Abstract
OBJECTIVE Although oxidative stress is a recognized factor of inflammation, the correlation between oxidative balance score (OBS), a biomarker indicating the balance of oxidation and antioxidant, and rheumatoid arthritis (RA), an immune system disease that tends to occur in women, remains unexplored. Hence, the aim of this study was to investigate the potential association between OBS and RA in women. METHODS Observational surveys were performed by employing information extracted from the National Health and Nutrition Examination Survey (NHANES) for the period 2007-2018. Various statistical techniques were employed to investigate the association between OBS and RA, encompassing multivariable logistic regression analysis, subgroup analyses, smooth curve fitting, and threshold effect analysis. RESULTS The study included 8219 female participants, including 597 patients with RA. The results showed that higher Total OBS (TOBS) significantly correlated with lower RA prevalence in the entirely modified model [odd ratio (OR) = 0.968; 95% confidence interval (CI) = 0.952 to 0.984; P = 0.0001]. Dietary OBS (DOBS) and lifestyle OBS (LOBS) also negatively correlated with RA. This association was remarkably consistent across TOBS subgroups by age, race, education level, family poverty-to-income ratio (PIR), hypertension and diabetes. Smooth curve fitting and threshold effect analysis also revealed the linear relationship between OBS and RA. CONCLUSIONS Overall, OBS was negatively associated with RA in female. This study suggested that an antioxidant diet and lifestyle may be promising measures to prevent RA in female.
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Affiliation(s)
- Rui La
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Liyu Zhou
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Yunfei Yin
- Department of Cardiology, The First Affiliated Hospital of Soochow University, Jiangsu, China
| | - Lingchen Lu
- Department of Pediatric Surgery, Maternal and Child Health Care Hospital of Kunshan, Jiangsu, China
| | - Lisong Li
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China
| | - Dinghua Jiang
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China.
| | - Lixin Huang
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China.
| | - Qian Wu
- Department of Orthopedic Surgery and Sports Medicine, Institute of Orthopedics, The First Affiliated Hospital of Soochow University, Soochow University, Jiangsu, China.
- Research Institute of Clinical Medicine, Department of Orthopedic Surgery and Biochemistry, Jeonbuk National University Medical School, Jeonju, Republic of Korea.
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