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Inoguchi T, Okui T, Nojiri C, Yamashita T, Nakayama M, Haruyama N, Fukuizumi K, Wakata Y, Nakashima N. A Novel Kidney Failure Prediction Model in Individuals With CKD: Impact of Serum Bilirubin Levels. J Clin Endocrinol Metab 2025; 110:1375-1383. [PMID: 38912790 PMCID: PMC12012703 DOI: 10.1210/clinem/dgae430] [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: 04/11/2024] [Revised: 05/24/2024] [Accepted: 06/18/2024] [Indexed: 06/25/2024]
Abstract
CONTEXT Predicting the progression of chronic kidney disease (CKD) to end-stage kidney disease (ESKD) is crucial for improving patient outcomes. OBJECTIVE To reveal the highly predictive activity of serum bilirubin levels for the progression of CKD to ESKD, and to develop and validate a novel ESKD prediction model incorporating serum bilirubin levels. METHODS We assessed the relative importance of 20 candidate predictors for ESKD, including serum bilirubin levels, in a CKD cohort (15 ≤ estimated glomerular filtration rate [eGFR] < 60 mL/min/1.73 m2), and subsequently developed a prediction model using the selected variables. The development cohort comprised 4103 individuals with CKD who underwent follow-up at Kyushu University Hospital, Japan, from 2008 to 2018. The primary outcome was incident ESKD, defined as an eGFR < 15 mL/min/1.73 m2, chronic dialysis, or renal transplantation. RESULTS The mean follow-up time was 7.0 ± 4.2 years, during which 489 individuals (11.9%) progressed to ESKD. The Cox proportional hazard model selected eGFR, serum bilirubin, proteinuria, age, diabetes, gender, hypertension, serum albumin, and hemoglobin in order of their importance. The predictive performance of the model was optimized by incorporating these 9 variables in discrimination evaluated by time-dependent area under the curve (AUC). This model also demonstrated excellent calibration. Additionally, this model exhibited excellent predictive performance in both discrimination (2-year AUC: 0.943, 5-year AUC: 0.935) and calibration in a validation cohort (n = 2799). CONCLUSION Serum bilirubin levels were strong predictors for the progression of CKD to ESKD. Our novel model that incorporates serum bilirubin levels could accurately predict ESKD in individuals with CKD.
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Affiliation(s)
- Toyoshi Inoguchi
- Fukuoka City Health Promotion Support Center, Fukuoka City Medical Association, Fukuoka 810-0073, Japan
| | - Tasuku Okui
- Medical Information Center, Kyushu University Hospital, Fukuoka 812-8582, Japan
| | - Chinatsu Nojiri
- Medical Information Center, Kyushu University Hospital, Fukuoka 812-8582, Japan
| | - Takanori Yamashita
- Medical Information Center, Kyushu University Hospital, Fukuoka 812-8582, Japan
| | - Masaru Nakayama
- Division of Nephrology, Department of Internal Medicine, National Hospital Organization Kyushu Medical Center, Fukuoka 810-8563, Japan
| | - Naoki Haruyama
- Division of Nephrology, Department of Internal Medicine, National Hospital Organization Kyushu Medical Center, Fukuoka 810-8563, Japan
| | - Kunitaka Fukuizumi
- Health Information Management Center, National Hospital Organization Kyushu Medical Center, Fukuoka 810-8563, Japan
| | - Yoshifumi Wakata
- Health Information Management Center, National Hospital Organization Kyushu Medical Center, Fukuoka 810-8563, Japan
| | - Naoki Nakashima
- Medical Information Center, Kyushu University Hospital, Fukuoka 812-8582, Japan
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Huang S, Lin T, Chen J, Zhou F, Yang J, Mao H, Yang Z. The impact of brominated flame retardants exposure on serum total bilirubin: A cross-sectional analysis. PLoS One 2025; 20:e0320523. [PMID: 40153337 PMCID: PMC11952259 DOI: 10.1371/journal.pone.0320523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Accepted: 02/19/2025] [Indexed: 03/30/2025] Open
Abstract
BACKGROUND Brominated flame retardants (BFRs) are harmful, bioaccumulative, and persistent environmental pollutants, posing significant health risks. Elevated bilirubin levels can cause neurotoxicity and damage to the heart, liver, kidneys, and other organs. This study utilizes National Health and Nutrition Examination Survey (NHANES) data to investigate the association between exposure to BFRs and total bilirubin (TB) levels in adult participants. METHODS Based on data from the NHANES 2007-2016, TB levels were divided into tertiles. Spearman's rank correlation was used to analyze the relationship between individual BFRs and TB levels. Weighted linear regression analysis, restricted cubic splines (RCS), and stratified analysis were conducted to assess the correlation between individual BFRs and TB levels. Weighted quantile sum (WQS) regression and quantile-based g-computation (QGC) analysis were used to comprehensively evaluate the impact of BFRs exposure on serum TB levels. RESULTS The study included 5831 participants. The results showed that PBB153, PBDE17, PBDE47, PBDE85, PBDE99, PBDE100, PBDE209, and PBDE183 were significantly correlated with TB levels (p < 0.05), with PBDE183 having the highest Spearman rank correlation coefficient of 0.292. After adjusting for confounding factors, most BFR remained significantly positively correlated with TB, while PBDE153 (β: - 0.031, 95%CI: - 0.317, 0.255, p = 0.829) and PBDE66 (β: 0.285, 95%CI: - 0.208, 0.777, p = 0.253) were not statistically significant. RCS analysis indicated that PBDE153 concentration had a significant U-shaped correlation with TB (p < 0.05), while PBDE17, PBDE99, PBDE154, and PBDE209 had an inverted "J"-shaped correlation (p < 0.05). PBB153, PBDE66, PBDE85, and PBDE183 also exhibited significant nonlinear S-shaped correlations with TB (p < 0.05). After stratification by age and gender, most individual BFR remained significantly positively correlated with TB levels (p < 0.05). WQS regression and QGC analysis indicated that mixed BFRs exposure was positively correlated with TB levels (β: 0.553, 95%CI: 0.384, 0.722, p < 0.001 and β: 1.060, 95%CI: 0.587, 1.532, p < 0.001), with PBDE183 contributing the most. CONCLUSIONS BFRs exposure is significantly positively correlated with TB levels, further suggesting the potential health impact of BFRs exposure on humans.
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Affiliation(s)
- Shanshan Huang
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Tong Lin
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Jialu Chen
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Fen Zhou
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Junjie Yang
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Haiyan Mao
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, China
| | - Zhouxin Yang
- Zhejiang Key Laboratory of Geriatrics and Geriatrics Institute of Zhejiang Province, Zhejiang Hospital, Hangzhou, China
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Zhou H. Total bilirubin level is associated with acute kidney injury in neonates admitted to the neonatal intensive care units: based on MIMIC-III database. Eur J Pediatr 2024; 183:4235-4241. [PMID: 38990386 DOI: 10.1007/s00431-024-05682-5] [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: 05/25/2024] [Revised: 06/28/2024] [Accepted: 07/01/2024] [Indexed: 07/12/2024]
Abstract
OBJECTIVE The objective of this study was to investigate the association between total bilirubin and acute kidney injury (AKI) in neonates admitted to neonatal intensive care units (NICU). METHODS All data utilized were extracted from Medical Information Mart for Intensive Care-III (MIMIC-III) in this retrospective cohort study. The primary outcome was the occurrence of AKI during hospitalization in the NICU, and the exposure was the initial measurement of total bilirubin levels within 24 h of neonatal admission to the NICU. The relationship between serum total bilirubin and AKI was evaluated by employing univariate and multivariate logistic regression models. Additionally, subgroup analyses were conducted based on birth weight, sepsis, and mechanical ventilation. RESULTS This retrospective cohort study included a population of 1,726 neonates, and 95 neonates developed AKI. Total bilirubin, as a continuous variable, was linked with decreased AKI risk among neonates admitted to the NICU [odds ratio (OR) = 0.77, 95% confidence interval (CI): 0.64-0.92]. Similarly, when total bilirubin levels were categorized by tertiles, tertiles 3 showed a significant association with decreased AKI risk (OR = 0.39, 95%CI: 0.19-0.83). The relationship of total bilirubin level and AKI was also existent among neonates admitted to the NICU who were underweight, had not sepsis, and received mechanical ventilation. CONCLUSION Total bilirubin level may be a protective factor for the risk of developing AKI.
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Affiliation(s)
- Huan Zhou
- Department of Neonatology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, No.26 Shengli Street, Jiangan District, Wuhan, 430014, Hubei Province, China.
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Huang SS, Ding Y, Yi XN, Mao HY, Xie ZY, Shen XK, Lu Y, Yan J, Wang YW, Yang ZX. Exploring the inverse relationship between serum total bilirubin and systemic immune-inflammation index: insights from NHANES data (2009-2018). Eur J Med Res 2024; 29:362. [PMID: 38997774 PMCID: PMC11241915 DOI: 10.1186/s40001-024-01963-9] [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: 03/05/2024] [Accepted: 07/04/2024] [Indexed: 07/14/2024] Open
Abstract
BACKGROUND Bilirubin is known for its multifaceted attributes, including antioxidant, anti-inflammatory, immunomodulatory, and antiapoptotic properties. The systemic immune-inflammation index (SII) is a recent marker that reflects the balance between inflammation and immune response. Despite the wealth of information available on bilirubin's diverse functionalities, the potential correlation between the total bilirubin (TB) levels and SII has not been investigated so far. METHODS Leveraging data from the National Health and Nutrition Examination Survey spanning 2009-2018, the TB levels were categorized using tertiles. Employing the chi-squared test with Rao and Scott's second-order correction and Spearman's rank correlation analysis, the association between TB and SII was examined. The potential nonlinearities between TB and SII were evaluated using restricted cubic spline (RCS) analysis. Weighted linear regression, adjusted for covariates, was used to explore the correlation between TB and SII, with further subgroup analyses. RESULTS A total of 16,858 participants were included, and the findings revealed significant SII variations across TB tertiles (p < 0.001). The third tertile (Q3) exhibited the lowest SII level at 495.73 (295.00) 1000 cells/µL. Spearman rank correlation disclosed the negative association between TB and SII. RCS analysis exposed the lack of statistically significant variations in the nonlinear relationship (p > 0.05), thereby providing support for a linear relationship. Weighted linear regression analysis underscored the negative correlation between TB and SII (β 95% CI - 3.9 [- 5.0 to - 2.9], p < 0.001). The increase in the TB levels is associated with a significant linear trend toward decreasing SII. After controlling for relative covariates, this negative correlation increased (p < 0.001). Subgroup analysis confirmed the significant negative TB-SII association. CONCLUSION A notable negative correlation between TB and SII implies the potential protective effects of bilirubin in inflammation-related diseases.
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Affiliation(s)
- Shan-Shan Huang
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Yi Ding
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Xiao-Na Yi
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Hai-Yan Mao
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Zhen-Ye Xie
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Xing-Kai Shen
- Department of Critical Care Medicine, Ningbo Medical Center Lihuili Hospital, Ningbo, 315100, China
| | - Yan Lu
- Zhejiang Key Laboratory of Geriatrics and Geriatrics Institute of Zhejiang Province, Zhejiang Hospital, Hangzhou, 310030, China
| | - Jing Yan
- Zhejiang Key Laboratory of Geriatrics and Geriatrics Institute of Zhejiang Province, Zhejiang Hospital, Hangzhou, 310030, China.
| | - You-Wei Wang
- Institute of Medical Engineering & Translational Medicine, Tianjin University, Tianjin, 300072, China.
| | - Zhou-Xin Yang
- Zhejiang Key Laboratory of Geriatrics and Geriatrics Institute of Zhejiang Province, Zhejiang Hospital, Hangzhou, 310030, China.
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Cao C, Wei S, He L, Li C, Lu Y, Sun W, Wang Y. Temporal alteration of serum bilirubin levels and its renoprotective effects in diabetic kidney disease: exploring the hormonal mechanisms. Front Endocrinol (Lausanne) 2024; 15:1361840. [PMID: 38756998 PMCID: PMC11097656 DOI: 10.3389/fendo.2024.1361840] [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: 12/27/2023] [Accepted: 04/18/2024] [Indexed: 05/18/2024] Open
Abstract
Objective This current study represents a novel endeavor to scrutinize the correlation between the temporal alteration in serum total bilirubin (TBIL) concentrations and the rate of estimated glomerular filtration rate (eGFR). Additionally, this study aims to probe the plausible molecular mechanism underpinning the renoprotective effects of bilirubin concerning its hormonal characteristics. Materials and methods In this study, a cohort of 103 patients diagnosed with DKD and receiving medical care at Dongzhimen Hospital were recruited and monitored over a period of 2-7 years. The progression of DKD was ascertained using a threshold of eGFR decline > -5.48%/year. To assess the relationship between the annual change in serum TBIL levels (%/year) and the slope of eGFR, multivariate binary logistic regression analysis was employed. Furthermore, the ROC curve analysis was employed to determine the cut-off value for TBIL levels (%/year). Results The use of multivariate binary logistic regression models revealed that serum TBIL levels (%/year) exhibited a significant correlation with the slope of eGFR. Moreover, the ROC curve analysis indicated a cut-off value of -6.729%/year for TBIL levels (%/year) with a sensitivity of 0.75 and specificity of 0.603, in diagnosing eGFR decline >-5.48%/year. Conclusions The findings of this study suggest that the sustained elevation of serum bilirubin concentration within the physiological range can effectively retard the progression of Diabetic Kidney Disease (DKD). Furthermore, the hormonal attributes of bilirubin may underlie its renoprotective effects.
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Affiliation(s)
- Can Cao
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Shuwu Wei
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Leijuan He
- Department of Traditional Chinese Medicine, Dadushe Community Health Service Center, Beijing, China
| | - Chunyao Li
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Yizhen Lu
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Weiwei Sun
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
| | - Yaoxian Wang
- Department of Nephrology and Endocrinology, Dongzhimen Hospital, Beijing University of Chinese Medicine, Beijing, China
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Lv JM, Shi XE, Ma Q, Chen N, Fu M, Liu JZ, Fan QR. Association between serum total bilirubin and diabetic kidney disease in US diabetic patients. Front Endocrinol (Lausanne) 2023; 14:1310003. [PMID: 38152124 PMCID: PMC10752268 DOI: 10.3389/fendo.2023.1310003] [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: 10/09/2023] [Accepted: 11/27/2023] [Indexed: 12/29/2023] Open
Abstract
Background Bilirubin has been widely reported to be a protective factor against diabetic kidney disease (DKD) in Asian populations. However, few large-sample analyses have been conducted in American populations. This study aimed to investigate the association between serum total bilirubin (STB) level and DKD in a US diabetic cohort. Methods This cross-sectional study enrolled participants from the National Health and Nutrition Examination Survey (NHANES) 2003-2018. Univariate and multivariate logistic regression analyses were performed to assess the association between STB level and DKD. Three models were conducted to control the potential confounding factors. Subgroup analysis was carried out for further validation. Results Among the 5,355 participants, the median age [interquartile range (IQR)] was 62 [52-71] years; 2,836 (52.96%) were male, and 1,576 (29.43%) were diagnosed with DKD. In the entire cohort, no significant association between STB level and DKD was observed in any logistic regression models (p > 0.05). Subgroup analysis revealed that, in U.S. diabetic males, STB levels > 11.98 µmol/L were associated with a nearly 30% lower risk of DKD than STB levels ≤ 8.55 µmol/L. Additionally, a moderate STB level (8.56-11.98 μmol/L) was found associated with a nearly 25% lower risk of DKD in U.S. diabetic patients over 65 years old. Conclusion The association of STB level with DKD may depict differences across diverse populations, among which the impact of race, sex, and age requires thorough consideration and relevant inferences should be interpreted cautiously.
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Affiliation(s)
- Jian-Min Lv
- Rehabilitation Science Institute, Shaanxi Provincial Rehabilitation Hospital, Xi’an, Shaanxi, China
| | - Xiu-E Shi
- Rehabilitation Science Institute, Shaanxi Provincial Rehabilitation Hospital, Xi’an, Shaanxi, China
| | - Qiong Ma
- Health Department, Northwest Women’s and Children’s Hospital & Shaanxi Provincial Maternity and Child Healthcare Hospital, Xi’an, Shaanxi, China
| | - Nan Chen
- Rehabilitation Science Institute, Shaanxi Provincial Rehabilitation Hospital, Xi’an, Shaanxi, China
| | - Mi Fu
- Health Department, Northwest Women’s and Children’s Hospital & Shaanxi Provincial Maternity and Child Healthcare Hospital, Xi’an, Shaanxi, China
| | - Jian-Zheng Liu
- Department of Cardiology, Xijing Hospital, Xi’an, Shaanxi, China
| | - Qiao-Rong Fan
- Department of Primary health care, Baoji Maternal And Child Health Hospital, Bao Ji, Shaanxi, China
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Li S, Li N, Li L, Wang Y, Liu Y, Wang Y, Zhan J. Association of Serum Bilirubin Levels with Macro- and Microvascular Complications in Chinese People with Type 2 Diabetes Mellitus: New Insight on Gender Differences. Diabetes Metab Syndr Obes 2023; 16:597-606. [PMID: 36909349 PMCID: PMC9994670 DOI: 10.2147/dmso.s403483] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 02/28/2023] [Indexed: 03/06/2023] Open
Abstract
Background Previous studies suggested protective effects of bilirubin against cardiovascular disease, with a possible gender difference. However, the relationship between serum total bilirubin (TBIL) with diabetic macro- and microvascular complications remains unknown. We aimed to examine the association of macro- and microvascular complications with serum TBIL levels. Methods Serum TBIL was measured in 648 patients with T2DM. Demographic and clinical data were obtained from the inpatient medical record system. Serum TBIL was measured with an automatic biochemistry analyzer according to routine protocols. Parameters of vascular complications, including ankle-brachial index, carotid intima-media thickness, estimated glomerular filtration rate and the urinary albumin to creatinine ratio, were measured and calculated. The association between TBIL and diabetic macro- and microvascular complications was analyzed. Results In multivariable logistic regression, after adjustment for age, sex, body mass index and diabetic duration, higher serum TBIL levels were significantly associated with decreased odds of microalbuminuria (OR = 0.31, [95% CI] 0.16-0.61, P = 0.003) and chronic kidney disease (OR = 0.19, [95% CI] 0.09-0.41, P < 0.001). These associations were only found in male but not in female patients. However, no significant relationship was found between TBIL and peripheral arterial disease or carotid hypertrophy. Conclusion Our findings suggest that physiological higher TBIL level might be a protective factor for diabetic microvascular complications.
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Affiliation(s)
- Shuang Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Niman Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Linsen Li
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Yi Wang
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Youshuo Liu
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Yanjiao Wang
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
| | - Junkun Zhan
- Department of Geriatrics, the Second Xiangya Hospital, Institute of Aging and Age-Related Disease Research, Central South University, Changsha, Hunan, People’s Republic of China
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