1
|
Liu D, Liu L, Li N, Zhou Y, Huang H, He J, Yao H, Chen X, Tang X, Wang M, Qi Y, Wang S, Zhu Y, Tian H, An Z, Li S. Aspartate aminotransferase to alanine aminotransferase ratio and short-term prognosis of patients with type 2 diabetes hospitalized for heart failure. Arch Med Sci 2024; 20:1416-1425. [PMID: 39649287 PMCID: PMC11623178 DOI: 10.5114/aoms/184153] [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: 11/30/2023] [Accepted: 02/15/2024] [Indexed: 12/10/2024] Open
Abstract
Introduction We aimed to explore the prognostic value of the aspartate aminotransferase to alanine aminotransferase (AST/ALT) ratio in non-surgical patients with type 2 diabetes hospitalized for heart failure. Material and methods Using a large electronic medical record-based cohort of diabetes in China (WECODe), we gathered data on non-surgical hospitalized patients with type 2 diabetes and heart failure from 2011 to 2019. Baseline AST/ALT ratio was calculated. The primary outcomes were all-cause death within 30 days after discharge, composite cardiac events, major acute kidney injury, and major systemic infection. A multivariable Cox proportional regression model was utilized to evaluate the association between the AST/ALT ratio and outcomes. Results This retrospective cohort included 8,073 patients (39.4% women) with type 2 diabetes hospitalized for heart failure. The median age was 71 years. Higher AST/ALT ratio was associated with higher risks of poor endpoints (with per standard deviation increment in AST/ALT ratio, for death within 30 days after discharge: adjusted hazard ratio [HR] = 1.35, 95% confidence interval [CI], 1.21 to 1.50; for composite cardiac events: HR = 1.18, 95% CI: 1.06 to 1.31). Compared to patients in the lowest quartile for the AST/ALT ratio, those in the highest quartile have elevated risk of death within 30 days after discharge and major systemic infection (HRs [95% CIs] 1.61 [1.18 to 2.19] and 1.28 [1.06 to 1.56], respectively). Subgroup analyses and sensitivity analyses confirmed the robustness of the findings. Conclusions Type 2 diabetes patients hospitalized for heart failure with the AST/ALT ratio in the highest quartile face a poor short-term prognosis.
Collapse
Affiliation(s)
- Dan Liu
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Sichuan, China
| | - Li Liu
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Sichuan, China
| | - Nan Li
- Department of Informatics, West China Hospital, Sichuan University, Sichuan, China
| | - Yiling Zhou
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Sichuan, China
| | - Hongmei Huang
- Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Sichuan, China
| | - Jidong He
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Sichuan, China
| | - Heling Yao
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Sichuan, China
| | - Xiangyang Chen
- Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Sichuan, China
| | - Xiaochi Tang
- Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Sichuan, China
| | - Miye Wang
- Department of Informatics, West China Hospital, Sichuan University, Sichuan, China
| | - Ying Qi
- West China School of Medicine, Sichuan University, Sichuan, China
| | - Si Wang
- Department of Cardiology, West China Hospital, Sichuan University, Sichuan, China
| | - Ye Zhu
- Department of Cardiology, West China Hospital, Sichuan University, Sichuan, China
| | - Haoming Tian
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Sichuan, China
| | - Zhenmei An
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Sichuan, China
| | - Sheyu Li
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Sichuan, China
| |
Collapse
|
2
|
Obesity Paradox among Heart Failure with Reduced Ejection Fraction Patients: A Retrospective Cohort Study. MEDICINA (KAUNAS, LITHUANIA) 2022; 59:medicina59010060. [PMID: 36676684 PMCID: PMC9865794 DOI: 10.3390/medicina59010060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 12/19/2022] [Accepted: 12/25/2022] [Indexed: 12/29/2022]
Abstract
Background and Objectives: There is consensus on the negative effects of obesity on the development of heart failure. However, several studies have suggested that obesity may have paradoxical survival benefits in heart failure patients. Therefore, the aim of this study is to investigate whether the obesity paradox exists in heart failure with reduced ejection fraction (HFrEF) patients in Jordan. Materials and Methods: In this retrospective cohort study, data were retrieved from electronic hospital records of heart failure patients admitted to King Abdullah University Hospital between January 2010 and January 2020. Patients were divided into five BMI (kg/m2) subgroups: (1) Less than 25.0, (2) Overweight 25.0−29.9, (3) Obese Class I 30.0−34.9, (4) Obese Class II 35.0−39.9, and (5) Obese Class III ≥40.0. Changes in patients’ clinical and echocardiographic parameters over one year were analyzed. Results: Data of a total of 297 patients were analyzed to determine the effect of obesity on heart failure. The mean age was 64.6 ± 12.4 years, and most patients (65.7%) were male. Among several co-morbidities, diabetes mellitus and hypertension were the most common and were present in 81.8% and 81.1% of patients, respectively. Over all patients, there was no significant change in EF after 1 year compared to baseline. However, only patients in the Obese Class I group had a statistically significant improvement in EF of 38.0 ± 9.81% vs. 34.8 ± 6.35% (p = 0.004) after 1 year. Importantly, among non-diabetic individuals, only Obese Class I patients had a significant (p < 0.001) increase in EF after 1 year compared to other BMI subgroups, a feature that was not observed among patients with diabetes. On the other hand, only Obese Class I patients with hypertension had a significant improvement (p < 0.05) in EF after 1 year compared to other BMI subgroups, a feature that was not observed among patients without hypertension. Conclusions: Our study demonstrates an inverted U-shaped relationship between BMI and EF such that patients with mild obesity (i.e., Obese Class I) had significant improvement in EF compared to those having a lower and higher BMI. We, therefore, suggest the existence of the obesity paradox among HFrEF patients in Jordan.
Collapse
|
3
|
Zhou Y, Liu L, Huang H, Li N, He J, Yao H, Tang X, Chen X, Zhang S, Shi Q, Qu F, Wang S, Wang M, Shu C, Zeng Y, Tian H, Zhu Y, Su B, Li S. 'Stress hyperglycemia ratio and in-hospital prognosis in non-surgical patients with heart failure and type 2 diabetes. Cardiovasc Diabetol 2022; 21:290. [PMID: 36572923 PMCID: PMC9791974 DOI: 10.1186/s12933-022-01728-w] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/15/2022] [Indexed: 12/27/2022] Open
Abstract
OBJECTIVE To evaluate the impact of stress hyperglycemia on the in-hospital prognosis in non-surgical patients with heart failure and type 2 diabetes. RESEARCH DESIGN AND METHODS We identified non-surgical hospitalized patients with heart failure and type 2 diabetes from a large electronic medical record-based database of diabetes in China (WECODe) from 2011 to 2019. We estimated stress hyperglycemia using the stress hyperglycemia ratio (SHR) and its equation, say admission blood glucose/[(28.7 × HbA1c)- 46.7]. The primary outcomes included the composite cardiac events (combination of death during hospitalization, requiring cardiopulmonary resuscitation, cardiogenic shock, and the new episode of acute heart failure during hospitalization), major acute kidney injury (AKI stage 2 or 3), and major systemic infection. RESULTS Of 2875 eligible Chinese adults, SHR showed U-shaped associations with composite cardiac events, major AKI, and major systemic infection. People with SHR in the third tertile (vs those with SHR in the second tertile) presented higher risks of composite cardiac events ([odds ratio, 95% confidence interval] 1.89, 1.26 to 2.87) and major AKI (1.86, 1.01 to 3.54). In patients with impaired kidney function at baseline, both SHR in the first and third tertiles anticipated higher risks of major AKI and major systemic infection. CONCLUSIONS Both high and low SHR indicates poor prognosis during hospitalization in non-surgical patients with heart failure and type 2 diabetes.
Collapse
Affiliation(s)
- Yiling Zhou
- grid.13291.380000 0001 0807 1581 Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Li Liu
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Ya’an, 625000 China
| | - Hongmei Huang
- Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Chengdu, 610200 China
| | - Nan Li
- grid.13291.380000 0001 0807 1581The Informatic Center, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Jidong He
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Ya’an, 625000 China
| | - Heling Yao
- Department of Endocrinology and Metabolism, Second People’s Hospital of Ya’an City, Ya’an, 625000 China
| | - Xiaochi Tang
- Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Chengdu, 610200 China
| | - Xiangyang Chen
- grid.13291.380000 0001 0807 1581 Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, 610041 China ,Department of Endocrinology and Metabolism, The First People’s Hospital of Shuangliu District, Chengdu, 610200 China
| | - Shengzhao Zhang
- grid.459690.7Department of Pharmacy, Karamay Central Hospital, Karamay, 834000 China ,grid.13291.380000 0001 0807 1581Department of Pharmacy, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Qingyang Shi
- grid.13291.380000 0001 0807 1581Chinese Evidence-Based Medicine Center, Cochrane China Center and MAGIC China Center, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Furong Qu
- grid.13291.380000 0001 0807 1581 Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, 610041 China ,grid.13291.380000 0001 0807 1581Department of General Practice, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Si Wang
- grid.13291.380000 0001 0807 1581Department of Cardiology, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Miye Wang
- grid.13291.380000 0001 0807 1581The Informatic Center, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Chi Shu
- grid.13291.380000 0001 0807 1581Department of Vascular Surgery, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Yuping Zeng
- grid.13291.380000 0001 0807 1581Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Haoming Tian
- grid.13291.380000 0001 0807 1581 Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Ye Zhu
- grid.13291.380000 0001 0807 1581Department of Cardiology, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Baihai Su
- grid.13291.380000 0001 0807 1581Department of Nephrology, West China Hospital, Sichuan University, Chengdu, 610041 China
| | - Sheyu Li
- grid.13291.380000 0001 0807 1581 Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, 610041 China ,grid.13291.380000 0001 0807 1581Chinese Evidence-Based Medicine Center, Cochrane China Center and MAGIC China Center, West China Hospital, Sichuan University, Chengdu, 610041 China
| | | |
Collapse
|
4
|
Коteliukh M. Predictive Model for Acute Heart Failure in Patients with Acute Myocardial Infarction and Type 2 Diabetes Mellitus Based on Energy and Adipokine Metabolism Indicators. Open Access Maced J Med Sci 2022. [DOI: 10.3889/oamjms.2022.10090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
BACKGROUND: Acute heart failure (AHF) is one of the early complications of acute myocardial infarction (AMI) in diabetic patients. Evaluation of biomarkers of energy and adipokine metabolism can help in the early identification of diabetic patients at risk of AHF.
AIM: The present study is aimed to predict the development of AHF in diabetic patients with AMI based on energy and adipokine metabolism parameters.
METHODS: A total of 74 diabetic patients with AMI were examined between September 1, 2018, and December 31, 2020. Serum adropin, irisin, and C1q/TNF-related protein 3 (CTRP3) levels were measured by enzyme-linked immunosorbent assay. To predict AHF development in AMI patients, generalized linear mixed model (GLMM) was applied.
RESULTS: The serum concentrations of adropin, irisin, and CTRP3 have been found to be reduced in diabetic patients with AMI and AHF. The accuracy of predicting AHF Killip Class 1 was 96.7%, and the accuracy of prediction for AHF Killip Class 2 was 57.1%, that is, the model was poorly sensitive to this level of complications. The prediction accuracy for AHF Killip Class 3 was 80%, that is, the model was highly sensitive to complications of this level, and for AHF Killip Class 4 – 100% being the maximum level of the model sensitivity.
CONCLUSIONS: Low serum concentrations of adropin, irisin, and CTRP3 indicate an imbalance in energy and adipokine homeostasis. The constructed model predicts the probability of AHF development with high accuracy of 91.9% in diabetic patients with AMI.
Collapse
|
5
|
Clinical Characteristics, Management, and In-Hospital Mortality in Patients with Heart Failure with Reduced Ejection Fraction According to Sex and the Presence of Type 2 Diabetes Mellitus. J Clin Med 2022; 11:jcm11041030. [PMID: 35207300 PMCID: PMC8878152 DOI: 10.3390/jcm11041030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 02/02/2022] [Accepted: 02/14/2022] [Indexed: 12/11/2022] Open
Abstract
Background: Type 2 diabetes mellitus (T2DM) is a risk factor for the development of heart failure with reduced ejection fraction (HFrEF). Aims: (1) To describe and compare the clinical characteristics and the use of diagnostic and therapeutic procedures among subjects hospitalized with HFrEF according to the presence of type 2 diabetes mellitus (T2DM) and sex; (2) to assess the effect of T2DM and sex on hospital outcomes among the patients hospitalized with HFrEF using propensity score matching (PSM); and (3) to identify which clinical variables were associated to in-hospital mortality (IHM) among the patients hospitalized with HFrEF and T2DM according to their sex. Methods: A retrospective cohort study from 2016 to 2019 using the Spanish National Hospital Discharge Database was conducted. The diagnosis and procedures were codified with the International Classification of Disease 10th version (ICD10). Subjects aged ≥ 40 with a primary diagnosis of HFrEF were included. We included those patients with a diagnosis of T2DM in any diagnosis position. The descriptive statistics used were total and relative frequencies (percentages), means with standard deviations, and medians with an interquartile range. To control the effect of confounding variables when T2DM patients and non-T2DM patients were compared, we matched the cohorts using PSM. Multivariable logistic regression models were used to identify which study variables independently affected the IHM among men and women with HF and T2DM. Also, this multivariable method was applied for sensitivity analyses to confirm the results of the PSM. Results: A total of 28,894 patients were included. T2DM was present in 39.59%. Women with T2DM more frequently had atrial fibrillation, valvular heart disease, anemia, dementia, depression, and hyponatremia than men with T2DM. However, men had more coronary heart disease, chronic renal disease, COPD, and obstructive sleep apnea. All the procedures were significantly more commonly used among men than women. Blood transfusion was the only procedure more frequently identified among women with T2DM. For the sensitivity analysis in patients with T2DM hospitalized with HFrEF, we confirmed the results of the PSM, finding that women had a 14% higher risk of dying in the hospital than men (OR 1.14; 95% CI 1.01–1.35). Obesity seemed to have a protective effect (OR 0.85; 95% CI 0.73–0.98) on the in-hospital morality. Conclusions: Subjects with diabetes are admitted for HFrEF and have a greater number of comorbidities than non-diabetics. Diabetic women have a higher mortality rate than men with diabetes and all the procedures evaluated were significantly more often used among men than women.
Collapse
|
6
|
Du F, Huang H, Cao Y, Ran Y, Wu Q, Chen B. Notoginsenoside R1 Protects Against High Glucose-Induced Cell Injury Through AMPK/Nrf2 and Downstream HO-1 Signaling. Front Cell Dev Biol 2021; 9:791643. [PMID: 34926469 PMCID: PMC8672164 DOI: 10.3389/fcell.2021.791643] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 11/17/2021] [Indexed: 12/25/2022] Open
Abstract
Notoginsenoside R1 (NGR1), the primary bioactive compound found in Panax notoginseng, is believed to have antihypertrophic and antiapoptotic properties, and has long been used to prevent and treat cardiovascular diseases. However, its potential role in prevention of diabetic cardiomyopathy remains unclear. The present study aimed to investigate the mechanism of NGR1 action in high glucose-induced cell injury. H9c2 cardiomyocytes were cultured in a high-glucose medium as an in-vitro model, and apoptotic cells were visualized using TUNEL staining. Expression of Nrf2 and HO-1 was measured using Western blotting or reverse transcription-quantitative PCR (RT-qPCR). The Nrf2 small interfering (si) RNA was transfected into cardiomyocytes using Opti-MEM containing Lipofectamine® RNAiMAX. NGR1 protected H9c2 cardiomyocytes from cell death, apoptosis and hypertrophy induced by high glucose concentration. Expression of auricular natriuretic peptide and brain natriuretic peptide was remarkably reduced in NGR1-treated H9C2 cells. Western blot analysis showed that high glucose concentration markedly inhibited AMPK, Nrf2 and HO-1, and this could be reversed by NGR1 treatment. However, the cardioprotective effect of NGR1 was attenuated by compound C, which reverses Nrf2 and HO-1 expression levels, suggesting that AMPK upregulates Nrf2 and HO-1 gene expression, protein synthesis and secretion. Transfection of H9C2 cells with Nrf2 siRNA markedly reduced the cardioprotective effect of NGR1 via reduced expression of HO-1. These results indicated that NGR1 attenuated high glucose-induced cell injury via AMPK/Nrf2 signaling and its downstream target, the HO-1 pathway. We conclude that the cardioprotective effects of NGR1 result from upregulation of AMPK/Nrf2 signaling and HO-1 expression in cardiomyocytes. Our findings suggest that NGR1 treatment might provide a novel therapy for diabetic cardiomyopathy.
Collapse
Affiliation(s)
- Fawang Du
- Department of Cardiology, Guizhou Provincial People's Hospital, Guiyang, China
| | - Huiling Huang
- Department of Cardiology, The First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China
| | - Yalin Cao
- Department of Cardiology, Guizhou Provincial People's Hospital, Guiyang, China
| | - Yan Ran
- Department of Nephrology, Guizhou Provincial People's Hospital, Guiyang, China
| | - Qiang Wu
- Department of Cardiology, Guizhou Provincial People's Hospital, Guiyang, China
| | - Baolin Chen
- Nanmingtang Clinic, Guizhou Provincial People's Hospital, Guiyang, China
| |
Collapse
|
7
|
Zhou Y, Zeng Y, Wang S, Li N, Wang M, Mordi IR, Ren Y, Zhou Y, Zhu Y, Tian H, Sun X, Chen X, An Z, Lang CC, Li S. Guideline Adherence of β-blocker Initiating Dose and its Consequence in Hospitalized Patients With Heart Failure With Reduced Ejection Fraction. Front Pharmacol 2021; 12:770239. [PMID: 34899323 PMCID: PMC8660072 DOI: 10.3389/fphar.2021.770239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 10/27/2021] [Indexed: 02/05/2023] Open
Abstract
Background: We aim to investigate the guideline adherence of β-blocker (BB) initiating dose in Chinese hospitalized patients with heart failure with reduced ejection fraction (HFrEF) and whether the adherence affected the in-hospital outcomes. Methods: This was a retrospective study of patients hospitalized with HFrEF who had initiated BBs during their hospitalization. We defined adherence to clinical practice guidelines as initiating BB with standard dose and non-adherence to guidelines if otherwise, and examined the association between adherence to guidelines and in-hospital BB-related adverse events. Subgroup analyses based on sex, age, coronary heart disease, and hypertension were performed. Results: Among 1,104 patients with HFrEF initiating BBs during hospitalization (median length of hospitalization, 12 days), 304 (27.5%) patients received BB with non-adherent initiating dose. This non-adherence was related to a higher risk (hazard ratio [95% confidence interval]) of BB dose reduction or withdrawal (1.78 [1.42 to 2.22], P < 0.001), but not significantly associated with risks of profound bradycardia, hypotension, cardiogenic shock requiring intravenous inotropes, and severe bronchospasm requiring intravenous steroid during hospitalization. Conclusion: This study identified that over a fourth of patients had received BBs with an initiating dose that was not adherent to guidelines in Chinese hospitalized patients with HFrEF, and this non-adherence was associated with BB dose reduction or withdrawal during hospitalization.
Collapse
Affiliation(s)
- Yiling Zhou
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, China
| | - Yuping Zeng
- Department of Laboratory Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Si Wang
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Nan Li
- The Informatic Center, West China Hospital, Sichuan University, Chengdu, China
| | - Miye Wang
- The Informatic Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ify R. Mordi
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom
| | - Yan Ren
- Cochrane China Center, MAGIC China Center, Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, China
| | - Youlian Zhou
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, China
| | - Ye Zhu
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Haoming Tian
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, China
| | - Xin Sun
- Cochrane China Center, MAGIC China Center, Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, China
| | - Xiaoping Chen
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, China
| | - Zhenmei An
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, China
| | - Chim C. Lang
- Division of Molecular and Clinical Medicine, School of Medicine, University of Dundee, Scotland, United Kingdom
| | - Sheyu Li
- Department of Endocrinology and Metabolism, West China Hospital, Sichuan University, Chengdu, China
- Cochrane China Center, MAGIC China Center, Chinese Evidence-Based Medicine Center, West China Hospital, Sichuan University, Chengdu, China
- Engineering Research Center of Medical Information Technology, Ministry of Education, West China Hospital, Sichuan University, Chengdu, China
- Division of Population Health and Genomics, School of Medicine, University of Dundee, Scotland, United Kingdom
| |
Collapse
|