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Huang CT, Muo CH, Sung FC, Chen PC. Risk of chronic kidney disease in patients with a hyperglycemic crisis as the initial presentation of type 2 diabetes. Sci Rep 2024; 14:16746. [PMID: 39033190 PMCID: PMC11271453 DOI: 10.1038/s41598-024-67678-3] [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: 03/15/2024] [Accepted: 07/15/2024] [Indexed: 07/23/2024] Open
Abstract
Limited data exist on long-term renal outcomes in patients with hyperglycemic crisis (HC) as initial type 2 diabetes presentation. We evaluated the risk of chronic kidney disease (CKD) development in those with concurrent HC at diagnosis. Utilizing Taiwan's insurance claims from adults newly diagnosed with type 2 diabetes during 2006-2015, we created HC and matched non-HC cohorts. We assessed incident CKD/diabetic kidney disease (DKD) by 2018's end, calculating the hazard ratio (HR) with the Cox model. Each cohort comprised 13,242 patients. The combined CKD and DKD incidence was two-fold higher in the HC cohort than in the non-HC cohort (56.47 versus 28.49 per 1000 person-years) with an adjusted HR (aHR) of 2.00 (95% confidence interval [CI] 1.91-2.10]). Risk increased from diabetic ketoacidosis (DKA) (aHR:1.69 [95% CI 1.59-1.79]) to hyperglycemic hyperosmolar state (HHS) (aHR:2.47 [95% CI 2.33-2.63]) and further to combined DKA-HHS (aHR:2.60 [95% CI 2.29-2.95]). Subgroup analysis in individuals aged ≥ 40 years revealed a similar trend with slightly reduced incidences and HRs. Patients with HC as their initial type 2 diabetes presentation face a higher CKD risk than do those without HC. Enhanced medical attention and customized interventions are crucial to reduce this risk.
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Affiliation(s)
- Chun-Ta Huang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Mackay Memorial Hospital, Taipei City, 104217, Taiwan
- Department of Medicine, Mackay Medical College, New Taipei City, 252005, Taiwan
| | - Chih-Hsin Muo
- Management Office for Health Data, China Medical University Hospital, Taichung City, 404328, Taiwan
| | - Fung-Chang Sung
- Management Office for Health Data, China Medical University Hospital, Taichung City, 404328, Taiwan.
- Department of Health Services Administration, China Medical University College of Public Health, 100 Jingmao Road Section 1, Beitun Dist., Taichung, 406040, Taiwan.
- Department of Food Nutrition and Health Biotechnology, Asia University, Taichung, 413305, Taiwan.
| | - Pei-Chun Chen
- International Master Program for Public Health, China Medical University, Taichung, 406040, Taiwan
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Xu C, Wen S, Gong M, Dong M, Yuan Y, Li Y, Zhou M, Zhou L. The Implication of Elevated Serum Myoglobin Level in Acute Diabetic Complications of Ketoacidosis and Hyperglycemic Hyperosmolar State: A Real-World Study. Diabetes Metab Syndr Obes 2024; 17:2639-2653. [PMID: 38974952 PMCID: PMC11225959 DOI: 10.2147/dmso.s465311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 06/25/2024] [Indexed: 07/09/2024] Open
Abstract
Objective To investigate the implications of elevated myoglobin (MYO) in acute diabetic conditions of diabetic ketoacidosis (DKA) and hyperosmolar hyperglycemic state (HHS). Materials and methods This study integrates in-patient data from Shanghai Pudong Hospital from 2019 to 2023. Laboratory data were compared between stable T2D patients (without acute diabetic complications), DKA, and HHS patients. The multilinear regression explored variables relevant to the elevated MYO in DKA and HHS. The dynamics of MYO, the survival rate, and associated risk factors in HHS were determined. Results Except for triglyceride, procalcitonin, low-density lipoprotein, islet cell autoimmune antibodies, N-terminal Pro-brain natriuretic peptide (NT-ProBNP), and brain natriuretic peptide (BNP), there were significant differences in age, gender distribution, duration of diabetes, type of diabetes, and other referred laboratory data (p<0.05). The age, gender, creatine kinase (CK), estimated glomerular filtration rate (eGFR), and free triiodothyronine (FT3) in DKA, whereas osmolar, uric acid (UA), and cardiac troponin I (cTNI) in the HHS, were significant determinants of elevated MYO, respectively (p<0.05). The dynamic of MYO in HHS was in line with the survival trend, where the percentage of death was 29.73%, and aging with higher procalcitonin levels was a key risk factor. Besides, the cumulative survival rates between patients with or without bone fracture or muscle injury were substantially different. Conclusion This real-world study demonstrated DKA and HHS potentially have unique causes for increased MYO. By utilizing the appropriate regression parameters, we could forecast the progression of increased MYO in groups of DKA and HHS, while based on risk factors of aging, severity of infection, and different MYO sources, we could predict the prognosis of HHS.
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Affiliation(s)
- Chenglin Xu
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
| | - Song Wen
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
- Fudan Zhangjiang Institute, Fudan University, Shanghai, 201203, People’s Republic of China
| | - Min Gong
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
| | - Meiyuan Dong
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
- Hebei Medical University, Shijiazhuang, 050013, People’s Republic of China
| | - Yue Yuan
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
| | - Yanyan Li
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
| | - Mingyue Zhou
- Clinical Research OB/GYN REI Division, University of California, San Francisco, CA, USA
| | - Ligang Zhou
- Department of Endocrinology, Shanghai Pudong Hospital, Fudan University Pudong Medical Center, Shanghai, 201399, People’s Republic of China
- Hebei Medical University, Shijiazhuang, 050013, People’s Republic of China
- Shanghai Key Laboratory of Vascular Lesions Regulation and Remodeling, Shanghai Pudong Hospital, Shanghai, 201399, People’s Republic of China
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Chen H, Wang Y, Ji R, Li M. Association between blood urea nitrogen to serum albumin ratio and in-hospital mortality in critical patients with diabetic ketoacidosis: a retrospective analysis of the eICU database. Front Endocrinol (Lausanne) 2024; 15:1411891. [PMID: 38994011 PMCID: PMC11236567 DOI: 10.3389/fendo.2024.1411891] [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: 04/03/2024] [Accepted: 06/13/2024] [Indexed: 07/13/2024] Open
Abstract
Background This study aimed to investigate the association between blood urea nitrogen to serum albumin ratio (BAR) and the risk of in-hospital mortality in patients with diabetic ketoacidosis. Methods A total of 3,962 diabetic ketoacidosis patients from the eICU Collaborative Research Database were included in this analysis. The primary outcome was in-hospital death. Results Over a median length of hospital stay of 3.1 days, 86 in-hospital deaths were identified. One unit increase in LnBAR was positively associated with the risk of in-hospital death (hazard ratio [HR], 1.82 [95% CI, 1.42-2.34]). Furthermore, a nonlinear, consistently increasing correlation between elevated BAR and in-hospital mortality was observed (P for trend =0.005 after multiple-adjusted). When BAR was categorized into quartiles, the higher risk of in-hospital death (multiple-adjusted HR, 1.99 [95% CI, (1.1-3.6)]) was found in participants in quartiles 3 to 4 (BAR≥6.28) compared with those in quartiles 1 to 2 (BAR<6.28). In the subgroup analysis, the LnBAR-hospital death association was significantly stronger in participants without kidney insufficiency (yes versus no, P-interaction=0.023). Conclusion There was a significant and positive association between BAR and the risk of in-hospital death in patients with diabetic ketoacidosis. Notably, the strength of this association was intensified among those without kidney insufficiency.
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Affiliation(s)
- Hua Chen
- Center of Cardiovascular Medicine, Inner Mongolia People’s Hospital, Hohhot, China
- Graduate School, Inner Mongolia Medical University, Hohhot, China
| | - Yufei Wang
- Center of Cardiovascular Medicine, Inner Mongolia People’s Hospital, Hohhot, China
- Graduate School, Inner Mongolia Medical University, Hohhot, China
| | - Rong Ji
- Center of Cardiovascular Medicine, Inner Mongolia People’s Hospital, Hohhot, China
- Graduate School, Inner Mongolia Medical University, Hohhot, China
| | - Minghui Li
- Center of Cardiovascular Medicine, Inner Mongolia People’s Hospital, Hohhot, China
- State Key Laboratory of Cardiovascular Disease, Department of Cardiology, Fuwai Hospital, National Center for Cardiovascular Disease, Chinese Academy of Medical Science and Peking Union Medical College, Beijing, China
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S Y, S V, A T J, T S K, S SP, S SP, R SK, N S, S N, Prasad R. Understanding the Complexity of Hyperglycemic Emergencies: Exploring the Influence of the Type and Duration of Diabetes Mellitus and Its Impact on Mortality. Cureus 2024; 16:e58916. [PMID: 38800154 PMCID: PMC11120012 DOI: 10.7759/cureus.58916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 04/24/2024] [Indexed: 05/29/2024] Open
Abstract
Background Diabetes mellitus remains a pressing global health issue, characterized by chronic metabolic dysfunction and the potential for life-threatening acute hyperglycemic emergencies. These emergencies, known as diabetic ketoacidosis and hyperosmolar hyperglycemic states, trigger a series of physiological disruptions. This article delves deeply into how the type and duration of diabetes mellitus affect the occurrence of hyperglycemic emergencies and mortality rates. Methods The study was conducted at the Institute of Internal Medicine, Rajiv Gandhi General Hospital, affiliated with Madras Medical College, spanning from July 2021 to December 2021. It encompassed both individuals newly diagnosed with diabetic ketoacidosis and patients already undergoing diabetic treatment who developed diabetic ketoacidosis and hyperosmolar hyperglycemic states. Results Within the study cohort of 110 patients, 37.27% were diagnosed with Type 1 diabetes mellitus, while 62.73% were classified as Type 2 diabetes mellitus patients. Among these individuals, 23.60% were newly diagnosed with diabetes, 22.70% had been diabetic for less than one year, 47.30% had a diabetic history of two to five years, and 6.40% had been diabetic for over six years. However, upon investigating the relationship between diabetes duration and mortality rate, no statistically significant findings were observed. Conclusion Hyperglycemic emergencies represent multifaceted clinical challenges influenced by the interplay of various factors, including the type and duration of the disease. By maintaining effective management of hyperglycemia from the outset and sustaining it throughout their lives, people with diabetes can improve their physical and mental health and reduce the likelihood of developing long-term complications that may negatively impact their overall well-being.
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Affiliation(s)
- Yogesh S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Venkatesan S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Jayaraj A T
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Karthigeyan T S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Siva Prasath S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Suriya Prakash S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Selva Krishna R
- Internal medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Sandhiya N
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Navvin S
- Internal Medicine, Madras Medical College and Rajiv Gandhi Government General Hospital, Chennai, IND
| | - Roshan Prasad
- Internal Medicine, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
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Chen Z, Zhao X, He R, Li H, Fu S, Zhang K, Gu M, Zhou S. The impact of insurance status on in-hospital mortality in patients with hyperglycaemic crisis: A propensity score matching analysis. J Eval Clin Pract 2023; 29:1395-1401. [PMID: 37574779 DOI: 10.1111/jep.13921] [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: 04/10/2023] [Revised: 07/24/2023] [Accepted: 08/03/2023] [Indexed: 08/15/2023]
Abstract
AIM This study was designed to determine the associations between insurance status and clinical outcomes among patients with hyperglycaemic crisis. METHODS Overall, 1668 patients with hyperglycaemic crisis were recruited from the Chongqing Medical University Medical Data Science Academy's big data platform. In-hospital mortality, length of stay and complications (i.e., hypoglycaemia, hypokalemia, pulmonary infection, multiple systemic organ failure, acute kidney injury and deep venous thrombosis) were assessed. Propensity score matching analysis was used to reduce the confounding bias, and univariate and multivariate logistic regression were used to estimate the effect of insurance status on mortality in patients with hyperglycaemic crisis. RESULTS After matching one uninsured patient to two insured patients with a calliper of 0.02, the uninsured group suffered a higher burden of in-hospital mortality than the insured group (16.9% vs. 9.8%); the insured status (odds ratio = 0.216, 95% confidence interval = 0.079-0.587) was a potential protect factor for in-hospital mortality of patients with hyperglycaemic crisis in the multivariate logistic regression analysis. CONCLUSIONS Insurance status is associated with the outcomes of hospitalisation for hyperglycaemic crisis; uninsured patients with hyperglycaemic crisis face a higher risk of mortality in China.
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Affiliation(s)
- Zhen Chen
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xu Zhao
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Rui He
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Hong Li
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Shimin Fu
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Kebiao Zhang
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Manping Gu
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Sumei Zhou
- Department of Emergency, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Hsu CC, Kao Y, Hsu CC, Chen CJ, Hsu SL, Liu TL, Lin HJ, Wang JJ, Liu CF, Huang CC. Using artificial intelligence to predict adverse outcomes in emergency department patients with hyperglycemic crises in real time. BMC Endocr Disord 2023; 23:234. [PMID: 37872536 PMCID: PMC10594858 DOI: 10.1186/s12902-023-01437-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2020] [Accepted: 08/22/2023] [Indexed: 10/25/2023] Open
Abstract
BACKGROUND Hyperglycemic crises are associated with high morbidity and mortality. Previous studies have proposed methods to predict adverse outcomes of patients in hyperglycemic crises; however, artificial intelligence (AI) has never been used to predict adverse outcomes. We implemented an AI model integrated with the hospital information system (HIS) to clarify whether AI could predict adverse outcomes. METHODS We included 2,666 patients with hyperglycemic crises from emergency departments (ED) between 2009 and 2018. The patients were randomized into a 70%/30% split for AI model training and testing. Twenty-two feature variables from the electronic medical records were collected. The performance of the multilayer perceptron (MLP), logistic regression, random forest, Light Gradient Boosting Machine (LightGBM), support vector machine (SVM), and K-nearest neighbor (KNN) algorithms was compared. We selected the best algorithm to construct an AI model to predict sepsis or septic shock, intensive care unit (ICU) admission, and all-cause mortality within 1 month. The outcomes between the non-AI and AI groups were compared after implementing the HIS and predicting the hyperglycemic crisis death (PHD) score. RESULTS The MLP had the best performance in predicting the three adverse outcomes, compared with the random forest, logistic regression, SVM, KNN, and LightGBM models. The areas under the curves (AUCs) using the MLP model were 0.852 for sepsis or septic shock, 0.743 for ICU admission, and 0.796 for all-cause mortality. Furthermore, we integrated the AI predictive model with the HIS to assist decision making in real time. No significant differences in ICU admission or all-cause mortality were detected between the non-AI and AI groups. The AI model performed better than the PHD score for predicting all-cause mortality (AUC 0.796 vs. 0.693). CONCLUSIONS A real-time AI predictive model is a promising method for predicting adverse outcomes in ED patients with hyperglycemic crises. Further studies recruiting more patients are warranted.
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Affiliation(s)
- Chin-Chuan Hsu
- Department of Emergency Medicine, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan
| | - Yuan Kao
- Department of Emergency Medicine, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan
- Graduate Institute of Medical Sciences, College of Health Sciences, Chang Jung Christian University, Tainan, Taiwan
| | - Chien-Chin Hsu
- Department of Emergency Medicine, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan
- School of Medicine, College of Medicine, National Sun Yat-sen university, Kaohsiung, Taiwan
| | - Chia-Jung Chen
- Information Systems, Chi Mei Medical Center, Tainan, Taiwan
| | - Shu-Lien Hsu
- Department of Nursing, Chi Mei Medical Center, Tainan, Taiwan
| | - Tzu-Lan Liu
- Information Systems, Chi Mei Medical Center, Tainan, Taiwan
| | - Hung-Jung Lin
- Department of Emergency Medicine, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan
- School of Medicine, College of Medicine, National Sun Yat-sen university, Kaohsiung, Taiwan
- Department of Emergency Medicine, Taipei Medical University, Taipei, Taiwan
| | - Jhi-Joung Wang
- Department of Anesthesiology, Chi Mei Medical Center, Tainan, Taiwan
- Department of Anesthesiology, National Defense Medical Center, Taipei, Taiwan
| | - Chung-Feng Liu
- Department of Medical Research, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan.
| | - Chien-Cheng Huang
- Department of Emergency Medicine, Chi Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan City, 710, Taiwan.
- School of Medicine, College of Medicine, National Sun Yat-sen university, Kaohsiung, Taiwan.
- Department of Emergency Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan.
- Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
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Wang C, Cao L, Mei W, Fang Y, Ren X, Hu J, Su F, Tavengana G, Jiang M, Wu H, Wen Y. The V-shaped curve relationship between fasting plasma glucose and human serum albumin in a large health checkup population in China. BMC Endocr Disord 2023; 23:192. [PMID: 37697387 PMCID: PMC10494399 DOI: 10.1186/s12902-023-01441-z] [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: 01/05/2023] [Accepted: 08/24/2023] [Indexed: 09/13/2023] Open
Abstract
BACKGROUND This study aimed to investigate the relationship between fasting plasma glucose (FPG) and human serum albumin (HSA) in a large health checkup population in China. METHODS In this cross-sectional health checkup study, we enrolled a population of 284,635 subjects from Wuhu between 2011 and 2016. All participants completed the physical examination, blood biochemical examination, and blood routine examination. RESULTS The prevalence of diabetes in men and women was 6.11% and 2.98%, respectively. The average level of HSA and FPG was significantly higher in men than in women (48.44 ± 3.25 vs. 47.14 ± 3.22, P < 0.0001; 5.50 ± 1.26 vs. 5.26 ± 0.94, P < 0.0001). There were significant differences in blood biochemistry and blood routine values by gender. After adjusting for confounding factors, the results showed that FPG and HSA were a V-shaped curve, and the threshold value of HSA was 40.7 mmol/L. FPG and HSA still showed a V-shaped curve after stratification by gender and age. In the male group, FPG decreased with HSA when HSA<42.3 mmol/L, and increased when HSA ≥ 42.3 mmol/L. In the female group, FPG decreased with HSA when HSA<35.7 mmol/L, and increased when HSA ≥ 35.7 mmol/L. In the age<65 group, FPG decreased with HSA when HSA<37.5 mmol/L, and increased when HSA ≥ 37.5 mmol/L. In the age ≥ 65 group, FPG decreased with HSA when HSA<43.2 mmol/L, and increased when HSA ≥ 43.2 mmol/L. CONCLUSIONS A V-shape relationship exists between fasting plasma glucose and human serum albumin among the Chinese health checkup population studied.
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Affiliation(s)
- Chenxu Wang
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Lei Cao
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Wendan Mei
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Yicheng Fang
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Xia Ren
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Jian Hu
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Fan Su
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Grace Tavengana
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Mingfei Jiang
- School of Clinical Medicine, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Huan Wu
- School of Laboratory Medicine, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China
| | - Yufeng Wen
- School of Public Health, Wannan Medical College, 22 West Wenchang Road, Wuhu, 241002, Anhui Province, People's Republic of China.
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Xie P, Yang C, Yang G, Jiang Y, He M, Jiang X, Chen Y, Deng L, Wang M, Armstrong DG, Ma Y, Deng W. Mortality prediction in patients with hyperglycaemic crisis using explainable machine learning: a prospective, multicentre study based on tertiary hospitals. Diabetol Metab Syndr 2023; 15:44. [PMID: 36899433 PMCID: PMC10007769 DOI: 10.1186/s13098-023-01020-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Accepted: 03/06/2023] [Indexed: 03/12/2023] Open
Abstract
BACKGROUND Experiencing a hyperglycaemic crisis is associated with a short- and long-term increased risk of mortality. We aimed to develop an explainable machine learning model for predicting 3-year mortality and providing individualized risk factor assessment of patients with hyperglycaemic crisis after admission. METHODS Based on five representative machine learning algorithms, we trained prediction models on data from patients with hyperglycaemic crisis admitted to two tertiary hospitals between 2016 and 2020. The models were internally validated by tenfold cross-validation and externally validated using previously unseen data from two other tertiary hospitals. A SHapley Additive exPlanations algorithm was used to interpret the predictions of the best performing model, and the relative importance of the features in the model was compared with the traditional statistical test results. RESULTS A total of 337 patients with hyperglycaemic crisis were enrolled in the study, 3-year mortality was 13.6% (46 patients). 257 patients were used to train the models, and 80 patients were used for model validation. The Light Gradient Boosting Machine model performed best across testing cohorts (area under the ROC curve 0.89 [95% CI 0.77-0.97]). Advanced age, higher blood glucose and blood urea nitrogen were the three most important predictors for increased mortality. CONCLUSION The developed explainable model can provide estimates of the mortality and visual contribution of the features to the prediction for an individual patient with hyperglycaemic crisis. Advanced age, metabolic disorders, and impaired renal and cardiac function were important factors that predicted non-survival. TRIAL REGISTRATION NUMBER ChiCTR1800015981, 2018/05/04.
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Affiliation(s)
- Puguang Xie
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - Cheng Yang
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - Gangyi Yang
- Department of Endocrinology, The Second Affiliated Hospital, Chongqing Medical University, Chongqing, 400010, China
| | - Youzhao Jiang
- Department of Endocrinology, People's Hospital of Chongqing Banan District, Chongqing, 401320, China
| | - Min He
- General Practice Department, Chongqing Southwest Hospital, Chongqing, 400038, China
| | - Xiaoyan Jiang
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - Yan Chen
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - Liling Deng
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - Min Wang
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China
| | - David G Armstrong
- Department of Surgery, Keck School of Medicine of University of Southern California, Los Angeles, CA, 90033, USA
| | - Yu Ma
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China.
| | - Wuquan Deng
- Department of Endocrinology and Bioengineering College, Chongqing University Central Hospital, Chongqing Emergency Medical Centre, Chongqing University, NO. 1 Jiankang Road, Yuzhong District, Chongqing, 400014, China.
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Garrett CJ, Moulton CD, Lee T, Amiel SA, Fonagy P, Ismail K. Can a mental health treatment reduce admissions for diabetic ketoacidosis? Acta Diabetol 2023; 60:455-457. [PMID: 36383301 DOI: 10.1007/s00592-022-01999-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 10/21/2022] [Indexed: 11/17/2022]
Affiliation(s)
- Christopher J Garrett
- Diabetes and Metabolism Department, Barts Health NHS Trust, London, UK.
- Diabetes, Psychiatry and Psychology Research Group, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK.
| | - Calum D Moulton
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Tennyson Lee
- Deancross Personality Disorder Service, East London Foundation Trust, London, UK
| | - Stephanie A Amiel
- Division of Diabetes and Nutritional Sciences, King's College London, London, UK
| | - Peter Fonagy
- Division of Psychology and Language Sciences, University College London, London, UK
| | - Khalida Ismail
- Diabetes, Psychiatry and Psychology Research Group, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
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10
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McCoy RG, Herrin J, Galindo RJ, Sindhu Swarna K, Umpierrez GE, Hill Golden S, O'Connor PJ. All-cause mortality after hypoglycemic and hyperglycemic emergencies among U.S. adults with diabetes, 2011-2020. Diabetes Res Clin Pract 2023; 197:110263. [PMID: 36693542 PMCID: PMC10023431 DOI: 10.1016/j.diabres.2023.110263] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 01/12/2023] [Accepted: 01/19/2023] [Indexed: 01/22/2023]
Abstract
Estimated all-cause mortality within 30-days of hypoglycemic emergencies is 0.8 % in adults with type 1 diabetes and 1.7 % with type 2 diabetes; and within 30-days of hyperglycemic emergencies, it is 1.2 % with type 1 diabetes and 2.8 % with type 2 diabetes. These rates changed little between 2011 and 2020.
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Affiliation(s)
- Rozalina G McCoy
- Division of Community Internal Medicine, Geriatrics, and Palliative Care, Department of Medicine, Mayo Clinic, Rochester, MN, United States; Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, 200 First Street SW, Rochester, MN, United States.
| | - Jeph Herrin
- Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT, United States
| | - Rodolfo J Galindo
- Division of Endocrinology, Department of Medicine, Comprehensive Diabetes Center at Lennar Medical Foundation, University of Miami, Miami, FL, United States
| | - Kavya Sindhu Swarna
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, 200 First Street SW, Rochester, MN, United States; OptumLabs, Eden Prairie, MN, United States
| | - Guillermo E Umpierrez
- Emory University School of Medicine, Department of Medicine, Division of Endocrinology, Grady Memorial Hospital, Atlanta, GA, United States
| | - Sherita Hill Golden
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine Johns Hopkins Medicine, Baltimore, MD, United States; Office of Diversity, Inclusion, and Health Equity, Johns Hopkins Medicine, Baltimore, MD, United States
| | - Patrick J O'Connor
- Center for Chronic Care Innovation, HealthPartners Institute, Minneapolis, MN, United States
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11
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Shand JAD, Morrow P, Braatvedt G. Mortality after discharge from hospital following an episode of diabetic ketoacidosis. Acta Diabetol 2022; 59:1485-1492. [PMID: 35951132 DOI: 10.1007/s00592-022-01953-5] [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: 07/22/2022] [Accepted: 07/27/2022] [Indexed: 11/01/2022]
Abstract
AIMS The rate of inpatient mortality associated with diabetic ketoacidosis (DKA) has steadily decreased in recent decades. However, there remains a significantly increased outpatient death rate following an episode of survived DKA. We undertook this study to investigate the observed increase in mortality following an episode of DKA. METHODS We completed a retrospective cohort study to investigate rates and causes of death in people admitted to our hospital with DKA between 2013 and 2018. DKA was confirmed by pre-defined biochemical parameters and cause of death data was extracted from multiple sources. Follow-up was for two years after discharge for all participants with one-year mortality being the main time point for analysis. RESULTS We identified 818 admissions to hospital with DKA, affecting 284 people. Twenty people died as inpatients and a further 40 people died during the two-year follow-up. Of these 60 participants, cause of death was able to be determined for 41 (68%), with most deaths occurring due to infection or macrovascular disease. Risk factors for death within a year of hospital discharge included older age, vascular complications of diabetes, intellectual impairment and residential care living. Those who survived an episode of DKA had a one-year age-corrected mortality rate 13 times higher than the general population. This was more marked in the younger cohort with those aged 15-39 years being 49 times more likely to die in the year after surviving a DKA admission compared to their general population counterparts. CONCLUSION An episode of diabetic ketoacidosis is associated with a significant outpatient mortality risk with most deaths due to infectious or macrovascular causes. This study should prompt investigation of predictive scoring tools to identify those at increased mortality risk after DKA and encourage the development of targeted interventions to reduce mortality.
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Affiliation(s)
- James A D Shand
- Auckland City Hospital, 2 Park Road, Grafton, Auckland, New Zealand.
| | - Paul Morrow
- Auckland City Hospital, 2 Park Road, Grafton, Auckland, New Zealand
| | - Geoff Braatvedt
- Auckland City Hospital, 2 Park Road, Grafton, Auckland, New Zealand
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12
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Eledrisi MS, Alkabbani H, Aboawon M, Ali A, Alabdulrazzak I, Elhaj M, Ahmed A, Alqahwachi H, Daghfal J, Beshyah SA, Malik RA. Clinical characteristics and outcomes of care in patients hospitalized with diabetic ketoacidosis. Diabetes Res Clin Pract 2022; 192:110041. [PMID: 35985426 DOI: 10.1016/j.diabres.2022.110041] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 05/25/2022] [Accepted: 08/11/2022] [Indexed: 11/17/2022]
Abstract
AIMS To assess the clinical characteristics and outcomes of patients hospitalized with DKA. METHODS We examined the hospital database for patients admitted with DKA to all government hospitals in Qatar over 6 years. RESULTS We evaluated a total of 1330 patients [(37.3 % with type 1 diabetes (T1DM) and 62.7 % with type 2 diabetes (T2DM)] with 1613 episodes of DKA. Patients with T2DM were older than those with T1DM [48.0 (38.0-60.0), 26.0 (21.0-31.0) years] while there was no difference in DKA severity and laboratory values on admission or time to resolution of DKA. Admission to the intensive care unit was higher (38.9 % vs. 26.6 %; P < 0.001) with a longer hospital stay [5 (2.0-9.0) vs. 2 (2.0-4.0) days, P < 0.001] and markedly higher mortality (7.4 % vs. 1 %; P < 0.001) in patients with T2DM compared to T1DM. On multivariable logistic regression analysis, significant predictors of mortality were older age (odds ratio, 1.11; 95 % CI, 1.07-1.15; P = 0.0001), and admission to the intensive care unit (odds ratio, 3.61; 95 % CI, 1.69-7.72;P = 0.001). CONCLUSION In this national cohort of patients hospitalized with DKA, those with T2DM had a 7-fold increase in inpatient mortality associated with older age and admission to the intensive care unit.
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Affiliation(s)
- Mohsen S Eledrisi
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar; Department of Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar.
| | - Haifaa Alkabbani
- Department of Pediatrics, Hamad Medical Corporation, Doha, Qatar
| | - Malk Aboawon
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar
| | - Aya Ali
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar
| | | | - Maab Elhaj
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar
| | - Ashraf Ahmed
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar
| | | | - Joanne Daghfal
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar
| | - Salem A Beshyah
- Department of Endocrinology, Yas Clinic, Abu Dhabi, United Arab Emirates; Department of Medicine, Dubai Medical College, Dubai, United Arab Emirates
| | - Rayaz A Malik
- Department of Medicine, Hamad Medical Corporation, Doha, Qatar; Department of Medicine, Weill Cornell Medicine-Qatar, Doha, Qatar; Faculty of Biology, Medicine & Health, The University of Manchester, Manchester, United Kingdom
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13
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Deng L, Xie P, Chen Y, Rui S, Yang C, Deng B, Wang M, Armstrong DG, Ma Y, Deng W. Impact of acute hyperglycemic crisis episode on survival in individuals with diabetic foot ulcer using a machine learning approach. Front Endocrinol (Lausanne) 2022; 13:974063. [PMID: 36093085 PMCID: PMC9452661 DOI: 10.3389/fendo.2022.974063] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Accepted: 08/10/2022] [Indexed: 11/21/2022] Open
Abstract
OBJECTIVE The outcome of DFUs concomitant with HCE remains unknown. This study aimed to investigate mortality rates and identify risk factors of mortality in patients with DFUs-HCE. METHODS 27 inpatients with DFUs-HCE were retrospectively enrolled in a cohort design, they were compared to 93 inpatients with DFUs in a city designated emergency center, between January 2016 and January 2021. After a 6-year followed-up, clinical characteristic, amputation and survival rates were compared. Extreme gradient boosting was further used to explore the relative importance of HCE and other risk factors to all-cause mortality in DFUs. RESULTS Patients with DFUs-HCE were more likely to havedementia, acute kidney injury and septic shock, whereas DFUs were more likely to have diabetic peripheral neuropathy and ulcer recurrence (P<0.05). No significant difference was observed on the amputation rate and diabetes duration. Both Kaplan-Meier curves and adjusted Cox proportional model revealed that DFUs-HCE was associated with a higher mortality compared with DFUs (P<0.05). HCE significantly increased the risk of mortality in patients with DFUs (hazard ratio, 1.941; 95% CI 1.018-3.700; P = 0.044) and was independent from other confounding factors (age, sex, diabetes duration, Wagner grades and Charlson Comorbidity Index). The XGBoost model also revealed that HCE was one of the most important risk factors associated with all-cause mortality in patients with DFUs. CONCLUSIONS DFUs-HCE had significantly lower immediate survival rates (first 1-6 month) than DFUs alone. HCE is an important risk factor for death in DFUs patients.
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Affiliation(s)
- Liling Deng
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Puguang Xie
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Yan Chen
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Shunli Rui
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Cheng Yang
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Bo Deng
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Min Wang
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - David G. Armstrong
- Department of Surgery, Keck School of Medicine of University of Southern California, Los Angeles, CA, United States
| | - Yu Ma
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Wuquan Deng
- Department of Endocrinology and School of Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
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14
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Ebrahimi F, Kutz A, Christ ER, Szinnai G. Lifetime risk and health-care burden of diabetic ketoacidosis: A population-based study. Front Endocrinol (Lausanne) 2022; 13:940990. [PMID: 36093075 PMCID: PMC9449722 DOI: 10.3389/fendo.2022.940990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Accepted: 08/03/2022] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE Diabetic ketoacidosis (DKA) is a life-threatening complication of both type 1 and type 2 diabetes. We aimed to assess population-based rates, trends and outcomes of patients with DKA. DESIGN AND METHODS This is a nationwide cohort study using hospital discharge claims data from 2010 to 2018 in Switzerland. Incidence rates and in-hospital outcomes of DKA were analyzed throughout lifetime for children (0-9 years), adolescents (10-19 years), and adults (20-29, 30-59, and 60-90 years). Analyses were stratified for type of diabetes mellitus and sex. RESULTS In total, 5,544 hospitalizations with DKA were identified, of whom 3,847 were seen in patients with type 1 diabetes and 1,697 in type 2 diabetes. Incidence rates of DKA among patients with type 1 diabetes were highest during adolescence with 17.67 (girls) and 13.87 (boys) events per 100,000 person-years (incidence rate difference [IRD]: -3.80 [95% CI, -5.59 to -2.02]) and decreased with age in both sexes thereafter. Incidence rates of DKA in patients with type 2 diabetes were low up to an age of 40 years and rose to 5.26 (females) and 6.82 (males) per 100,000 person-years in adults aged 60-90 years. Diabetic ketoacidosis was associated with relevant health-care burden independent of age, sex, or type of diabetes. The population-based incidence rate of DKA increased over time from 7.22 per 100,000 person-years in 2010 to 9.49 per 100,000 person-years in 2018. CONCLUSIONS In type 1 diabetes highest incidence rates of DKA hospitalizations were observed among adolescent females. In comparison, in patients with type 2 diabetes the risk for DKA steadily increased with age with higher rates in adult males. Over the 9 year study period, incidence rates of DKA were increasing irrespective of type of diabetes. DKA was associated with a high burden of disease reflected by high rates of intensive care unit admission, prolonged hospital stay and high mortality rates, especially in elderly.
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Affiliation(s)
- Fahim Ebrahimi
- University Center for Gastrointestinal and Liver Diseases, St. Clara Hospital and University Hospital, Basel, Switzerland
- Division of Endocrinology, Diabetes, and Metabolism, University Hospital Basel, Basel, Switzerland
- Department of Clinical Research, University Hospital Basel, University Basel, Basel, Switzerland
| | - Alexander Kutz
- Division of Endocrinology, Diabetes, and Metabolism, University Department of Medicine, Kantonsspital Aarau, Aarau, Switzerland
- Division of General Internal and Emergency Medicine, University Department of Medicine, Kantonsspital Aarau, Aarau, Switzerland
| | - Emanuel Remigius Christ
- Division of Endocrinology, Diabetes, and Metabolism, University Hospital Basel, Basel, Switzerland
- Department of Clinical Research, University Hospital Basel, University Basel, Basel, Switzerland
| | - Gabor Szinnai
- Department of Clinical Research, University Hospital Basel, University Basel, Basel, Switzerland
- pt?> Pediatric Endocrinology and Diabetology, University Children's Hospital Basel, University of Basel, Basel, Switzerland
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15
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Zietzer A, Jahnel AL, Bulic M, Gutbrod K, Düsing P, Hosen MR, Dörmann P, Werner N, Nickenig G, Jansen F. Activation of neutral sphingomyelinase 2 through hyperglycemia contributes to endothelial apoptosis via vesicle-bound intercellular transfer of ceramides. Cell Mol Life Sci 2021; 79:48. [PMID: 34951654 PMCID: PMC8739297 DOI: 10.1007/s00018-021-04049-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 11/12/2021] [Accepted: 11/18/2021] [Indexed: 12/12/2022]
Abstract
Background Pro-apoptotic and pro-inflammatory ceramides are crucially involved in atherosclerotic plaque development. Local cellular ceramide accumulation mediates endothelial apoptosis, especially in type 2 diabetes mellitus, which is a major cardiovascular risk factor. In recent years, large extracellular vesicles (lEVs) have been identified as an important means of intercellular communication and as regulators of cardiovascular health and disease. A potential role for lEVs as vehicles for ceramide transfer and inductors of diabetes-associated endothelial apoptosis has never been investigated. Methods and Results A mass-spectrometric analysis of human coronary artery endothelial cells (HCAECs) and their lEVs revealed C16 ceramide (d18:1–16:0) to be the most abundant ceramide in lEVs and to be significantly increased in lEVs after hyperglycemic injury to HCAECs. The increased packaging of ceramide into lEVs after hyperglycemic injury was shown to be dependent on neutral sphingomyelinase 2 (nSMase2), which was upregulated in glucose-treated HCAECs. lEVs from hyperglycemic HCAECs induced apoptosis in the recipient HCAECs compared to native lEVs from untreated HCAECs. Similarly, lEVs from hyperglycemic mice after streptozotocin injection induced higher rates of apoptosis in murine endothelial cells compared to lEVs from normoglycemic mice. To generate lEVs with high levels of C16 ceramide, ceramide was applied exogenously and shown to be effectively packaged into the lEVs, which then induced apoptosis in lEV-recipient HCAECs via activation of caspase 3. Intercellular transfer of ceramide through lEVs was confirmed by use of a fluorescently labeled ceramide analogue. Treatment of HCAECs with a pharmacological inhibitor of nSMases (GW4869) or siRNA-mediated downregulation of nSMase2 abrogated the glucose-mediated effect on apoptosis in lEV-recipient cells. In contrast, for small EVs (sEVs), hyperglycemic injury or GW4869 treatment had no effect on apoptosis induction in sEV-recipient cells. Conclusion lEVs mediate the induction of apoptosis in endothelial cells in response to hyperglycemic injury through intercellular transfer of ceramides. Graphical abstract ![]()
Supplementary Information The online version contains supplementary material available at 10.1007/s00018-021-04049-5.
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Affiliation(s)
- Andreas Zietzer
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.
| | - Alina Lisann Jahnel
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Marko Bulic
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Katharina Gutbrod
- Institute of Molecular Physiology and Biotechnology of Plants, University of Bonn, Karlrobert-Kreiten-Str. 13, 53115, Bonn, Germany
| | - Philip Düsing
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Mohammed Rabiul Hosen
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Peter Dörmann
- Institute of Molecular Physiology and Biotechnology of Plants, University of Bonn, Karlrobert-Kreiten-Str. 13, 53115, Bonn, Germany
| | - Nikos Werner
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.,Krankenhaus der Barmherzigen Brüder Trier, Nordallee 1, 54292, Trier, Germany
| | - Georg Nickenig
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
| | - Felix Jansen
- Department of Internal Medicine II, University Hospital Bonn, University of Bonn, Venusberg-Campus 1, 53127, Bonn, Germany
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16
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McCoy RG, Galindo RJ, Swarna KS, Van Houten HK, O’Connor PJ, Umpierrez GE, Shah ND. Sociodemographic, Clinical, and Treatment-Related Factors Associated With Hyperglycemic Crises Among Adults With Type 1 or Type 2 Diabetes in the US From 2014 to 2020. JAMA Netw Open 2021; 4:e2123471. [PMID: 34468753 PMCID: PMC8411297 DOI: 10.1001/jamanetworkopen.2021.23471] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
IMPORTANCE Hyperglycemic crises (ie, diabetic ketoacidosis [DKA] and hyperglycemic hyperosmolar state [HHS]) are life-threatening acute complications of diabetes. Efforts to prevent these events at the population level have been hindered by scarce granular data and difficulty in identifying individuals at highest risk. OBJECTIVE To assess sociodemographic, clinical, and treatment-related factors associated with hyperglycemic crises in adults with type 1 or type 2 diabetes in the US from 2014 to 2020. DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study analyzed administrative claims and laboratory results for adults (aged ≥18 years) with type 1 or type 2 diabetes from the OptumLabs Data Warehouse from January 1, 2014, through December 31, 2020. MAIN OUTCOMES AND MEASURES Rates of emergency department or hospital visits with a primary diagnosis of DKA or HHS (adjusted for age, sex, race/ethnicity, and region, and for year when calculating annualized rates) were calculated separately for patients with type 1 diabetes and type 2 diabetes. The associations of sociodemographic factors (age, sex, race/ethnicity, region, and income), clinical factors (comorbidities), and treatment factors (glucose-lowering medications, hemoglobin A1c) with DKA or HHS in patients with type 1 or type 2 diabetes were assessed using negative binomial regression. RESULTS Among 20 156 adults with type 1 diabetes (mean [SD] age, 46.6 [16.5] years; 51.2% male; 72.6% White race/ethnicity) and 796 382 with type 2 diabetes (mean [SD] age, 65.6 [11.8] years; 50.3% female; 54.4% White race/ethnicity), adjusted rates of hyperglycemic crises were 52.69 per 1000 person-years (95% CI, 48.26-57.12 per 1000 person-years) for type 1 diabetes and 4.04 per 1000 person-years (95% CI, 3.88-4.21 per 1000 person-years) for type 2 diabetes. In both groups, factors associated with the greatest hyperglycemic crisis risk were low income (≥$200 000 vs <$40 000: type 1 diabetes incidence risk ratio [IRR], 0.61 [95% CI, 0.46-0.81]; type 2 diabetes IRR, 0.69 [95% CI, 0.56-0.86]), Black race/ethnicity (vs White race/ethnicity: type 1 diabetes IRR, 1.33 [95% CI, 1.01-1.74]; type 2 diabetes IRR, 1.18 [95% CI, 1.09-1.27]), high hemoglobin A1c level (≥10% vs 6.5%-6.9%: type 1 diabetes IRR, 7.81 [95% CI, 5.78-10.54]; type 2 diabetes IRR, 7.06 [95% CI, 6.26-7.96]), history of hyperglycemic crises (type 1 diabetes IRR, 7.88 [95% CI, 6.06-9.99]; type 2 diabetes IRR, 17.51 [95% CI, 15.07-20.34]), severe hypoglycemia (type 1 diabetes IRR, 2.77 [95% CI, 2.15-3.56]; type 2 diabetes IRR, 4.18 [95% CI, 3.58-4.87]), depression (type 1 diabetes IRR, 1.62 [95% CI, 1.37-1.92]; type 2 diabetes IRR, 1.46 [95% CI, 1.34-1.59]), neuropathy (type 1 diabetes IRR, 1.64 [95% CI, 1.39-1.93]; type 2 diabetes IRR, 1.25 [95% CI, 1.17-1.34]), and nephropathy (type 1 diabetes IRR, 1.22 [95% CI, 1.01-1.48]; type 2 diabetes IRR, 1.23 [95% CI, 1.14-1.33]). Age had a U-shaped association with hyperglycemic crisis risk in patients with type 1 diabetes (compared with patients aged 18-44 years: 45-64 years IRR, 0.72 [95% CI, 0.59-0.87]; 65-74 years IRR, 0.62 [95% CI, 0.47-0.80]; ≥75 years IRR, 0.96 [95% CI, 0.66-1.38]). In type 2 diabetes, risk of hyperglycemic crises decreased progressively with age (45-64 years IRR, 0.57 [95% CI, 0.51-0.63]; 65-74 years IRR, 0.44 [95% CI, .39-0.49]; ≥75 years IRR, 0.41 [95% CI, 0.36-0.47]). In patients with type 2 diabetes, higher risk was associated with sodium-glucose cotransporter 2 inhibitor therapy (IRR, 1.30; 95% CI, 1.14-1.49) and insulin dependency (compared with regimens with bolus insulin: regimens with basal insulin only, IRR, 0.69 [95% CI, 0.63-0.75]; and without any insulin, IRR, 0.36 [95% CI, 0.33-0.40]). CONCLUSIONS AND RELEVANCE In this cohort study, younger age, Black race/ethnicity, low income, and poor glycemic control were associated with an increased risk of hyperglycemic crises. The findings suggest that multidisciplinary interventions focusing on groups at high risk for hyperglycemic crises are needed to prevent these dangerous events.
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Affiliation(s)
- Rozalina G. McCoy
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Rodolfo J. Galindo
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Grady Memorial Hospital, Atlanta, Georgia
| | - Kavya Sindhu Swarna
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Holly K. Van Houten
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- HealthPartners Institute Center for Chronic Care Innovation, Minneapolis, Minnesota
| | - Patrick J. O’Connor
- HealthPartners Institute Center for Chronic Care Innovation, Minneapolis, Minnesota
| | - Guillermo E. Umpierrez
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Grady Memorial Hospital, Atlanta, Georgia
| | - Nilay D. Shah
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- OptumLabs, Eden Prairie, Minnesota
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17
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Chou CH, Feng IJ, Chen YC, Chen JH, Lin HJ, Wang JJ, Hsu CC, Huang CC. Risk of Dementia in Diabetic Patients with Hyperglycemic Crisis: A Nationwide Taiwanese Population-Based Cohort Study. Neuroepidemiology 2020; 54:419-426. [PMID: 32841952 DOI: 10.1159/000509754] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Accepted: 06/24/2020] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND A hyperglycemic crisis episode (HCE) signifies poor control of diabetes and may increase the risk of dementia via microvascular and macrovascular injuries. OBJECTIVES We conducted this study to clarify this issue, which remains unclear. METHODS Using the Taiwan National Health Insurance Database, we identified 9,466 diabetic patients with HCE and the identical number of diabetic patients without HCE who were matched by age and sex for this nationwide population-based cohort study. The risk of dementia was compared between the 2 cohorts by following up until 2014. Investigation of independent predictors of dementia was also done. RESULTS In the overall analysis, the risk of dementia between the 2 cohorts was not different. However, stratified analyses showed that patients with HCE had a higher risk of subsequent dementia in the age subgroup of 45-54 and 55-64 years (adjusted odds ratio [AOR]: 2.4, 95% confidence interval [CI]: 1.6-3.6, and AOR: 1.2, 95% CI: 1.0-1.5, respectively). In the overall analysis, older age, female sex, ≥3 HCEs, hypertension, hyperlipidemia, depression, cerebrovascular disease, Parkinson's disease, and head injury were independent predictors. CONCLUSIONS HCE increased the risk of dementia in diabetic patients aged 45-64 years. Dementia was predicted by ≥3 HCEs. Prevention of recurrent HCE, control of comorbidities, and close follow-up of cognitive decline and dementia are suggested in patients with HCE.
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Affiliation(s)
- Chih-Ho Chou
- Department of Neurology, Chi Mei Medical Center, Tainan, Taiwan.,Department of Hospital and Health Care Administration, Chia Nan University of Pharmacy and Science, Tainan, Taiwan
| | - I-Jung Feng
- Department of Medical Research, Chi Mei Medical Center, Tainan, Taiwan
| | - Yi-Chen Chen
- Department of Medical Research, Chi Mei Medical Center, Tainan, Taiwan
| | - Jiann-Hwa Chen
- Department of Emergency Medicine, Cathay General Hospital, Taipei, Taiwan.,Fu Jen Catholic University School of Medicine, Taipei, Taiwan
| | - Hung-Jung Lin
- Department of Emergency Medicine, Chi Mei Medical Center, Tainan, Taiwan.,Department of Emergency Medicine, Taipei Medical University, Taipei, Taiwan
| | - Jhi-Joung Wang
- Department of Medical Research, Chi Mei Medical Center, Tainan, Taiwan.,AI Biomed Center, Southern Taiwan University of Science and Technology, Tainan, Taiwan
| | - Chien-Chin Hsu
- Department of Emergency Medicine, Chi Mei Medical Center, Tainan, Taiwan.,Department of Biotechnology, Southern Taiwan University of Science and Technology, Tainan, Taiwan
| | - Chien-Cheng Huang
- Department of Emergency Medicine, Chi Mei Medical Center, Tainan, Taiwan, .,Department of Senior Services, Southern Taiwan University of Science and Technology, Tainan, Taiwan, .,Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan,
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18
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Cao R, Chen Y, Wang J, Chen M, Chen S, Tang W. Association of Long Noncoding RNAs Polymorphisms with the Risk of Esophagogastric Junction Adenocarcinoma: A Three-Center Study of 1063 Cases and 1677 Controls. DNA Cell Biol 2020; 39:828-835. [PMID: 32181690 DOI: 10.1089/dna.2020.5368] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Increasing evidence suggested that long noncoding RNAs (lncRNAs) variants may be involved in the progression of various cancers. However, the association of the lncRNAs polymorphisms with the risk for esophagogastric junction adenocarcinoma (EGJA) is still unknown. In this case-control study, we selected two cancer-related lncRNAs polymorphisms (rs944289 C > T and rs7990916 C>T), and recruited a total of 1063 EGJA patients and 1677 noncancer controls to determine whether the lncRNAs rs944289 C > T and rs7990916 C > T polymorphisms could influence EGJA susceptibility and lymph node status. And SNPscan™ genotyping assay was applied to test the genotypes of the mentioned two variants. We found no statistically significant differences in the distribution of lncRNAs rs944289 C > T and rs7990916 C > T polymorphisms between EGJA patients and healthy controls. Similar negative findings were also revealed in the correlation of those polymorphisms with different lymph node status. However, after adjustment by multiple environmental factors, including gender, age, drinking, and smoking consumption, the stratified analyses showed that the lncRNAs rs944289 C > T variant was significantly related with the risk of EGJA in <60 years populations [CT vs. CC: adjusted odds ratio (OR) = 0.75, 95% confidence interval (CI) = 0.58-0.98, p = 0.032] and ever smoking populations (CT/CC vs. TT: adjusted OR = 1.65, 95% CI = 1.11-2.46, p = 0.013). In short, this population-based study highlights that lncRNAs rs944289 C > T polymorphism may be associated with genetic susceptibility to EGJA in the <60 years and ever smoking populations.
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Affiliation(s)
- Rui Cao
- Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Yu Chen
- Department of Medical Oncology, Fujian Cancer Hospital and Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Jusi Wang
- Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Mingduan Chen
- Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Shuchen Chen
- Department of Thoracic Surgery, Fujian Medical University Union Hospital, Fuzhou, Fujian Province, China
| | - Weifeng Tang
- Department of Cardiothoracic Surgery, Affiliated People's Hospital of Jiangsu University, Zhenjiang, Jiangsu Province, China
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Lee HM, Yang YC, Chen SF, Hsu CY, Shen YC. Risk of hyperglycemic crisis episode in diabetic patients with depression: A nationwide population-based cohort study. J Diabetes Complications 2020; 34:107509. [PMID: 31864898 DOI: 10.1016/j.jdiacomp.2019.107509] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 11/28/2019] [Accepted: 12/07/2019] [Indexed: 11/15/2022]
Abstract
AIMS This study aims to investigate the risk of hyperglycemic crisis episode (HCE) in diabetic patients with depression and to examine the relationship between the duration of antidepressants use and the risk of HCE. METHODS In all, 26,746 diabetic patients with depression and 106,853 controls (without depression) matched by gender, age, index year, and Charlson Comorbidity Index (CCI) score were included between 1999 and 2010, then followed until the end of 2013. During the follow-up period, participants who developed HCE were identified. Cox regression analysis was used to calculate the hazard ratio (HR) with 95% confidence interval (CI) of the HCE incidence rate between the two groups studied. RESULTS Diabetic patients with depression had a significantly increased risk of HCE compared to unaffected controls after adjusted for gender, age, CCI score, and duration of antidepressants use (2.87 versus 2.50 per 1000 person-years, HR: 1.78, 95% CI: 1.56-2.03). Also, long-term use of antidepressants in diabetic patients with depression showed a significantly reduced risk of HCE compared to non-users after adjusting for the above-mentioned variables (HR: 0.44, 95% CI: 0.35-0.55). CONCLUSIONS This study shows diabetic patients with depression have an increased risk of HCE, and the use of antidepressants may reduce its risk.
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Affiliation(s)
- Haw-Ming Lee
- Department of Psychiatry, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien, Taiwan; School of Medicine, Tzu Chi University, Hualien, Taiwan
| | - Yu-Cih Yang
- Management Office for Health Data, China Medical University Hospital, Taichung, Taiwan; College of Medicine, China Medical University, Taichung, Taiwan
| | - Shih-Fen Chen
- Center of Medical Genetics, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien, Taiwan
| | - Chung-Y Hsu
- Graduate Institute of Clinical Medical Science, China Medical University, Taichung, Taiwan
| | - Yu-Chih Shen
- Department of Psychiatry, Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, Hualien, Taiwan; School of Medicine, Tzu Chi University, Hualien, Taiwan.
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20
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Garrett CJ, Choudhary P, Amiel SA, Fonagy P, Ismail K. Recurrent diabetic ketoacidosis and a brief history of brittle diabetes research: contemporary and past evidence in diabetic ketoacidosis research including mortality, mental health and prevention. Diabet Med 2019; 36:1329-1335. [PMID: 31418474 DOI: 10.1111/dme.14109] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/13/2019] [Indexed: 12/11/2022]
Abstract
Pharmacological, technological and educational approaches have advanced the treatment of Type 1 diabetes in the last four decades and yet diabetic ketoacidosis (DKA) continues to be a leading cause of admission in Type 1 diabetes. This article begins by reviewing the contemporary epidemiological evidence in DKA. It highlights a rise in DKA episodes in the last two decades, with DKA continuing to be the leading cause of death in young people with Type 1 diabetes, and that DKA episodes are a marker for subsequent all-cause mortality. It also summarizes the limited evidence base for DKA prevention and associations with psychopathology. To emphasize the importance of this group with high-risk Type 1 diabetes and the degree to which they have been overlooked in the past two decades, the article summarizes the research literature of recurrent DKA during 1976-1991 when it was extensively investigated as part of the phenomenon of 'brittle diabetes'. This period saw numerous basic science studies investigating the pathophysiology of recurrent DKA. Subsequently, research centres published their experiences of brittle diabetes research participants manipulating their treatment under research conditions. Unfortunately, the driver for this behaviour and whether it was indicative of other people with ketoacidosis was not pursued. In summary, we suggest there has been a stasis in the approach to recurrent DKA prevention, which is likely linked to historical cases of mass sabotage of brittle diabetes research. Further investigation is required to clarify possible psychological characteristics that increase the risk of DKA and thereby targets for DKA prevention.
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Affiliation(s)
- C J Garrett
- Diabetes and Metabolism Department, Bart's Health NHS Trust, London, UK
- Diabetes and Mental Health Research Group, King's College London, London, UK
| | - P Choudhary
- Diabetes Research Group, King's College London, London, UK
| | - S A Amiel
- Diabetes Research Group, King's College London, London, UK
| | - P Fonagy
- Division of Psychology and Language Sciences at University College London, London, UK
| | - K Ismail
- Diabetes and Mental Health Research Group, King's College London, London, UK
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21
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Risk of hyperglycemic crisis episode in diabetic patients with bipolar disorder: A nationwide population-based cohort study. J Affect Disord 2019; 257:281-286. [PMID: 31302516 DOI: 10.1016/j.jad.2019.07.025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 06/05/2019] [Accepted: 07/04/2019] [Indexed: 02/08/2023]
Abstract
BACKGROUND Suboptimal management of diabetes can lead to a hyperglycemic crisis episode (HCE), which could be further enhanced in the presence of bipolar disorder (BD) and the prescription of antipsychotics. This study aims to investigate the risk of HCE in diabetic patients with BD. Additionally, the duration of antipsychotic prescription on HCE risk is examined. METHODS Using the Taiwan National Health Insurance Research Database, 6099 diabetic patients with BD and 24,378 diabetic patients without BD matched by gender, age, index year, and Charlson Comorbidity Index score were enrolled between 1999 and 2010 and followed to the end of 2013. Participants who developed HCE during the follow-up period were identified. Cox regression analysis was used to calculate the hazard ratio (HR) with 95% confidence interval (CI) of the HCE incidence rate between two groups studied. RESULTS Diabetic patients with BD were associated with an increased risk of HCE compared with unaffected controls after adjusted for baseline demographics and duration of antipsychotic prescription (3.84 versus 2.71 per 1,000 person-years, HR: 1.41, 95% CI: 1.15-1.71). Also, this study revealed that male gender, more comorbidities, and a longer duration of antipsychotic prescription were potential risk factors for developing HCE. LIMITATIONS This study only deals with data on the duration of antipsychotic prescription, without showing the effects of different antipsychotics on HCE risk. CONCLUSION This study highlights the need to pay attention to the risk of HCE in diabetic patients with BD and the importance of careful prescription of antipsychotics to reduce the HCE incident.
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Risk of hyperglycaemic crisis episode in diabetic patients with schizophrenia: A nationwide population-based cohort study. DIABETES & METABOLISM 2019; 46:41-45. [PMID: 31200113 DOI: 10.1016/j.diabet.2019.06.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2019] [Revised: 05/29/2019] [Accepted: 06/03/2019] [Indexed: 11/20/2022]
Abstract
AIM Under-management of diabetes can lead to a hyperglycaemic episode (HCE), which could be further strengthened in the presence of schizophrenia and the use of antipsychotics. This study aims to investigate the risk of HCE in diabetic patients with schizophrenia. Additionally, the duration of antipsychotic use on the risk of HCE is examined. MATERIALS AND METHODS A total of 13858 diabetic patients with schizophrenia and 55407 controls (without schizophrenia) matched by gender, age, index year, and Charlson Comorbidity Index score were included between 1999 and 2010 and followed to the end of 2013 using from the Taiwan National Health Insurance Research Database. During the follow-up period, participants who developed HCE were identified. Cox regression analysis was used to calculate the hazard ratio (HR) with 95% confidence interval (95% CI) of the HCE incidence rate between the two groups studied. RESULTS Diabetic patients with schizophrenia were associated with an increased risk of HCE compared with unaffected controls after adjusted for baseline demographics and duration of antipsychotic use (4.73 versus 2.43 per 1,000 person-years, HR: 2.16, 95% CI: 1.85-2.51). Also, in diabetic patients with schizophrenia, a longer duration of antipsychotic use was associated with a lower risk of HCE after adjustment for the above-mentioned variables, suggesting a protective effect of antipsychotics against HCE during prolonged use. CONCLUSION This study highlights the need to pay more attention to the risk of HCE in diabetic patients with schizophrenia and the importance of proper use of antipsychotics may reduce the risk of HCE.
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Karthikeyan J, Rajaragupathy S. Diagnostic Usefulness of Serum Albumin as a Predictor of Diabetic Ketoacidosis. Indian J Crit Care Med 2018; 22:733-736. [PMID: 30405285 PMCID: PMC6201645 DOI: 10.4103/ijccm.ijccm_91_18] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Context: Diabetes mellitus is one of the most prevalent diseases worldwide. One of the acute complications of diabetes mellitus is diabetic ketoacidosis. It becomes essential for the healthcare physicians to identify the individuals who are likely to be prone to the development of ketosis. Serum albumin levels may be a cost-effective and simple parameter to prognosticate the risk of ketosis. Aims: This study was done to find a relationship between serum albumin levels and ketonuria. Settings and Design: After ethical approval, this prospective case–control study was carried out in patients diagnosed as type-2 diabetes mellitus. Subjects and Methods: Serum albumin levels were measured by bromo cresol green method. Measurement of urine ketones was done manually using dipsticks, a semi-quantitative manual method. Statistical Analysis Used: Student's t-test was used to compare continuous variables and Chi-square test for categorical variables. Pearson's correlation was done to establish correlation. Results: In the normoalbuminemic group, 72% were ketones negative and only 28% had positive ketones in urine, while in the hypoalbuminemic group, 50.7% had negative urine ketones and 49.3% had positive ketonuria. The mean value for ketones in urine was 9.7 mg/dL in the hypoalbuminemic group, but it was only 4.3 mg/dL in the normoalbuminemic group. Pearson's correlation between serum albumin and urine ketone levels was performed and the r-value was found to be −0.305. Conclusions: Serum albumin levels may predict the occurrence of ketosis in diabetic patients.
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Affiliation(s)
- Jayagowri Karthikeyan
- Department of Biochemistry, PSG Institute of Medical Sciences and Research, Coimbatore, Tamil Nadu, India
| | - Sujatha Rajaragupathy
- Department of Biochemistry, PSG Institute of Medical Sciences and Research, Coimbatore, Tamil Nadu, India
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Kao Y, Feng IJ, Hsu CC, Wang JJ, Lin HJ, Huang CC. Association of hyperglycemic crisis with an increased risk of end-stage renal disease: A nationwide population-based cohort study. Diabetes Res Clin Pract 2018; 138:106-112. [PMID: 29409767 DOI: 10.1016/j.diabres.2018.01.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Revised: 12/23/2017] [Accepted: 01/15/2018] [Indexed: 11/19/2022]
Abstract
BACKGROUND A hyperglycemic crisis episode (HCE) is associated with poor management of diabetes, which is a risk factor for end-stage renal disease (ESRD); however, the association between an HCE and ESRD has not been clarified. We conducted a nationwide population-based cohort study with the purpose of delineating this issue. METHODS We identified 9208 diabetic patients with an HCE and an identical number of diabetic patients with matched age, sex, and index date without an HCE between 2000 and 2002. A comparison of the risk of ESRD between the diabetic patients with and without an HCE was achieved by a follow-up until 2014. RESULTS A Cox proportional hazard regression analysis showed that the diabetic patients with an HCE were at a higher risk of ESRD than those without an HCE (the adjusted hazard ratio [AHR]: 1.47; 95% confidence interval [CI]: 1.34-1.62) by adjusting for renal disease, hypertension, hyperlipidemia, coronary artery disease, hyperuricemia, anemia, chronic obstructive pulmonary disease, liver disease, malignancy, connective tissue disease, non-steroid anti-inflammatory drug use, and monthly income. The increased risk of ESRD was more prominent in the age subgroup of 15-25 years (AHR: 4.91; 95% CI: 1.92-12.56); 25-35 years (AHR: 2.42; 95% CI: 1.51-3.86); 35-45 years (AHR: 3.01; 95% CI: 2.21-4.09); and 45-55 years (AHR: 1.75; 95% CI: 1.41-2.19). CONCLUSIONS An HCE was associated with an increased risk of ESRD, especially in the younger diabetic patients (15-55 years). A close follow-up for the control of diabetes and for monitoring renal function is proposed.
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Affiliation(s)
- Yuan Kao
- Department of Emergency Medicine, Chi-Mei Medical Center, Tainan, Taiwan; Graduate Institute of Medical Sciences, College of Health Sciences, Chang Jung Christian University, Tainan, Taiwan
| | - I-Jung Feng
- Department of Medical Research, Chi-Mei Medical Center, Tainan, Taiwan
| | - Chien-Chin Hsu
- Department of Emergency Medicine, Chi-Mei Medical Center, Tainan, Taiwan; Department of Biotechnology, Southern Taiwan University of Science and Technology, Tainan, Taiwan
| | - Jhi-Joung Wang
- Department of Medical Research, Chi-Mei Medical Center, Tainan, Taiwan
| | - Hung-Jung Lin
- Department of Emergency Medicine, Chi-Mei Medical Center, Tainan, Taiwan; Department of Biotechnology, Southern Taiwan University of Science and Technology, Tainan, Taiwan; Department of Emergency Medicine, Taipei Medical University, Taipei, Taiwan.
| | - Chien-Cheng Huang
- Department of Emergency Medicine, Chi-Mei Medical Center, Tainan, Taiwan; Bachelor Program of Senior Service, Southern Taiwan University of Science and Technology, Tainan, Taiwan; Department of Environmental and Occupational Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan; Department of Geriatrics and Gerontology, Chi-Mei Medical Center, Tainan, Taiwan; Department of Occupational Medicine, Chi-Mei Medical Center, Tainan, Taiwan.
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25
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Gao L, Li Y, Fei D, Ma L, Chen S, Feng B, Su Q, Ji L. Prevalence of and risk factors for diabetic ketosis in Chinese diabetic patients with random blood glucose levels >13.9 mmol/L: Results from the CHina study in prEvalence of diabetiC Ketosis (CHECK) study. J Diabetes 2018; 10:249-255. [PMID: 28685968 DOI: 10.1111/1753-0407.12582] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Accepted: 06/29/2017] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND The aim of the present study was to investigate the prevalence of diabetic ketosis (DK) and its risk factors in Chinese diabetes patients with severe hyperglycemia. METHODS The present multicenter cross-sectional study was performed on patients aged >16 years with diabetes mellitus (DM) and random blood glucose levels >13.9 mmol/L (>250 mg/dL). Blood ketones (β-hydroxybutyric acid) and urinary ketones (acetoacetic acid) were measured and information on patient demographic and clinical characteristics was collected. RESULTS Of 1235 patients enrolled in the study (93 with type 1 DM [T1DM]), 1142 with type 2 DM [T2DM]), 242 (19.6%) had DK (blood ketone levels ≥0.6 mmol/L). Proportionately, DK was more frequent and more severe in patients with T1DM than T2DM (55.9% vs 16.6%, respectively), but in absolute terms occurred in more patients with T2DM (52 vs 190). In patients with blood ketone levels ≥3 mmol/L, the cut-off point of blood glucose levels was 19.05 mmol/L. Risk factors significantly associated with higher blood ketone levels in T2DM included younger age, a shorter duration of diabetes, and not using antidiabetic medication within 12 months prior to the hyperglycemic episode. CONCLUSIONS The prevalence of DK is lower in patients with T2DM than T1DM, but the number of patients with DK is higher for those with T2DM because of more T2DM patients in China. Patients with T2DM who have a younger age, shorter duration of diabetes, and a lack of antidiabetic treatment will suffer from DK more often than older patients with longer T2DM duration and receiving antidiabetic treatment.
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Affiliation(s)
- Leili Gao
- Department of Endocrine and Metabolic Diseases, Peking University People's Hospital, Beijing, China
| | - Yufeng Li
- Department of Endocrine, Beijing Pinggu District Hospital, Beijing, China
| | - Dadong Fei
- Department of Endocrine and Metabolic Disease, Zaozhuang City Hospital, Shandong, China
| | - Li Ma
- Department of Endocrine, South District of Guanganmen Hospital of Chinese Academy of Medical Sciences, Beijing, China
| | - Shuchun Chen
- Department of Endocrine, People's Hospital of Hebei Province, Hebei, China
| | - Bo Feng
- Department of Endocrine, Xinhua Hospital Affiliated to Shanghai Jiaotong University, Shanghai, China
| | - Qing Su
- Department of Endocrine, Tongji University Oriental Hospital, Shanghai, China
| | - Linong Ji
- Department of Endocrine and Metabolic Diseases, Peking University People's Hospital, Beijing, China
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26
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Kruljac I, Ćaćić M, Ćaćić P, Ostojić V, Štefanović M, Šikić A, Vrkljan M. Diabetic ketosis during hyperglycemic crisis is associated with decreased all-cause mortality in patients with type 2 diabetes mellitus. Endocrine 2017; 55:139-143. [PMID: 27592119 DOI: 10.1007/s12020-016-1082-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/03/2016] [Accepted: 08/08/2016] [Indexed: 11/27/2022]
Abstract
Patients with type 2 diabetes mellitus have impaired ketogenesis due to high serum insulin and low growth hormone levels. Evidence exists that ketone bodies might improve kidney and cardiac function. In theory, improved ketogenesis in diabetics may have positive effects. We aimed to assess the impact of diabetic ketosis on all-cause mortality in patients with type 2 diabetes mellitus presenting with hyperglycemic crisis. We analyzed 486 patients with diabetic ketosis and 486 age and sex-matched patients with non-ketotic hyperglycemia presenting to the emergency department. Cox proportional hazard models were used to analyze the link between patient characteristics and mortality. During an observation time of 33.4 months, death of any cause occurred in 40.9 % of the non-ketotic hyperglycemia group and 30.2 % of the DK group (hazard ratio in the diabetic ketosis group, 0.63; 95 % confidence interval 0.48-0.82; P = 0.0005). Patients with diabetic ketosis had a lower incidence of symptomatic heart failure and had improved renal function. They used less furosemide and antihypertensive drugs, more metformin and lower insulin doses, all of which was independently associated with decreased mortality. Plasma glucose and glycated hemoglobin levels were similar in both groups. Patients with hyperglycemic crisis and diabetic ketosis have decreased all-cause mortality when compared to those with non-ketotic hyperglycemia. diabetic ketosis might be a compensatory mechanism rather than a complication in patients with hyperglycemic crises, but further prospective studies are warranted.
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Affiliation(s)
- Ivan Kruljac
- Department of Endocrinology, Diabetes and Metabolic Diseases "Mladen Sekso", University Hospital Center "Sestre Milosrdnice", University of Zagreb School of Medicine, Vinogradska cesta 29, Zagreb, 10000, Croatia.
| | - Miroslav Ćaćić
- Department of Endocrinology, Diabetes and Metabolic Diseases "Mladen Sekso", University Hospital Center "Sestre Milosrdnice", University of Zagreb School of Medicine, Vinogradska cesta 29, Zagreb, 10000, Croatia
| | - Petra Ćaćić
- University of Zagreb School of Medicine, Zagreb, Croatia
| | - Vedran Ostojić
- Department of Internal Medicine, University Hospital "Sveti Duh", Zagreb, Croatia
| | - Mario Štefanović
- Clinical Institute of Chemistry, University Hospital Center "Sestre Milosrdnice", University of Zagreb Faculty of Pharmacy and Biochemistry, Zagreb, Croatia
| | - Aljoša Šikić
- Department of Emergency Medicine, University Hospital Center "Sestre Milosrdnice", Zagreb, Croatia
| | - Milan Vrkljan
- Department of Endocrinology, Diabetes and Metabolic Diseases "Mladen Sekso", University Hospital Center "Sestre Milosrdnice", University of Zagreb School of Medicine, Vinogradska cesta 29, Zagreb, 10000, Croatia
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Mays JA, Jackson KL, Derby TA, Behrens JJ, Goel S, Molitch ME, Kho AN, Wallia A. An Evaluation of Recurrent Diabetic Ketoacidosis, Fragmentation of Care, and Mortality Across Chicago, Illinois. Diabetes Care 2016; 39:1671-6. [PMID: 27422579 DOI: 10.2337/dc16-0668] [Citation(s) in RCA: 56] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2016] [Accepted: 06/24/2016] [Indexed: 02/03/2023]
Abstract
OBJECTIVE A portion of patients with diabetes are repeatedly hospitalized for diabetic ketoacidosis (DKA), termed recurrent DKA, which is associated with poorer clinical outcomes. This study evaluated recurrent DKA, fragmentation of care, and mortality throughout six institutions in the Chicago area. RESEARCH DESIGN AND METHODS A deidentified Health Insurance Portability and Accountability Act-compliant data set from six institutions (HealthLNK) was used to identify 3,615 patients with DKA (ICD-9 250.1x) from 2006 to 2012, representing 5,591 inpatient admissions for DKA. Demographic and clinical data were queried. Recurrence was defined as more than one DKA episode, and fragmentation of health care was defined as admission at more than one site. RESULTS Of the 3,615 patients, 780 (21.6%) had recurrent DKA. Patients with four or more DKAs (n = 211) represented 5.8% of the total DKA group but accounted for 26.3% (n = 1,470) of the encounters. Of the 780 recurrent patients, 125 (16%) were hospitalized at more than one hospital. These patients were more likely to recur (odds ratio [OR] 2.96; 95% CI 1.99, 4.39; P < 0.0001) and had an average of 1.88-times the encounters than nonfragmented patients. Although only 13.6% of patients died of any cause during the study period, odds of death increased with age (OR 1.06; 95% CI 1.05, 1.07; P < 0.001) and number of DKA encounters (OR 1.28; 95% CI 1.04, 1.58; P = 0.02) after adjustment for age, sex, insurance, race, fragmentation, and DKA visit count. This study was limited by lack of medical record-level data, including comorbidities without ICD-9 codes. CONCLUSIONS Recurrent DKA was common and associated with increased fragmentation of health care and increased mortality. Further research is needed on potential interventions in this unique population.
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Affiliation(s)
- James A Mays
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Kathryn L Jackson
- Center for Health Information Partnerships, Institute for Public Health, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Teresa A Derby
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Jess J Behrens
- Center for Health Information Partnerships, Institute for Public Health, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Satyender Goel
- Center for Health Information Partnerships, Institute for Public Health, Northwestern University Feinberg School of Medicine, Chicago, IL Division of Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Mark E Molitch
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Abel N Kho
- Center for Health Information Partnerships, Institute for Public Health, Northwestern University Feinberg School of Medicine, Chicago, IL Division of Internal Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
| | - Amisha Wallia
- Division of Endocrinology, Metabolism, and Molecular Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL
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28
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Chang LH, Guo YW, Chen HS. Hyperglycemic Hyperosmolar Status Is Associated with Subsequent All-Cause Mortality in Elderly Adults with Type 2 Diabetes Mellitus. J Am Geriatr Soc 2016; 64:e218-e219. [PMID: 27673279 DOI: 10.1111/jgs.14431] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Li-Hsin Chang
- Tao-Yuan Branch, Taipei Veterans General Hospital, Taipei, Taiwan.,Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Ya-Wun Guo
- Department of Medicine, Zhongxing Branch, Taipei City Hospital, Taipei, Taiwan
| | - Harn-Shen Chen
- Faculty of Medicine, School of Medicine, National Yang-Ming University, Taipei, Taiwan.,Division of Endocrinology and Metabolism, Department of Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
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29
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Chang LH, Lin LY, Tsai MT, How CK, Chiang JH, Hsieh VCR, Hu SY, Hsieh MS. Association between hyperglycaemic crisis and long-term major adverse cardiovascular events: a nationwide population-based, propensity score-matched, cohort study. BMJ Open 2016; 6:e012233. [PMID: 27554106 PMCID: PMC5013487 DOI: 10.1136/bmjopen-2016-012233] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
OBJECTIVE Hyperglycaemic crisis was associated with significant intrahospital morbidity and mortality. However, the association between hyperglycaemic crisis and long-term cardiovascular outcomes remained unknown. This study aimed to investigate the association between hyperglycaemic crisis and subsequent long-term major adverse cardiovascular events (MACEs). PARTICIPANTS AND METHODS This population-based cohort study was conducted using data from Taiwan's National Health Insurance Research Database for the period of 1996-2012. A total of 2171 diabetic patients with hyperglycaemic crisis fit the inclusion criteria. Propensity score matching was used to match the baseline characteristics of the study cohort to construct a comparison cohort which comprised 8684 diabetic patients without hyperglycaemic crisis. The risk of long-term MACEs was compared between the two cohorts. RESULTS Six hundred and seventy-six MACEs occurred in the study cohort and the event rate was higher than that in the comparison cohort (31.1% vs 24.1%, p<0.001). Patients with hyperglycaemic crisis were associated with a higher risk of long-term MACEs even after adjusting for all baseline characteristics and medications (adjusted HR=1.76, 95% CI 1.62 to 1.92, p<0.001). Acute myocardial infarction had the highest adjusted HR (adjusted HR=2.19, 95% CI 1.75 to 2.75, p<0.001) in the four types of MACEs, followed by congestive heart failure (adjusted HR=1.97, 95% CI 1.70 to 2.28, p<0.001). Younger patients with hyperglycaemic crisis had a higher risk of MACEs than older patients (adjusted HR=2.69 for patients aged 20-39 years vs adjusted HR=1.58 for patients aged >65 years). CONCLUSIONS Hyperglycaemic crisis was significantly associated with long-term MACEs, especially in the young population. Further prospective longitudinal study should be conducted for validation.
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Affiliation(s)
- Li-Hsin Chang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taipei Veterans General Hospital, Taoyuan Branch, Taoyuan, Taiwan
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Liang-Yu Lin
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Ming-Tsun Tsai
- Division of Nephrology, Department of Internal Medicine, Taipei Veterans General Hospital, Taoyuan Branch, Taoyuan, Taiwan
- Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan
| | - Chorng-Kuang How
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
- Department of Emergency Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Jen-Huai Chiang
- Graduate Institute of Integrated Medicine, College of Chinese Medicine, Research Center for Chinese Medicine & Acupuncture, China Medical University, Taichung, Taiwan
- College of Medicine, China Medical University, Taichung, Taiwan
- Management Office for Health Data, China Medical University, Taichung, Taiwan
| | - Vivian Chia-Rong Hsieh
- Department of Health Services Administration, China Medical University, Taichung, Taiwan
| | - Sung-Yuan Hu
- Department of Emergency Medicine, Taichung Veterans General Hospital, Taichung, Taiwan
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan
- Department of Nursing, College of Health, National Taichung University of Science and Technology, Taichung, Taiwan
| | - Ming-Shun Hsieh
- School of Medicine, National Yang-Ming University, Taipei, Taiwan
- Department of Emergency Medicine, Taipei Veterans General Hospital, Taipei, Taiwan
- Department of Emergency Medicine, Taipei Veterans General Hospital, Taoyuan Branch, Taoyuan, Taiwan
- Institute of Occupational Medicine and Industrial Hygiene, National Taiwan University College of Public Health, Taipei, Taiwan
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Cheng PC, Hsu SR, Cheng YC. Association between Serum Albumin Concentration and Ketosis Risk in Hospitalized Individuals with Type 2 Diabetes Mellitus. J Diabetes Res 2016; 2016:1269706. [PMID: 27504458 PMCID: PMC4967705 DOI: 10.1155/2016/1269706] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2016] [Accepted: 06/26/2016] [Indexed: 12/24/2022] Open
Abstract
Objective. This study examined the association between serum albumin concentration and ketosis risk in hospitalized individuals with type 2 diabetes mellitus (T2DM). Methods. A retrospective cross-sectional study was conducted at a medical center in Taiwan. Inclusion criteria were endocrinology ward inpatients exceeding 21 years of age, with preexisting diagnosis of T2DM, and blood glucose above 13.9 millimoles per liter (mmol/L) at admission. Individuals without measurement of serum albumin, urine ketone, or hemoglobin A1C, or harboring active infection, myocardial infarction, cerebrovascular event, cirrhosis, malignancy, or overt proteinuria were excluded. Using serum albumin concentration below 3.0 grams per deciliter to define hypoalbuminemia, 151 hypoalbuminemic cases and 104 normoalbuminemic controls were enrolled. The presence of ketones in urine established ketosis. Results. The prevalence of ketonuria was 48% in hypoalbuminemic subjects compared to 30% in normoalbuminemic controls (odds ratio (OR): 2.15; 95% confidence interval (CI): 1.26-3.57; P = 0.004). Moreover, among the 156 subjects with serum beta-hydroxybutyrate measurement in addition to urine ketone, 33% of the hypoalbuminemic individuals had ketonemia exceeding 3 mmol/L compared to 19% of those with normoalbuminemia (OR: 2.12, 95% CI: 0.99-4.48, P = 0.051). Conclusions. Serum albumin concentration is inversely associated with ketosis risk in hospitalized individuals with T2DM.
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Affiliation(s)
- Po-Chung Cheng
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Changhua Christian Hospital, 135 Nanxiao Street, Changhua City, Changhua County 500, Taiwan
| | - Shang-Ren Hsu
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Changhua Christian Hospital, 135 Nanxiao Street, Changhua City, Changhua County 500, Taiwan
- *Shang-Ren Hsu:
| | - Yun-Chung Cheng
- Department of Radiology, Taichung Veterans General Hospital, 1650 Taiwan Boulevard Sector 4, Taichung 40705, Taiwan
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