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Turu’ Allo IJ, Pramudyo M, Akbar MR. Anemia, Hyperglycemia, and Reduced Left Ventricular Ejection Fraction Improve the GRACE Score's Predictability for In-hospital Mortality in Acute Coronary Syndrome; Single-Centre Cross-Sectional Study. Open Access Emerg Med 2025; 17:67-83. [PMID: 39927301 PMCID: PMC11806914 DOI: 10.2147/oaem.s493878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Accepted: 01/14/2025] [Indexed: 02/11/2025] Open
Abstract
Purpose This study investigates the predictive value of incorporating anemia, hyperglycemia, and left ventricular ejection fraction (LVEF) into the Global Registry of Acute Coronary Events (GRACE) score for in-hospital mortality in Acute Coronary Syndrome (ACS). Patients and Methods We conducted a single-center, cross-sectional study involving 634 ACS patients admitted to Dr. Hasan Sadikin General Hospital between 2021 and 2023. Anemia was defined as hemoglobin <13 g/dL in men and <12 g/dL in women, while hyperglycemia was indicated with random blood glucose (RBG) ≥200 mg/dL at admission. Patients with LVEF <50% were classified as having reduced LVEF. The primary outcome was in-hospital mortality. Model goodness-of-fit was assessed using R2 and the Hosmer-Lemeshow's test. The predictive accuracy of the GRACE score alone and combined with these parameters were evaluated through receiver operating characteristic curve analysis, an area under the curve (AUC), and concordance (C)-statistics. Reclassification improvement was quantified using continuous net reclassification improvement (cNRI) and integrated discrimination improvement (IDI). Results Among 634 patients (mean age 58.10±11.08 years old; 80.3% male), anemia, hyperglycemia, and reduced LVEF were observed in 197 (31.1%), 123 (19.4%), and 364 (57.4%) patients, respectively. The in-hospital mortality rate was 6.6%. Regression analysis identified nine predictors of mortality, with anemia, hyperglycemia, and reduced LVEF confirmed as independent predictors. The GRACE score showed an AUC of 0.839 (95% confidence interval/CI 0.77-0.0.90). Incorporating anemia, hyperglycemia, and reduced LVEF increased the AUC to 0.862 (95% CI 0.81-0.91), enhancing predictive accuracy (p = 0.590). Combining these variables yielded an NRI of 0.075 (p = 0.070) and an IDI of 0.035 (p = 0.029). Conclusion Incorporating anemia, hyperglycemia, and reduced LVEF into the GRACE score improves its predictive capacity for in-hospital mortality in ACS patients. The modified GRACE score offers a more robust risk stratification tool for clinical practice and decision-making.
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Affiliation(s)
- Iswandy Janetputra Turu’ Allo
- Department of Cardiology and Vascular Medicine, Faculty of Medicine Universitas Padjadjaran/Dr. Hasan Sadikin General Hospital, Bandung, Indonesia
- Faculty of Medicine Universitas Pendidikan Indonesia, Bandung, Indonesia
| | - Miftah Pramudyo
- Department of Cardiology and Vascular Medicine, Faculty of Medicine Universitas Padjadjaran/Dr. Hasan Sadikin General Hospital, Bandung, Indonesia
| | - Mohammad Rizki Akbar
- Department of Cardiology and Vascular Medicine, Faculty of Medicine Universitas Padjadjaran/Dr. Hasan Sadikin General Hospital, Bandung, Indonesia
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Chen J, Huang W, Liang N. Blood glucose fluctuation and in-hospital mortality among patients with acute myocardial infarction: eICU collaborative research database. PLoS One 2024; 19:e0300323. [PMID: 38669222 PMCID: PMC11051610 DOI: 10.1371/journal.pone.0300323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 02/23/2024] [Indexed: 04/28/2024] Open
Abstract
BACKGROUND To assess the relationship between glycemic variability, glucose fluctuation trajectory and the risk of in-hospital mortality in patients with acute myocardial infarction (AMI). METHODS This retrospective cohort study included AMI patients from eICU Collaborative Research Database. In-hospital mortality of AMI patients was primary endpoint. Blood glucose levels at admission, glycemic variability, and glucose fluctuation trajectory were three main study variables. Blood glucose levels at admission were stratified into: normal, intermediate, and high. Glycemic variability was evaluated using the coefficient of variation (CV), divided into four groups based on quartiles: quartile 1: CV≤10; quartile 2: 1030. Univariate and multivariate Cox regression models to assess the relationship between blood glucose levels at admission, glycemic variability, glucose fluctuation trajectory, and in-hospital mortality in patients with AMI. RESULTS 2590 participants were eventually included in this study. There was a positive relationship between high blood glucose level at admission and in-hospital mortality [hazard ratio (HR) = 1.42, 95%confidence interval (CI): 1.06-1.89]. The fourth quartile (CV>30) of CV was associated with increased in-hospital mortality (HR = 2.06, 95% CI: 1.25-3.40). The findings indicated that only AMI individuals in the fourth quartile of glycemic variability, exhibited an elevated in-hospital mortality among those with normal blood glucose levels at admission (HR = 2.33, 95% CI: 1.11-4.87). Additionally, elevated blood glucose level was a risk factor for in-hospital mortality in AMI patients. CONCLUSION Glycemic variability was correlated with in-hospital mortality, particularly among AMI patients who had normal blood glucose levels at admission. Our study findings also suggest early intervention should be implemented to normalize high blood glucose levels at admission of AMI.
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Affiliation(s)
- Junhua Chen
- Department of Cardiology, Xinjiang Armed Police Corps Hospital, Urumqi City, Xinjiang Province, P. R. China
| | - Weifang Huang
- Department of Cardiology, Xinjiang Armed Police Corps Hospital, Urumqi City, Xinjiang Province, P. R. China
| | - Nan Liang
- Department of Cardiology, Xinjiang Armed Police Corps Hospital, Urumqi City, Xinjiang Province, P. R. China
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Kirmani TA, Singh M, Kumar S, Kumar K, Parkash O, Sagar, Yasmin F, Khan F, Chughtai N, Asghar MS. Plasma random glucose levels at hospital admission predicting worse outcomes in STEMI patients undergoing PCI: A case series. Ann Med Surg (Lond) 2022; 78:103857. [PMID: 35734745 PMCID: PMC9207087 DOI: 10.1016/j.amsu.2022.103857] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2022] [Revised: 05/19/2022] [Accepted: 05/22/2022] [Indexed: 11/17/2022] Open
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Ritsinger V, Hagström E, Lagerqvist B, Norhammar A. Admission Glucose Levels and Associated Risk for Heart Failure After Myocardial Infarction in Patients Without Diabetes. J Am Heart Assoc 2021; 10:e022667. [PMID: 34719236 PMCID: PMC8751923 DOI: 10.1161/jaha.121.022667] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Background Dysglycemia at acute myocardial infarction (AMI) is common and is associated with mortality. Information on other outcomes is less well explored in patients without diabetes in a long‐term perspective. We aimed to explore the relationship between admission glucose level and long‐term outcomes in patients with AMI without diabetes in a nationwide setting. Methods and Results Patients without diabetes (n=45 468) with AMI registered in SWEDEHEART (Swedish Web–System for Enhancement and Development of Evidence‐Based Care in Heart Disease Evaluated According to Recommended Therapies) and admission glucose ≤11 mmol/L (≤198 mg/dL) were followed for outcomes (AMI, heart failure, stroke, renal failure, and death) between 2012 and 2017 (mean follow‐up time 3.3±1.7 years). The association between categorized glucose levels and outcomes was assessed in adjusted Cox proportional hazards regression analyses (glucose levels 4.0–6.0 mmol/L [72–109 mg/dL] as reference). Further nonfatal complications and their associated mortality were explored (patients without events served as a reference). A glucose level of 7.8–11.0 mmol/L (140–198 mg/dL) was associated with hospitalization for heart failure (hazard ratio [HR] 1.40 [95% CI, 1.30–1.51], P<0.001), renal failure (1.17; 1.04–1.33, P=0.009), and death (1.31; 1.20–1.43, P<0.001), but not with recurrent myocardial infarction (0.99; 0.92–1.07, P=0.849) or stroke (1.03; 0.88–1.19, P=0.742). Renal failure had the strongest association with future mortality (age‐adjusted HR 4.93 [95% CI, 4.34–5.60], P<0.001), followed by heart failure (3.71; 3.41–4.04, P<0.001), stroke (3.39; 2.94–3.91, P<0.001), and myocardial infarction (2.08; 1.88–2.30, P<0.001). Conclusions Elevated glucose levels at AMI admission identifies patients without diabetes at increased risk of long‐term complications: in particular, hospitalization for heart and renal failure. These results emphasize that glucose levels at admission could be useful in risk assessment after myocardial infarction.
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Affiliation(s)
- Viveca Ritsinger
- Department of Medicine K2 Karolinska InstitutetCardiology Unit Stockholm Sweden.,Department of Research and Development Region KronobergVäxjö Sweden
| | - Emil Hagström
- Department of Medical Sciences, Cardiology and Uppsala Clinical Research Center Uppsala University Uppsala Sweden
| | - Bo Lagerqvist
- Department of Medical Sciences, Cardiology and Uppsala Clinical Research Center Uppsala University Uppsala Sweden
| | - Anna Norhammar
- Department of Medicine K2 Karolinska InstitutetCardiology Unit Stockholm Sweden.,Capio S:t Görans Hospital Stockholm Sweden
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5
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Ye XH, Cai XL, Nie DL, Chen YJ, Li JW, Xu XH, Cai JS, Liu ZR, Yin XZ, Song SJ, Tong LS, Gao F. Stress-Induced Hyperglycemia and Remote Diffusion-Weighted Imaging Lesions in Primary Intracerebral Hemorrhage. Neurocrit Care 2021; 32:427-436. [PMID: 31313140 DOI: 10.1007/s12028-019-00747-y] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND AND PURPOSE Stress-induced hyperglycemia (SIH) is the relative transient increase in glucose during a critical illness such as intracerebral hemorrhage (ICH) and is likely to play an important role in the pathogenesis of remote diffusion-weighted imaging (DWI) lesion (R-DWIL) in primary ICH. We sought to determine the association between SIH and the occurrence of R-DWILs. METHODS We prospectively enrolled primary ICH patients within 14 days after onset from November 2016 to May 2018. In these patients, cerebral magnetic resonance imaging was performed within 14 days after ICH onset. R-DWIL was defined as a hyperintensity signal in DWI with corresponding hypointensity in apparent diffusion coefficient, and at least 20 mm apart from the hematoma. SIH was measured by stress-induced hyperglycemia ratio (SHR). SHR was calculated by fasting blood glucose (FBG) divided by estimated average glucose derived from glycosylated hemoglobin. The included patients were dichotomized into two groups by the 50th percentile of SHR, and named as SHR (-P50) group and SHR (P50+) group, respectively. We evaluated the association between SHR and R-DWIL occurrence using multivariable logistic regression modeling adjusted for potential confounders. RESULTS Among the 288 patients enrolled, forty-six (16.0%) of them had one or more R-DWILs. Compared with the patients in the lower 50% of SHR (SHR [-P50]), the odds ratio (OR) [95% confidence interval (CI)] for the higher 50% of SHR (SHR [P50+]) group for R-DWIL occurrence was 3.13 (1.39-7.07) in the total population and 6.33 (2.19-18.30) in population absent of background hyperglycemia after adjusting for potential covariates. Similar results were observed after further adjusted for FBG. CONCLUSIONS Our study demonstrated that SIH was associated with the occurrence of R-DWILs in patients with primary ICH within 14 days of symptom onset.
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Affiliation(s)
- Xiang-Hua Ye
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
- Department of Neurology, Lishui Hospital, Zhejiang University School of Medicine, 289 Kuocang Rd., Lishui, 323000, Zhejiang, China
| | - Xue-Li Cai
- Department of Neurology, Lishui Hospital, Zhejiang University School of Medicine, 289 Kuocang Rd., Lishui, 323000, Zhejiang, China
| | - Dong-Liang Nie
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Ye-Jun Chen
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Jia-Wen Li
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Xu-Hua Xu
- Department of Neurology, The Fourth Affiliated Hospital, Zhejiang University School of Medicine, N1 Shangcheng Rd., Yiwu, 322000, Zhejiang, China
| | - Jin-Song Cai
- Department of Radiology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Zhi-Rong Liu
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Xin-Zhen Yin
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Shui-Jiang Song
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China
| | - Lu-Sha Tong
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China.
| | - Feng Gao
- Department of Neurology, The Second Affiliated Hospital, Zhejiang University School of Medicine, 88 Jiefang Rd., Hangzhou, 310009, Zhejiang, China.
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Zhou Y, Hou Y, Hussain M, Brown SA, Budd T, Tang WHW, Abraham J, Xu B, Shah C, Moudgil R, Popovic Z, Cho L, Kanj M, Watson C, Griffin B, Chung MK, Kapadia S, Svensson L, Collier P, Cheng F. Machine Learning-Based Risk Assessment for Cancer Therapy-Related Cardiac Dysfunction in 4300 Longitudinal Oncology Patients. J Am Heart Assoc 2020; 9:e019628. [PMID: 33241727 PMCID: PMC7763760 DOI: 10.1161/jaha.120.019628] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Background The growing awareness of cardiovascular toxicity from cancer therapies has led to the emerging field of cardio-oncology, which centers on preventing, detecting, and treating patients with cardiac dysfunction before, during, or after cancer treatment. Early detection and prevention of cancer therapy-related cardiac dysfunction (CTRCD) play important roles in precision cardio-oncology. Methods and Results This retrospective study included 4309 cancer patients between 1997 and 2018 whose laboratory tests and cardiovascular echocardiographic variables were collected from the Cleveland Clinic institutional electronic medical record database (Epic Systems). Among these patients, 1560 (36%) were diagnosed with at least 1 type of CTRCD, and 838 (19%) developed CTRCD after cancer therapy (de novo). We posited that machine learning algorithms can be implemented to predict CTRCDs in cancer patients according to clinically relevant variables. Classification models were trained and evaluated for 6 types of cardiovascular outcomes, including coronary artery disease (area under the receiver operating characteristic curve [AUROC], 0.821; 95% CI, 0.815-0.826), atrial fibrillation (AUROC, 0.787; 95% CI, 0.782-0.792), heart failure (AUROC, 0.882; 95% CI, 0.878-0.887), stroke (AUROC, 0.660; 95% CI, 0.650-0.670), myocardial infarction (AUROC, 0.807; 95% CI, 0.799-0.816), and de novo CTRCD (AUROC, 0.802; 95% CI, 0.797-0.807). Model generalizability was further confirmed using time-split data. Model inspection revealed several clinically relevant variables significantly associated with CTRCDs, including age, hypertension, glucose levels, left ventricular ejection fraction, creatinine, and aspartate aminotransferase levels. Conclusions This study suggests that machine learning approaches offer powerful tools for cardiac risk stratification in oncology patients by utilizing large-scale, longitudinal patient data from healthcare systems.
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Affiliation(s)
- Yadi Zhou
- Genomic Medicine Institute Lerner Research InstituteCleveland Clinic Cleveland OH
| | - Yuan Hou
- Genomic Medicine Institute Lerner Research InstituteCleveland Clinic Cleveland OH
| | - Muzna Hussain
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.,School of Medicine Dentistry and Biomedical Sciences Wellcome-Wolfson Institute of Experimental MedicineQueen's University Belfast United Kingdom
| | - Sherry-Ann Brown
- Cardio-Oncology Program Division of Cardiovascular Medicine Medical College of Wisconsin Milwaukee WI
| | - Thomas Budd
- Department of Hematology/Medical Oncology Taussig Cancer InstituteCleveland Clinic Cleveland OH
| | - W H Wilson Tang
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.,Department of Molecular Medicine Cleveland Clinic Lerner College of MedicineCase Western Reserve University Cleveland OH
| | - Jame Abraham
- Department of Hematology/Medical Oncology Taussig Cancer InstituteCleveland Clinic Cleveland OH
| | - Bo Xu
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Chirag Shah
- Department of Radiation Oncology Taussig Cancer InstituteCleveland Clinic Cleveland OH
| | - Rohit Moudgil
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Zoran Popovic
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Leslie Cho
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Mohamed Kanj
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Chris Watson
- School of Medicine Dentistry and Biomedical Sciences Wellcome-Wolfson Institute of Experimental MedicineQueen's University Belfast United Kingdom
| | - Brian Griffin
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Mina K Chung
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.,Department of Molecular Medicine Cleveland Clinic Lerner College of MedicineCase Western Reserve University Cleveland OH
| | - Samir Kapadia
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH
| | - Lars Svensson
- Department of Cardiovascular Surgery Cleveland Clinic Cleveland OH
| | - Patrick Collier
- Robert and Suzanne Tomsich Department of Cardiovascular Medicine Sydell and Arnold Miller Family Heart and Vascular Institute Cleveland Clinic Cleveland OH.,Department of Molecular Medicine Cleveland Clinic Lerner College of MedicineCase Western Reserve University Cleveland OH
| | - Feixiong Cheng
- Genomic Medicine Institute Lerner Research InstituteCleveland Clinic Cleveland OH.,Department of Hematology/Medical Oncology Taussig Cancer InstituteCleveland Clinic Cleveland OH.,Case Comprehensive Cancer Center Case Western Reserve University School of Medicine Cleveland OH
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Hwang KY, Hwang NC. Incorporating Indices of Postoperative Glycemic Variability in Postoperative Outcome Prediction Modeling: How Accurate Can it Get? J Cardiothorac Vasc Anesth 2020; 34:1803-1804. [PMID: 32241677 DOI: 10.1053/j.jvca.2020.02.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2020] [Accepted: 02/23/2020] [Indexed: 11/11/2022]
Affiliation(s)
- Kai Yin Hwang
- Department of Anaesthesia, National University Health System, Singapore
| | - Nian Chih Hwang
- Department of Cardiothoracic Anaesthesia, National Heart Centre, Singapore; Department of Anaesthesiology, Singapore General Hospital, Singapore
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Hermanides RS, Kennedy MW, Kedhi E, van Dijk PR, Timmer JR, Ottervanger JP, Dambrink JH, Gosselink AM, Roolvink V, Miedema K, Slingerland RJ, Koopmans P, Bilo HJ, van 't Hof AW. Impact of elevated HbA1c on long-term mortality in patients presenting with acute myocardial infarction in daily clinical practice: insights from a 'real world' prospective registry of the Zwolle Myocardial Infarction Study Group. EUROPEAN HEART JOURNAL-ACUTE CARDIOVASCULAR CARE 2019; 9:616-625. [PMID: 31124695 DOI: 10.1177/2048872619849921] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
BACKGROUND Long-term clinical outcome is less well known in up to presentation persons unknown with diabetes mellitus who present with acute myocardial infarction and elevated glycosylated haemoglobin (HbA1c) levels on admission. We aimed to study the prognostic impact of deranged HbA1c at presentation on long-term mortality in patients not known with diabetes, presenting with acute myocardial infarction. METHODS A single-centre, large, prospective observational study in patients with and without known diabetes admitted to our hospital for ST-segment elevation myocardial infarction (STEMI) and non-STEMI. Newly diagnosed diabetes mellitus was defined as HbA1c of 48 mmol/l or greater and pre-diabetes mellitus was defined as HbA1c between 39 and 47 mmol/l. The primary endpoint was all-cause mortality at short (30 days) and long-term (median 52 months) follow-up. RESULTS Out of 7900 acute myocardial infarction patients studied, 1314 patients (17%) were known diabetes patients. Of the 6586 patients without known diabetes, 3977 (60%) had no diabetes, 2259 (34%) had pre-diabetes and 350 (5%) had newly diagnosed diabetes based on HbA1c on admission. Both short-term (3.9% vs. 7.4% vs. 6.0%, p<0.001) and long-term mortality (19% vs. 26% vs. 35%, p<0.001) for both pre-diabetes patients as well as newly diagnosed diabetes patients was poor and comparable to known diabetes patients. After multivariate analysis, newly diagnosed diabetes was independently associated with long-term mortality (hazard ratio 1.72, 95% confidence interval 1.27-2.34, P=0.001). CONCLUSIONS In the largest study to date, newly diagnosed or pre-diabetes was present in 33% of acute myocardial infarction patients and was associated with poor long-term clinical outcome. Newly diagnosed diabetes (HbA1c ⩾48 mmol/mol) is an independent predictor of long-term mortality. More attention to early detection of diabetic status and initiation of blood glucose-lowering treatment is necessary.
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Affiliation(s)
| | | | - Elvin Kedhi
- Department of Cardiology, Isala, The Netherlands
| | - Peter R van Dijk
- Department of Internal Medicine, Isala, The Netherlands.,Department of Internal Medicine, University Medical Center, Groningen, The Netherlands
| | | | | | | | | | | | - Kor Miedema
- Department of Clinical Chemistry, Isala, The Netherlands
| | | | | | - Henk Jg Bilo
- Department of Internal Medicine, Isala, The Netherlands.,Department of Internal Medicine, University Medical Center, Groningen, The Netherlands
| | - Arnoud Wj van 't Hof
- Department of Cardiology, Isala, The Netherlands.,Department of Cardiology, Maastricht University Medical Center, The Netherlands.,Department of Cardiology, Zuyderland, The Netherlands
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Umpierrez GE, Schwartz S. Use of incretin-based therapy in hospitalized patients with hyperglycemia. Endocr Pract 2019; 20:933-44. [PMID: 25100362 DOI: 10.4158/ep13471.ra] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
OBJECTIVE Hyperglycemia is common in hospitalized patients with and without prior history of diabetes and is an independent marker of morbidity and mortality in critically and noncritically ill patients. Tight glycemic control using insulin has been shown to reduce cardiac morbidity and mortality in hospitalized patients, but it also results in hypoglycemic episodes, which have been linked to poor outcomes. Thus, alternative treatment options that can normalize blood glucose levels without undue hypoglycemia are being sought. Incretin-based therapies, such as glucagon-like peptide (GLP)-1 receptor agonists (RAs) and dipeptidyl peptidase (DPP)-4 inhibitors, may have this potential. METHODS A PubMed database was searched to find literature describing the use of incretins in hospital settings. Title searches included the terms "diabetes" (care, management, treatment), "hospital," "inpatient," "hypoglycemia," "hyperglycemia," "glycemic," "incretin," "dipeptidyl peptidase-4 inhibitor," "glucagon-like peptide-1," and "glucagon-like peptide-1 receptor agonist." RESULTS The preliminary research experience with native GLP-1 therapy has shown promise, achieving improved glycemic control with a low risk of hypoglycemia, counteracting the hyperglycemic effects of stress hormones, and improving cardiac function in patients with heart failure and acute ischemia. Large, randomized controlled clinical trials are necessary to determine whether these favorable results will extend to the use of GLP-1 RAs and DPP-4 inhibitors. CONCLUSIONS This review offers hospitalist physicians and healthcare providers involved in inpatient diabetes care a pathophysiologic-based approach for the use of incretin agents in patients with hyperglycemia and diabetes, as well as a summary of benefits and concerns of insulin and incretin-based therapy in the hospital setting.
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Affiliation(s)
| | - Stanley Schwartz
- Main Line Health System, University of Pennsylvania, Philadelphia, Pennsylvania
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10
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Outcomes of Noninvasive and Invasive Ventilation in Patients Hospitalized with Asthma Exacerbation. Ann Am Thorac Soc 2018; 13:1096-104. [PMID: 27070493 DOI: 10.1513/annalsats.201510-701oc] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
RATIONALE Little is known about the effectiveness of noninvasive ventilation for patients hospitalized with asthma exacerbation. OBJECTIVES To assess clinical outcomes of noninvasive (NIV) and invasive mechanical ventilation (IMV) and examine predictors for NIV use in patients hospitalized with asthma. METHODS This was a retrospective cohort study at 97 U.S. hospitals using an electronic medical record database. We developed a hierarchical regression model to identify factors associated with the choice of initial ventilation and used the Laboratory Acute Physiological Score to adjust for differences in the severity of illness. We assessed the outcomes of patients treated with initial NIV or IMV in a propensity-matched cohort. MEASUREMENTS AND MAIN RESULTS Among 13,930 subjects, 73% were women and 54% were white. The median age was 53 years. Overall, 1,254 patients (9%) required ventilatory support (NIV or IMV). NIV was the initial ventilation method for 556 patients (4.0%) and IMV for 668 (5.0%). Twenty-six patients (4.7% of patients treated with NIV) had to be intubated (NIV failure). The in-hospital mortality was 0.2, 2.3, 14.5, and 15.4%, and the median length of stay was 2.9, 4.1, 6.7, and 10.9 days among those not ventilated, ventilated with NIV, ventilated with IMV, and with NIV failure, respectively. Older patients were more likely to receive NIV (odds ratio, 1.06 per 5 yr; 95% confidence interval [CI], 1.01-1.11), whereas those with higher acuity (Laboratory Acute Physiological Score per 5 units: odds ratio, 0.85; 95% CI, 0.82-0.88) and those with concomitant pneumonia were less likely to receive NIV. In a propensity-matched sample, NIV was associated with a lower inpatient risk of dying (risk ratio, 0.12; 95% CI, 0.03-0.51) and shorter lengths of stay (4.3 d less; 95% CI, 2.9-5.8) than IMV. CONCLUSIONS Among patients hospitalized with asthma exacerbation and requiring ventilatory support (NIV or IMV), more than 40% received NIV. Although patients successfully treated with NIV appear to have better outcomes than those treated with IMV, the low rate of NIV failure suggests that NIV was being used selectively in a lower risk group. The increased risk of mortality for patients who fail NIV highlights the need for careful monitoring to avoid possible delay in intubation.
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11
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Metersky ML, Priya A, Mortensen EM, Lindenauer PK. Association Between the Order of Macrolide and Cephalosporin Treatment and Outcomes of Pneumonia. Open Forum Infect Dis 2017; 4:ofx141. [PMID: 28948176 PMCID: PMC5597857 DOI: 10.1093/ofid/ofx141] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2017] [Accepted: 07/13/2017] [Indexed: 01/11/2023] Open
Abstract
Background Many patients hospitalized with pneumonia are treated with combination macrolide/cephalosporin therapy. Macrolides have immunomodulatory effects and do not directly cause bacterial lysis. These effects suggest the possibility that initial treatment with a macrolide before a cephalosporin could improve patient outcomes by preventing the inflammatory response to rapid bacterial lysis that can be caused by cephalosporin treatment. This study explores whether initial treatment for pneumonia with a macrolide before a cephalosporin is associated with better patient outcomes than treatment with a cephalosporin before a macrolide. Methods This is a retrospective cohort study using a clinically rich database derived from electronic health records of 71 hospitals. We compared outcomes for pneumonia patients who received intravenous treatment with a macrolide at least 1 hour before a cephalosporin, versus patients who received a cephalosporin at least 1 hour before a macrolide. Propensity matching was performed for 527 patients in each group. Results Among the propensity-matched cohorts, for the macrolide first group, in-hospital mortality was 4.2% vs 5.5% for the cephalosporin first group (P = .31), combined in-hospital mortality/hospice discharge was 6.3% vs 9.3% (P = .06), median hospital length of stay was 101.5 hours vs 109.5 hours (P = .09), and 30-day readmission was 12.9% vs 10.6% (P = .27). Conclusions Treatment of pneumonia with a macrolide before a cephalosporin was not associated with significantly improved outcomes when compared with treatment with a cephalosporin first; however, the lower rate of mortality/discharge to hospice and the large confidence intervals allow for the possibility of a clinically significant benefit.
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Affiliation(s)
- Mark L Metersky
- Division of Pulmonary, Critical Care Medicine, and Sleep Medicine and
| | - Aruna Priya
- Institute for Healthcare Delivery and Population Science and Department of Medicine, University of Massachusetts Medical, School-Baystate, Springfield
| | - Eric M Mortensen
- Department of Medicine, University of Connecticut School of Medicine, Farmington, Connecticut
| | - Peter K Lindenauer
- Institute for Healthcare Delivery and Population Science and Department of Medicine, University of Massachusetts Medical, School-Baystate, Springfield
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12
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Stefan MS, Priya A, Pekow PS, Lagu T, Steingrub JS, Hill NS, Nathanson BH, Lindenauer PK. The comparative effectiveness of noninvasive and invasive ventilation in patients with pneumonia. J Crit Care 2017; 43:190-196. [PMID: 28915393 DOI: 10.1016/j.jcrc.2017.05.023] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2017] [Revised: 04/12/2017] [Accepted: 05/20/2017] [Indexed: 12/18/2022]
Abstract
PURPOSE To compare the outcomes of patients hospitalized with pneumonia treated with noninvasive ventilation (NIV) and invasive mechanical ventilation (IMV). MATERIALS AND METHODS Using the HealthFacts multihospital electronic medical record database, we included patients hospitalized with a diagnosis of pneumonia and treated with NIV or IMV. We developed a propensity model for receipt of initial NIV and assessed the outcomes in a propensity-matched cohort, and in a covariate adjusted and propensity score weighted models. RESULTS Among 3971 ventilated patients, 1109 (27.9%) were initially treated with NIV. Patients treated with NIV were older, had lower acuity of illness score, and were more likely to have congestive heart failure and chronic pulmonary disease. Mortality was 15.8%, 29.8% and 25.9.0% among patients treated with initial NIV, initial IMV and among those with NIV failure. In the propensity matched analysis, the risk of death was lower in patients treated with NIV (relative risk: 0.71, 95% CI: 0.59-0.85). Subgroup analysis showed that NIV was beneficial among patients with cardiopulmonary comorbidities (relative risk 0.59, 95% CI: 0.47-0.75) but not in those without (relative risk 0.96, 95% CI: 0.74-0.1.25)NIV failure was significantly (p=0.002) more common in patients without cardiopulmonary conditions (21.3%) compared to those with these conditions (13.8%). CONCLUSIONS Initial NIV was associated with better survival among the subgroup of patients hospitalized with pneumonia who had COPD or heart failure. Patients who failed NIV had high in-hospital mortality, emphasizing the importance of careful patient selection monitoring when managing severe pneumonia with NIV.
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Affiliation(s)
- Mihaela S Stefan
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA, USA; Division of General Medicine, Baystate Medical Center, Springfield, MA, USA; Tufts University School of Medicine, Boston, MA, USA.
| | - Aruna Priya
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA, USA
| | - Penelope S Pekow
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA, USA; School of Public Health and Health Sciences, University of Massachusetts-Amherst, Amherst, MA, USA
| | - Tara Lagu
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA, USA; Division of General Medicine, Baystate Medical Center, Springfield, MA, USA; Tufts University School of Medicine, Boston, MA, USA
| | - Jay S Steingrub
- Division of Pulmonary and Critical Care, Baystate Medical Center, Springfield, MA, USA
| | - Nicholas S Hill
- Division of Pulmonary and Critical Care Medicine, Tufts University School of Medicine, Boston, MA, USA
| | | | - Peter K Lindenauer
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA, USA; Division of General Medicine, Baystate Medical Center, Springfield, MA, USA; Tufts University School of Medicine, Boston, MA, USA
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13
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Farhan S, Clare RM, Jarai R, Giugliano RP, Lokhnygina Y, Harrington RA, Kristin Newby L, Huber K. Fasting glucose, NT-proBNP, treatment with eptifibatide, and outcomes in non-ST-segment elevation acute coronary syndromes: An analysis from EARLY ACS. Int J Cardiol 2017; 232:264-270. [PMID: 28089149 DOI: 10.1016/j.ijcard.2017.01.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2016] [Revised: 12/29/2016] [Accepted: 01/03/2017] [Indexed: 10/20/2022]
Abstract
BACKGROUND Higher N-terminal pro-B-type natriuretic peptide (NT-proBNP) levels have been linked to a more favorable glucometabolic profile. Little is known about the interaction of NT-proBNP and fasting glucose in non-ST-segment elevation acute coronary syndrome (NSTE ACS). METHODS Fasting glucose and NT-proBNP were measured in 2240 patients enrolled in the EARLY ACS trial. Multivariable Cox models were used to assess associations between fasting glucose and NT-proBNP and a 96-hour composite of death, myocardial infarction (MI), recurrent ischemia, or thrombotic bailout; 30-day death or MI; and 1-year mortality. RESULTS In adjusted Cox models, neither NT-proBNP nor fasting glucose was associated with the 96-hour endpoint (p=0.95 and p=0.87). NT-proBNP was associated with 30-day death or MI (hazard ratio [HR] 1.11, 95% confidence interval [CI] 1.02-1.22, p=0.02) and 1-year mortality (HR 1.63, 95% CI 1.42-1.89, p<0.0001), but fasting glucose was associated only with 1-year death (HR 1.53, 95% CI 1.08-2.16, p=0.02). NT-proBNP×glucose interaction terms were non-significant in all models. As fasting glucose levels increased, the risk of 96-hour and 30-day endpoints increased among patients who received early eptifibatide but not delayed, provisional use (pint=0.035 and pint=0.029). Higher NT-proBNP levels were associated with greater 30-day death or MI among patients who received early eptifibatide but not delayed, provisional use (pint=0.045). CONCLUSION NT-proBNP and fasting glucose concentrations were associated with intermediate-term ischemic outcomes and may identify differential response to treatment with eptifibatide. CLINICALTRIALS. GOV IDENTIFIER NCT00089895.
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Affiliation(s)
- Serdar Farhan
- 3rd Department of Internal Medicine, Cardiology, and Intensive Care Medicine, Wilhelminen Hospital, Vienna, Austria
| | | | - Rudolf Jarai
- 3rd Department of Internal Medicine, Cardiology, and Intensive Care Medicine, Wilhelminen Hospital, Vienna, Austria
| | - Robert P Giugliano
- TIMI Study Group, Cardiovascular Division, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Robert A Harrington
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Kurt Huber
- 3rd Department of Internal Medicine, Cardiology, and Intensive Care Medicine, Wilhelminen Hospital, Vienna, Austria.
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14
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Stefan MS, Nathanson BH, Priya A, Pekow PS, Lagu T, Steingrub JS, Hill NS, Goldberg RJ, Kent DM, Lindenauer PK. Hospitals' Patterns of Use of Noninvasive Ventilation in Patients With Asthma Exacerbation. Chest 2015; 149:729-36. [PMID: 26836902 DOI: 10.1016/j.chest.2015.12.013] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Revised: 11/13/2015] [Accepted: 12/01/2015] [Indexed: 11/19/2022] Open
Abstract
BACKGROUND Limited data are available on the use of noninvasive ventilation in patients with asthma exacerbations. The objective of this study was to characterize hospital patterns of noninvasive ventilation use in patients with asthma and to evaluate the association with the use of invasive mechanical ventilation and case fatality rate. METHODS This cross-sectional study used an electronic medical record dataset, which includes comprehensive pharmacy and laboratory results from 58 hospitals. Data on 13,558 patients admitted from 2009 to 2012 were analyzed. Initial noninvasive ventilation (NIV) or invasive mechanical ventilation (IMV) was defined as the first ventilation method during hospitalization. Hospital-level risk-standardized rates of NIV among all admissions with asthma were calculated by using a hierarchical regression model. Hospitals were grouped into quartiles of NIV to compare the outcomes. RESULTS Overall, 90.3% of patients with asthma were not ventilated, 4.0% were ventilated with NIV, and 5.7% were ventilated with IMV. Twenty-two (38%) hospitals did not use NIV for any included admissions. Hospital-level adjusted NIV rates varied considerably (range, 0.4-33.1; median, 5.2%). Hospitals in the highest quartile of NIV did not have lower IMV use (5.4% vs 5.7%), but they did have a small but significantly shorter length of stay. Higher NIV rates were not associated with lower risk-adjusted case fatality rates. CONCLUSIONS Large variation exists in hospital use of NIV for patients with an acute exacerbation of asthma. Higher hospital rates of NIV use does not seem to be associated with lower IMV rates. These results indicate a need to understand contextual and organizational factors contributing to this variability.
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Affiliation(s)
- Mihaela S Stefan
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA; Division of Hospital Medicine, Baystate Medical Center, Springfield, MA; Department of Medicine, Tufts University School of Medicine, Boston, MA.
| | | | - Aruna Priya
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA
| | - Penelope S Pekow
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA; School of Public Health & Health Sciences, University of Massachusetts Amherst, Amherst, MA
| | - Tara Lagu
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA; Division of Hospital Medicine, Baystate Medical Center, Springfield, MA; Department of Medicine, Tufts University School of Medicine, Boston, MA
| | - Jay S Steingrub
- Division of Pulmonary and Critical Care, Baystate Medical Center, Springfield, MA
| | - Nicholas S Hill
- Division of Pulmonary and Critical Care Medicine, Tufts University School of Medicine, Boston, MA
| | - Robert J Goldberg
- Department of Quantitative Health Sciences, UMass Medical School, Worcester, MA
| | - David M Kent
- Institute for Clinical Research and Health Policy Studies, Tufts University School of Medicine, Boston, MA
| | - Peter K Lindenauer
- Center for Quality of Care Research, Baystate Medical Center, Springfield, MA; Division of Hospital Medicine, Baystate Medical Center, Springfield, MA; Department of Medicine, Tufts University School of Medicine, Boston, MA
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15
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Thiele RH, Hucklenbruch C, Ma JZ, Colquhoun D, Zuo Z, Nemergut EC, Raphael J. Admission hyperglycemia is associated with poor outcome after emergent coronary bypass grafting surgery. J Crit Care 2015; 30:1210-6. [PMID: 26428075 DOI: 10.1016/j.jcrc.2015.09.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2014] [Revised: 09/02/2015] [Accepted: 09/02/2015] [Indexed: 01/08/2023]
Abstract
PURPOSE Hyperglycemia during or after cardiac surgery is a common finding that is associated with poor outcome. Very few data, however, are available regarding a correlation between admission blood glucose and outcomes after coronary artery bypass grafting (CABG). Thus, the goal of the current study was to examine the relationship between admission blood glucose and outcome after emergency CABG surgery. MATERIALS AND METHODS A retrospective analysis to evaluate whether admission hyperglycemia associated with increased morbidity or mortality was performed in patients after emergency CABG surgery. The records of all the patients undergoing emergency CABG surgery between January 1999 and December 2010 at the University of Virginia Health System were reviewed. Postoperative in-hospital mortality and complications were considered as study end points. RESULTS A total of 240 patients met the final inclusion criteria. Overall mortality was 14.1%. The median admission blood glucose in patients who died 7.4 (interquartile range, 5.9-10.1) mmol/L was significantly higher compared with survivors 6.1 (interquartile range, 5.4-7.2; P<.01). Furthermore, 59% of the patients who died had admission blood glucose levels higher than 6.6 mmol/L, whereas only 35% of the patients who survived had similar blood glucose levels (P=.01). On multivariable analysis, admission blood glucose was identified as an independent risk factor for death after emergency CABG (P=.01; odds ratio, 1.16; 95% confidence interval, 1.04-1.29). Admission blood glucose was further identified as independently associated with increased risk for a composite outcome of death, postoperative renal failure or stroke (P=.01; odds ratio, 1.14; 95% confidence interval, 1.03-1.27). CONCLUSIONS Our study shows for the first time that admission blood glucose is correlated with increased morbidity and mortality among patients undergoing emergency CABG surgery.
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Affiliation(s)
- Robert H Thiele
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA
| | - Christoph Hucklenbruch
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA; Department of Anesthesiology, University of Muenster, Muenster, Germany
| | - Jennie Z Ma
- Department of Biostatistics and Epidemiology, University of Virginia Health System, Charlottesville, VA
| | - Douglas Colquhoun
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA
| | - Zhiyi Zuo
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA
| | - Edward C Nemergut
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA
| | - Jacob Raphael
- Department of Anesthesiology, University of Virginia Health System, Charlottesville, VA.
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16
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Zhang X, Dong L, Wang Q, Xie X. The relationship between fasting plasma glucose and MPO in patients with acute coronary syndrome. BMC Cardiovasc Disord 2015; 15:93. [PMID: 26307104 PMCID: PMC4548711 DOI: 10.1186/s12872-015-0088-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2014] [Accepted: 08/13/2015] [Indexed: 01/04/2023] Open
Abstract
Background Inflammation plays a critical role in the progression of atherosclerosis, and hyperglycemia is a common feature in patients with ACS. We investigated the relationship between fasting plasma glucose (FPG) levels and the levels of the inflammatory factor, myeloperoxidase (MPO), in patients with acute coronary syndrome (ACS). Method A total of 85 patients with no prior history of diabetes mellitus were recruited. The patients were divided into three groups based on their FPG levels as follows: group A, FPG < 5.6 mmol/l; group B, 5.6 mmol/l ≤ FPG < 6.1 mmol/l; and group C, FPG ≥ 6.1 mmol/l. The FPG concentrations and plasma MPO levels were determined, coronary angioplasty was performed, and the Gensini scores were used to evaluate the severity of the coronary lesion. The MPO expression in peripheral blood mononuclear cells (PBMCs) in patients with ACS was determined using western blot analysis. Result The results demonstrated that the levels of FPG were significantly and positively correlated with plasma MPO levels, Gensini scores, high sensitive C reaction protein(hs-CRP)levels, leukocyte and neutrophils count. In multivariate regression analyses the FPG levels were positively correlated with plasma MPO levels, Gensini score and hs-CRP. The plasma MPO levels in the group C [68.68(52.62–91.88) U/L] were significantly higher than in the group A [63.04(26.18–97.75) U/L] and group B [58.22(23.95–89.54) U/L]. The plasma hs-CRP concentrations are also higher in group C [42.28 (0.31–169.40) mg/L] than in the group A [12.51(0.28–176.25) mg/L] and group B [14.7 (0.14–89.68) mg/L]. Conclusion This study demonstrates that FPG values are positively correlated with plasma MPO levels, suggesting MPO may play a role in the proatherogenesis of high FPG.
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Affiliation(s)
- Xiangyu Zhang
- Department of Geriatrics, Second Xiangya Hospital of Central South University, Changsha, Hunan, 410011, P. R. China.
| | - Lini Dong
- Department of Geriatrics, Second Xiangya Hospital of Central South University, Changsha, Hunan, 410011, P. R. China.
| | - Qiong Wang
- Department of Geriatrics, Second Xiangya Hospital of Central South University, Changsha, Hunan, 410011, P. R. China.
| | - Xiaomei Xie
- Department of Geriatrics, Second Xiangya Hospital of Central South University, Changsha, Hunan, 410011, P. R. China.
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Abstract
The concept of lower is better when considering the goal for glycemic control in patients with diabetes mellitus has recently been challenged due to recent studies, such as ACCORD, ADVANCE, and VADT, which have observed increased morbidity and mortality from intensive control, especially in older adults, and in those with long duration of diabetes disease and chronic complications. Although evidence in younger patients suggest that blood glucose levels should not be above 180 mg/dl (10.0 mmol/l), there are many unanswered questions and controversies regarding the benefits and risks, methods to achieve and maintain these levels while avoiding hypoglycemia (<70 mg% (3.9 mmol/l)) in the older population. Since the population is aging with a greater life expectancy, it is crucial that these questions be answered. Although several studies of inpatient non-ICU diabetes management have been published, few include older patients. This review will examine available recommendations and explore those controversies regarding non-ICU hospital management in this vulnerable patient population. Additional conditions that impact upon achieving glycemic control will also be discussed. Finally, the older individual has many special needs which may be more important to consider than in young or middle-aged individuals, when transitioning care from in-hospital to home in a patient-centered approach, as recommended by the American Diabetes Association (ADA) and European Society for the Study of Diabetes (EASD).
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Affiliation(s)
- Janice L Gilden
- Chicago Medical School, Rosalind Franklin University of Medicine and Science, North Chicago, IL, 60064, USA,
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18
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Role of insulin-like growth factor 1 in stent thrombosis under effective dual antiplatelet therapy. ADVANCES IN INTERVENTIONAL CARDIOLOGY 2014; 10:242-9. [PMID: 25489317 PMCID: PMC4252321 DOI: 10.5114/pwki.2014.46765] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Revised: 04/19/2014] [Accepted: 04/28/2014] [Indexed: 11/29/2022] Open
Abstract
Introduction Accumulating evidence now indicates that insulin-like growth factors (IGF) and their regulatory proteins are growth promoters for arterial cells and mediators of cardiovascular diseases. Aim We hypothetised that IGF-1 levels could play a role in the development of stent thrombosis (ST), and aimed to investigate the associations between stent thrombosis under effective dual antiplatelet therapy and IGF-1 levels and other related factors such as disease severity and LV ejection fraction in patients undergoing coronary stent placement. Material and methods A total of 128 patients undergoing coronary stent implantation were included in the analysis. Seventy-seven patients experiencing ST in the first year after stent implantation were defined as the ST group. Fifty-one patients without ST at least 1 year after stent implantation were defined as the no-thrombosis (NT) group. The IGF-1 levels, Gensini scores, and other related factors were measured. Results The IGF-1 levels were significantly higher in the stent thrombosis group than in the no-thrombosis group (122.22 ±50.61 ng/ml vs. 99.52 ±46.81 ng/ml, respectively, p < 0.039). The left ventricle ejection fraction (LVEF) values were significantly lower (44.13 ±9.25% vs. 55.81 ±8.77%, p < 0.0001) and Gensini scores were significantly higher (63.74 ±26.54 vs. 48.87 ±23.7, p < 0.004) in the ST group than in the NT group, respectively. In the linear regression analysis, IGF-1, Gensini score, LVEF, total cholesterol, and triglycerides were found to be independent risk factors for ST. Conclusions This study revealed that the plasma IGF-1 levels, disease severity, were significantly higher and LVEF was lower in patients with ST. High IGF-1 levels may identify patients who are at increased risk for ST. Future trials are necessary to confirm these results.
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Savonitto S, Morici N, Cavallini C, Antonicelli R, Petronio AS, Murena E, Olivari Z, Steffenino G, Bonechi F, Mafrici A, Toso A, Piscione F, Bolognese L, De Servi S. One-Year Mortality in Elderly Adults with Non-ST-Elevation Acute Coronary Syndrome: Effect of Diabetic Status and Admission Hyperglycemia. J Am Geriatr Soc 2014; 62:1297-303. [DOI: 10.1111/jgs.12900] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
| | - Nuccia Morici
- Division of Cardiology; Ospedale S. Carlo; Milano Italy
| | - Claudio Cavallini
- Department of Cardiology; Ospedale Santa Maria della Misericordia; Perugia Italy
| | | | - Anna Sonia Petronio
- Institute of Cardiology Azienda Ospedaliera Universitaria Pisana; Pisa Italy
| | - Ernesto Murena
- Division of Cardiology; Ospedale S Maria delle Grazie; Pozzuoli Italy
| | - Zoran Olivari
- Division of Cardiology; Ospedale Ca' Foncello; Treviso Italy
| | | | - Francesco Bonechi
- Division of Cardiology; Ospedale San Giuseppe; Empoli-Fucecchio Italy
| | | | - Anna Toso
- Division of Cardiology; Ospedale Misericordia e Dolce; Prato Italy
| | - Federico Piscione
- Department of Medicine and Surgery; University of Salerno; Salerno Italy
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Bogun M, Inzucchi SE. Inpatient management of diabetes and hyperglycemia. Clin Ther 2013; 35:724-33. [PMID: 23688537 DOI: 10.1016/j.clinthera.2013.04.008] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2013] [Accepted: 04/19/2013] [Indexed: 01/09/2023]
Abstract
Illness, particularly when severe, leads to increased concentrations of counter-regulatory factors which induce insulin resistance and predispose patients to stress hyperglycemia. Elevated glucose concentrations are common in hospitalized patients, both those with as well as without recognized diabetes. Substantial data has emerged over the past decade that quality glucose management in these individuals actually improves clinical outcomes. Controlling glucose in this setting is challenging, given the phenotypic variability amongst patients, with fluctuating courses of acute illnesses and unpredictable nutritional schedules. We review the evidence basis that has informed national standards and glucose targets in both critically and non-critically ill patients. In the intensive care setting, insulin infusions are now widely endorsed to quickly achieve and maintain glucose control. On the hospital wards, physiological subcutaneous insulin therapy, incorporating both basal and nutritional components, is emerging as the optimal treatment strategy. The transition to outpatient care is another important aspect of any hospital glycemic management program.
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Affiliation(s)
- Magdalena Bogun
- Section of Endocrinology, Yale University School of Medicine, New Haven, CT 06520-8056, USA
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Kerry C, Mitchell S, Sharma S, Scott A, Rayman G. Diurnal temporal patterns of hypoglycaemia in hospitalized people with diabetes may reveal potentially correctable factors. Diabet Med 2013; 30:1403-6. [PMID: 23756250 DOI: 10.1111/dme.12256] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2013] [Revised: 04/23/2013] [Accepted: 06/06/2013] [Indexed: 01/23/2023]
Abstract
AIM To determine whether diurnal temporal variations in hypoglycaemic frequency occur in hospitalized patients. METHODS Hypoglycaemic events were identified in a snapshot bedside audit of capillary blood glucose results from diabetes charts of all inpatients receiving insulin or a sulphonylurea (with or without insulin) on 2 days separated by 6 weeks. Additionally, capillary blood glucose measurements were remotely captured over 2 months, in the same category of patients, and analysed for temporal patterns. Hypoglycaemia was defined as 'severe' when the capillary blood glucose was < 3.0 mmol/l and 'mild' when the capillary blood glucose was between 3.0 and 3.9 mmol/l. RESULTS The bedside audit found that 74% of those audited experienced a hypoglycaemia event. Eighty-three per cent of all hypoglycaemic events and 70% of severe events were recorded between 21.00 and 09.00 h. This was confirmed in the longer duration remote monitoring study where 70% of all hypoglycaemic events and 66% of severe events occurred between 21.00 and 09.00 h. CONCLUSION Hypoglycaemia occurs more frequently between 21.00 and 09.00 h in hospitalized patients receiving treatments that can cause hypoglycaemia. This may be related to insufficient carbohydrate intake during this period, and is potentially preventable by changes in catering practice.
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Affiliation(s)
- C Kerry
- The Diabetes Centre, Ipswich Hospital, Ipswich, UK
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Hypoglycemia is associated with increased mortality in patients with acute decompensated liver cirrhosis. J Crit Care 2013; 29:316.e7-12. [PMID: 24332992 DOI: 10.1016/j.jcrc.2013.11.002] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2013] [Revised: 10/22/2013] [Accepted: 11/04/2013] [Indexed: 02/07/2023]
Abstract
PRINCIPALS The liver plays an important role in glucose metabolism, in terms of glucolysis and gluconeogenesis. Several studies have shown that hyperglycemia in patients with liver cirrhosis is associated with progression of the liver disease and increased mortality. However, no study has ever targeted the influence of hypoglycemia. The aim of this study was to assess the association of glucose disturbances with outcome in patients presenting to the emergency department with acute decompensated liver cirrhosis. METHODS Our retrospective data analysis comprised adult (≥ 16 years) patients admitted to our emergency department between January 1, 2002, and December 31, 2012, with the primary diagnosis of decompensated liver cirrhosis. RESULTS A total of 312 patients were eligible for study inclusion. Two hundred thirty-one (74.0%) patients were male; 81 (26.0%) were female. The median age was 57 years (range, 51-65 years). Overall, 89 (28.5%) of our patients had acute glucose disturbances; 49 (15.7%) of our patients were hypoglycemic and 40 (12.8%) were hyperglycemic. Patients with hypoglycemia were significantly more often admitted to the intensive care unit than hyperglycemic patients (20.4% vs 10.8%, P < .015) or than normoglycemic patients (20.4% vs 10.3%, P < .011), and they significantly more often died in the hospital (28.6% hypoglycemic vs 7.5% hyperglycemic, P < .024; 28.6% hypoglycemic vs 10.3% normoglycemic P < .049). Survival analysis showed a significantly lower estimated survival for hypoglycemic patients (36 days) than for normoglycemic patients (54 days) or hyperglycemic patients (45 days; hypoglycemic vs hyperglycemic, P < .019; hypoglycemic vs normoglycemic, P < .007; hyperglycemic vs normoglycemic, P < .477). CONCLUSION Hypoglycemia is associated with increased mortality in patients with acute decompensated liver cirrhosis. It is not yet clear whether hypoglycemia is jointly responsible for the increased short-term mortality of patients with acute decompensated liver cirrhosis or is only a consequence of the severity of the disease or the complications.
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Gholap N, Davies MJ, Mostafa SA, Squire I, Khunti K. A simple strategy for screening for glucose intolerance, using glycated haemoglobin, in individuals admitted with acute coronary syndrome. Diabet Med 2012; 29:838-43. [PMID: 22417234 DOI: 10.1111/j.1464-5491.2012.03643.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Glucose intolerance is common but often remains undiagnosed and untreated in people with acute coronary syndrome. The best approach to screening for glucose intolerance post-acute coronary syndrome remains debated. The World Health Organization has recently advocated the use of HbA(1c) in diagnosing Type 2 diabetes. A screening strategy using HbA(1c) as the preferred test would be pragmatic and improve early detection and management of glucose intolerance in acute coronary care practice. In this commentary, we discuss the relevant literature and guidelines in this area and propose a simple and pragmatic algorithm based on the use of HbA(1c) to screen for glucose intolerance during and after admission with acute coronary syndrome.
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Affiliation(s)
- N Gholap
- Department of Health Sciences, University of Leicester, Leicester, UK.
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Mansour AA, Wanoose HL. Acute Phase Hyperglycemia among Patients Hospitalized with Acute Coronary Syndrome: Prevalence and Prognostic Significance. Oman Med J 2011; 26:85-90. [PMID: 22043390 DOI: 10.5001/omj.2011.22] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2010] [Accepted: 12/12/2010] [Indexed: 01/08/2023] Open
Abstract
OBJECTIVES Regardless of diabetes status, hyperglycemia on arrival for patients presenting with acute coronary syndrome, has been associated with adverse outcomes including death. The aim of this study is to look at the frequency and prognostic significance of acute phase hyperglycemia among patients attending the coronary care unit with acute coronary syndrome over the in-hospital admission days. METHODS The study included 287 consecutive patients in the Al-Faiha Hospital in Basrah (Southern Iraq) during a one year period from December 2007 to November 2008. Patients were divided into two groups with respect to admission plasma glucose level regardless of their diabetes status (those with admission plasma glucose of <140 mg/dl (7.8 mmol/L) and those equal to or more than that). Acute phase hyperglycemia was defined as a non-fasting glucose level equal to or above 140 mg/dl (7.8 mmol/L) regardless of past history of diabetes. RESULTS Sixty one point seven percent (177) of patients were admitted with plasma glucose of ³140 mg/dl (7.8 mmol/L). There were no differences were found between both groups regarding the mean age, qualification, and smoking status, but males were predominant in both groups. A family history of diabetes, and hypertension, were more frequent in patients with plasma glucose of ³140 mg/dl (7.8 mmol/L). There were no differences between the two groups regarding past history of ischemic heart disease, stroke, lipid profile, troponin-I levels or type of acute coronary syndrome. Again heart failure was more common in the admission acute phase hyperglycemia group, but there was no difference regarding arrhythmia, stroke, or death. Using logistic regression with heart failure as the dependent variable we found that only the admission acute phase hyperglycemia (OR=2.1344, 95% CI=1.0282-4.4307; p=0.0419) was independently associated with heart failure. While male gender, family history of diabetes mellitus, hypertension and diabetes were not independently associated with heart failure. CONCLUSION Admission acute phase hyperglycemia of ³140 mg/dl (7.8 mmol/L) was associated with heart failure in this study.
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Timmer JR, Hoekstra M, Nijsten MWN, van der Horst ICC, Ottervanger JP, Slingerland RJ, Dambrink JHE, Bilo HJG, Zijlstra F, van 't Hof AWJ. Prognostic value of admission glycosylated hemoglobin and glucose in nondiabetic patients with ST-segment-elevation myocardial infarction treated with percutaneous coronary intervention. Circulation 2011; 124:704-11. [PMID: 21768543 DOI: 10.1161/circulationaha.110.985911] [Citation(s) in RCA: 183] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND In nondiabetic patients with ST-segment-elevation myocardial infarction, acute hyperglycemia is associated with adverse outcome. Whether this association is due merely to hyperglycemia as an acute stress response or whether longer-term glycometabolic derangements are also involved is uncertain. It was our aim to determine the association between both acute and chronic hyperglycemia (hemoglobin A(₁c) [HbA(₁c)]) and outcome in nondiabetic patients with ST-segment-elevation myocardial infarction. METHODS AND RESULTS This observational study included consecutive patients (n=4176) without known diabetes mellitus admitted with ST-segment-elevation myocardial infarction. All patients were treated with primary percutaneous intervention. Both glucose and HbA(1c) were measured on admission. Main outcome measure was total long-term mortality; secondary outcome measures were 1-year mortality and enzymatic infarct size. One-year mortality was 4.7%, and mortality after total follow-up (3.3 ± 1.5 years) was 10%. Both elevated HbA(1c) levels (P<0.001) and elevated admission glucose (P<0.001) were associated with 1-year and long-term mortality. After exclusion of early mortality (within 30 days), HbA(₁c) remained associated with long-term mortality (P<0.001), whereas glucose lost significance (P=0.09). Elevated glucose, but not elevated HbA(₁c), was associated with larger infarct size. After multivariate analysis, HbA(₁c) (hazard ratio, 1.2 per interquartile range; P<0.01), but not glucose, was independently associated with long-term mortality. CONCLUSIONS In nondiabetic patients with ST-segment-elevation myocardial infarction, both elevated admission glucose and HbA(₁c) levels were associated with adverse outcome. Both of these parameters reflect different patient populations, and their association with outcome is probably due to different mechanisms. Measurement of both parameters enables identification of these high-risk groups for aggressive secondary risk prevention.
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Affiliation(s)
- Jorik R Timmer
- Department of Cardiology, Isala Klinieken, Groot Wezenland 20, 8011 JW Zwolle, The Netherlands
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Abstract
Hyperglycemia is a common occurrence in hospitalized patients, and several studies have shown a strong association between hyperglycemia and the risk of complications, prolonged hospitalization, and death for patients with and without diabetes. Past studies have shown that glucose management in the intensive care setting improves clinical outcomes by reducing the risk of multiorgan failure, systemic infection, and mortality, and that the importance of hyperglycemia also applies to noncritically ill patients. Based on several past observational and interventional studies, aggressive control of blood glucose had been recommended for most adult patients with critical illness. Recent randomized controlled trials, however, have shown that aggressive glycemic control compared to conventional control with higher blood glucose targets is associated with an increased risk of hypoglycemia and may not result in the improvement in clinical outcomes. This review aims to give an overview of the evidence for tight glycemic control (blood glucose targets <140 mg/dL), the evidence against tight glycemic control, and the updated recommendations for the inpatient management of diabetes in the critical care setting and in the general wards.
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Affiliation(s)
- Dawn Smiley
- Department of Medicine, Emory University School of Medicine, 49 Jesse Hill Jr. Dr. SE, Atlanta, GA 30303, USA.
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The appearance of dermcidin isoform 2, a novel platelet aggregating agent in the circulation in acute myocardial infarction that inhibits insulin synthesis and the restoration by acetyl salicylic acid of its effects. J Thromb Thrombolysis 2010; 31:13-21. [DOI: 10.1007/s11239-010-0515-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Smiley D, Rhee M, Peng L, Roediger L, Mulligan P, Satterwhite L, Bowen P, Umpierrez GE. Safety and efficacy of continuous insulin infusion in noncritical care settings. J Hosp Med 2010; 5:212-7. [PMID: 20394026 PMCID: PMC3733451 DOI: 10.1002/jhm.646] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND Continuous insulin infusion (CII) to manage hyperglycemia is the accepted standard of care in the intensive care unit (ICU); however, the safety and efficacy of CII in the non-ICU setting has not been determined. RESEARCH DESIGN AND METHODS This is a retrospective analysis of 200 consecutive patients receiving CII while admitted to general medical-surgical units at Emory University Hospital. We evaluated clinical outcomes and rates of hyperglycemia (blood glucose [BG] >200 mg/dL) and hypoglycemia (BG <60 mg/dL) events during CII. RESULTS A total of 200 patients (age 52 +/- 16 years; male/female [M/F] 108/92) were admitted to general medicine (45%) or surgery (55%) services, 88.5% with history of diabetes and 41% treated with corticosteroids. The mean BG prior to and during the CII was 323 mg/dL and 170 mg/dL, respectively. Blood glucose of <or=150 mg/dL was the targeted goal in 85% of patients and 67% achieved a BG <or=150 mg/dL by hospital day 2. Hypoglycemia (BG <60 mg/dL) occurred at least once in 22% of patients, and severe hypoglycemia (BG <40 mg/dL) occurred in 5% of patients. Multivariate regression analyses showed that nutrition status during CII was associated with increased frequency of hyperglycemia and hypoglycemia. Compared to patients kept nil per os (NPO), oral intake during CII increased rates of hyperglycemic (P = 0.012) and hypoglycemic events (P = 0.035). CONCLUSIONS CII resulted in rapid and sustained glycemic control and a rate of hypoglycemic events similar to that reported in recent ICU trials. The rates of hypoglycemic and hyperglycemic events are significantly higher in patients allowed to eat during CII.
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Affiliation(s)
- Dawn Smiley
- Department of Medicine, Emory University School of Medicine, Atlanta, Georgia 30303, USA.
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The influence of stress hyperglycaemia on the prognosis of patients with acute myocardial infarction and temporary electrical cardiac pacing. SRP ARK CELOK LEK 2010; 138:430-5. [DOI: 10.2298/sarh1008430s] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Introduction. Elevated glucose levels on admission in many emergency conditions, including acute myocardial infarction (AMI), have been identified as a predictor of hospital mortality. Objective. Since there are no data in the literature related to stress hyperglycaemia (SH) in patients with both AIM and temporary electrical cardiac pacing, we aimed to investigate the influence of stress hyperglycaemia on the prognosis of patients with AMI and temporary electrical cardiac pacing. Methods. The prospective study included 79 patients with diagnosed AMI with ST-segment elevation (STEMI), admitted to the Coronary Care Unit of the Clinic for Cardiovascular Diseases, Clinical Centre Nis, from 2004 to 2007, who were indicated for temporary electrical cardiac pacing. The blood was sampled on admission for lab analysis, glucose levels were determined (as well as markers of myocardial necrosis - troponin I, CK-MB). Echocardiographic study was performed and ejection fraction was evaluated by using area length method. Results. The ROC analysis indicated that the best glycaemic level on admission, which could be used as a predictor of mortality, was 10.00 mmol/l, and the area under the curve was 0.82. In the group without SH, hospital mortality was 3-fold lower 11/48 (22.91%) compared to the group with SH 19/31 (61.29%), p<0.0001. Patients with SH were more likely to have higher troponin levels, Killip >1, lower ejection fraction and heart rate, as well as systolic blood pressure. Conclusion. The best cut-off value for SH in patients with AMI (STEMI) and temporary electrical cardiac pacing is 10 mmol/l (determined by ROC curve) and may be used in risk stratification; patients with glucose levels <10 mmol/l on admission are at 3-fold lower risk compared to those with glucose levels >10 mml/l. Our results suggest that SH is a more reliable marker of poor outcome in AMI patients with temporary pace maker, without previously diagnosed DM.
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Current literature in diabetes. Diabetes Metab Res Rev 2009; 25:i-xii. [PMID: 19405078 DOI: 10.1002/dmrr.973] [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] [Indexed: 11/06/2022]
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