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Jones KE, Petersen MC, Markov AM, Salam M, Krutilova P, McKee AM, Bohnert KL, Adamson SE, McGill JB. Breath Acetone Correlates With Capillary β-hydroxybutyrate in Type 1 Diabetes. J Diabetes Sci Technol 2025:19322968251334640. [PMID: 40260699 PMCID: PMC12014577 DOI: 10.1177/19322968251334640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/24/2025]
Abstract
BACKGROUND Breath acetone (BrACE) is an end product of ketone metabolism that is measurable by noninvasive breath ketone analyzers. We assessed the correlation between capillary blood β-hydroxybutyrate (BOHB) and BrACE in people with type 1 diabetes during 14 days of outpatient care with and without dapagliflozin treatment and during supervised insulin withdrawal studies with and without dapagliflozin. METHODS In this randomized crossover study, participants completed two 14-day outpatient periods with or without dapagliflozin 10 mg daily. Each 14-day unsupervised outpatient period was followed by a 1-day supervised insulin withdrawal study. Paired BOHB and BrACE measurements were obtained 3 times daily during outpatient periods, then hourly during supervised insulin withdrawal. The correlation between BrACE and BOHB was assessed by Spearman's ρ. RESULTS Twenty people with type 1 diabetes completed the study. During outpatient periods, BrACE and BOHB were moderately correlated (n = 1425 paired readings; ρ = .41; 95% CI = 0.36 to 0.45; P < .0001). However, BrACE and BOHB were strongly correlated during insulin withdrawal (n = 246 paired values, ρ = .81; 95% CI = 0.77 to 0.85). In ROC analysis, BrACE > 5 ppm demonstrated optimal sensitivity (93%) and specificity (87%) for detecting capillary BOHB ≥ 1.5 mmol/L. No serious adverse events occurred. CONCLUSIONS In adults with type 1 diabetes, measurement of breath acetone provides a noninvasive estimate of blood BOHB concentration. The correlation between BrACE and BOHB was suboptimal during unsupervised outpatient care, but was strong during supervised insulin withdrawal. TRIAL REGISTRATION clinicaltrials.gov (NCT05541484).
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Affiliation(s)
- Kai E. Jones
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Max C. Petersen
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Alexander M. Markov
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Maamoun Salam
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Petra Krutilova
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Alexis M. McKee
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Kathryn L. Bohnert
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Samantha E. Adamson
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Janet B. McGill
- Division of Endocrinology, Metabolism & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
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Addisu ZD, Demsie DG, Beyene DA, Tafere C. Prevalence of in-hospital mortality among adult patients with diabetic ketoacidosis in Ethiopia: a systematic review and meta-analysis of observational studies. FRONTIERS IN CLINICAL DIABETES AND HEALTHCARE 2025; 6:1501167. [PMID: 40265138 PMCID: PMC12011865 DOI: 10.3389/fcdhc.2025.1501167] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Accepted: 03/13/2025] [Indexed: 04/24/2025]
Abstract
Background Diabetic ketoacidosis (DKA) is one of the most common life-threatening acute metabolic complications of diabetes, typically associated with disability, mortality, and significant health costs for all societies. In Ethiopia, available studies on in-hospital mortality rates of people living with DKA have shown high variability. Therefore, this systematic review and meta-analysis aims to summarize and provide quantitative estimates of the prevalence of in-hospital mortality among adult people living with DKA treated in Ethiopian hospitals. Methodology A systematic literature search was conducted using MEDLINE, Embase, Google Scholar, Web of Science, and Africa-specific databases. Data were extracted in a structured format prepared using Microsoft Excel. The extracted data were exported to R software Version 4.3.0 for analysis. The I2 test was used to check the heterogeneity between primary studies with a corresponding 95% confidence interval (CI). Based on the test result, a random-effects meta-analysis model was used to estimate Der Simonian and Laird's pooled effect on in-hospital mortality. Result The review included a total of 5 primary studies. The pooled prevalence of in-hospital mortality among people living with DKA who received treatment in Ethiopia hospitals was found to be 7% (95% CI: 1-12). Most of the included studies reported that nonadherence to insulin treatment followed by infection was the most common triggering factor for the development of DKA. Conclusion The prevalence of in-hospital mortality among people living with DKA was found to be 7%. This figure is unacceptably high compared to other published reports. Nonadherence to insulin treatment or antidiabetic medication and infection were identified as precipitating factors for developing DKA. Therefore, measures must be taken to improve medication adherence and decrease in-hospital mortality by providing ongoing health education on medication usage, effective in-hospital management of hyperglycemia, and increased access to high-quality care. Systematic review registration https://www.crd.york.ac.uk/prospero/, identifier CRD42023432594.
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Affiliation(s)
- Zenaw Debasu Addisu
- Department of Clinical Pharmacy, College of Medicine and Health Sciences, Bahir University, Bahir Dar, Amhara, Ethiopia
| | - Desalegn Getnet Demsie
- Department of Pharmacology, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Amhara, Ethiopia
| | - Dessale Abate Beyene
- Department of Pharmacy, College of Medicine and Health Sciences, Debre Birhan University, Debre Birhan, Amhara, Ethiopia
| | - Chernet Tafere
- Department of Pharmaceutics, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Amhara, Ethiopia
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3
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Akele MA, Murugan R, Mulugeta F, Tegegne TA. Treatment outcome of diabetic ketoacidosis and its determinants among children admitted to hospitals in northwest Ethiopia in 2021: A retrospective cross-sectional study. Arch Pediatr 2025:S0929-693X(25)00075-2. [PMID: 40199693 DOI: 10.1016/j.arcped.2024.11.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 11/17/2024] [Accepted: 11/24/2024] [Indexed: 04/10/2025]
Abstract
BACKGROUND Diabetic ketoacidosis (DKA) remains a leading cause of death among children in developing countries. OBJECTIVES To assess the treatment outcome of DKA and its determinants among children admitted to hospitals in northwest Ethiopia. METHODS An institutional-based, retrospective cross-sectional study was conducted among 240 children with DKA. We collected 5-year data by reviewing patient charts using a checklist. Bivariate and multivariate models were used to determine the association of the independent variables with the outcome variable. After multivariate regression, a value of p < 0.05 was considered statistically significant. RESULT Of the 240 children with DKA included in the study, 86.7 % recovered and 13.3 % died. Respiratory tract infections (adjusted odds ratio [AOR] = 3.5; 95 % confidence interval [CI]: 1.2-10), sepsis (AOR = 4.9; 95 % CI: 1.45-16.57), cerebral edema (AOR = 5.89; 95 % CI: 1.56-22.3), renal failure (AOR = 3.6; 95 % CI:1.06-12.45), hyponatremia (AOR = 4; 95 % CI:1.02-16.1), hypernatremia (AOR = 7.4; 95 % CI:1.29-42.08), dehydration (AOR = 4; 95 % CI: 1.15-14.03), and not receiving potassium replacement therapy (AOR = 7.4; 95 % CI: 1.29-42.08) were factors significantly associated with death. CONCLUSION In this study, the overall mortality of children with DKA was 13.3 %. The major factors associated with death were dehydration, hyponatremia or hypernatremia, respiratory tract infections, sepsis, renal failure, and cerebral edema. Thus, early diagnosis and treatment of these factors are necessary to decrease mortality in children with DKA.
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Affiliation(s)
| | - Rajalakshmi Murugan
- Dr. Rajalakshmi Murugan, School of Nursing and Midwifery, Addis Ababa University, Addis Ababa, Ethiopia
| | - Feven Mulugeta
- Dr. Rajalakshmi Murugan, School of Nursing and Midwifery, Addis Ababa University, Addis Ababa, Ethiopia
| | - Tamalew Alemie Tegegne
- Feven Mulugeta, School of Nursing and Midwifery, Addis Ababa University, Addis Ababa, Ethiopia; Tamalew Alemie Tegegne, Department of Nursing, Dilla University, Dilla, Ethiopia
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4
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Suzuki Y, Miya A, Nakamura A, Handa T, Kameda H, Atsumi T. Perception of hyper-/hypoglycemia and its related factors in type 2 diabetes: a continuous glucose monitoring-based prospective observational study. Diabetol Int 2025; 16:385-393. [PMID: 40166446 PMCID: PMC11954784 DOI: 10.1007/s13340-025-00803-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Accepted: 01/23/2025] [Indexed: 04/02/2025]
Abstract
Aims Underestimating hyper-/hypoglycemia or failure to perceive hyperglycemia hinders optimal glucose management in diabetes care. Our study investigated individuals who, while aware of their hyper-/hypoglycemia, may not perceive them as problematic. Also, we clarified the factors contributing to discrepancies between these individuals' perceptions and the objective measurements. Materials and methods This study was a prospective observational study comprising 284 Japanese individuals with type 2 diabetes who underwent ambulatory blinded professional continuous glucose monitoring (CGM) and self-administered the Diabetes Treatment Satisfaction Questionnaire (DTSQ). Individuals with a time above range (TAR; > 180 mg/dL) ≥ 25% and those who answered 0 ("never") or + 1 ("almost never") for the frequency of hyperglycemia in the DTSQ were defined as having no-perception of hyperglycemia. Individuals with a time below range (TBR; < 70 mg/dL) ≥ 4% with an answer of 0 or + 1 for the frequency of hypoglycemia were labeled as having no-perception of hypoglycemia. Multivariate logistic regression analysis was performed to analyze clinical characteristics associated with the discrepancies between failure to perceive hyper-/hypoglycemia and TAR ≥ 25% or TBR ≥ 4%. Results Insulin-use (odds ratio [OR] = 0.29, p < 0.05) and older age (OR = 1.05, p < 0.05) were independent determinants of no-perception of hyperglycemia. Low eGFR was an independent determinant of no-perception of hypoglycemia (OR = 0.94, p < 0.05). Conclusions No-insulin-use, being an older adult, and renal dysfunction are linked to the discrepancy between the perception of hyper-/hypoglycemia and actual blood glucose. These results will help create personalized diabetes care.
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Affiliation(s)
- Yuka Suzuki
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
| | - Aika Miya
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
| | - Akinobu Nakamura
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
| | - Takahisa Handa
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
| | - Hiraku Kameda
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
| | - Tatsuya Atsumi
- Department of Rheumatology, Endocrinology and Nephrology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo, 060-8638 Japan
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Carter JW, Whaley PM, Gutierrez GC, Fowler AL, Attridge RL, Hughes DW, Hargrove KL. Balanced Fluids Versus Normal Saline for Initial Fluid Resuscitation in Adults With Diabetic Ketoacidosis. J Pharm Pract 2025; 38:225-230. [PMID: 39151184 DOI: 10.1177/08971900241273278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2024]
Abstract
Background: Normal saline (NS) has been the choice fluid for volume resuscitation in diabetic ketoacidosis (DKA) for decades. Large volume resuscitation with NS can lead to hyperchloremic metabolic acidosis and is associated with a higher incidence of major adverse kidney events compared to balanced fluids (BF). Objective: Compare safety and effectiveness of fluid resuscitation with BF vs NS in adult patients with DKA. Methods: Single-center retrospective cohort study evaluated patients who received NS or BF for DKA treatment between July 2020 and August 2021. Primary endpoint was time to DKA resolution. Secondary endpoints included time to anion gap ≤12, HCO3 ≥15 and ≥18 mmol/L, acute kidney injury, and hospital and intensive care unit length of stay. Results: 110 patients were included (NS 55% (n = 60), BF 45% (n = 50)). Time to DKA resolution was faster in patients who received BF vs NS (13 (10 - 19) hours vs 17 (11 - 25) hours, P = 0.02). Treatment with NS was associated with a longer time to resolution of DKA when adjusted for initial bicarbonate and AKI at admission. Conclusion: BF was associated with a shorter time to DKA resolution compared to NS.
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Affiliation(s)
- Justin W Carter
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
| | - Patrick M Whaley
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
| | - G Christina Gutierrez
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
| | - Amanda L Fowler
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
| | | | - Darrel W Hughes
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
| | - Kristi L Hargrove
- University Health System, San Antonio, TX, USA
- UT Health San Antonio, San Antonio, TX, USA
- The University of Texas at Austin College of Pharmacy, Pharmacotherapy Division Pharmacy Building, Austin, TX, USA
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6
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Vandervelden C, Lockee B, Barnes M, Tallon EM, Williams DD, Kahkoska A, Cristello Sarteau A, Patton SR, Sonabend RY, Kohlenberg JD, Clements MA. Predicting and Ranking Diabetic Ketoacidosis Risk Among Youth with Type 1 Diabetes with a Clinic-to-Clinic Transferrable Machine Learning Model. Diabetes Technol Ther 2025; 27:271-282. [PMID: 39761067 DOI: 10.1089/dia.2024.0484] [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] [Indexed: 01/07/2025]
Abstract
Aim: To use electronic health record (EHR) data to develop a scalable and transferrable model to predict 6-month risk for diabetic ketoacidosis (DKA)-related hospitalization or emergency care in youth with type 1 diabetes (T1D). Method: To achieve a sharable predictive model, we engineered features using EHR data mapped to the T1D Exchange Quality Improvement Collaborative's (T1DX-QI) data schema used by 60+ U.S. diabetes centers and chose a compact set of 15 features (e.g., demographics, factors related to diabetes management, etc.) to yield "explainable AI" predictions for DKA risk on a 6-month horizon. We used an ensemble of gradient-boosted, tree-based models trained on data collected from September 1, 2017 to November 1, 2022 (3097 unique patients; 24,638 clinical encounters) from a tertiary care pediatric diabetes clinic network in the Midwest USA. Results: We rank-ordered the top 10, 25, 50, and 100 highest-risk youth in an out-of-sample testing set, which yielded an average precision of 0.96, 0.81, 0.75, and 0.70, respectively. The lift of the model (relative to random selection) for the top 100 individuals is 19. The model identified average time between DKA episodes, time since the last DKA episode, and T1D duration as the top three features for predicting DKA risk. Conclusions: Our DKA risk model effectively predicts youths' relative risk of experiencing hospitalization for DKA and is readily deployable to other diabetes centers that map diabetes data to the T1DX-QI schema. This model may facilitate the development of targeted interventions for youths at the highest risk for DKA. Future work will add novel features such as device data, social determinants of health, and diabetes self-management behaviors.
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Affiliation(s)
| | - Brent Lockee
- Children's Mercy Kansas City, Endocrinology, Kansas City, Missouri, USA
| | - Mitchell Barnes
- Children's Mercy Kansas City, Endocrinology, Kansas City, Missouri, USA
| | - Erin M Tallon
- Children's Mercy Kansas City, Endocrinology, Kansas City, Missouri, USA
| | - David D Williams
- Children's Mercy Kansas City, Endocrinology, Kansas City, Missouri, USA
| | - Anna Kahkoska
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Division of Endocrinology and Metabolism, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- UNC Center for Aging and Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Angelica Cristello Sarteau
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | | | - Rona Y Sonabend
- Texas Children's Hospital, Baylor College of Medicine, Houston, Texas, USA
| | - Jacob D Kohlenberg
- Division of Diabetes, Endocrinology and Metabolism, University of Minnesota, Minneapolis, MN
| | - Mark A Clements
- Children's Mercy Kansas City, Endocrinology, Kansas City, Missouri, USA
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7
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Alali SA, Ghulam SA, Bukhamsin KA, Nas KA, Alhashim A, AlMoaber D, Al-Khalifah M, Almarzooq E, Alshaikh AHA, AlHowdar SM, Alhammad BA. Comparative Analysis of Diabetic Ketoacidosis in Adults With Type 1 and Type 2 Diabetes Mellitus: Insights From a Saudi Arabian Cohort. J Obes 2025; 2025:3964619. [PMID: 40177219 PMCID: PMC11964707 DOI: 10.1155/jobe/3964619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Accepted: 02/19/2025] [Indexed: 04/05/2025] Open
Abstract
Background: Diabetic ketoacidosis (DKA) is a life-threatening complication commonly seen in Type 1 diabetes mellitus (T1DM) but also affects Type 2 diabetes mellitus (T2DM). Objectives: To compare the clinical presentation, biochemical parameters, and precipitating factors of DKA in adult patients with T1DM and T2DM. Methodology: This retrospective cohort study was conducted at King Salman Hospital, Riyadh, involving medical records of diabetic patients aged 14 years or older who attended the Diabetic Center from September 1, 2021, to August 1, 2022. Data collection included sociodemographic, clinical, biochemical, and management details using a standardized checklist. Results: The study included 285 patients with DKA, aged 14-70 years (mean: 23.1 ± 11.5 years), with 52.5% being male. The most common symptoms were nausea (91.1%), abdominal pain (86.1%), vomiting (83.6%), polyuria/polydipsia (74.1%), and shortness of breath (72.4%). Vomiting and abdominal pain were more frequent in T1DM (85.9% and 88.3%) compared to T2DM (65.6% and 68.8%), p=0.004 and 0.003, respectively, while dizziness was more common in T2DM (56.3% vs. 33.2%), p=0.011. Uric acid and creatinine levels were significantly higher in T2DM, whereas hemoglobin and hematocrit were elevated in T1DM. Poor compliance was the most common precipitating factor (70.2%), followed by upper respiratory tract infection (21.1%) and inadequate treatment (15.6%). Conclusion: This study highlights key differences in DKA presentation between T1DM and T2DM. While symptoms such as nausea and abdominal pain were common in both types, vomiting was more frequent in T1DM and dizziness in T2DM. Biochemical markers such as uric acid and creatinine were elevated in T2DM, while hemoglobin and hematocrit were higher in T1DM. Poor compliance was a more common precipitating factor in T1DM, whereas inadequate treatment prevailed in T2DM. Tailored management approaches for each diabetes type may improve DKA outcomes.
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Affiliation(s)
- Sadiq A. Alali
- Diabetologist Consultant, King Fahad Hospital, Al Hofuf, Eastern Province, Saudi Arabia
| | - Saqib A. Ghulam
- Endocrinologist Consultant, King Salman Hospital, Riyadh, Riyadh Province, Saudi Arabia
| | - Khlood A. Bukhamsin
- Diabetologist Consultant, King Fahad Hospital, Al Hofuf, Eastern Province, Saudi Arabia
| | - Khadijah Al Nas
- Diabetologist Consultant, Eastern Health Cluster, Dammam, Eastern Province, Saudi Arabia
| | - Aliaa Alhashim
- Diabetologist Consultant, King Fahad Hospital, Al Hofuf, Eastern Province, Saudi Arabia
| | - Danna AlMoaber
- Diabetologist Consultant, King Salman Hospital, Riyadh, Riyadh Province, Saudi Arabia
| | - Maryam Al-Khalifah
- Family Medicine Consultant, Al-Ahsa Health Cluster, Al Hofuf, Eastern Province, Saudi Arabia
| | - Ebtehal Almarzooq
- Family Medicine Consultant, Al-Ahsa Health Cluster, Al Hofuf, Eastern Province, Saudi Arabia
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8
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Sebastian-Valles F, Tapia-Sanchiz MS, Navas-Moreno V, Lopez-Ruano M, Martínez-Otero C, Carrillo-López E, Sager La Ganga C, Raposo-López JJ, Amar S, González-Castañar S, Von Wernitz Teleki A, Del Arco C, Arranz-Martín JA, Marazuela M. Chronic treatment with SGLT-2 inhibitors is associated with ICU admission and disease severity in patients with diabetic ketoacidosis: a propensity score-matched cohort study. Intern Emerg Med 2025; 20:431-440. [PMID: 39556290 DOI: 10.1007/s11739-024-03813-2] [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: 07/25/2024] [Accepted: 10/28/2024] [Indexed: 11/19/2024]
Abstract
SGLT-2 inhibitors (SGLT-2i) are linked to a higher risk of diabetic ketoacidosis (DKA). However, it is still unclear whether the severity of SGLT-2i associated DKA is higher. This is a retrospective cohort study with patients admitted for DKA at a tertiary hospital (2013-2024). Patients were matched by propensity score for age, sex, diabetes duration, type, and ischemic heart disease. ICU admission risk and clinical severity were compared between SGLT-2i users and controls. The matched sample included 105 subjects (35 SGLT-2i users, 70 controls). The average age was 63.1 ± 15.4 years, and 40 (38.1%) patients were women. ICU admission was higher in the treatment group (65.7% versus 24.6%, p < 0.001). A conditional logistic regression showed higher risk of ICU admission in the treatment group (odds ratio 12.7, 95% confidence interval 1.9-84.3, p = 0.009) after adjusting for confounding factors. The treatment group exhibited less favorable blood gas results (pH 7.10 ± 0.17 vs 7.18 ± 0.16, p = 0.024) and shorter symptom duration (2 [1-3] vs 3 [2-7] days, p < 0.002). No significant differences were found in diabetes type, ketonemia, creatinine, or DKA precipitating factors. DKA in patients with diabetes treated with SGLT-2i is associated with more severe acidosis with quicker onset, leading to higher risk of ICU admission compared to patients not receiving this treatment. We recommend temporary discontinuation of SGLT-2i during any acute event until resolution, regardless of diabetes type or the patient's glycemic control.
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Affiliation(s)
- Fernando Sebastian-Valles
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain.
| | - Maria Sara Tapia-Sanchiz
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Victor Navas-Moreno
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Marta Lopez-Ruano
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Carmen Martínez-Otero
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Elena Carrillo-López
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Carolina Sager La Ganga
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Juan José Raposo-López
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Selma Amar
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Sara González-Castañar
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | | | - Carmen Del Arco
- Emergency Department, Hospital Universitario de La Princesa, Madrid, Spain
| | - Jose Alfonso Arranz-Martín
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
| | - Mónica Marazuela
- Department of Endocrinology and Nutrition, Universidad Autónoma de Madrid, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria de La Princesa, Diego de León 62, 28005, Madrid, Spain
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9
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Caldwell T, Walton S, Long B. Is Subcutaneous Insulin Administration Safe and Effective for the Treatment of Mild to Moderate Diabetic Ketoacidosis? Ann Emerg Med 2025; 85:273-275. [PMID: 39641681 DOI: 10.1016/j.annemergmed.2024.10.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Revised: 10/25/2024] [Accepted: 10/28/2024] [Indexed: 12/07/2024]
Affiliation(s)
- Thomas Caldwell
- Department of Emergency Medicine, San Antonio Uniformed Services Health Education Consortium, Fort Sam Houston, TX
| | - Steven Walton
- Department of Emergency Medicine, San Antonio Uniformed Services Health Education Consortium, Fort Sam Houston, TX; Uniformed Services University of the Health Sciences School of Medicine, Bethesda, MD
| | - Brit Long
- Department of Emergency Medicine, San Antonio Uniformed Services Health Education Consortium, Fort Sam Houston, TX; Uniformed Services University of the Health Sciences School of Medicine, Bethesda, MD
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10
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Agozzino F, De Falco T, Villa A. SGLT-2 inhibitors and diabetic ketoacidosis. Intern Emerg Med 2025; 20:337-340. [PMID: 39865209 DOI: 10.1007/s11739-025-03862-1] [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: 11/19/2024] [Accepted: 01/06/2025] [Indexed: 01/28/2025]
Affiliation(s)
- Francesco Agozzino
- Department of Internal Medicine, Ospedale Fatebenefratelli, ASST Fatebenefratelli-Sacco, Piazzale Principessa Clotilde n 3, 20121, Milan, Italy.
| | - Teresa De Falco
- Department of Internal Medicine, Ospedale Fatebenefratelli, ASST Fatebenefratelli-Sacco, Piazzale Principessa Clotilde n 3, 20121, Milan, Italy
| | - Antonio Villa
- Department of Internal Medicine, Ospedale Fatebenefratelli, ASST Fatebenefratelli-Sacco, Piazzale Principessa Clotilde n 3, 20121, Milan, Italy
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11
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Lim BL, Lee WF, Chung YEL, Lee B, Loo KV. Subcutaneous fast-acting insulin analogues ± long-acting insulin vs IV insulin infusion in DKA: updated meta-analysis of randomised trials. Endocrine 2025; 87:920-932. [PMID: 39414709 DOI: 10.1007/s12020-024-04071-0] [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: 08/10/2024] [Accepted: 10/06/2024] [Indexed: 10/18/2024]
Abstract
BACKGROUND Diabetic ketoacidosis (DKA) is often treated with intravenous regular insulin infusion (IVRII). Subcutaneous fast-acting insulin analogues (FAIAs); either alone or combined with subcutaneous long-acting insulin (LAI); might be useful to treat DKA. Our meta-analysis updated on their benefits and safety in DKA. METHODS We searched major electronic databases for randomised trials on subcutaneous FAIAs ± subcutaneous LAI vs IVRII in DKA. Primary outcomes were all-cause in-hospital mortality, time to resolution of DKA and hyperglycemia, in-hospital DKA recurrence and hospital readmission for DKA post-discharge. Secondary outcomes included resource utilisation and patient satisfaction. Safety outcomes were adverse events. Reviewers assessed risk of bias and quality of evidence using GRADE. We performed a priori subgroup and trial sequential analyses on primary outcomes. RESULTS Seven trials enrolled 351 mainly adult patients (255/351) with mild to moderate DKA. No trials studied subcutaneous FAIA and subcutaneous LAI. Their risk of bias was high or unclear in several domains. No all-cause in-hospital mortality and DKA recurrence were reported. No trial investigated hospital readmission for DKA post-discharge. There was no difference in mean time to resolution of DKA (mean difference = -0.70, 95% CI -2.18 to 0.79 h, p = 0.36) or hyperglycemia [blood glucose < 250 mg/dL (13.9 mmol/L)] (mean difference = -0.17, 95% CI -1.10 to 0.76 h, p = 0.72) between subcutaneous FAIA and IVRII groups. There were largely no subgroup effects. Both groups had similar secondary outcomes. Hypoglycemia was the most common adverse event. Quality of evidence was low to very-low for all outcomes. The only possible trial sequential analysis for time to resolution of DKA was inconclusive. CONCLUSIONS There was low- to very-low quality evidence that subcutaneous FAIA did not affect patient-centered outcomes in mainly adult patients with mild to moderate DKA compared to IVRII.
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Affiliation(s)
- Beng Leong Lim
- Emergency Department, Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore.
| | - Wei Feng Lee
- Emergency Department, Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
| | - Yan Ee Lynette Chung
- Emergency Department, Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
| | - Berlin Lee
- Emergency Department, Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
| | - Kee Vooi Loo
- Emergency Department, Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
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Alsabri M, Rath S, Okaruefe CO, Yoo P, Aziz MM, Shehada W, Abdelrahman ST, Carr LA. Diabetic Ketoacidosis in Pediatric Emergency Medicine: Risk Factors, Myths, and Evidence-Based Management of Complications. CURRENT EMERGENCY AND HOSPITAL MEDICINE REPORTS 2025; 13:6. [DOI: https:/doi.org/10.1007/s40138-025-00311-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/10/2025] [Indexed: 04/10/2025]
Abstract
Abstract
Purpose
Diabetic ketoacidosis (DKA) is a common condition among type 1 diabetics, commonly affecting those below the age of 20.
Methods
A comprehensive literature search was conducted in databases like PubMed to identify primary studies conducted in children with DKA. Finally, 79 studies were included for qualitative synthesis.
Results
The disease is characterized by acute-onset metabolic and pathological derangements, necessitating immediate intervention. With the rising incidence, concerns have been emerging regarding the disparities in the presentation and treatment of DKA among different countries with inequitable resources. Within its management lies the common misconceptions, both among patients and primary physicians, prohibiting an optimistic approach to the disease. Pediatric children in particular need specialized treatment and care during an episode of DKA due to its long-term cognitive and neurological sequelae. Hence, efforts have been undertaken to ensure minimization of neurological damage when treating DKA. While guidelines are in place for treatment of DKA, there are considerable differences in their protocols across different regions.
Conclusion
It is imperative to analyze recent evidence and continually update treatment guidelines for DKA. Additionally, maximal efforts need to be taken to bridge the gap between different nations, allowing accessibility to equitable resources to all.
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Griffey RT, Schneider RM, Girardi M, LaRossa G, Yeary J, Lehmkuhl M, Suarez D, Ancona R, Kaser T, Cruz-Bravo P. Assessment of Patient Satisfaction Among Patients Treated With Intravenous vs Subcutaneous Insulin for Diabetic Ketoacidosis. J Am Coll Emerg Physicians Open 2025; 6:100020. [PMID: 40012662 PMCID: PMC11852661 DOI: 10.1016/j.acepjo.2024.100020] [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: 08/15/2024] [Revised: 10/22/2024] [Accepted: 11/01/2024] [Indexed: 02/28/2025] Open
Abstract
Objectives We previously implemented the subcutaneous (SQ) insulin in diabetic ketoacidosis (DKA) (SQuID) protocol, demonstrating safe, effective treatment of low to moderate (LTM) severity DKA in a non-intensive care unit setting. SQuID replaces intravenous (IV) insulin with SQ injections and reduces glucose checks from hourly to every 2 hours. We are not aware of any data on patient satisfaction with treatment in DKA. Our objective was to compare satisfaction in patients treated with IV insulin to that in patients treated with the SQ protocol. Methods We conducted a cross-sectional study in an urban academic hospital (March 2023 to March 2024) of emergency department patients treated for LTM DKA with SQ or IV insulin. Patients were contacted by phone in the hospital after the resolution of DKA. We used the validated 21-item Diabetic Treatment Satisfaction Questionnaire-Inpatient tool (DTSQ-IP) using 7-tier Likert-style options (0 = negative; 6 = positive) to assess patient satisfaction with treatment. We computed the DTSQ-IP composite treatment satisfaction score (using 15 of the 21 items), assessing differences between groups. Results Of the 60 patients contacted, 52 (87%) completed the questionnaire. Median DTSQ-IP satisfaction scores for SQuID and IV insulin patients were 86.0 (IQR, 79.0, 88.0) and 81.0 (IQR, 77.0, 88.0), respectively. We found no difference in satisfaction between groups (difference 5.0; 95% CI, -3.0, 10.0). Conclusion In this single-center study, patient satisfaction with DKA care was high, with no differences observed between patients treated with SQ vs IV insulin protocols. This is the first study we are aware of on patient satisfaction with treatment in DKA or treatment with SQ insulin. Though the sample size is small, these findings suggest that patient satisfaction should not represent a barrier to the implementation of SQ protocols for LTM severity DKA.
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Affiliation(s)
- Richard T. Griffey
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Ryan M. Schneider
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Margo Girardi
- Division of Hospital Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Gina LaRossa
- Division of Hospital Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Julianne Yeary
- Barnes-Jewish Hospital Emergency Department, St. Louis, Missouri, USA
| | - Michael Lehmkuhl
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Dan Suarez
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Rachel Ancona
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Taylor Kaser
- Departments of Emergency Medicine and Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Paulina Cruz-Bravo
- Division of Endocrinology, Washington University School of Medicine, St. Louis, Missouri, USA
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Bharti D, Selvam S, Sharma N, Dutta P, Pannu AK. Balanced crystalloid (Sterofundin) vs. normal saline for diabetic ketoacidosis: a prospective intervention trial with historical controls. QJM 2025; 118:79-86. [PMID: 39180713 DOI: 10.1093/qjmed/hcae169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2024] [Revised: 08/05/2024] [Indexed: 08/26/2024] Open
Abstract
BACKGROUND Fluid therapy with normal saline (NS) in diabetic ketoacidosis (DKA) can cause hyperchloremic acidosis and delay DKA resolution. Balanced crystalloids may address this concern, though results with Ringer lactate and Plasma-Lyte have been mixed. AIM This study aimed to compare the effectiveness of Sterofundin (SF) vs. NS in the management of DKA. METHODS A prospective, intervention trial with historical controls was conducted at the Postgraduate Institute of Medical Education and Research, Chandigarh, India. Patients aged 13 years or older with DKA were enrolled. The primary outcome was the time taken to DKA resolution, with a predefined superiority margin of a one-fourth reduction in resolution time. Secondary outcomes included total intravenous fluid and short-acting regular insulin requirements, the need for 0.45% saline, hospital stay duration and in-hospital mortality. RESULTS A total of 150 patients (mean age 36.8 years, 56.7% males) were included, with 75 receiving SF (intervention group) and 75 receiving NS (historical control group). The SF group showed a significantly shorter mean time to DKA resolution (13.8 ± 6.0 h) compared to the NS group (18.1 ± 5.5 h; P < 0.001). SF patients required less total intravenous fluid (4500 vs. 6000 ml; P = 0.004), less insulin (98 units vs. 112 units; P = 0.017) and had a lower need for 0.45% saline (8% vs. 74.3%; P < 0.001). Patients receiving SF had shorter hospital stays (4 [interquartile range, IQR 3-5] days vs. 4 [IQR 4-6] days; P = 0.020). Mortality rates were similar between the groups (SF: 9.3%, NS: 8.1%; P = 0.791). CONCLUSION SF may be a superior alternative to NS for fluid therapy in DKA.
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Affiliation(s)
- D Bharti
- Department of Internal Medicine, Postgraduate Institute of Medical Education and Research, Nehru Hospital, Chandigarh 160012, India
| | - S Selvam
- Department of Internal Medicine, Postgraduate Institute of Medical Education and Research, Nehru Hospital, Chandigarh 160012, India
| | - N Sharma
- Department of Internal Medicine, Postgraduate Institute of Medical Education and Research, Nehru Hospital, Chandigarh 160012, India
| | - P Dutta
- Department of Endocrinology, Postgraduate Institute of Medical Education and Research, Nehru Hospital Extension, Chandigarh 160012, India
| | - A K Pannu
- Department of Internal Medicine, Postgraduate Institute of Medical Education and Research, Nehru Hospital, Chandigarh 160012, India
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Jones KE, Petersen MC, Markov AM, Salam M, Krutilova P, McKee AM, Bohnert KL, Adamson SE, McGill JB. Breath Acetone Correlates with Capillary β-hydroxybutyrate in Type 1 Diabetes. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.01.30.25321320. [PMID: 39974120 PMCID: PMC11838673 DOI: 10.1101/2025.01.30.25321320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Background Breath acetone (BrACE) is an end product of ketone metabolism that is measurable by noninvasive breath ketone analyzers. We assessed the correlation between capillary blood β-hydroxybutyrate (BOHB) and BrACE in people with type 1 diabetes (T1D) during 14 days of outpatient care with and without dapagliflozin treatment and during supervised insulin withdrawal studies with and without dapagliflozin. Methods In this randomized crossover study, participants completed 14-day two outpatient periods with or without dapagliflozin 10 mg daily. Each 14-day unsupervised outpatient period was followed by a one-day supervised insulin withdrawal study. Paired BOHB and BrACE measurements were obtained three times daily during outpatient periods, then hourly during supervised insulin withdrawal. The correlation between BrACE and BOHB was assessed by Spearman's ρ. Results Twenty people with T1D completed the study. During outpatient periods, BrACE and BOHB were moderately correlated (n=1425 paired readings; ρ = 0.41; 95% CI: 0.36 to 0.45; P < 0.0001). However, BrACE and BOHB were strongly correlated during insulin withdrawal (n=246 paired values, ρ = 0.81; 95% CI: 0.77 to 0.85). In ROC analysis, BrACE > 5 ppm demonstrated optimal sensitivity (93%) and specificity (87%) for detecting capillary BOHB ≥ 1.5 mmol/L. No serious adverse events occurred. Conclusions In adults with T1D, measurement of breath acetone provides a noninvasive estimate of blood BOHB concentration. The correlation between BrACE and BOHB was suboptimal during unsupervised outpatient care, but was strong during supervised insulin withdrawal.Trial registration: clinicaltrials.gov (NCT05541484).
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Affiliation(s)
- Kai E. Jones
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Max C. Petersen
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Alexander M. Markov
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Maamoun Salam
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Petra Krutilova
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Alexis M. McKee
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Kathryn L. Bohnert
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Samantha E. Adamson
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Janet B. McGill
- Division of Endocrinology, Metabolism, & Lipid Research, Washington University School of Medicine, St. Louis, MO, USA
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Ruttinger F, Schwarz C, Funk GC, Lindner G, Edlinger R, Auinger M, Stulnig T. Predictors of 7-day mortality in critically ill patients with hyperglycemic crisis : A single center retrospective analysis. Wien Klin Wochenschr 2025:10.1007/s00508-024-02489-0. [PMID: 39809976 DOI: 10.1007/s00508-024-02489-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2024] [Accepted: 11/27/2024] [Indexed: 01/16/2025]
Abstract
AIM/HYPOTHESIS The main aim of the study was to identify point of care available laboratory and clinical predictors of 7‑day mortality in critically ill patients with a hyperglycemic crisis. METHODS A retrospective study of 990 patients with the first hospitalization due to hyperglycemia was performed. Patients were classified as having diabetic ketoacidosis (DKA) or being in a hyperosmolar hyperglycemic state (HHS) according to the recommendations of the American Diabetes Association (ADA). Patients not fulfilling the ADA criteria for DKA or HHS were summarized in a third group (unclassifiable hyperglycemia, UCH). The primary outcome was 7‑day mortality, potentially relevant factors were analyzed as secondary outcomes. RESULTS Overall, the 7‑day mortality was 7.5%, with no significant differences between DKA (7.8%), HHS (14.5%) and UCH (6.1%). Blood lactate levels were significantly higher in nonsurvivors than survivors in all three groups (mean level of 6.3 mmol/l vs. 3.4 mmol/l in DKA, 5.3 mmol/l vs. 3.1 mmol/l in HHS, 5 mmol/l vs. 2.5 mmol/l in UCH). Measured and calculated osmolality were significantly higher in nonsurvivors in the DKA group (measured osmolality 359 mosmol/kg vs. 338 mosmol/kg, calculated osmolality 315 mosmol/kg vs. 305 mosmol/kg) and patients with UCH (354 mosmol/kg vs. 325 mosmol/kg; 315 mosmol/kg vs. 298 mosmol/kg) but not in patients with HHS. Survival analysis for the DKA group showed no significant differences in 7‑day mortality when patients were compared by the ADA criteria of severity (severe, moderate, or mild). Patients with elevated calculated osmolality (> 320 mosmol/kg) and lactate (> 4 mmol/l) had the lowest 7‑day survival rate (66.7%). CONCLUSION/INTERPRETATION Our data showed that elevated lactate levels were associated with higher mortality in all types of hyperglycemic crises.
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Affiliation(s)
- Fabian Ruttinger
- Department of Medicine III and Karl Landsteiner Institute for Metabolic Diseases and Nephrology, Klinik Hietzing, Vienna, Austria.
| | - Christoph Schwarz
- Department of Internal Medicine 1, Cardiology, Nephrology and Intensive Care, Pyhrn-Eisenwurzenklinikum Steyr, Steyr, Austria
| | - Georg-Christian Funk
- Klinik Ottakring, Karl-Landsteiner-Institute for Lung Research and Pulmonary Oncology, Vienna, Austria
| | - Gregor Lindner
- Department of Emergency Medicine, Kepler Universitätsklinikum GmbH, Johannes-Kepler-Universität, Linz, Austria
- Department of Emergency Medicine, Inselspital, University Hospital Bern, Bern, Switzerland
| | - Roland Edlinger
- Department of Medicine III and Karl Landsteiner Institute for Metabolic Diseases and Nephrology, Klinik Hietzing, Vienna, Austria
| | - Martin Auinger
- Department of Medicine III and Karl Landsteiner Institute for Metabolic Diseases and Nephrology, Klinik Hietzing, Vienna, Austria
| | - Thomas Stulnig
- Department of Medicine III and Karl Landsteiner Institute for Metabolic Diseases and Nephrology, Klinik Hietzing, Vienna, Austria
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Mitiku Yigazu D, Lema M, Bekele F, Tesfaye Daka D, Samuel D, Addisu N. Diabetic ketoacidosis treatment outcomes and its associated factors among adult patients with diabetes mellitus admitted to public hospitals in Nekemte Town, Ethiopia: a cross-sectional study. FRONTIERS IN CLINICAL DIABETES AND HEALTHCARE 2025; 5:1446543. [PMID: 39877829 PMCID: PMC11772411 DOI: 10.3389/fcdhc.2024.1446543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 11/25/2024] [Indexed: 01/31/2025]
Abstract
Background Diabetic ketoacidosis (DKA) is a serious and acute complication of diabetes mellitus. In Ethiopia, the mortality associated with acute diabetes complications ranges from 9.8% to 12%. Despite this, there is limited information on the clinical outcomes of DKA in our study location. Therefore, this study aimed to assess the magnitude and associated factors of DKA treatment outcomes among adult patients with diabetes admitted to public hospitals in Nekemte Town, Ethiopia. Objective To assess the DKA treatment outcomes and their associated factors among adult patients with diabetes admitted to public hospitals in Nekemte Town. Methods A 5-year cross-sectional study was conducted using a systematic random sampling technique among 201 patients from 1 July to 31 August 2023. DKA treatment outcomes were assessed at discharge. Pharmacists collected data by reviewing patient charts using Kobo Toolbox software. The data were then exported to SPSS Version 27 for analysis. Both bivariable and multivariable logistic regression analyses were performed. Variables with a P-value < 0.25 in the bivariable logistic regression were entered into the multivariable regression analysis to control for potential confounders. An adjusted odds ratio with a 95% confidence interval was used to identify predictors of treatment outcomes. A P-value < 0.05 was considered significant in the multivariable analysis. Result Complete data was available for 201 patients admitted with DKA. The majority, 178 (88.6%), improved and were discharged. Independent predictors of DKA recovery were comorbidities [AOR: 3.45, 95% CI: 1.33, 9.72], admission Glasgow Coma Scale (GCS) score (<8) [AOR: 2.74, 95% CI: 1.02, 7.34], random blood glucose (RBS) (≥ 500) [AOR: 3.07 (95% CI: 1.12, 8.39)], and urine ketones (≥ +3) [AOR: 3.24, 95% CI: 1.18, 8.88]. Conclusion and recommendation Most of the treated patients with DKA were discharged with improvement. Comorbidity, admission GCS, RBS, and urine ketones were independently associated with DKA recovery. In general, significant consideration should be given to DKA prevention, early detection, and appropriate hospital management.
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Affiliation(s)
- Daniel Mitiku Yigazu
- Department of Clinical Pharmacy, School of Pharmacy, Institute of Health Sciences, Wallaga University, Nekemte, Ethiopia
| | - Matiyos Lema
- Department of Public Health, Institute of Health Sciences, Wallaga University, Nekemte, Ethiopia
| | - Firomsa Bekele
- Department of Clinical Pharmacy, School of Pharmacy, Institute of Health Sciences, Wallaga University, Nekemte, Ethiopia
| | - Dawit Tesfaye Daka
- Department of Pediatrics and Neonatal Nursing, School of Pharmacy Nursing and Midwifery, Institute of Health Sciences, Wallaga University, Nekemte, Ethiopia
| | - Dagim Samuel
- Department of Pharmacology, School of Pharmacy, Wallaga University, Nekemte, Ethiopia
| | - Nigatu Addisu
- Department of Clinical Pharmacy, School of Pharmacy, Institute of Health Sciences, Wallaga University, Nekemte, Ethiopia
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Bitar G, Sibai BM, Chen HY, Nazeer SA, Chauhan SP, Blackwell S, Fishel Bartal M. Trends and Outcomes among Pregnancy and Nonpregnancy-Related Hospitalizations with Diabetic Ketoacidosis. Am J Perinatol 2025; 42:164-170. [PMID: 38806155 DOI: 10.1055/a-2334-8692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/30/2024]
Abstract
OBJECTIVE The study's primary objective was to evaluate adverse outcomes among reproductive-age hospitalizations with diabetic ketoacidosis (DKA), comparing those that are pregnancy-related versus nonpregnancy-related and evaluating temporal trends. STUDY DESIGN We conducted a retrospective cross-sectional study using the National Inpatient Sample to identify hospitalizations with DKA among reproductive-age women (15-49 years) in the United States (2016-2020). DKA in pregnancy hospitalizations was compared with DKA in nonpregnant hospitalizations. Adverse outcomes evaluated included mechanical ventilation, coma, seizures, renal failure, prolonged hospital stay, and in-hospital death. Multivariable Poisson regression models with robust error variance were used to estimate adjusted relative risk (aRR) and 95% confidence interval (CI). Annual percent change (APC) was used to calculate the change in DKA rate over time. RESULTS Among 35,210,711 hospitalizations of reproductive-age women, 447,600 (1.2%) were hospitalized with DKA, and among them, 13,390 (3%) hospitalizations were pregnancy-related. The rate of nonpregnancy-related DKA hospitalizations increased over time (APC = 3.8%, 95% CI = 1.5-6.1). After multivariable adjustment, compared with pregnancy-related hospitalizations with DKA, the rates of mechanical ventilation (aRR = 1.56, 95% CI = 1.18-2.06), seizures (aRR = 2.26, 95% CI = 1.72-2.97), renal failure (aRR = 2.26, 95% CI = 2.05-2.50), coma (aRR = 2.53, 95% CI = 1.68-3.83), and in-hospital death (aRR = 2.38, 95% CI = 1.06-5.36) were higher among nonpregnancy-related hospitalizations with DKA. CONCLUSION A nationally representative sample of hospitalizations indicates that over the 5-year period, the rate of nonpregnancy-related DKA hospitalizations increased among reproductive age women, and a higher risk of adverse outcomes was observed when compared with pregnancy-related DKA hospitalizations. KEY POINTS · Over 5 years, the rate of pregnancy-related DKA hospitalizations was stable.. · Over 5 years, the rate of nonpregnancy-related DKA hospitalizations increased.. · There is a higher risk of adverse outcomes with DKA outside of pregnancy..
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Affiliation(s)
- Ghamar Bitar
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Baha M Sibai
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Han-Yang Chen
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Sarah A Nazeer
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Suneet P Chauhan
- Delaware Center of Maternal-Fetal Medicine of ChristianaCare, Newark, Delaware
| | - Sean Blackwell
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
| | - Michal Fishel Bartal
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology, and Reproductive Sciences, McGovern Medical School, The University of Texas Health Science Center at Houston, Houston, Texas
- Department of Obstetrics and Gynecology, Sheba Medical Center, Tel Hashomer, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
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19
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Griffey RT, Schneider RM, Girardi M, LaRossa G, Yeary J, Frawley L, Ancona R, Kaser T, Suarez D, Cruz-Bravo P. SQuID (subcutaneous insulin in diabetic ketoacidosis): Clinician acceptability. Acad Emerg Med 2025; 32:54-60. [PMID: 39313955 DOI: 10.1111/acem.15019] [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: 05/28/2024] [Revised: 08/27/2024] [Accepted: 08/28/2024] [Indexed: 09/25/2024]
Abstract
BACKGROUND We previously implemented the SQuID protocol (subcutaneous insulin in diabetic ketoacidosis [DKA]) demonstrating safe, effective treatment of low- to moderate-severity DKA in a non-intensive care unit setting. Since success and sustainability of interventions rely on staff buy-in, we assessed acceptability of SQuID among emergency department (ED) and inpatient clinicians. METHODS We conducted a cross-sectional study in an urban academic hospital (March 2023-November 2023), surveying ED nurses (RNs) and physicians (MDs) and floor RNs and MDs treating patients on SQuID via emailed survey links. Clinicians could only take the survey once. We used Sekhon's Theoretical Framework of Acceptability, validated for staff acceptability of a new intervention, assessing eight domains with 5-point Likert responses. Clinicians were asked about prior experience with SQuID, and we assessed ED MD and RN preference (SQuID vs. intravenous [IV] insulin). Surveys included free-text boxes for comments. We present descriptive statistics including proportions with 95% confidence interval and medians with interquartile ranges (IQRs) and conducted thematic analysis of free-text comments. RESULTS Our overall response rate (107/133) was 80% (34/42 ED RNs, 13/16 floor RNs, 47/57 ED MDs, 13/17 floor MDs), with first-time users of SQuID ranging from 7.7% (hospitalist MDs) to 35.3% (ED RNs) of participants. ED clinicians preferred SQuID over IV insulin (67% vs. 12%, 21% no preference). Acceptability was high across all domains and clinician types (median 4, IQR 4-5). Overall percentage of positive responses (4s and 5s) across domains was 92% (ED RNs [89%], floor RNs [89%], ED MDs [97%], floor MDs [87%]). We identified several themes among participant comments. CONCLUSIONS Acceptability was high across clinician types; 65% of ED clinicians preferred SQuID to IV insulin. Clinicians liked SQuID (affective attitude), found it easy to use (burden), were confident in its use (self-efficacy), felt that it improved outcomes (perceived effectiveness), found that it was fair to patients (ethicality), found that it made sense (intervention coherence), and found that it did not interfere with other activities (opportunity cost).
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Affiliation(s)
- Richard T Griffey
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Ryan M Schneider
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Margo Girardi
- Division of Hospital Medicine, Internal Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Gina LaRossa
- Division of Hospital Medicine, Internal Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Julianne Yeary
- Barnes-Jewish Hospital Emergency Department, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Laura Frawley
- Barnes-Jewish Hospital Emergency Department, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Rachel Ancona
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Taylor Kaser
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Dan Suarez
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Paulina Cruz-Bravo
- Endocrinology, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
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20
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Griffey RT, Schneider RM, Girardi M, LaRossa G, Yeary J, Lehmkuhl M, Frawley L, Ancona R, Kaser T, Suarez D, Cruz-Bravo P. SQuID (subcutaneous insulin in diabetic ketoacidosis) II: Clinical and operational effectiveness. Acad Emerg Med 2025; 32:61-71. [PMID: 39308229 DOI: 10.1111/acem.15020] [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: 05/31/2024] [Revised: 08/10/2024] [Accepted: 08/23/2024] [Indexed: 01/14/2025]
Abstract
OBJECTIVE We previously demonstrated safe treatment of low- to moderate-severity (LTM) diabetic ketoacidosis (DKA) using the SQuID protocol (subcutaneous insulin in DKA) in a non-intensive care unit (ICU) observation setting, with decreased emergency department length of stay (EDLOS). Here, we expand eligibility to include sicker patients and admission to a regular medical floor and collected more detailed clinical data in a near-real-time fashion. METHODS This is a real-world, prospective, observational cohort study in an urban academic hospital (March 4, 2023-March 4, 2024). LTM DKA patients were treated with IV insulin (floor or ICU) or on SQuID. We compare fidelity (time to glargine and dextrose-containing fluids), safety (rescue dextrose for hypoglycemia), effectiveness (time to anion gap closure, time on protocol), and operational efficiency (time to bed request, EDLOS, and ICU admission rate since implementation of the protocol). RESULTS Of 84 patients with LTM DKA, 62 (74%) of were treated with SQuID and 22 (26%) with IV insulin. Fidelity was high in both groups. Rescue dextrose was required in five (8%) versus four (18%) patients, respectively (difference 9%, -31% to 10%). Compared to the IV insulin group, time to anion gap was 1.4 h shorter (95% CI -3.4 to 0.2 h) and time on protocol was 10.4 h shorter (95% CI -22.3 to -5.0 h) in SQuID patients. Median EDLOS was lower in the SQuID cohort 9.8 h (IQR 6.0-13.6) than the IV floor cohort 18.3 h (IQR 13.4-22.0 h), but longer than the overall IV insulin cohort. Since inception of SQuID, ICU admission rate in LTM DKA has decreased from 54% to under 21%. CONCLUSIONS In this single-center study, we observed excellent fidelity, equivalent or superior safety, and clinical and operational effectiveness with SQuID compared to IV insulin. The SQuID protocol has become the de facto default pathway for treatment of LTM DKA. Since inception of SQuID, ICU admissions in LTM DKA have decreased 33%.
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Affiliation(s)
- Richard T Griffey
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Ryan M Schneider
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Margo Girardi
- Department of Medicine, Division of Hospital Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Gina LaRossa
- Department of Medicine, Division of Hospital Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Julianne Yeary
- Barnes-Jewish Hospital Emergency Department, St. Louis, Missouri, USA
| | - Michael Lehmkuhl
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Laura Frawley
- Barnes-Jewish Hospital Emergency Department, St. Louis, Missouri, USA
| | - Rachel Ancona
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Taylor Kaser
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Dan Suarez
- Department of Emergency Medicine, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
| | - Paulina Cruz-Bravo
- Endocrinology, Washington University in St. Louis School of Medicine, St. Louis, Missouri, USA
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21
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Messina N, Anderson Z, Saravis L, Jimenez G, Plowman K, Harrington D. Revisiting Diabetic Ketoacidosis (DKA) Fluid Management: Should Normal Saline Be Used? Cureus 2025; 17:e77739. [PMID: 39981474 PMCID: PMC11839305 DOI: 10.7759/cureus.77739] [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] [Accepted: 01/08/2025] [Indexed: 02/22/2025] Open
Abstract
Background Diabetic ketoacidosis (DKA) is a common and serious complication of diabetes, often requiring hospitalization and intensive care. Fluid resuscitation is a cornerstone of DKA management, with traditional guidelines recommending isotonic normal saline (NS) for initial volume replacement. Recent studies, however, suggest that large volumes of NS may lead to undesirable outcomes such as hyperchloremic metabolic acidosis. This study investigates the effects of large-volume NS resuscitation on clinical outcomes in DKA management, comparing it to other fluids, such as lactated Ringers (LR). Objective To evaluate whether large-volume resuscitation with isotonic normal saline (NS) is associated with prolonged ICU length of stay (LOS), increased time on insulin infusion, and higher rates of non-anion gap metabolic acidosis in patients with DKA. Materials and methods This was a single-center, retrospective, observational study conducted at Naples Comprehensive Healthcare System. We reviewed electronic medical records of patients diagnosed with DKA, defined by pH <7.3, bicarbonate <18, and anion gap >12. The primary outcome was ICU LOS, and secondary outcomes included overall length of stay, insulin infusion duration after DKA resolution, and incidence of non-anion gap metabolic acidosis after DKA resolution. Patients were grouped by the amount of NS received during resuscitation: 0L, 1L, 2L, and ≥3L. Statistical analyses included analysis of variance (ANOVA), t-tests, and chi-square tests to compare outcomes between groups. Results A total of 109 patients were included in the study. The mean age was 51.34 years, and the cohort consisted of 43.1% females and 56.9% males. There was no significant difference in ICU LOS between patients who received 0L and 1L of NS. However, patients who received 2L (p=0.0249) and ≥3L (p=0.00065) had significantly longer ICU LOS compared to those who received 0L of NS. No significant difference in overall LOS was also observed across all groups (p=0.894). Patients who received ≥3L of NS had a significantly longer duration of insulin infusion compared to those who received 0L (p=0.0101) after DKA anion gap closure while a significant increase in the incidence of non-anion gap acidosis after DKA resolution was observed in patients receiving ≥2L of NS (p=0.0000). Conclusion This study suggests that large-volume resuscitation with isotonic NS in DKA patients is associated with increased ICU length of stay, prolonged insulin infusion, and a higher incidence of non-anion gap metabolic acidosis. These findings support the use of balanced crystalloids, such as lactated Ringers, for initial resuscitation in DKA patients, as they may reduce the risk of complications related to hyperchloremia and improve clinical outcomes. Further prospective studies are needed to confirm these findings and guide fluid management protocols in DKA.
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Affiliation(s)
- Noelle Messina
- Graduate Medical Education Internal Medicine Residency, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
| | - Zackary Anderson
- Graduate Medical Education Internal Medicine Residency, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
| | - Lauren Saravis
- Graduate Medical Education Internal Medicine Residency, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
| | - Glendy Jimenez
- Graduate Medical Education Internal Medicine Residency, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
| | - Keegan Plowman
- Graduate Medical Education Pulmonary and Critical Care Residency, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
| | - Doug Harrington
- Division of Pulmonary Critical Care Medicine, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
- NCH Internal Medicine Residency Program, Naples Comprehensive Health (NCH) Healthcare System, Naples, USA
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22
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ElSayed NA, McCoy RG, Aleppo G, Balapattabi K, Beverly EA, Early B, Bruemmer D, Echouffo-Tcheugui JB, Ekhlaspour L, Garg R, Khunti K, Lal R, Lingvay I, Matfin G, Pandya N, Pekas EJ, Pilla SJ, Polsky S, Segal AR, Seley JJ, Selvin E, Stanton RC, Bannuru RR. 6. Glycemic Goals and Hypoglycemia: Standards of Care in Diabetes-2025. Diabetes Care 2025; 48:S128-S145. [PMID: 39651981 PMCID: PMC11635034 DOI: 10.2337/dc25-s006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2024]
Abstract
The American Diabetes Association (ADA) "Standards of Care in Diabetes" includes the ADA's current clinical practice recommendations and is intended to provide the components of diabetes care, general treatment goals and guidelines, and tools to evaluate quality of care. Members of the ADA Professional Practice Committee, an interprofessional expert committee, are responsible for updating the Standards of Care annually, or more frequently as warranted. For a detailed description of ADA standards, statements, and reports, as well as the evidence-grading system for ADA's clinical practice recommendations and a full list of Professional Practice Committee members, please refer to Introduction and Methodology. Readers who wish to comment on the Standards of Care are invited to do so at professional.diabetes.org/SOC.
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23
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Jozwiak M, Hayes MM, Canet E, Lautrette A, Duroyon MM, Molinari N, Jung B. Management of diabetic keto-acidosis in adult patients admitted to intensive care unit: an ESICM-endorsed international survey. Crit Care 2024; 28:408. [PMID: 39695701 DOI: 10.1186/s13054-024-05190-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2024] [Accepted: 11/25/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND Guidelines for diabetic ketoacidosis (DKA) management are limited, resulting in varied practices. This study assessed Intensive Care Unit (ICU) admission criteria, fluid resuscitation, insulin therapy, and metabolic management in adult patients with DKA. METHODS An international survey of ICU clinicians consisted of 39 items that focused on management of DKA and was endorsed by the European Society of the Intensive Care Medicine. An experienced ICU was defined as a unit admitting > 20 patients with DKA per year. RESULTS A total of 522 respondents from 57 different countries participated: 295(57%) worked in Europe, 86(16%) in North America, 25(5%) in South America, 52(10%) in Africa, 52(10%) in Asia and 12(2%) in Oceania. Among respondents, 377(72%) worked in teaching hospitals, 355(68%) in medical-surgical ICUs, and 204(39%) in experienced ICUs. The pH value (< 7.20), arterial or venous bicarbonate concentration (< 15 mmol/L), and the need for continuous intravenous insulin (regardless of the dose) were considered criteria for ICU admission by 362(69%), 240(46%) and 264(51%) respondents, respectively. A protocol for fluid resuscitation was available for 290(63%) respondents, 135(29%) administered isotonic saline only, 173(38%) administered balanced solutions only, and 153(33%) administered both. A protocol for insulin therapy was available for 355(77%) respondents. An initial bolus of intravenous insulin was administered by 228(49%) respondents, 221(48%) used an initial continuous intravenous insulin dose of 0.1 UI/kg/h, 42(9%) used an initial predefined fixed dose, 159(35%) based the initial dose on blood glucose and 39(8%) on blood and/or urine ketones. Fluid choice and modalities of intravenous insulin administration did not differ between experienced and non-experienced ICUs. Intravenous insulin administration was more likely to be initiated upon ICU admission (57%vs.45%, p = 0.04) and less likely after initial fluid resuscitation (27%vs.35%, p = 0.04) in experienced ICUs. Arterial or venous pH was monitored by 408(90%) respondents. Arterial blood gases were favored by 236(52%) respondents and venous blood gases were more likely to be performed in experienced ICUs (30%vs.18%,p < 0.01). CONCLUSIONS The management of patients with DKA remains heterogeneous worldwide. Future randomized trials are needed, especially regarding fluid resuscitation and insulin therapy. Trial registrationNot applicable.
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Affiliation(s)
- Mathieu Jozwiak
- Service de Médecine Intensive-Réanimation, CHU de Nice Hôpital L'Archet 1, 151 Route Saint Antoine de Ginestière, 06200, Nice, France.
- Equipe 2 CARRES, UR2CA - Unité de Recherche Clinique Côte d'Azur, Université Côte d'Azur, Nice, France.
| | - Margaret M Hayes
- Division of Pulmonary, Critical Care and Sleep Medicine, Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, MA, USA
| | - Emmanuel Canet
- Service de Médecine Intensive-Réanimation, CHU de Nantes, Nantes, France
| | | | - Maël-Morvan Duroyon
- Department of Statistics, IMAG, CNRS, Univ Montpellier, CHU Montpellier, 34000, Montpellier, France
| | - Nicolas Molinari
- Department of Statistics, IMAG, CNRS, Univ Montpellier, CHU Montpellier, 34000, Montpellier, France
| | - Boris Jung
- Service de Médecine Intensive-Réanimation, CHU de Montpellier, Université de Montpellier, INSERM CNRS PhyMedExp, Montpellier, France
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Sebastian-Valles F, Von Wernitz Teleki AC, Tapia-Sanchiz MS, Navas-Moreno V, Lopez-Ruano M, Martinez-Otero C, Carrillo-López E, Sager-La Ganga C, Raposo-López JJ, Amar S, Castañar SG, Arranz-Martin JA, Del Arco C, Marazuela M. Factors associated with intensive care unit admission due to diabetic ketoacidosis in adults: a validated predictive model. Acta Diabetol 2024:10.1007/s00592-024-02421-y. [PMID: 39680130 DOI: 10.1007/s00592-024-02421-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 11/17/2024] [Indexed: 12/17/2024]
Abstract
OBJECTIVE The objective of this study was to develop a predictive model capable of determining the need for intensive care unit (ICU) admission of patients with diabetic ketoacidosis (DKA) during their assessment in the Emergency Department. METHODS This is an observational study of consecutive cases including all adult patients diagnosed with DKA at a tertiary hospital between 2010 and 2024. Variables from medical history, physical examination, and laboratory tests at admission were collected and studied for their association with ICU admission. The sample was divided into two randomized parts: one to build a logistic regression model and another to validate it. RESULTS Two hundred and thirty-one DKA events were included. Individuals had a mean age of 49.6 ± 19.9 years and 50.2% were male. Forty-eight point five percent of cases required ICU admission, and 30-day mortality was 4.8%. The best model to predict ICU admission included Glasgow Coma Scale (odds ratio [OR] = 0.64, p = 0.003), pH (OR = 0.0088, p = 0.005), bilirubin (OR = 0.13, p = 0.036), bicarbonate (OR = 0.0091, p = 0.013), and pH-bicarbonate interaction (OR = 3.78, p = 0.015). The model had an R2 of 0.561, and the area under the curve (AUC) in the validation cohort was 0.842. Internal validation by bootstrap resampling showed an AUC = 0.871. CONCLUSION Variables associated with the severity of acidosis in patients with DKA predict the need for ICU admission better and earlier than other clinical variables.
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Affiliation(s)
- Fernando Sebastian-Valles
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain.
| | | | - Maria Sara Tapia-Sanchiz
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Victor Navas-Moreno
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Marta Lopez-Ruano
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Carmen Martinez-Otero
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Elena Carrillo-López
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Carolina Sager-La Ganga
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Juan José Raposo-López
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Selma Amar
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Sara González Castañar
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Jose Alfonso Arranz-Martin
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
| | - Carmen Del Arco
- Emergency Department, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Madrid, Spain
| | - Mónica Marazuela
- Department of Endocrinology and Nutrition, Hospital Universitario de la Princesa, Universidad Autónoma de Madrid, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), C/Diego de Leon 62, 28006, Madrid, Spain
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Kong YW, Morrison D, Lu JC, Lee MH, Jenkins AJ, O'Neal DN. Continuous ketone monitoring: Exciting implications for clinical practice. Diabetes Obes Metab 2024; 26 Suppl 7:47-58. [PMID: 39314201 DOI: 10.1111/dom.15921] [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: 06/04/2024] [Revised: 08/09/2024] [Accepted: 08/20/2024] [Indexed: 09/25/2024]
Abstract
Diabetic ketoacidosis (DKA) is a life-threatening complication usually affecting people with type 1 diabetes (T1D) and, less commonly, people with type 2 diabetes. Early identification of ketosis is a cornerstone in DKA prevention and management. Current methods for ketone measurement by people with diabetes include capillary blood or urine testing. These approaches have limitations, including the need to carry testing strips that have a limited shelf life and a requirement for the user to initiate a test. Recent studies have shown the feasibility of continuous ketone monitoring (CKM) via interstitial fluid with a sensor inserted subcutaneously employing an enzymatic electrochemical reaction. Ketone readings can be updated every 5 minutes. In the future, one would expect that commercialized devices will incorporate alarms linked with standardized thresholds and trend arrows. Ideally, to minimize the burden on users, CKM functionality should be integrated with other devices used to implement glucose management, including continuous glucose monitors and insulin pumps. We suggest CKM provision to all at risk of DKA and recommend that the devices should be worn continuously. Those who may particularly benefit are individuals who have T1D, are pregnant, on medications such as sodium-glucose linked transporter (SGLT) inhibitors that increase DKA, people with recurrent DKA, those with T1D undertaking high intensity exercise, are socially or geographically isolated, or those on low carbohydrate diets. The provision of ketone profiles will provide important clinical insights that have previously been unavailable to people living with diabetes and their healthcare professionals.
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Affiliation(s)
- Yee Wen Kong
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
| | - Dale Morrison
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
| | - Jean C Lu
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
- Department of Diabetes and Endocrinology, St. Vincent's Hospital, Fitzroy, Victoria, Australia
| | - Melissa H Lee
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
- Department of Diabetes and Endocrinology, St. Vincent's Hospital, Fitzroy, Victoria, Australia
- Werribee Mercy Hospital, Werribee, Victoria, Australia
| | - Alicia J Jenkins
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
- Department of Diabetes and Endocrinology, St. Vincent's Hospital, Fitzroy, Victoria, Australia
- Australian Centre for Accelerating Diabetes Innovations, Melbourne, Victoria, Australia
- Baker Heart and Diabetes Institute, Melbourne, Victoria, Australia
| | - David N O'Neal
- Department of Medicine, University of Melbourne, Melbourne, Victoria, Australia
- Department of Diabetes and Endocrinology, St. Vincent's Hospital, Fitzroy, Victoria, Australia
- Werribee Mercy Hospital, Werribee, Victoria, Australia
- Australian Centre for Accelerating Diabetes Innovations, Melbourne, Victoria, Australia
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Golbets E, Sagy I, Ribak Z, Ben David R, Jotkowitz A, Schwarzfuchs D, Barski L. Clinical features and outcomes of patients diagnosed with diabetic ketoacidosis (DKA) who were hospitalized for conditions outside of internal medicine. J Diabetes Complications 2024; 38:108900. [PMID: 39476459 DOI: 10.1016/j.jdiacomp.2024.108900] [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: 04/13/2024] [Revised: 10/11/2024] [Accepted: 10/24/2024] [Indexed: 11/26/2024]
Abstract
AIMS To assess the clinical features and outcomes of patients diagnosed with DKA who were hospitalized for conditions outside of internal medicine. METHODS Retrospective analysis of admissions for DKA in adult patients between 2005 and 2022 at a tertiary hospital in Israel. Patients with DKA were stratified into medical vs non-medical groups, the primary outcome was in-hospital mortality. RESULTS 429 patients were included in the study, 385 patients (89.7 %) were treated by an internal medicine team, while 44 patients (10.3 %) were hospitalized with surgical or obstetrical conditions. Patients in the non-internal medicine group were older (52 ± 18.9 vs 43.6 ± 20.4, p < 0.005) and had higher rates of diabetes complications such as chronic ischemic heart disease (20.5 % vs. 4.2 %, p < 0.0001) and chronic kidney disease (50 % vs. 3.4 %, p < 0.001). Glucose level on presentation was lower for non-internal medicine patients (398 ± 221 mg/dL vs 551 ± 180 mg/dL) and outcomes of mechanical ventilation and length of hospitalization were more severe (29.5 % vs. 6 %, p < 0.001 and 8.0 vs. 3.0, p < 0.001). Multivariate analysis demonstrated that composite outcome of in-hospital mortality, ICU admission and longer hospitalization was more likely in the non-internal medicine group (OR 3.99, CI 1.89-8.4, p < 0.001). CONCLUSION DKA is a universal pathology that concerns various medical fields. It is essential for every clinician to be familiar with this condition. Patients diagnosed with DKA who were hospitalized for conditions outside of internal medicine may be at high risk and may present with lower glycemic levels. Future research is needed to characterize the unique features of subgroups of patients with DKA.
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Affiliation(s)
- Evgeny Golbets
- Department of Internal Medicine F, Soroka University Medical Center, Beer-Sheva, Israel.
| | - Iftach Sagy
- Department of Internal Medicine F, Soroka University Medical Center, Beer-Sheva, Israel; Clinical Research Center, Soroka University Medical Center, Beer-Sheva, Israel
| | - Ziv Ribak
- Department of Internal Medicine F, Soroka University Medical Center, Beer-Sheva, Israel
| | - Ran Ben David
- Department of Internal Medicine F, Soroka University Medical Center, Beer-Sheva, Israel
| | - Alan Jotkowitz
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Dan Schwarzfuchs
- Department of Emergency Medicine, Soroka University Medical Center, Beer-Sheva, Israel
| | - Leonid Barski
- Department of Internal Medicine F, Soroka University Medical Center, Beer-Sheva, Israel
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Munsakul N, Manosroi W, Buranapin S. Predictors and Predictive Score of In-Hospital Mortality in Diabetic Ketoacidosis: A Retrospective Cohort Study. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:1833. [PMID: 39597018 PMCID: PMC11596054 DOI: 10.3390/medicina60111833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 10/29/2024] [Accepted: 11/07/2024] [Indexed: 11/29/2024]
Abstract
Background and Objectives: Diabetic ketoacidosis (DKA) is a critical complication of diabetes mellitus (DM). The primary objective of this study was to identify relevant clinical and biochemical predictors and create a predictive score for in-hospital DKA mortality. Materials and Methods: A 6-year retrospective cohort study of adult patients diagnosed with DKA and admitted to Chiang Mai University Hospital, a tertiary care center in Chiang Mai, Thailand, from 1 January 2015 to 31 December 2021, was conducted. Baseline clinical data and laboratory investigations were collected. The primary outcome was in-hospital mortality. Multivariable logistic regression analysis, clustered by type of diabetes, was performed to identify significant predictors. A predictive risk score was created using significant predictive factors identified by multivariable analysis. The results were presented as odds ratios (ORs) and 95% confidence intervals (CIs), with a significant p-value set at <0.05. Results: Ninety-three patients diagnosed with DKA were included in the study. Ten patients died during admission. Significant predictors for in-hospital mortality of DKA included age > 55 years (OR 7.8, p = 0.007), female gender (OR 3.5, p < 0.001), anion gap > 30 mEq/L (OR 2.6, p = 0.003), hemoglobin levels < 10 g/dL (OR 16.9, p < 0.001), and the presence of cardiovascular disease (OR 1.3, p = 0.046). The predictive risk score ranged from 1 to 14 for low risk, and 14.5-23.5 for high risk of in-hospital mortality. The predictive performance of the scoring system was 0.82 based on the area under the curve, with a sensitivity of 73.8% and specificity of 96.4%. Conclusions: Multiple clinical and biochemical factors, along with a predictive risk score, could assist in predicting in-hospital mortality of DKA and serve as a guide for physicians to identify patients at high risk. Nevertheless, as the predictive score was internally validated with data from a single institution, external validation in diverse healthcare settings with larger datasets or prospective cohorts is crucial to confirm the model's generalizability and predictive accuracy.
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Affiliation(s)
- Neera Munsakul
- Internal Medicine Department, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand;
| | - Worapaka Manosroi
- Endocrine and Metabolism Unit, Internal Medicine Department, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
| | - Supawan Buranapin
- Endocrine and Metabolism Unit, Internal Medicine Department, Faculty of Medicine, Chiang Mai University, Chiang Mai 50200, Thailand
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Le MV, Fourlanos S, Barmanray RD. Diabetic ketoacidosis as first presentation of undiagnosed pancreatic cancer in an octogenarian. Endocrinol Diabetes Metab Case Rep 2024; 2024:23-0145. [PMID: 39475781 PMCID: PMC11558915 DOI: 10.1530/edm-23-0145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 10/02/2024] [Indexed: 11/15/2024] Open
Abstract
Summary Diabetic ketoacidosis (DKA) is a complication of diabetes mellitus (DM) that can theoretically occur in people of any age. While DKA can typically be the first presentation of type 1 DM in younger people, a first presentation is rare in older adults. Pancreatic cancer often manifests with new DM or hyperglycaemia, but very rarely as DKA. We report a case of an 89-year-old woman who was incidentally diagnosed with DKA during workup for an unwitnessed fall. Her DKA was promptly managed, and she was subsequently diagnosed with metastatic pancreatic cancer. Given the advanced stage of her malignancy, the multidisciplinary team consensus was for a palliative approach. She passed away on day 10 of the admission. To our knowledge, this is the first report of a first DKA presentation as a manifestation of pancreatic cancer in an adult aged over 70 years. To date, there is no effective screening test for pancreatic cancer in the general population. However, new-onset DM in the appropriate context might indicate the need for further evaluation. While it is possible that unresectable tumours are identified, earlier diagnosis of DM with pancreatic cancer may facilitate more timely management, including earlier advanced care planning. Learning points A higher clinical suspicion for pancreatic cancer is required for older adults presenting with diabetic ketoacidosis without a previously diagnosed diabetes mellitus. A bi-directional relationship exists between diabetes and pancreatic cancer. Pancreatic cancer generally has a very poor prognosis due to its advanced stage at diagnosis and the lack of an effective screening test. New-onset diabetes in the appropriate context (such as weight loss) can indicate the need for further evaluation for underlying pancreatic cancer.
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Affiliation(s)
- Minh V Le
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Melbourne, Australia
| | - Spiros Fourlanos
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Melbourne, Australia
- Department of Medicine, The University of Melbourne, Melbourne, Australia
| | - Rahul D Barmanray
- Department of Diabetes and Endocrinology, Royal Melbourne Hospital, Melbourne, Australia
- Department of Medicine, The University of Melbourne, Melbourne, Australia
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Mohler R, Lotharius K, Moothedan E, Goguen J, Bandi R, Beaton R, Knecht M, Mejia MC, Khoury M, Sacca L. Factors contributing to diabetic ketoacidosis readmission in hospital settings in the United States: A scoping review. J Diabetes Complications 2024; 38:108835. [PMID: 39137675 DOI: 10.1016/j.jdiacomp.2024.108835] [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: 06/14/2024] [Revised: 08/02/2024] [Accepted: 08/07/2024] [Indexed: 08/15/2024]
Abstract
BACKGROUND Hospitalization of patients with DKA creates a significant burden on the US healthcare system. While previous studies have identified multiple potential contributors, a comprehensive review of the factors leading to DKA readmissions within the US healthcare system has not been done. This scoping review aims to identify how access to care, treatment adherence, socioeconomic status, race, and ethnicity impact DKA readmission-related patient morbidity and mortality and contribute to the socioeconomic burden on the US healthcare system. Additionally, this study aims to integrate current recommendations to address this multifactorial issue, ultimately reducing the burden at both individual and organizational levels. METHODS The PRISMA-SCR (Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews) was used as a reference checklist throughout this study. The Arksey and O'Malley methodology was used as a framework to guide this review. The framework methodology consisted of five steps: (1) Identify research questions; (2) Search for relevant studies; (3) Selection of studies relevant to the research questions; (4) Chart the data; (5) Collate, summarize, and report the results. RESULTS A total of 15 articles were retained for analysis. Among the various social factors identified, those related to sex/gender (n = 9) and age (n = 9) exhibited the highest frequency. Moreover, race and ethnicity (n = 8) was another recurrent factor that appeared in half of the studies. Economic factors were also identified in this study, with patient insurance type having the highest frequency (n = 11). Patient income had the second highest frequency (n = 6). Multiple studies identified a link between patients of a specific race/ethnicity and decreased access to treatment. Insufficient patient education around DKA treatment was noted to impact treatment accessibility. Certain recommendations for future directions were highlighted as recurrent themes across included studies and encompassed patient education, early identification of DKA risk factors, and the need for a multidisciplinary approach using community partners such as social workers and dieticians to decrease DKA readmission rates in diabetic patients. CONCLUSION This study can inform future policy decisions to improve the accessibility, affordability, and quality of healthcare through evidence-based interventions for patients with DM following an episode of DKA.
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Affiliation(s)
- Ryan Mohler
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Kathryn Lotharius
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Elijah Moothedan
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Jake Goguen
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Rishiraj Bandi
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Ryan Beaton
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Michelle Knecht
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Maria C Mejia
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Milad Khoury
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA
| | - Lea Sacca
- Charles E. Schmidt College of Medicine, Florida Atlantic University, Boca Raton, FL 33431, USA.
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Arnold M, Liou L, Boland MR. Development, evaluation and comparison of machine learning algorithms for predicting in-hospital patient charges for congestive heart failure exacerbations, chronic obstructive pulmonary disease exacerbations and diabetic ketoacidosis. BioData Min 2024; 17:35. [PMID: 39267093 PMCID: PMC11395859 DOI: 10.1186/s13040-024-00387-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2024] [Accepted: 08/30/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND Hospitalizations for exacerbations of congestive heart failure (CHF), chronic obstructive pulmonary disease (COPD) and diabetic ketoacidosis (DKA) are costly in the United States. The purpose of this study was to predict in-hospital charges for each condition using machine learning (ML) models. RESULTS We conducted a retrospective cohort study on national discharge records of hospitalized adult patients from January 1st, 2016, to December 31st, 2019. We constructed six ML models (linear regression, ridge regression, support vector machine, random forest, gradient boosting and extreme gradient boosting) to predict total in-hospital cost for admission for each condition. Our models had good predictive performance, with testing R-squared values of 0.701-0.750 (mean of 0.713) for CHF; 0.694-0.724 (mean 0.709) for COPD; and 0.615-0.729 (mean 0.694) for DKA. We identified important key features driving costs, including patient age, length of stay, number of procedures, and elective/nonelective admission. CONCLUSIONS ML methods may be used to accurately predict costs and identify drivers of high cost for COPD exacerbations, CHF exacerbations and DKA. Overall, our findings may inform future studies that seek to decrease the underlying high patient costs for these conditions.
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Affiliation(s)
- Monique Arnold
- Department of Emergency Medicine, The Mount Sinai Hospital at the Icahn School of Medicine, 306 E 96th Street, #4A, New York, NY, 10128, USA.
| | - Lathan Liou
- Icahn School of Medicine at Mount Sinai Hospital, New York City, NY, USA
| | - Mary Regina Boland
- Data Science, Department of Mathematics, Herbert W. Boyer School of Natural Sciences, Mathematics, and Computing, Saint Vincent College, Latrobe, PA, USA
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Do MM, Fleury JA, Morgan GP, Hall Zimmerman L, Hanni CM, Sulaiman H, Lutz MF. Early Versus Late Administration of Long-Acting Insulin in Adult Diabetic Ketoacidosis. Ann Pharmacother 2024:10600280241278371. [PMID: 39250171 DOI: 10.1177/10600280241278371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/10/2024] Open
Abstract
BACKGROUND Evidence is inconclusive if early administration of subcutaneous (SQ) long-acting insulin (LAI) in management of diabetic ketoacidosis (DKA) improves outcomes. OBJECTIVE This study compares early versus late administration of SQ LAI in time to DKA resolution. METHODS This single-center, retrospective study included patients with DKA who received ≥12 hours of continuous intravenous insulin (CIVI) with LAI overlap. Patients were compared based on LAI administration time to CIVI initiation: Early (<12 hours) versus Late (≥12 hours). The DKA resolution is defined as blood glucose < 200 mg/dL and 2 of the following: anion gap < 12 mEq/L, pH > 7.35, or serum carbon dioxide >15 mEq/L. Outcomes included time to DKA resolution, length of stay (LOS), CIVI duration, and adverse events. RESULTS A total of 27 patients were included in each group. Baseline characteristics were similar between both groups. There was no difference in time to DKA resolution, Early = 17.6 (13.9-26.8) hours versus Late = 19.2 (17.1-32.1) hours, P = 0.16. The Early group had shorter CIVI duration (Early = 19.5 ± 10.3 hours vs Late = 25.6 ± 8.4 hours, P = 0.02) and received less intravenous (IV) fluids in the first 36 hours (Early = 4.04 ± 2.12 L vs Late = 5.85 ± 2.24 L, P = 0.004). No differences were identified with adverse events, including hypoglycemia, or LOS. CONCLUSION AND RELEVANCE Administration of SQ LAI < 12 hours did not decrease time to DKA resolution or LOS. Patients in the Early group had received a lower dose of LAI, shorter duration of CIVI infusion, and required less IV fluids within 36 hours of admission. This study supports the need for further research to determine the potential benefits of administering SQ insulin early in managing DKA.
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Affiliation(s)
- Michael M Do
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
| | - Jacklyn A Fleury
- Wayne State University Eugene Applebaum College of Pharmacy and Health Sciences, Detroit, MI, USA
| | - Grant P Morgan
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
| | - Lisa Hall Zimmerman
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
| | - Claudia M Hanni
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
| | - Hiba Sulaiman
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
| | - Mark F Lutz
- Department of Pharmacy Services, Corewell Health William Beaumont University Hospital, Royal Oak, MI, USA
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Guzner A, Downs I, Cruz D, Kaneshiro C, Donangelo I. SGLT-2i associated diabetic ketoacidosis in the setting of cardiogenic shock. BMJ Case Rep 2024; 17:e258017. [PMID: 39242124 DOI: 10.1136/bcr-2023-258017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/09/2024] Open
Abstract
Diabetic ketoacidosis (DKA) is a life-threatening complication of diabetes mellitus. Sodium-glucose co-transport inhibitors (SGLT-2i), a treatment for type 2 diabetes, have demonstrated a survival benefit in patients with heart failure with reduced ejection fraction (HFrEF). Many patients with HFrEF have been started on SGLT-2i and sometimes transitioned off insulin due to improved glycaemic control. SGLT-2i have demonstrated an association with DKA. Here, we present a case of simultaneous cardiogenic shock and DKA in the setting of recent transition from insulin to an SGLT-2i. DKA in conjunction with decompensated heart failure is a combination that will likely occur more frequently as SGLT-2i use becomes more widespread in patients with HFrEF, and its identification and management require special considerations. Volume status, potassium management and recognition of DKA in these patients must be approached differently than in other cases of DKA.
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Affiliation(s)
- Alex Guzner
- Department of Medicine, UCLA David Geffen School of Medicine, Los Angeles, California, USA
| | - Ian Downs
- Division of Endocrinology, UCLA David Geffen School of Medicine, Los Angeles, California, USA
| | - Daniel Cruz
- Division of Cardiology, UCLA David Geffen School of Medicine, Los Angeles, California, USA
| | - Casey Kaneshiro
- Division of Hospital Medicine, Veterans Affairs (VA) Greater Los Angeles Healthcare System, UCLA David Geffen School of Medicine, Los Angeles, California, USA
| | - Ines Donangelo
- Division of Endocrinology, UCLA David Geffen School of Medicine, Los Angeles, California, USA
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Dunn BK, Coore H, Bongu N, Brewer KL, Kumar D, Malur A, Alkhalisy H. Treatment Challenges and Controversies in the Management of Critically Ill Diabetic Ketoacidosis (DKA) Patients in Intensive Care Units. Cureus 2024; 16:e68785. [PMID: 39360087 PMCID: PMC11446492 DOI: 10.7759/cureus.68785] [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] [Accepted: 09/05/2024] [Indexed: 10/04/2024] Open
Abstract
This review discusses the challenges and controversies in the treatment of diabetic ketoacidosis (DKA) and hyperosmolar hyperglycemic state (HHS). Key areas include the selection of intravenous (IV) fluids, insulin therapy, strategies for preventing and monitoring cerebral edema (CE) by managing hyperglycemia overcorrection, electrolyte replacement, timing of nutrition, use of IV sodium bicarbonate, and airway management in critically ill DKA patients. Isotonic normal saline remains the standard for initial fluid resuscitation, though balanced solutions have been shown to have faster DKA resolution. Current guidelines recommend using continuous IV insulin for DKA management after fluid status has been restored potassium levels have been achieved and subcutaneous (SQ) insulin is started only after the resolution of metabolic acidosis. In comparison, the British guidelines recommend using SQ insulin glargine along with continuous regular IV insulin, which has shown faster DKA resolution and shorter hospital stays compared to continuous IV insulin alone. Although rare, rapid overcorrection of hyperglycemia with fluids and insulin can lead to CE, seizures, and death. Clinicians should be aware of risk factors and preventive strategies for CE. DKA frequently involves multiple electrolyte abnormalities, such as hypokalemia, hypophosphatemia, and hypomagnesemia and regular monitoring is essential for DKA management. Early initiation of oral nutrition has been shown to reduce intensive care unit and overall hospital length of stay. For impending respiratory failure, Bilevel positive airway pressure is not recommended due to aspiration risks. Instead, intubation and mechanical ventilation, with monitoring and management of acid-base and fluid status, are recommended. The use of sodium bicarbonate is discouraged due to the potential for worsening ketosis, hypokalemia, and risk of CE. However, IV sodium bicarbonate can be considered if the serum pH falls below 6.9, or when serum pH is less than 7.2 and/or serum bicarbonate levels are below 10 mEq/L, pre-and post-intubation, to prevent metabolic acidosis and hemodynamic collapse that occurs from apnea during intubation. Managing DKA and HHS in critically ill patients includes using balanced IV fluid solutions to restore volume status, followed by continuous IV insulin, early use of SQ glargine insulin, electrolyte replacement, and monitoring, CE preventive strategies by avoiding hyperglycemia overcorrection, early nutritional support, and appropriate airway management.
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Affiliation(s)
- Bryan K Dunn
- Pulmonary and Critical Care Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Hunter Coore
- Internal Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Navneeth Bongu
- Pulmonary and Critical Care Medicine, Northeast Georgia Medical Center Gainesville, Gainesville, USA
- Pulmonary and Critical Care Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Kori L Brewer
- Emergency Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Deepak Kumar
- Pulmonary and Critical Care Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Anagha Malur
- Pulmonary and Critical Care Medicine, East Carolina University Brody School of Medicine, Greenville, USA
| | - Hassan Alkhalisy
- Pulmonary and Critical Care Medicine, East Carolina University Brody School of Medicine, Greenville, USA
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Leyden J, Uber A, Herrera-Escobar JP, Levy-Carrick NC. Psychiatric and Substance Use Disorders and Their Association With Clinical Outcomes in Diabetic Ketoacidosis and Hyperosmolar Hyperglycemic Syndrome. J Acad Consult Liaison Psychiatry 2024; 65:451-457. [PMID: 38431209 DOI: 10.1016/j.jaclp.2024.02.007] [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: 08/28/2023] [Revised: 02/08/2024] [Accepted: 02/22/2024] [Indexed: 03/05/2024]
Abstract
BACKGROUND AND OBJECTIVE Diabetic ketoacidosis (DKA) and hyperosmolar hyperglycemic state (HHS) are life-threatening conditions that send nearly 180,000 patients to the intensive care unit each year, with mortality rates up to 5-10%. Little is known about the impact of concurrent psychiatric disorders on specific DKA/HHS outcomes. Identifying these relationships offers opportunities to improve clinical management, treatment planning, and mitigate associated morbidity and mortality. METHODS We conducted a retrospective review including adult DKA/HHS admissions within a large Massachusetts hospital system from 2010 to 2019. We identified patients admitted inpatient for DKA or HHS, then filtered by International Classification of Disease-9-CM and International Classification of Disease-10-CM codes for psychiatric diagnoses that were present in patients electronic medical record at any point in this observational period. Outcomes included the number of inpatient admissions for DKA/HHS, age of death, rates of discharging against medical advice (AMA) from any inpatient admission, and end-stage renal disease/dialysis status. Multivariate regression was conducted using R software to control for variables across patients and evaluate relationships between outcomes and concurrent psychiatric disorders. Significance was set at P < 0.05. RESULTS Seven thousand seven hundred fifty-six patients were admitted for DKA or HHS, 66.9% of whom had a concurrent psychiatric disorder. Of these patients, 54.5% were male, 70.4% were White, and they had an average age of 61.6 years. This compares with 26.1% with concurrent psychiatric condition within the general diabetes population, 52.1% of whom were male, 72.1% were White, and an average age of 68.2 years. A concurrent psychiatric disorder was associated with increased odds of rehospitalization (adjusted odds ratio [aOR] = 1.62 95% confidence interval [CI] 1.35-1.95, P < 0.001), of being diagnosed with end-stage renal disease and on dialysis (aOR = 1.02 95% CI 1.002-1.035, P = 0.02), and of leaving AMA (aOR = 6.44 95% CI 4.46-9.63, P < 0.001). The average age of death for those with a concurrent psychiatric disorder had an adjusted mean difference in years of -7.5 years (95% CI -9.3 to 5.8) compared to those without a psychiatric disorder. CONCLUSIONS Of patients with DKA/HHS, 66.9% have a concurrent psychiatric disorder. Patients with a concurrent psychiatric disorder admitted for DKA/HHS were more likely to have multiple admissions, to leave AMA, to be on renal dialysis, and to have a lower age of mortality.
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Affiliation(s)
- Jacinta Leyden
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA; Department of Psychiatry, Harvard Medical School, Boston, MA.
| | - Amy Uber
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA; Department of Psychiatry, Harvard Medical School, Boston, MA
| | - Juan P Herrera-Escobar
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA; Department of Psychiatry, Harvard Medical School, Boston, MA
| | - Nomi C Levy-Carrick
- Department of Psychiatry, Brigham and Women's Hospital, Boston, MA; Department of Psychiatry, Harvard Medical School, Boston, MA
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He R, Zhang K, Li H, Fu S, Chen Z, Gu M. Impact of Charlson Comorbidity Index on in-hospital mortality of patients with hyperglycemic crises: A propensity score matching analysis. J Eval Clin Pract 2024; 30:977-988. [PMID: 38713640 DOI: 10.1111/jep.14005] [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: 12/29/2023] [Accepted: 04/17/2024] [Indexed: 05/09/2024]
Abstract
AIM This study was designed to investigate the association between Charlson Comorbidity Index (CCI) and in-hospital mortality and other clinical outcomes among patients with hyperglycemic crises. METHOD This retrospective cohort study was conducted using data from electric medical records. A total of 1668 diabetic patients with hyperglycemic crises from six tertiary hospitals met the inclusion criteria. CCI < 4 was defined as low CCI and CCI ≥ 4 was defined as high CCI. Propensity score matching (PSM) with the 1:1 nearest neighbour matching method and the caliper value of 0.02 was used to match the baseline characteristics of patients with high CCI and low CCI to reduce the confounding bias. In-hospital mortality, ICU admission, hypoglycemia, hypokalemia, acute kidney injury, length of stay (LOS), and hospitalisation expense between low CCI and high CCI were compared and assessed. Univariate and multivariate regression were applied to estimate the impact of CCI on in-hospital and other clinical outcomes. OUTCOME One hundred twenty-one hyperglycemic crisis (HC) patients died with a mortality rate of 7.3%. After PSM, compared with low CCI, patients with high CCI suffered higher in-hospital mortality, ICU admission, LOS, and hospitalisation expenses. After multivariate regression, age (aOR: 1.12, 95% confidence interval [CI]: 1.06-1.18, p < 0.001), CCI(aOR: 4.42, 95% CI: 1.56-12.53, p = 0.005), uninsured (aOR: 22.32, 95% CI: 4.26-116.94, p < 0.001), shock (aOR: 10.57, 95% CI: 1.41-79.09, p = 0.022), mechanical ventilation (aOR: 75.29, 95% CI: 12.37-458.28, p < 0.001), and hypertension (aOR: 4.34, 95% CI: 1.37-13.82, p = 0.013) were independent risk factors of in-hospital mortality of HC patients. Besides, high CCI was an independent risk factor for higher ICU Admission (aOR: 5.91, 95% CI: 2.31-15.08, p < 0.001), hypoglycemia (aOR: 2.19, 95% CI:1.01-4.08, p = 0.049), longer LOS (aOR: 1.23, 95% CI: 1.19-2.27, p = 0.021), and higher hospitalisation expense (aOR: 2089.97, 95% CI: 193.33-3988.61, p = 0.031) of HC patients. CONCLUSION CCI is associated with in-hospital mortality, ICU admission, hypoglycemia, LOS, and hospitalisation expense of HC patients. CCI could be an ideal indicator to identify, monitor, and manage chronic comorbidities among HC patients.
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Affiliation(s)
- Rui He
- Department of Cardiothoracic Surgery, 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
| | - 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
| | - Zhen Chen
- 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
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Wang X, Yang H, An Z. Tacrolimus related diabetic ketoacidosis and hyperglycaemic hyperosmolar nonketotic syndrome: an observational, retrospective, pharmacovigilance study. Expert Opin Drug Saf 2024:1-6. [PMID: 39149847 DOI: 10.1080/14740338.2024.2393278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 07/09/2024] [Accepted: 07/11/2024] [Indexed: 08/17/2024]
Abstract
BACKGROUND Information on the incidence and risk factors for diabetic ketoacidosis (DKA) and hyperglycemic hyperosmolar nonketotic syndrome (HHNS) caused by tacrolimus has rarely been reported. This study aims to assess the spectrum of DKA/HHNS associated with tacrolimus. METHODS We conducted an observational, retrospective pharmacovigilance study using the Food and Drug Administration adverse event reporting system (FAERS) database. We employed the information component (IC) and reporting odds ratio (ROR) to evaluate the association between tacrolimus and DKA/HHNS. RESULTS A total of 232 events were identified as tacrolimus-related DKA/HHNS, 186 cases from DKA and 54 cases from HHNS. The frequency of tacrolimus-associated DKA and HHNS was found to be significantly higher compared to all other drugs. Specifically, HHNS was significantly associated with tacrolimus based on its ROR and IC. There were no significant differences in death and non-death cases in gender, age group, year of reporting and region of reporting. CONCLUSION Our study showed that DKA and HHNS were associated with tacrolimus use. Healthcare professionals should be aware of the possibility of DKA/HHNS following tacrolimus administration, as they were associated with an increased risk of mortality in transplant recipients.
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Affiliation(s)
- Xin Wang
- Department of Pharmacy, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Hui Yang
- Department of Pharmacy, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
| | - Zhuoling An
- Department of Pharmacy, Beijing Chao-Yang Hospital, Capital Medical University, Beijing, China
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Subramanian D, Sonabend R, Singh I. A Machine Learning Model for Risk Stratification of Postdiagnosis Diabetic Ketoacidosis Hospitalization in Pediatric Type 1 Diabetes: Retrospective Study. JMIR Diabetes 2024; 9:e53338. [PMID: 39110490 PMCID: PMC11339561 DOI: 10.2196/53338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 04/11/2024] [Accepted: 05/29/2024] [Indexed: 08/24/2024] Open
Abstract
BACKGROUND Diabetic ketoacidosis (DKA) is the leading cause of morbidity and mortality in pediatric type 1 diabetes (T1D), occurring in approximately 20% of patients, with an economic cost of $5.1 billion/year in the United States. Despite multiple risk factors for postdiagnosis DKA, there is still a need for explainable, clinic-ready models that accurately predict DKA hospitalization in established patients with pediatric T1D. OBJECTIVE We aimed to develop an interpretable machine learning model to predict the risk of postdiagnosis DKA hospitalization in children with T1D using routinely collected time-series of electronic health record (EHR) data. METHODS We conducted a retrospective case-control study using EHR data from 1787 patients from among 3794 patients with T1D treated at a large tertiary care US pediatric health system from January 2010 to June 2018. We trained a state-of-the-art; explainable, gradient-boosted ensemble (XGBoost) of decision trees with 44 regularly collected EHR features to predict postdiagnosis DKA. We measured the model's predictive performance using the area under the receiver operating characteristic curve-weighted F1-score, weighted precision, and recall, in a 5-fold cross-validation setting. We analyzed Shapley values to interpret the learned model and gain insight into its predictions. RESULTS Our model distinguished the cohort that develops DKA postdiagnosis from the one that does not (P<.001). It predicted postdiagnosis DKA risk with an area under the receiver operating characteristic curve of 0.80 (SD 0.04), a weighted F1-score of 0.78 (SD 0.04), and a weighted precision and recall of 0.83 (SD 0.03) and 0.76 (SD 0.05) respectively, using a relatively short history of data from routine clinic follow-ups post diagnosis. On analyzing Shapley values of the model output, we identified key risk factors predicting postdiagnosis DKA both at the cohort and individual levels. We observed sharp changes in postdiagnosis DKA risk with respect to 2 key features (diabetes age and glycated hemoglobin at 12 months), yielding time intervals and glycated hemoglobin cutoffs for potential intervention. By clustering model-generated Shapley values, we automatically stratified the cohort into 3 groups with 5%, 20%, and 48% risk of postdiagnosis DKA. CONCLUSIONS We have built an explainable, predictive, machine learning model with potential for integration into clinical workflow. The model risk-stratifies patients with pediatric T1D and identifies patients with the highest postdiagnosis DKA risk using limited follow-up data starting from the time of diagnosis. The model identifies key time points and risk factors to direct clinical interventions at both the individual and cohort levels. Further research with data from multiple hospital systems can help us assess how well our model generalizes to other populations. The clinical importance of our work is that the model can predict patients most at risk for postdiagnosis DKA and identify preventive interventions based on mitigation of individualized risk factors.
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Affiliation(s)
- Devika Subramanian
- Department of Computer Science, Rice University, Houston, TX, United States
| | - Rona Sonabend
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States
- Division of Endocrinology, Department of Pediatrics, Texas Children's Hospital, Houston, TX, United States
| | - Ila Singh
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, United States
- Divisions of Laboratory Medicine and Pathology Informatics, Department of Pathology, Texas Children's Hospital, Houston, TX, United States
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Umpierrez GE, Davis GM, ElSayed NA, Fadini GP, Galindo RJ, Hirsch IB, Klonoff DC, McCoy RG, Misra S, Gabbay RA, Bannuru RR, Dhatariya KK. Hyperglycemic Crises in Adults With Diabetes: A Consensus Report. Diabetes Care 2024; 47:1257-1275. [PMID: 39052901 PMCID: PMC11272983 DOI: 10.2337/dci24-0032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 03/29/2024] [Indexed: 07/27/2024]
Abstract
The American Diabetes Association (ADA), European Association for the Study of Diabetes (EASD), Joint British Diabetes Societies for Inpatient Care (JBDS), American Association of Clinical Endocrinology (AACE), and Diabetes Technology Society (DTS) convened a panel of internists and diabetologists to update the ADA consensus statement on hyperglycemic crises in adults with diabetes, published in 2001 and last updated in 2009. The objective of this consensus report is to provide up-to-date knowledge about the epidemiology, pathophysiology, clinical presentation, and recommendations for the diagnosis, treatment, and prevention of diabetic ketoacidosis (DKA) and hyperglycemic hyperosmolar state (HHS) in adults. A systematic examination of publications since 2009 informed new recommendations. The target audience is the full spectrum of diabetes health care professionals and individuals with diabetes.
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Affiliation(s)
- Guillermo E. Umpierrez
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, GA
| | - Georgia M. Davis
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, GA
| | - Nuha A. ElSayed
- American Diabetes Association, Arlington, VA
- Department of Medicine, Harvard Medical School, Boston, MA
| | - Gian Paolo Fadini
- Department of Medicine, University of Padua, Padua, Italy
- Veneto Institute of Molecular Medicine, Padua, Italy
| | - Rodolfo J. Galindo
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Miami Miller School of Medicine, Miami, FL
| | - Irl B. Hirsch
- Division of Metabolism, Endocrinology, and Nutrition, Department of Medicine, University of Washington, Seattle, WA
| | - David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA
| | - Rozalina G. McCoy
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD
- University of Maryland Institute for Health Computing, Bethesda, MD
| | - Shivani Misra
- Division of Metabolism, Digestion & Reproduction, Imperial College London, U.K
- Department of Diabetes & Endocrinology, Imperial College Healthcare NHS Trust, London, U.K
| | - Robert A. Gabbay
- American Diabetes Association, Arlington, VA
- Department of Medicine, Harvard Medical School, Boston, MA
| | | | - Ketan K. Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, U.K
- Department of Medicine, Norwich Medical School, University of East Anglia, Norwich, U.K
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Umpierrez GE, Davis GM, ElSayed NA, Fadini GP, Galindo RJ, Hirsch IB, Klonoff DC, McCoy RG, Misra S, Gabbay RA, Bannuru RR, Dhatariya KK. Hyperglycaemic crises in adults with diabetes: a consensus report. Diabetologia 2024; 67:1455-1479. [PMID: 38907161 PMCID: PMC11343900 DOI: 10.1007/s00125-024-06183-8] [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: 03/28/2024] [Accepted: 03/29/2024] [Indexed: 06/23/2024]
Abstract
The American Diabetes Association (ADA), European Association for the Study of Diabetes (EASD), Joint British Diabetes Societies for Inpatient Care (JBDS), American Association of Clinical Endocrinology (AACE) and Diabetes Technology Society (DTS) convened a panel of internists and diabetologists to update the ADA consensus statement on hyperglycaemic crises in adults with diabetes, published in 2001 and last updated in 2009. The objective of this consensus report is to provide up-to-date knowledge about the epidemiology, pathophysiology, clinical presentation, and recommendations for the diagnosis, treatment and prevention of diabetic ketoacidosis (DKA) and hyperglycaemic hyperosmolar state (HHS) in adults. A systematic examination of publications since 2009 informed new recommendations. The target audience is the full spectrum of diabetes healthcare professionals and individuals with diabetes.
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Affiliation(s)
- Guillermo E Umpierrez
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA.
| | - Georgia M Davis
- Division of Endocrinology, Metabolism, and Lipids, Department of Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Nuha A ElSayed
- American Diabetes Association, Arlington, VA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | - Gian Paolo Fadini
- Department of Medicine, University of Padua, Padua, Italy
- Veneto Institute of Molecular Medicine, Padua, Italy
| | - Rodolfo J Galindo
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Irl B Hirsch
- Division of Metabolism, Endocrinology, and Nutrition, Department of Medicine, University of Washington, Seattle, WA, USA
| | - David C Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA, USA
| | - Rozalina G McCoy
- Division of Endocrinology, Diabetes and Nutrition, Department of Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
- University of Maryland Institute for Health Computing, Bethesda, MD, USA
| | - Shivani Misra
- Division of Metabolism, Digestion & Reproduction, Imperial College London, London, UK
- Department of Diabetes & Endocrinology, Imperial College Healthcare NHS Trust, London, UK
| | - Robert A Gabbay
- American Diabetes Association, Arlington, VA, USA
- Department of Medicine, Harvard Medical School, Boston, MA, USA
| | | | - Ketan K Dhatariya
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospitals NHS Foundation Trust, Norwich, UK
- Department of Medicine, Norwich Medical School, University of East Anglia, Norwich, UK
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Jamison A, Mohamed A, Chedester C, Klindworth K, Hamarshi M, Sembroski E. Lactated Ringer's versus normal saline in the management of acute diabetic ketoacidosis (RINSE-DKA). Pharmacotherapy 2024; 44:623-630. [PMID: 39077895 DOI: 10.1002/phar.4600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 05/28/2024] [Accepted: 06/02/2024] [Indexed: 07/31/2024]
Abstract
INTRODUCTION A mainstay in the acute management of diabetic ketoacidosis (DKA) is fluid resuscitation. Normal saline is recommended by the American Diabetes Association; however, it has been associated with hyperchloremic metabolic acidosis and acute kidney injury. Limited literature is available to determine the most appropriate crystalloid fluid to treat patients with DKA. OBJECTIVE The purpose of this study was to compare lactated Ringer's (LR) to normal saline (NS) in the acute management of DKA. METHODS This was a retrospective, multicenter single health system cohort study. The primary outcome was to evaluate the time to high anion gap metabolic acidosis (HAGMA) resolution using LR compared to NS. Secondary outcomes included the incidence of nongap metabolic acidosis, hyperchloremia, acute kidney injury, and new renal replacement therapy. Other secondary outcomes included insulin infusion duration and hospital and intensive care unit length of stay. The Cox proportional hazards model was used for the primary outcome. RESULTS A total of 771 patient encounters were included. Lactated Ringer's was associated with faster time to HAGMA resolution compared to NS (adjusted hazard ratio 1.325; 95% confidence interval 1.121-1.566; p < 0.001). No difference was found in complications such as incidence of nongap metabolic acidosis, hyperchloremia, acute kidney injury, and new renal replacement therapy between the LR and NS groups. Additionally, there was no difference in insulin infusion duration and hospital or intensive care unit length of stay. CONCLUSION Treatment with LR as the primary crystalloid for acute DKA management was associated with faster HAGMA resolution compared with NS. Similar incidence in complications and length of stay was observed between the two groups. The findings of this study add to the accumulating literature suggesting that balanced crystalloids may offer an advantage over NS for the treatment of patients with DKA.
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Affiliation(s)
- Auriene Jamison
- Saint Luke's Hospital of Kansas City, Kansas City, Missouri, USA
| | - Adham Mohamed
- Saint Luke's Hospital of Kansas City, Kansas City, Missouri, USA
| | | | - Kyle Klindworth
- Saint Luke's Hospital of Kansas City, Kansas City, Missouri, USA
| | - Majdi Hamarshi
- Saint Luke's Hospital of Kansas City, Kansas City, Missouri, USA
| | - Erik Sembroski
- Saint Luke's Hospital of Kansas City, Kansas City, Missouri, USA
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Sokwalla S, Shah J, Chauhan S, Shah R, Surani S, Njenga E, Kunyiha N. Clinical presentation and outcomes of care in adults with diabetic ketoacidosis pre-COVID-19 and during-COVID-19 at a tertiary, referral hospital in Nairobi, Kenya. BMC Endocr Disord 2024; 24:127. [PMID: 39060948 PMCID: PMC11282815 DOI: 10.1186/s12902-024-01610-8] [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: 06/21/2023] [Accepted: 05/23/2024] [Indexed: 07/28/2024] Open
Abstract
BACKGROUND Prognosis of DKA has improved over time with the availability of evidence-based protocols and resources. However, in Kenya, there are limited resources for the appropriate diagnosis and management of DKA, mostly limited to tertiary-level referral facilities. This study aimed to review the clinical presentation, management, and outcomes of adult patients admitted with DKA and assess differences in these parameters before and during the COVID-19 pandemic. METHODS This was a retrospective study of DKA admissions from January 2017 to December 2021. Patient data were retrieved from the medical records department using ICD-10 codes, and individual details were abstracted on clinical presentation, management, and outcomes of DKA. Comparisons were made between pre-COVID-19 and during COVID-19 durations. RESULTS 150 patients admitted with DKA were included (n = 48 pre- COVID-19, n = 102 during COVID-19 (n = 23 COVID-19 positive, n = 79 COVID-19 negative)). Median age was 47 years (IQR 33.0, 59.0), median HbA1C was 12.4% [IQR 10.8, 14.6]), and most patients had severe DKA (46%). Most common DKA precipitants were infections (40.7%), newly diagnosed diabetes (33.3%) and missed medication (25.3%). There was a significant difference in pulmonary infections as a DKA precipitant, between the pre- COVID and during COVID-19 pandemic (21.6% during COVID-19 versus 6.3% pre- COVID-19; p = 0.012). Median total insulin dose used was 110.0 units [IQR 76.0, 173.0], and a 100% of patients received basal insulin. Median length of hospital stay was 4.0 days [IQR 3.0, 6.0] and time to DKA resolution was 30.0 h [IQR 24.0, 48.0]. There were 2 deaths (1.3%), none directly attributable to DKA. Severity of DKA significantly differed between pre- COVID-19, COVID-19 positive and COVID-19 negative DKA (52.2% of COVID-19 positive had moderate DKA compared to 26.6% of COVID-19 negative and 22.9% of Pre-COVID-19 (p = 0.006)). CONCLUSION Even in developing regions, good outcomes can be achieved with the appropriate facilities for DKA management. Clinician and patient education is necessary to ensure early detection and prompt referral to avoid patients presenting with severe DKA. Exploratory studies are needed to assess reasons for prolonged time to DKA resolution found in this study.
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Affiliation(s)
| | - Jasmit Shah
- Aga Khan University, Nairobi, Kenya
- Brain and Mind Institute, Nairobi, Kenya
| | | | | | - Salim Surani
- Texas A&M University, Texas, USA
- Mayo Clinic, Rochester, MN, USA
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Galindo RJ, Aleppo G, Parkin CG, Baidal DA, Carlson AL, Cengiz E, Forlenza GP, Kruger DF, Levy C, McGill JB, Umpierrez GE. Increase Access, Reduce Disparities: Recommendations for Modifying Medicaid CGM Coverage Eligibility Criteria. J Diabetes Sci Technol 2024; 18:974-987. [PMID: 36524477 PMCID: PMC11307217 DOI: 10.1177/19322968221144052] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Numerous studies have demonstrated the clinical value of continuous glucose monitoring (CGM) in type 1 diabetes (T1D) and type 2 diabetes (T2D) populations. However, the eligibility criteria for CGM coverage required by the Centers for Medicare & Medicaid Services (CMS) ignore the conclusive evidence that supports CGM use in various diabetes populations that are currently deemed ineligible. In an earlier article, we discussed the limitations and inconsistencies of the agency's CGM eligibility criteria relative to current scientific evidence and proposed practice solutions to address this issue and improve the safety and care of Medicare beneficiaries with diabetes. Although Medicaid is administered through CMS, there is no consistent Medicaid policy for CGM coverage in the United States. This article presents a rationale for modifying and standardizing Medicaid CGM coverage eligibility across the United States.
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Affiliation(s)
- Rodolfo J. Galindo
- Emory University School of Medicine, Atlanta, GA, USA
- Center for Diabetes Metabolism Research, Emory University Hospital Midtown, Atlanta, GA, USA
- Hospital Diabetes Taskforce, Emory Healthcare System, Atlanta, GA, USA
| | - Grazia Aleppo
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | | | - David A. Baidal
- Diabetes Research Institute, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Anders L. Carlson
- International Diabetes Center, Minneapolis, MN, USA
- Regions Hospital & HealthPartners Clinics, St. Paul, MN, USA
- Diabetes Education Programs, HealthPartners and Stillwater Medical Group, Stillwater, MN, USA
- University of Minnesota Medical School, Minneapolis, MN, USA
| | - Eda Cengiz
- Pediatric Diabetes Program, Division of Pediatric Endocrinology, Department of Pediatrics, University of California, San Francisco, San Francisco, CA, USA
| | - Gregory P. Forlenza
- Barbara Davis Center, Division of Pediatric Endocrinology, Department of Pediatrics, University of Colorado Denver, Denver, CO, USA
| | - Davida F. Kruger
- Division of Endocrinology, Diabetes, Bone & Mineral, Henry Ford Health System, Detroit, MI, USA
| | - Carol Levy
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Mount Sinai Diabetes Center and T1D Clinical Research, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Janet B. McGill
- Division of Endocrinology, Metabolism & Lipid Research, School of Medicine, Washington University in St. Louis, St. Louis, MO, USA
| | - Guillermo E. Umpierrez
- Division of Endocrinology, Metabolism, Emory University School of Medicine, Atlanta, GA, USA
- Diabetes and Endocrinology, Grady Memorial Hospital, Atlanta, GA, USA
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Szabó GV, Szigetváry C, Turan C, Engh MA, Terebessy T, Fazekas A, Farkas N, Hegyi P, Molnár Z. Fluid resuscitation with balanced electrolyte solutions results in faster resolution of diabetic ketoacidosis than with 0.9% saline in adults - A systematic review and meta-analysis. Diabetes Metab Res Rev 2024; 40:e3831. [PMID: 38925619 DOI: 10.1002/dmrr.3831] [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: 06/20/2023] [Revised: 02/12/2024] [Accepted: 05/31/2024] [Indexed: 06/28/2024]
Abstract
Fluid resuscitation during diabetic ketoacidosis (DKA) is most frequently performed with 0.9% saline despite its high chloride and sodium concentration. Balanced Electrolyte Solutions (BES) may prove a more physiological alternative, but convincing evidence is missing. We aimed to compare the efficacy of 0.9% saline to BES in DKA management. MEDLINE, Cochrane Library, and Embase databases were searched for relevant studies using predefined keywords (from inception to 27 November 2021). Relevant studies were those in which 0.9% saline (Saline-group) was compared to BES (BES-group) in adults admitted with DKA. Two reviewers independently extracted data and assessed the risk of bias. The primary outcome was time to DKA resolution (defined by each study individually), while the main secondary outcomes were changes in laboratory values, duration of insulin infusion, and mortality. We included seven randomized controlled trials and three observational studies with 1006 participants. The primary outcome was reported for 316 patients, and we found that BES resolves DKA faster than 0.9% saline with a mean difference (MD) of -5.36 [95% CI: -10.46, -0.26] hours. Post-resuscitation chloride (MD: -4.26 [-6.97, -1.54] mmoL/L) and sodium (MD: -1.38 [-2.14, -0.62] mmoL/L) levels were significantly lower. In contrast, levels of post-resuscitation bicarbonate (MD: 1.82 [0.75, 2.89] mmoL/L) were significantly elevated in the BES-group compared to the Saline-group. There was no statistically significant difference between the groups regarding the duration of parenteral insulin administration (MD: 0.16 [-3.03, 3.35] hours) or mortality (OR: -0.67 [0.12, 3.68]). Studies showed some concern or a high risk of bias, and the level of evidence for most outcomes was low. This meta-analysis indicates that the use of BES resolves DKA faster than 0.9% saline. Therefore, DKA guidelines should consider BES instead of 0.9% saline as the first choice during fluid resuscitation.
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Affiliation(s)
- Gergő Vilmos Szabó
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Emergency Department, Szent György University Teaching Hospital of Fejér County, Székesfehérvár, Hungary
- National Ambulance Service, Budapest, Hungary
- Hungarian Air Ambulance Nonprofit Ltd., Budaörs, Hungary
| | - Csenge Szigetváry
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Anesthesiology and Intensive Therapy, Semmelweis University, Budapest, Hungary
| | - Caner Turan
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Anesthesiology and Intensive Therapy, Semmelweis University, Budapest, Hungary
| | - Marie Anne Engh
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
| | - Tamás Terebessy
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Orthopaedics, Semmelweis University, Budapest, Hungary
| | - Alíz Fazekas
- Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Nelli Farkas
- Institute of Bioanalysis, Medical School, University of Pécs, Pécs, Hungary
| | - Péter Hegyi
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Institute of Pancreatic Diseases, Semmelweis University, Budapest, Hungary
| | - Zsolt Molnár
- Centre for Translational Medicine, Semmelweis University, Budapest, Hungary
- Department of Anesthesiology and Intensive Therapy, Semmelweis University, Budapest, Hungary
- Department of Anesthesiology and Intensive Therapy, Poznan University, Poznan, Poland
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Lord J, Odoi A. Investigation of geographic disparities of diabetes-related hospitalizations in Florida using flexible spatial scan statistics: An ecological study. PLoS One 2024; 19:e0298182. [PMID: 38833434 PMCID: PMC11149881 DOI: 10.1371/journal.pone.0298182] [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: 04/07/2023] [Accepted: 01/20/2024] [Indexed: 06/06/2024] Open
Abstract
BACKGROUND Hospitalizations due to diabetes complications are potentially preventable with effective management of the condition in the outpatient setting. Diabetes-related hospitalization (DRH) rates can provide valuable information about access, utilization, and efficacy of healthcare services. However, little is known about the local geographic distribution of DRH rates in Florida. Therefore, the objectives of this study were to investigate the geographic distribution of DRH rates at the ZIP code tabulation area (ZCTA) level in Florida, identify significant local clusters of high hospitalization rates, and describe characteristics of ZCTAs within the observed spatial clusters. METHODS Hospital discharge data from 2016 to 2019 were obtained from the Florida Agency for Health Care Administration through a Data Use Agreement with the Florida Department of Health. Raw and spatial empirical Bayes smoothed DRH rates were computed at the ZCTA level. High-rate DRH clusters were identified using Tango's flexible spatial scan statistic. Choropleth maps were used to display smoothed DRH rates and significant high-rate spatial clusters. Demographic, socioeconomic, and healthcare-related characteristics of cluster and non-cluster ZCTAs were compared using the Wilcoxon rank sum test for continuous variables and Chi-square test for categorical variables. RESULTS There was a total of 554,133 diabetes-related hospitalizations during the study period. The statewide DRH rate was 8.5 per 1,000 person-years, but smoothed rates at the ZCTA level ranged from 0 to 101.9. A total of 24 significant high-rate spatial clusters were identified. High-rate clusters had a higher percentage of rural ZCTAs (60.9%) than non-cluster ZCTAs (41.8%). The median percent of non-Hispanic Black residents was significantly (p < 0.0001) higher in cluster ZCTAs than in non-cluster ZCTAs. Populations of cluster ZCTAs also had significantly (p < 0.0001) lower median income and educational attainment, and higher levels of unemployment and poverty compared to the rest of the state. In addition, median percent of the population with health insurance coverage and number of primary care physicians per capita were significantly (p < 0.0001) lower in cluster ZCTAs than in non-cluster ZCTAs. CONCLUSIONS This study identified geographic disparities of DRH rates at the ZCTA level in Florida. The identification of high-rate DRH clusters provides useful information to guide resource allocation such that communities with the highest burdens are prioritized to reduce the observed disparities. Future research will investigate determinants of hospitalization rates to inform public health planning, resource allocation and interventions.
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Affiliation(s)
- Jennifer Lord
- Department of Biomedical and Diagnostic Sciences, College of Veterinary Medicine, The University of Tennessee, Knoxville, Tennessee, United States of America
| | - Agricola Odoi
- Department of Biomedical and Diagnostic Sciences, College of Veterinary Medicine, The University of Tennessee, Knoxville, Tennessee, United States of America
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Chen SY, Liao J, Huang PX, Wu KF, Deng LM. Bibliometric and visualized analysis of type 2 diabetic osteoporosis from 2013 to 2022. Arch Osteoporos 2024; 19:30. [PMID: 38647606 DOI: 10.1007/s11657-024-01386-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 04/09/2024] [Indexed: 04/25/2024]
Abstract
Type 2 diabetic osteoporosis (T2DOP) has received increasing attention from researchers. In this study, a total of 453 publications related to T2DOP from 2013 to 2022 were analyzed using bibliometric and visual analysis to identify the research trends and research hotspots in the field of T2DOP. PURPOSE The objective of this study was to conduct a comprehensive bibliometric analysis of T2DOP-related publications from 2013 to 2022 to determine global research trends in T2DOP in terms of number of publications, countries/regions, institutions, authors, journals, funding agencies, and keywords. METHODS All data were collected from the Web of Science Core Collection (WoSCC). All original research publications regarding T2DOP from 2013 to 2022 were retrieved. VOSviewer and Microsoft Office Excel were used to conduct the bibliometric and visual analysis. RESULTS From 2013 to 2022, 515 relevant publications were published, with a peak in 2022 in the annual number of publications. The countries leading the research were USA and China. Sugimoto was the most influential authors. Capital Medical University and Nanjing Medical University were the most prolific institutions. Osteoporosis International was the most productive journal concerning T2DOP research. National Natural Science Foundation of China was the primary funding source for this research area. "Bone-mineral density", "fracture risk", and "postmenopausal women" were the most high-frequency keywords over the past 10 years. CONCLUSION This was the first bibliometric study of diabetes mellitus and osteoporosis to exclusively examine type 2 diabetes mellitus. Our findings would provide guidance to understand the research frontiers and hot directions in the near future.
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Affiliation(s)
- Si-Yu Chen
- Marine Biomedical Research Institution, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
- Marine Biomedical Research Institution of Guangdong Zhanjiang, Zhanjiang, 524023, People's Republic of China
| | - Jing Liao
- The Affiliated Hospital of Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
| | - Pei-Xin Huang
- Marine Biomedical Research Institution, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China
- Marine Biomedical Research Institution of Guangdong Zhanjiang, Zhanjiang, 524023, People's Republic of China
| | - Ke-Feng Wu
- Marine Biomedical Research Institution, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China.
- Marine Biomedical Research Institution of Guangdong Zhanjiang, Zhanjiang, 524023, People's Republic of China.
- GuangDong Engineering Technology Research Center for the Development and Utilization of Mangrove Wetland Medicinal Resources, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China.
| | - Lu-Ming Deng
- Marine Biomedical Research Institution, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China.
- Marine Biomedical Research Institution of Guangdong Zhanjiang, Zhanjiang, 524023, People's Republic of China.
- GuangDong Engineering Technology Research Center for the Development and Utilization of Mangrove Wetland Medicinal Resources, Guangdong Medical University, Zhanjiang, 524023, People's Republic of China.
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Tosur M, Huang X, Inglis AS, Aguirre RS, Redondo MJ. Inaccurate diagnosis of diabetes type in youth: prevalence, characteristics, and implications. Sci Rep 2024; 14:8876. [PMID: 38632329 PMCID: PMC11024140 DOI: 10.1038/s41598-024-58927-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2023] [Accepted: 04/04/2024] [Indexed: 04/19/2024] Open
Abstract
Classifying diabetes at diagnosis is crucial for disease management but increasingly difficult due to overlaps in characteristics between the commonly encountered diabetes types. We evaluated the prevalence and characteristics of youth with diabetes type that was unknown at diagnosis or was revised over time. We studied 2073 youth with new-onset diabetes (median age [IQR] = 11.4 [6.2] years; 50% male; 75% White, 21% Black, 4% other race; overall, 37% Hispanic) and compared youth with unknown versus known diabetes type, per pediatric endocrinologist diagnosis. In a longitudinal subcohort of patients with data for ≥ 3 years post-diabetes diagnosis (n = 1019), we compared youth with steady versus reclassified diabetes type. In the entire cohort, after adjustment for confounders, diabetes type was unknown in 62 youth (3%), associated with older age, negative IA-2 autoantibody, lower C-peptide, and no diabetic ketoacidosis (all, p < 0.05). In the longitudinal subcohort, diabetes type was reclassified in 35 youth (3.4%); this was not statistically associated with any single characteristic. In sum, among racially/ethnically diverse youth with diabetes, 6.4% had inaccurate diabetes classification at diagnosis. Further research is warranted to improve accurate diagnosis of pediatric diabetes type.
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Affiliation(s)
- Mustafa Tosur
- The Division of Diabetes and Endocrinology, Department of Pediatrics, Baylor College of Medicine, Texas Children's Hospital, Houston, TX, 77030, USA.
- Children's Nutrition Research Center, Baylor College of Medicine, USDA/ARS, Houston, TX, 77030, USA.
| | - Xiaofan Huang
- Institute for Clinical and Translational Research, Baylor College of Medicine, Houston, TX, USA
| | - Audrey S Inglis
- School of Health Professions, Baylor College of Medicine, Houston, TX, USA
| | - Rebecca Schneider Aguirre
- The Division of Diabetes and Endocrinology, Department of Pediatrics, Baylor College of Medicine, Texas Children's Hospital, Houston, TX, 77030, USA
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, Baylor College of Medicine, Houston, TX, USA
| | - Maria J Redondo
- The Division of Diabetes and Endocrinology, Department of Pediatrics, Baylor College of Medicine, Texas Children's Hospital, Houston, TX, 77030, USA
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Kaewkrasaesin C, Kositanurit W, Chotwanvirat P, Laichuthai N. Enhancing outcome prediction by applying the 2019 WHO DM classification to adults with hyperglycemic crises: A single-center cohort in Thailand. Diabetes Metab Syndr 2024; 18:103012. [PMID: 38643708 DOI: 10.1016/j.dsx.2024.103012] [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: 07/20/2023] [Revised: 04/10/2024] [Accepted: 04/13/2024] [Indexed: 04/23/2024]
Abstract
BACKGROUND AND AIMS Hyperglycemic crisis is a metabolic catastrophe which can occur in any type of diabetes. In 2019, the World Health Organization (WHO) revised the classification of diabetes mellitus (DM) and established two new hybrid forms, latent autoimmune diabetes in adults (LADA) and ketosis-prone type 2 diabetes (T2D). This study aimed to determine clinical outcomes after a hyperglycemic crisis event in people with diabetes classified subtypes by 2019 WHO DM classification. METHODS A five-year (2015-2019) retrospective study of adult patients admitted with hyperglycemic crises was conducted. Types of diabetes were recategorized based on the 2019 WHO DM classification. Clinical characteristics, in-admission treatment and complications, long-term follow-up outcomes, and mortality were collected, analyzed, and compared. RESULTS A total of 185 admissions occurred in 136 patients. The mean age was 50.6 ± 18.4 years (49.3 % men). The annual average incidence of hyperglycemic crises was 5.2 events/1000 persons. The proportion of type 1 diabetes, T2D, LADA, ketosis-prone T2D, and pancreatic DM were 15.4 %, 69.1 %, 2.2 %, 11 %, and 2.2 %, respectively. In-hospital mortality was 3.7 % while cumulative mortality totaled 19.1 %. During the 24-month follow-up, ketosis-prone T2D had the highest success of insulin discontinuation (HR 6.59; 95 % CI 6.69-319.4; p < 0.001), while T2D demonstrated the highest mortality compared to others (HR, 2.89; 95%CI 1.15-6.27; p = 0.02). CONCLUSION The reclassification of diabetes based on 2019 WHO DM classification helped elucidate differences in long-term outcomes and mortality among DM types. The new classification, which separates ketosis-prone T2D from standard T2D, should be encouraged in clinical practice for precise and individualized management.
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Affiliation(s)
- Chatchon Kaewkrasaesin
- Division of Medicine, Taksin Hospital, Medical Service Department, Bangkok Metropolitan Administration, Bangkok, 10600, Thailand; Diabetes and Metabolic Care Center, Taksin Hospital, Medical Service Department, Bangkok Metropolitan Administration, Bangkok, 10600, Thailand.
| | - Weerapat Kositanurit
- Department of Physiology, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand
| | - Phawinpon Chotwanvirat
- Diabetes and Metabolic Care Center, Taksin Hospital, Medical Service Department, Bangkok Metropolitan Administration, Bangkok, 10600, Thailand
| | - Nitchakarn Laichuthai
- Division of Endocrinology and Metabolism, Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, 10330, Thailand; Excellent Center in Diabetes, Hormones and Metabolism, King Chulalongkorn Memorial Hospital, Thai Red Cross Society, Bangkok, 10330, Thailand
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48
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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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Tassew WC, Bayeh GM, Ferede YA, Zeleke AM. Poor treatment outcome and associated factors of hyperglycemic emergencies among diabetic patients in Ethiopia: A systematic review and meta-analysis. Metabol Open 2024; 21:100275. [PMID: 38455228 PMCID: PMC10918420 DOI: 10.1016/j.metop.2024.100275] [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: 01/26/2024] [Revised: 02/10/2024] [Accepted: 02/20/2024] [Indexed: 03/09/2024] Open
Abstract
Background Despite the fact that hyperglycemic crisis poses a significant threat to the health care systems of developing countries like Ethiopia, there is a dearth of reliable data regarding the poor treatment outcome and associated factors among hyperglycemic emergencies in Ethiopia. Therefore, this review aimed to assess poor treatment outcome and associated factors of hyperglycemic emergencies among diabetic patients in Ethiopia. Methods Published articles regarding poor treatment outcome and associated factors of hyperglycemic emergencies among diabetic patients in Ethiopia were extensively searched from PubMed, Google Scholar, Cochrane library, and African journal online. After extraction, data were exported to Stata software version 11 (Stata Corp LLC, TX, USA) for analysis. Statistically, the Cochrane Q-test and I2 statistics were used to determine the presence or absence of heterogeneity. Results 3650 duplicates were eliminated from the 4291 papers (PubMed [18], Google scholar (1170), African journal online [21], and Cochrane library (3082)). The pooled estimate of poor treatment outcome among hyperglycemic emergencies in Ethiopia is found to be 16.21% (95% CI: 11.01, 21.41, P < 0.001). Creatinine level >1.2 mg/dl, stroke, sepsis and comorbidity were associated factors of poor treatment outcome. Conclusion Poor treatment outcome from hyperglycemic emergencies among diabetic patients was found to be high. Poor treatment outcome was predicted for those patients who had creatinine level >1.2 mg/dl, stroke, sepsis and comorbidity. As a result, we recommend healthcare providers to monitor thoroughly and have close follow-ups for patients with the identified predictors to improve poor treatment outcome from hyperglycemic crises.
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Affiliation(s)
- Worku Chekol Tassew
- Department of Medical Nursing, Teda Health Science College, Gondar, Ethiopia
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50
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Shi J, Chen F, Zheng K, Su T, Wang X, Wu J, Ni B, Pan Y. Clinical nomogram prediction model to assess the risk of prolonged ICU length of stay in patients with diabetic ketoacidosis: a retrospective analysis based on the MIMIC-IV database. BMC Anesthesiol 2024; 24:86. [PMID: 38424557 PMCID: PMC10902986 DOI: 10.1186/s12871-024-02467-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Accepted: 02/23/2024] [Indexed: 03/02/2024] Open
Abstract
BACKGROUND The duration of hospitalization, especially in the intensive care unit (ICU), for patients with diabetic ketoacidosis (DKA) is influenced by patient prognosis and treatment costs. Reducing ICU length of stay (LOS) in patients with DKA is crucial for optimising healthcare resources utilization. This study aimed to establish a nomogram prediction model to identify the risk factors influencing prolonged LOS in ICU-managed patients with DKA, which will serve as a basis for clinical treatment, healthcare safety, and quality management research. METHODS In this single-centre retrospective cohort study, we performed a retrospective analysis using relevant data extracted from the Medical Information Mart for Intensive Care IV (MIMIC-IV) database. Clinical data from 669 patients with DKA requiring ICU treatment were included. Variables were selected using the Least Absolute Shrinkage and Selection Operator (LASSO) binary logistic regression model. Subsequently, the selected variables were subjected to a multifactorial logistic regression analysis to determine independent risk factors for prolonged ICU LOS in patients with DKA. A nomogram prediction model was constructed based on the identified predictors. The multivariate variables included in this nomogram prediction model were the Oxford acute severity of illness score (OASIS), Glasgow coma scale (GCS), acute kidney injury (AKI) stage, vasoactive agents, and myocardial infarction. RESULTS The prediction model had a high predictive efficacy, with an area under the curve value of 0.870 (95% confidence interval [CI], 0.831-0.908) in the training cohort and 0.858 (95% CI, 0.799-0.916) in the validation cohort. A highly accurate predictive model was depicted in both cohorts using the Hosmer-Lemeshow (H-L) test and calibration plots. CONCLUSION The nomogram prediction model proposed in this study has a high clinical application value for predicting prolonged ICU LOS in patients with DKA. This model can help clinicians identify patients with DKA at risk of prolonged ICU LOS, thereby enhancing prompt intervention and improving prognosis.
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Affiliation(s)
- Jincun Shi
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Fujin Chen
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Kaihui Zheng
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Tong Su
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Xiaobo Wang
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Jianhua Wu
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Bukao Ni
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China
| | - Yujie Pan
- Department of Critical Care Medicine, Wenzhou Central Hospital, Wenzhou, Zhejiang, 325000, China.
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