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Blanchette JE, Lewis CB, Shannon CS, Kanchibhatla A, Rieke J, Roche MJ, Johnson DA, Williams D, Webb S, Diaz CN, Lundgrin EL, Allen NA, Litchman ML, Hatipoglu B. Empowering emerging adults with type 1 diabetes: crafting a financial and health insurance toolkit through community-based participatory action research. RESEARCH INVOLVEMENT AND ENGAGEMENT 2024; 10:75. [PMID: 39044303 PMCID: PMC11265338 DOI: 10.1186/s40900-024-00602-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 06/28/2024] [Indexed: 07/25/2024]
Abstract
BACKGROUND Emerging adults aged 18-30 years face challenges during life transitions, with an added burden of navigating the health care system and additional costs associated with diabetes. This stress is compounded by overall low levels of health insurance literacy in this population, as people may not know about available financial and health care resources to minimize suboptimal diabetes outcomes. This study aimed to tailor a financial and health insurance toolkit to emerging adults with type 1 diabetes, including racially, ethnically diverse, and Medicaid-insured individuals, through community-based participatory action research. METHODS An academic research team and community members from a national organization held six online community advisory board (CAB) content-creation meetings to understand how to tailor a financial and health insurance Toolkit. The CAB was comprised of six racially and insurance-diverse emerging adults with type 1 diabetes and four content experts (clinical, financial, and insurance). Six 60-minute online CAB meetings were held via University Hospitals (UH)-encrypted Zoom over five months. Pre-reading materials were emailed to CAB members before the meetings. A moderator established the purpose of each meeting and briefly discussed meeting rules before each meeting commenced. During the meetings, the moderator guided the discussions and provided the CAB members opportunities to respond and build on one another's feedback. A deductive thematic qualitative analysis was utilized. Three researchers independently coded the cross-referenced and de-identified CAB meeting transcripts and then convened to reach a group consensus. Two CAB members performed member-checking. RESULTS The following key themes emerged to tailor the Toolkit: ensuring that content covers empowerment and self-advocacy, including genuine stories and multimedia visuals for aesthetics, addressing clinician bias, acknowledging racial and ethnic disparities in care, incorporating cultural representation, and demystifying Medicaid stigma. CONCLUSIONS By successfully partnering with the CAB and a community organization through a community-based participatory action research approach, we will develop a financial and health insurance Toolkit tailored to the needs of racially and ethnically diverse and Medicaid-insured emerging adults with type 1 diabetes.
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Affiliation(s)
- Julia E Blanchette
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA.
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
| | - Claudia B Lewis
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
| | - Chantel S Shannon
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- College of Public Health, Kent State University, Kent, OH, USA
| | - Anuhya Kanchibhatla
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- Department of Nutrition, Undergraduate Studies, Case Western Reserve University, Cleveland, OH, USA
| | - Jorden Rieke
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- Frances Payne Bolton School of Nursing, Case Western Reserve University, Cleveland, OH, USA
| | - Mary Jane Roche
- The Diabetes Link, Boston, MA, USA
- Young Adult Living with Type 1 Diabetes/Lay Person Community Member, New Hampshire, North Carolina, California, USA
| | - Dove-Anna Johnson
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
| | - Dionne Williams
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
| | - Shay Webb
- College of Pharmacy and Health Sciences, Campbell University, Buies Creek, NC, USA
- Young Adult Living with Type 1 Diabetes/Lay Person Community Member, New Hampshire, North Carolina, California, USA
| | - Crystal N Diaz
- Global Disease Biology, University of California, Davis, CA, USA
- Young Adult Living with Type 1 Diabetes/Lay Person Community Member, New Hampshire, North Carolina, California, USA
| | - Erika L Lundgrin
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Divison of Pediatric Endocrinology, Rainbow Babies and Children's Hospital, Cleveland, OH, USA
| | - Nancy A Allen
- College of Nursing, University of Utah, Salt Lake City, UT, USA
| | | | - Betul Hatipoglu
- Department of Medicine, Diabetes and Metabolic Care Center, Division of Endocrinology, University Hospitals, Cleveland, OH, USA
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
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Zenno A, Huang A, Roberts AJ, Pihoker C. Health-Care Utilization and Outcomes in Young Adults With Type 1 and Type 2 Diabetes. J Endocr Soc 2024; 8:bvae115. [PMID: 38939833 PMCID: PMC11210301 DOI: 10.1210/jendso/bvae115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Indexed: 06/29/2024] Open
Abstract
Young adulthood can be a challenging time for individuals with diabetes mellitus (DM) as they experience increasing independence and life transitions, which can make it difficult to engage in DM self care. Compared to older adults, young adults are more likely to have higher glycated hemoglobin A1c (HbA1c). They also often have lower adherence to standards of care in DM, and higher utilization of emergency department (ED) visits and hospitalizations for diabetic ketoacidosis. This review describes health-care utilization and explores factors that may contribute to high HbA1c among young adults with DM. In addition, it discusses the unique health-care needs of young adults with DM, examines the role of technology in their DM care, and analyzes the effects of social determinants of health on their health-care utilization.
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Affiliation(s)
- Anna Zenno
- Department of Pediatrics, University of Washington, Seattle, WA 98105, USA
- Department of Medicine, University of Washington, Seattle, WA 98105, USA
| | - Alyssa Huang
- Department of Pediatrics, University of Washington, Seattle, WA 98105, USA
| | - Alissa J Roberts
- Department of Pediatrics, University of Washington, Seattle, WA 98105, USA
| | - Catherine Pihoker
- Department of Pediatrics, University of Washington, Seattle, WA 98105, USA
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Jiang S, Luo T, Zhu Z, Huang Y, Liu H, Li B, Feng S, Zeng K. Latent Profile Analysis of Medication Beliefs in Patients with Type 2 Diabetes in the Hospital-Home Transition and Comparison with Medication Adherence. Patient Prefer Adherence 2024; 18:839-853. [PMID: 38645700 PMCID: PMC11032132 DOI: 10.2147/ppa.s450107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Accepted: 03/19/2024] [Indexed: 04/23/2024] Open
Abstract
Background The treatment of Type 2 Diabetes Mellitus (T2DM) is a protracted and arduous process. Medication, being a universally crucial therapeutic measure, underscores the significance of medication adherence in managing the disease effectively. Medication beliefs have emerged as a significant predictor of adherence, attracting considerable scholarly attention in recent years. However, there remains a paucity of research utilizing individual-centered approaches to explore medication beliefs among the T2DM population during the hospital-home transition, leaving the relationship between these beliefs and medication adherence unclear. Purpose To investigate latent categories of medication beliefs among patients with T2DM during the transition from hospital to home, and to analyze variations in medication adherence across these categories of patients. Patients and methods Between August 2022 and September 2023, this study selected 304 patients with a pre-discharge diagnosis of T2DM as study subjects from a tertiary hospital in Dongguan City. The patients' profiles were assessed comprehensively via the Sociodemographic and Clinical Characteristics Questionnaire, alongside the Chinese version of Beliefs about Medicines Questionnaire-Specific and Morisky Medication Adherence Scale-8. The present study conducted latent profile analysis using Mplus 7.4 software and analyzed the influencing factors of different medication belief categories and their differences in medication adherence using SPSS 26.0 software. Results The medication beliefs of 304 patients were rated at 3.36±5.24 points, while medication adherence scored 6.23±1.56 points. The medication beliefs were classified into four categories: moderate necessity - low to moderate concern group (40.13%), high necessity - low concern group (9.54%), moderate necessity - moderate to high concern group (19.08%), and moderate necessity - high concern group (31.25%). Age, monthly per capita household income, and place of residence emerged as influential factors for the four categories. Moreover, the disparity in medication adherence among these categories demonstrated statistical significance (P < 0.001). Conclusion The medication beliefs of patients were classified into four distinct categories, and variations in medication adherence were evident across these categories. The high necessity - low concern group demonstrated the highest medication adherence scores, while the moderate necessity - high concern group exhibited the lowest scores. Healthcare providers are advised to tailor personalized medication belief enhancement programs based on patients' homogeneous beliefs, addressing specific issues encountered by each category. This approach aims to ensure optimal medication adherence across diverse medical and social environments, effectively improving patient prognosis and enhancing quality of life.
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Affiliation(s)
- Sifen Jiang
- Science and Education Section, Dongguan Eighth People’s Hospital (Dongguan Children’s Hospital), Dongguan, People’s Republic of China
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, People’s Republic of China
| | - Tingyu Luo
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, People’s Republic of China
| | - Zhuoqi Zhu
- School of Public Health, Guangxi Medical University, Guangxi, People’s Republic of China
| | - Yanling Huang
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, People’s Republic of China
| | - Haopeng Liu
- School of Public Health, Sun Yat-Sen University, Guangzhou, People’s Republic of China
| | - Bing Li
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, People’s Republic of China
| | - Suibin Feng
- Surgery Department, Dongguan Eighth People’s Hospital (Dongguan Children’s Hospital), Dongguan, People’s Republic of China
| | - Kun Zeng
- Science and Education Section, Dongguan Eighth People’s Hospital (Dongguan Children’s Hospital), Dongguan, People’s Republic of China
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Zahran NA, Jadidi S. Pediatric Hyperglycemic Hyperosmolar Syndrome: A Comprehensive Approach to Diagnosis, Management, and Complications Utilizing Novel Summarizing Acronyms. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1773. [PMID: 38002864 PMCID: PMC10670661 DOI: 10.3390/children10111773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 09/25/2023] [Accepted: 09/26/2023] [Indexed: 11/26/2023]
Abstract
This paper focuses on hyperglycemic hyperosmolar syndrome (HHS), a unique hyperglycemic state requiring divergent diagnosis and treatment approaches from diabetic ketoacidosis (DKA) despite some shared characteristics. We introduce the mnemonic DI-FF-ER-EN-CE-S to encapsulate unique HHS management and complications. 'DI' emphasizes the need to delay and decrease initial insulin therapy until serum glucose decline is managed by fluid resuscitation alone. 'FF' stresses the importance of double fluid replacement compared to DKA due to severe dehydration and 'ER' electrolyte replacement due to profound losses and imbalances. 'EN' denotes the potential for encephalopathy and the requirement for a controlled serum osmolality reduction. 'CE' indicates cerebral edema, a rare complication in HHS. 'S' signifies systemic multiorgan failure. We categorize the associated risks into three mnemonic groups: the 3Rs (renal failure, respiratory distress, rhabdomyolysis), the 3Hs (heart failure, hypercoagulation, hyperthermia), and AP (arrhythmias, pancreatitis) to facilitate awareness and screening of HHS.
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Affiliation(s)
- Naser Amin Zahran
- Lurie Children’s at Northwestern Medicine Central DuPage Hospital, Winfield, IL 60190, USA;
| | - Shaheen Jadidi
- Loyola University Medical Center, Maywood, IL 60153, USA
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AbuHammad GAR, Naser AY, Hassouneh LKM. Diabetes mellitus-related hospital admissions and prescriptions of antidiabetic agents in England and Wales: an ecological study. BMC Endocr Disord 2023; 23:102. [PMID: 37149604 PMCID: PMC10163802 DOI: 10.1186/s12902-023-01352-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/12/2022] [Accepted: 04/25/2023] [Indexed: 05/08/2023] Open
Abstract
BACKGROUND Around 6.5% of the population in the United Kingdom has been diagnosed with diabetes. It is associated with several long-term consequences and higher hospitalization rates. AIM To examine the profile of hospital admissions related to diabetes mellitus and the prescription rates of antidiabetic medications in England and Wales. METHOD This is an ecological study that was conducted for the period between April 1999 and April 2020 using publicly available hospitalisation data in England and Wales. Hospital admission data for patients of all ages was extracted from Hospital Episode Statistics in England and the Patient Episode Database for Wales. The difference between admission rates in 1999 and 2020, as well as the difference between diabetes mellitus medication prescription rates in 2004 and 2020, were assessed using the Pearson Chi-squared test. A Poisson regression model with robust variance estimation was used to examine the trend in hospital admissions. RESULTS A total of 1,757,892 diabetes mellitus hospital admissions were recorded in England and Wales during the duration of the study. The hospital admission rate for diabetes mellitus increased by 15.2%. This increase was concomitant with an increase in the antidiabetic medication prescribing rate of 105.9% between 2004 and 2020. Males and those in the age group of 15-59 years had a higher rate of hospital admission. The most common causes of admissions were type 1 diabetes mellitus related complications, which accounted for 47.1% of all admissions. CONCLUSION This research gives an in-depth overview of the hospitalization profile in England and Wales during the previous two decades. In England and Wales, people with all types of diabetes and related problems have been hospitalized at a high rate over the past 20 years. Male gender and middle age were significant determinants in influencing admission rates. Diabetes mellitus type 1 complications were the leading cause of hospitalizations. We advocate establishing preventative and educational campaigns to promote the best standards of care for individuals with diabetes in order to lower the risk of diabetes-related complications.
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Affiliation(s)
- Gayda Abdel Rahman AbuHammad
- Department of Applied Pharmaceutical Sciences and Clinical Pharmacy, Faculty of Pharmacy, Isra University, Amman, Jordan
| | - Abdallah Y Naser
- Department of Applied Pharmaceutical Sciences and Clinical Pharmacy, Faculty of Pharmacy, Isra University, Amman, Jordan.
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Dragila Ž, Ćosić K, Grubešić I, Čalošević S, Šolić K, Bačun T. PRECIPITATING FACTORS AND SYMPTOMS IN PATIENTS WITH DIABETIC KETOACIDOSIS. Acta Clin Croat 2023; 62:65-74. [PMID: 38304369 PMCID: PMC10829968 DOI: 10.20471/acc.2023.62.01.08] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Indexed: 02/03/2024] Open
Abstract
The aim of the study was to determine the most common precipitating factors and symptoms of diabetic ketoacidosis and the possible difference according to age, gender and severity of diabetic ketoacidosis. Medical records from January 1, 2017 until December 31, 2019 were reviewed and patients diagnosed with diabetic ketoacidosis were selected. The study included 52 patients, median age 34 (interquartile range 21-56) years. There was no statistically significant difference between male and female gender. The severity of diabetic ketoacidosis was moderate in the majority of cases (65.4%; p=0.005). The most common precipitating factor was infection (61.7%). In patients with moderate diabetic ketoacidosis, respiratory infections were more common, while gastrointestinal infections were more common in severe diabetic ketoacidosis (33% and 25%, respectively; p=0.03). Nausea (median age 32 years; p=0.004) and vomiting (median age 31 years; p=0.01) were more common in younger age groups, while altered mental status was more common in the older age group (median age 61 years; p=0.001). Infection was the most common precipitating factor. The most common symptoms in younger age groups were nausea and vomiting, and altered mental status in the older age group.
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Affiliation(s)
- Željka Dragila
- Osijek Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
| | - Klara Ćosić
- Osijek Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
| | - Ivana Grubešić
- Osijek Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
| | - Srđan Čalošević
- Emergency Medical Center of the Osijek-Baranja County, Osijek, Croatia
| | - Krešimir Šolić
- Osijek Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
- Osijek Faculty of Electrical Engineering, Computer Science and Information Technology, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
| | - Tatjana Bačun
- Osijek Faculty of Medicine, Josip Juraj Strossmayer University of Osijek, Osijek, Croatia
- Division of Endocrinology, Department of Internal Medicine, Osijek University Hospital Center, Osijek, Croatia
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Jiang DH, Herrin J, Van Houten HK, McCoy RG. Evaluation of High-Deductible Health Plans and Acute Glycemic Complications Among Adults With Diabetes. JAMA Netw Open 2023; 6:e2250602. [PMID: 36662531 PMCID: PMC9860518 DOI: 10.1001/jamanetworkopen.2022.50602] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 11/20/2022] [Indexed: 01/21/2023] Open
Abstract
Importance Optimal diabetes care requires regular monitoring and care to maintain glycemic control. How high-deductible health plans (HDHPs), which reduce overall spending but may impede care by increasing out-of-pocket expenses, are associated with risks of severe hypoglycemia and hyperglycemia is unknown. Objective To examine the association between an employer-forced switch to HDHP and severe hypoglycemia and hyperglycemia. Design, Setting, and Participants This retrospective cohort study used deidentified administrative claims data for privately insured adults with diabetes from a single insurance carrier with multiple plans across the US between January 1, 2010, and December 31, 2018. Analyses were conducted between May 15, 2020, and November 3, 2022. Exposures Patients with 1 baseline year of enrollment in a non-HDHP whose employers subsequently forced a switch to an HDHP were compared with patients who did not switch. Main Outcomes and Measures Mixed-effects logistic regression models were used to examine the association between switching to an HDHP and the odds of severe hypoglycemia and hyperglycemia (ascertained using diagnosis codes in emergency department [ED] visits and hospitalizations), adjusting for patient age, sex, race and ethnicity, region, income, comorbidities, glucose-lowering medications, baseline ED and hospital visits for hypoglycemia and hyperglycemia, and baseline deductible amount, and applying inverse propensity score weighting to account for potential treatment selection bias. Results The study population was composed of 42 326 patients who switched to an HDHP (mean [SD] age: 52 [10] years, 19 752 [46.7%] women, 7375 [17.4%] Black, 5740 [13.6%] Hispanic, 26 572 [62.8%] non-Hispanic White) and 202 729 patients who did not switch (mean [SD] age, 53 [10] years, 89 828 [44.3%] women, 29 551 [14.6%] Black, 26 689 [13.2%] Hispanic, 130 843 [64.5%] non-Hispanic White). When comparing all study years, switching to an HDHP was not associated with increased odds of experiencing at least 1 hypoglycemia-related ED visit or hospitalization (OR, 1.01 [95% CI, 0.95-1.06]; P = .85), but each year of HDHP enrollment did increase these odds by 2% (OR, 1.02 [95% CI, 1.00-1.04]; P = .04). In contrast, switching to an HDHP did significantly increase the odds of experiencing at least 1 hyperglycemia-related ED visit or hospitalization (OR, 1.25 [95% CI, 1.11-1.42]; P < .001), with each year of HDHP enrollment increasing the odds by 5% (OR, 1.05 [95% CI, 1.01-1.09]; P = .02). Conclusions and Relevance In this cohort study, employer-forced switching to an HDHP was associated with increased odds of potentially preventable acute diabetes complications, potentially because of delayed or deferred care. These findings suggest that employers should be more judicious in their health plan offerings, and health plans and policy makers should consider allowing preventive and high-value services to be exempt from deductible requirements.
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Affiliation(s)
- David H. Jiang
- Division of Health Care Delivery Research, Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
| | - Jeph Herrin
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut
| | - Holly K. Van Houten
- Division of Health Care Delivery Research, Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
| | - Rozalina G. McCoy
- Division of Health Care Delivery Research, Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, Minnesota
- Division of Community Internal Medicine, Geriatrics, and Palliative Care, Department of Medicine, Mayo Clinic, Rochester, Minnesota
- OptumLabs, Eden Prairie, Minnesota
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D'Amico RP, Pian TM, Buschur EO. Transition From Pediatric to Adult Care for Individuals With Type 1 Diabetes: Opportunities and Challenges. Endocr Pract 2022; 29:279-285. [PMID: 36528273 DOI: 10.1016/j.eprac.2022.12.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 12/06/2022] [Accepted: 12/09/2022] [Indexed: 12/16/2022]
Abstract
OBJECTIVES Type 1 diabetes (T1D) is a chronic disease with patients across the age spectrum that has high potential for morbidity and mortality. Unfortunately, patients transitioning from pediatric to adult care continue to demonstrate worsened glycemic control in part due to lack of understanding of transition of care best practices. METHODS This review highlights the impact of existing transition of care interventions, assessment tools, and other recently published strategies for providers to consider to improve care of adolescent and young adult (AYA) patients with T1D in both hospital- and clinic-based settings. RESULTS Many barriers impact patients with T1D during the transition period and disparities by race, sex, insurance status, and comorbid illness persist. As diabetic care continues to evolve and the prevalence of adolescents and young adults living with T1D increases, an intentional approach to transition of care is more pressing than ever. While current literature on transition of care models is limited, many show promise in improving clinic attendance and decreasing hospitalization. There are critical discussions that providers should lead with AYA patients to improve their outcomes and increase diabetes self-management, such as re-addressing carbohydrate counseling, sleep hygiene, and reproductive planning. CONCLUSION While further research on transition of care is needed, many care models offer the promise of improved T1D outcomes, enhancements in our approach to care, and increased value for our health care system at large.
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Affiliation(s)
- Rachel P D'Amico
- Division of General Internal Medicine, Department of Internal Medicine, The Ohio State University College of Medicine, Columbus, Ohio
| | - Timothy M Pian
- Department of Pediatrics, Nationwide Children's Hospital, Columbus, Ohio
| | - Elizabeth O Buschur
- Division of Endocrinology, Department of Internal Medicine, The Ohio State University College of Medicine, Columbus, Ohio.
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Kurani SS, Heien HC, Sangaralingham LR, Inselman JW, Shah ND, Golden SH, McCoy RG. Association of Area-Level Socioeconomic Deprivation With Hypoglycemic and Hyperglycemic Crises in US Adults With Diabetes. JAMA Netw Open 2022; 5:e2143597. [PMID: 35040969 PMCID: PMC8767428 DOI: 10.1001/jamanetworkopen.2021.43597] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
IMPORTANCE Social determinants of health play a role in diabetes management and outcomes, including potentially life-threatening complications of severe hypoglycemia and diabetic ketoacidosis (DKA) or hyperglycemic hyperosmolar state (HHS). Although several person-level socioeconomic factors have been associated with these complications, the implications of area-level socioeconomic deprivation are unknown. OBJECTIVE To examine the association between area-level deprivation and the risks of experiencing emergency department visits or hospitalizations for hypoglycemic and hyperglycemic crises (ie, DKA or HHS). DESIGN, SETTING, AND PARTICIPANTS This cohort study used deidentified administrative claims data for privately insured individuals and Medicare Advantage beneficiaries across the US. The analysis included adults with diabetes who met the claims criteria for diabetes between January 1, 2016, and December 31, 2017. Data analyses were performed from November 17, 2020, to November 11, 2021. EXPOSURES Area deprivation index (ADI) was derived for each county for 2016 and 2017 using 17 county-level indicators from the American Community Survey. ADI values were applied to patients who were living in each county based on their index dates and were categorized according to county-level ADI quintile (with quintile 1 having the least deprivation and quintile 5 having the most deprivation). MAIN OUTCOMES AND MEASURES The numbers of emergency department visits or hospitalizations related to the primary diagnoses of hypoglycemia and DKA or HHS (ascertained using validated diagnosis codes in the first or primary position of emergency department or hospital claims) between 2016 and 2019 were calculated for each ADI quintile using negative binomial regression models and adjusted for patient age, sex, health plan type, comorbidities, glucose-lowering medication type, and percentage of White residents in the county. RESULTS The study population included 1 116 361 individuals (563 943 women [50.5%]), with a mean (SD) age of 64.9 (13.2) years. Of these patients, 343 726 (30.8%) resided in counties with the least deprivation (quintile 1) and 121 810 (10.9%) lived in counties with the most deprivation (quintile 5). Adjusted rates of severe hypoglycemia increased from 13.54 (95% CI, 12.91-14.17) per 1000 person-years in quintile 1 counties to 19.13 (95% CI, 17.62-20.63) per 1000 person-years in quintile 5 counties, corresponding to an incidence rate ratio of 1.41 (95% CI, 1.29-1.54; P < .001). Adjusted rates of DKA or HHS increased from 7.49 (95% CI, 6.96-8.02) per 1000 person-years in quintile 1 counties to 8.37 (95% CI, 7.50-9.23) per 1000 person-years in quintile 5 counties, corresponding to an incidence rate ratio of 1.12 (95% CI, 1.00-1.25; P = .049). CONCLUSIONS AND RELEVANCE This study found that living in counties with a high area-level deprivation was associated with an increased risk of severe hypoglycemia and DKA or HHS. The concentration of these preventable events in areas of high deprivation signals the need for interventions that target the structural barriers to optimal diabetes management and health.
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Affiliation(s)
- Shaheen Shiraz Kurani
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Herbert C. Heien
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Lindsey R. Sangaralingham
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- OptumLabs, Eden Prairie, Minnesota
| | - Jonathan W. Inselman
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Nilay D. Shah
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Sherita Hill Golden
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Johns Hopkins Medicine, Baltimore, Maryland
- Office of Diversity, Inclusion, and Health Equity, Johns Hopkins Medicine, Baltimore, Maryland
| | - Rozalina G. McCoy
- Division of Health Care Delivery Research, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- Division of Community Internal Medicine, Geriatrics, and Palliative Care, Department of Medicine, Mayo Clinic, Rochester, Minnesota
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Hare MJL, Deitch JM, Kang MJY, Bach LA. Clinical, psychological and demographic factors in a contemporary adult cohort with diabetic ketoacidosis and type 1 diabetes. Intern Med J 2021; 51:1292-1297. [PMID: 32358796 DOI: 10.1111/imj.14877] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2020] [Revised: 03/12/2020] [Accepted: 04/09/2020] [Indexed: 11/27/2022]
Abstract
BACKGROUND Diabetic ketoacidosis (DKA) is a potentially life-threatening but often preventable acute complication of type 1 diabetes (T1D). Understanding clinical and psychosocial characteristics of people with DKA, particularly those with multiple presentations, may aid the development of prevention strategies. AIMS To describe clinical, psychological and demographic factors in adults with DKA and particularly those factors associated with recurrent admissions. METHODS A retrospective analysis was performed of all admissions with DKA in people with T1D over a 4-year period from 1 November 2013 to 31 October 2017 at a metropolitan tertiary hospital in Australia. Potential cases were identified by International Classification of Diseases-10th Revision coding data. Data were then manually extracted by clinicians from the electronic medical record. RESULTS There were 154 clinician-adjudicated admissions for DKA among 128 people with T1D. Of these, 16 (13%) had multiple DKA admissions. Forty-one (32%) had a history of depression. The most common factors contributing to presentation included insulin omission (54%), infection (31%), alcohol excess (26%) and new diabetes diagnosis (16%). Compared to people with single admissions, those with recurrent DKA were more likely to smoke (69% vs 27%, P = 0.003), be unemployed (31% vs 11%, P = 0.04) and use illicit substances (44% vs 17%, P = 0.02). CONCLUSIONS There is a high prevalence of psychiatric illness, illicit substance use and social disadvantage among people admitted with DKA, particularly those with recurrent presentations. Insulin omission, often due to inappropriate sick day management, was the most common reason for DKA occurrence. Innovative multidisciplinary models of care are required to address these challenges.
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Affiliation(s)
- Matthew J L Hare
- Department of Endocrinology and Diabetes, Alfred Health, Melbourne, Victoria, Australia.,Wellbeing and Chronic Preventable Diseases Division, Menzies School of Health Research, Darwin, Northern Territory, Australia.,Endocrinology Department, Royal Darwin Hospital, Darwin, Northern Territory, Australia
| | - Jessica M Deitch
- Department of Endocrinology and Diabetes, Alfred Health, Melbourne, Victoria, Australia
| | - Matthew J Y Kang
- Department of Endocrinology and Diabetes, Alfred Health, Melbourne, Victoria, Australia.,Alfred Mental and Addiction Health, Alfred Health, Melbourne, Victoria, Australia
| | - Leon A Bach
- Department of Endocrinology and Diabetes, Alfred Health, Melbourne, Victoria, Australia.,Department of Medicine (Alfred), Monash University, Melbourne, Victoria, Australia
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11
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McCoy RG, Galindo RJ, Swarna KS, Van Houten HK, O’Connor PJ, Umpierrez GE, Shah ND. Sociodemographic, Clinical, and Treatment-Related Factors Associated With Hyperglycemic Crises Among Adults With Type 1 or Type 2 Diabetes in the US From 2014 to 2020. JAMA Netw Open 2021; 4:e2123471. [PMID: 34468753 PMCID: PMC8411297 DOI: 10.1001/jamanetworkopen.2021.23471] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
IMPORTANCE Hyperglycemic crises (ie, diabetic ketoacidosis [DKA] and hyperglycemic hyperosmolar state [HHS]) are life-threatening acute complications of diabetes. Efforts to prevent these events at the population level have been hindered by scarce granular data and difficulty in identifying individuals at highest risk. OBJECTIVE To assess sociodemographic, clinical, and treatment-related factors associated with hyperglycemic crises in adults with type 1 or type 2 diabetes in the US from 2014 to 2020. DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study analyzed administrative claims and laboratory results for adults (aged ≥18 years) with type 1 or type 2 diabetes from the OptumLabs Data Warehouse from January 1, 2014, through December 31, 2020. MAIN OUTCOMES AND MEASURES Rates of emergency department or hospital visits with a primary diagnosis of DKA or HHS (adjusted for age, sex, race/ethnicity, and region, and for year when calculating annualized rates) were calculated separately for patients with type 1 diabetes and type 2 diabetes. The associations of sociodemographic factors (age, sex, race/ethnicity, region, and income), clinical factors (comorbidities), and treatment factors (glucose-lowering medications, hemoglobin A1c) with DKA or HHS in patients with type 1 or type 2 diabetes were assessed using negative binomial regression. RESULTS Among 20 156 adults with type 1 diabetes (mean [SD] age, 46.6 [16.5] years; 51.2% male; 72.6% White race/ethnicity) and 796 382 with type 2 diabetes (mean [SD] age, 65.6 [11.8] years; 50.3% female; 54.4% White race/ethnicity), adjusted rates of hyperglycemic crises were 52.69 per 1000 person-years (95% CI, 48.26-57.12 per 1000 person-years) for type 1 diabetes and 4.04 per 1000 person-years (95% CI, 3.88-4.21 per 1000 person-years) for type 2 diabetes. In both groups, factors associated with the greatest hyperglycemic crisis risk were low income (≥$200 000 vs <$40 000: type 1 diabetes incidence risk ratio [IRR], 0.61 [95% CI, 0.46-0.81]; type 2 diabetes IRR, 0.69 [95% CI, 0.56-0.86]), Black race/ethnicity (vs White race/ethnicity: type 1 diabetes IRR, 1.33 [95% CI, 1.01-1.74]; type 2 diabetes IRR, 1.18 [95% CI, 1.09-1.27]), high hemoglobin A1c level (≥10% vs 6.5%-6.9%: type 1 diabetes IRR, 7.81 [95% CI, 5.78-10.54]; type 2 diabetes IRR, 7.06 [95% CI, 6.26-7.96]), history of hyperglycemic crises (type 1 diabetes IRR, 7.88 [95% CI, 6.06-9.99]; type 2 diabetes IRR, 17.51 [95% CI, 15.07-20.34]), severe hypoglycemia (type 1 diabetes IRR, 2.77 [95% CI, 2.15-3.56]; type 2 diabetes IRR, 4.18 [95% CI, 3.58-4.87]), depression (type 1 diabetes IRR, 1.62 [95% CI, 1.37-1.92]; type 2 diabetes IRR, 1.46 [95% CI, 1.34-1.59]), neuropathy (type 1 diabetes IRR, 1.64 [95% CI, 1.39-1.93]; type 2 diabetes IRR, 1.25 [95% CI, 1.17-1.34]), and nephropathy (type 1 diabetes IRR, 1.22 [95% CI, 1.01-1.48]; type 2 diabetes IRR, 1.23 [95% CI, 1.14-1.33]). Age had a U-shaped association with hyperglycemic crisis risk in patients with type 1 diabetes (compared with patients aged 18-44 years: 45-64 years IRR, 0.72 [95% CI, 0.59-0.87]; 65-74 years IRR, 0.62 [95% CI, 0.47-0.80]; ≥75 years IRR, 0.96 [95% CI, 0.66-1.38]). In type 2 diabetes, risk of hyperglycemic crises decreased progressively with age (45-64 years IRR, 0.57 [95% CI, 0.51-0.63]; 65-74 years IRR, 0.44 [95% CI, .39-0.49]; ≥75 years IRR, 0.41 [95% CI, 0.36-0.47]). In patients with type 2 diabetes, higher risk was associated with sodium-glucose cotransporter 2 inhibitor therapy (IRR, 1.30; 95% CI, 1.14-1.49) and insulin dependency (compared with regimens with bolus insulin: regimens with basal insulin only, IRR, 0.69 [95% CI, 0.63-0.75]; and without any insulin, IRR, 0.36 [95% CI, 0.33-0.40]). CONCLUSIONS AND RELEVANCE In this cohort study, younger age, Black race/ethnicity, low income, and poor glycemic control were associated with an increased risk of hyperglycemic crises. The findings suggest that multidisciplinary interventions focusing on groups at high risk for hyperglycemic crises are needed to prevent these dangerous events.
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Affiliation(s)
- Rozalina G. McCoy
- Division of Community Internal Medicine, Department of Medicine, Mayo Clinic, Rochester, Minnesota
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Rodolfo J. Galindo
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Grady Memorial Hospital, Atlanta, Georgia
| | - Kavya Sindhu Swarna
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
| | - Holly K. Van Houten
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- HealthPartners Institute Center for Chronic Care Innovation, Minneapolis, Minnesota
| | - Patrick J. O’Connor
- HealthPartners Institute Center for Chronic Care Innovation, Minneapolis, Minnesota
| | - Guillermo E. Umpierrez
- Division of Endocrinology, Department of Medicine, Emory University School of Medicine, Grady Memorial Hospital, Atlanta, Georgia
| | - Nilay D. Shah
- Mayo Clinic Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Rochester, Minnesota
- OptumLabs, Eden Prairie, Minnesota
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12
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Eckert AJ, Zhou FL, Grimsmann JM, Pettus JH, Kerner W, Miller KM, Stechemesser L, Edelman SV, Spies C, Holl RW, Ibald-Mulli AM. Demographic characteristics and acute complications among adults with type 1 diabetes: Comparison of two multicentre databases from Germany and the United States. J Diabetes Complications 2021; 35:107812. [PMID: 33280985 DOI: 10.1016/j.jdiacomp.2020.107812] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 10/27/2020] [Accepted: 11/11/2020] [Indexed: 12/19/2022]
Abstract
BACKGROUND Studies on acute complications in adult T1D were previously reported from the United States (U.S.) and from Germany. The aim was to compare demographic characteristics and patterns of severe hypoglycaemia (SH) and diabetic ketoacidosis (DKA) between Germany and the U.S. METHODS Descriptive comparison on individuals aged ≥18 years, with T1D duration ≥2 years were made between the German diabetes-patient registry (DPV) and the U.S. electronic-health-record database (T1PCO). Individuals in both databases were divided into patients with haemoglobin A1c (HbA1c) <7% and HbA1c ≥7%. RESULTS 5190 (DPV) and 31,430 individuals (T1PCO) fulfilled the inclusion criteria. DPV patients were younger, more often male and had lower body-mass index. In both databases, more males than females had HbA1c <7%. Individuals had higher HbA1c in T1PCO compared to DPV. The relationship between HbA1c and DKA was similar in both databases. SH revealed a U-shaped curve in T1PCO, but no clear pattern was present in DPV. SH events increased with higher age in DPV, but not in T1PCO. CONCLUSION Patterns of SH differ between Germany and U.S. Differences in capture of SH among the databases cannot be excluded, but differences in health care including patient education and level of care by specialists are likely.
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Affiliation(s)
- Alexander J Eckert
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany; German Centre for Diabetes Research (DZD), Neuherberg, Germany.
| | | | - Julia M Grimsmann
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany; German Centre for Diabetes Research (DZD), Neuherberg, Germany
| | | | | | | | - Lars Stechemesser
- First Department of Medicine, Paracelsus Medical University Salzburg, Salzburg, Austria
| | - Steven V Edelman
- Veterans Affairs Medical Center, University of California San Diego, San Diego, CA, USA
| | - Carsten Spies
- Department of Gastroenterology, Hepatology, Diabetology and emergency medicine, St. Vincent Hospital Limburg, Limburg, Germany
| | - Reinhard W Holl
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Ulm, Germany; German Centre for Diabetes Research (DZD), Neuherberg, Germany
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13
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Boeder S, Kulasa K. Hospital care: improving outcomes in type 1 diabetes. Curr Opin Endocrinol Diabetes Obes 2021; 28:14-20. [PMID: 33315629 DOI: 10.1097/med.0000000000000601] [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: 01/08/2023]
Abstract
PURPOSE OF REVIEW Caring for patients with type 1 diabetes (T1D) in the hospital presents unique challenges. This review provides an update on significant issues relevant to the inpatient management of T1D. Topics include trends in diabetic ketoacidosis (DKA), hypoglycemia, and adapting ambulatory technologies for inpatient use. RECENT FINDINGS Rates of DKA in the United States are rising. Although socioeconomic status, health insurance coverage, and hemoglobin A1c are persistently associated with DKA in individuals with T1D, newer risk factors have also emerged. These include the off-label use of sodium-glucose cotransporter inhibitor medications, immune checkpoint inhibitor-induced diabetes, and infection with severe acute respiratory syndrome coronavirus 2. Hypoglycemia is common among hospitalized patients with T1D. Use of validated hypoglycemia risk prediction models and multidisciplinary care initiatives can reduce the risk of inpatient hypoglycemia. Finally, continuous glucose monitoring is being adapted for use in the hospital setting and has shown promise during the coronavirus disease 2019 (COVID-19) pandemic. SUMMARY Evidence-based treatment algorithms, risk prediction calculators, multidisciplinary interventions, and wearable technology hold promise for improved outcomes in hospitalized patients with T1D.
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Affiliation(s)
- Schafer Boeder
- Department of Medicine, Division of Endocrinology and Metabolism, University of California, San Diego, La Jolla, California, USA
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