1
|
Chen Y, Yan X, Liu J, Bian Z, Yan L. Application of the Omaha System-Based Continuous Care Model in Diabetes Health Management for Outpatients within the Framework of "Internet +". Br J Hosp Med (Lond) 2025; 86:1-14. [PMID: 39862036 DOI: 10.12968/hmed.2024.0561] [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: 01/27/2025]
Abstract
Aims/Background Diabetes is a chronic lifelong condition that requires consistent self-care and daily lifestyle adjustments. Effective disease management involves regular blood glucose monitoring and ongoing nursing support. Inadequate education and poor self-management are key factors contributing to increased mortality among diabetic individuals. Providing personalized guidance and behavioral interventions through continuous nursing care is crucial for achieving optimal glycemic control and fostering positive societal outcomes. This study aimed to evaluate the impact of an Omaha System-based continuous nursing model, implemented through the "Internet+" framework, on enhancing self-health management skills, glycemic control, and treatment adherence among patients with type 2 diabetes mellitus (T2DM). Methods This retrospective study analyzed clinical data of T2DM patients who visited the diabetes health management clinic of Zhang Ye People's Hospital affiliated to Hexi University between December 2023 and May 2024. Participants were categorized into intervention and control groups based on whether they received the "Internet+"-enabled Omaha System continuous nursing care model. Variables, including demographic characteristics, self-management behaviors, cognitive abilities, environmental factors, glycemic control indicators, and treatment adherence (medication compliance, dietary compliance, lifestyle adherence, and follow-up punctuality), were assessed and compared at baseline, 1 month, and 3 months post-intervention. Results The study included 52 patients in the intervention group and 68 in the control group. Baseline characteristics revealed no significant differences between the two groups (p > 0.05). At 1 and 3 months post-intervention, the intervention group exhibited significant improvements in self-management behaviors, cognitive abilities, environmental factors, and overall scores compared to baseline and the control group (p < 0.05). Fasting plasma glucose (FPG) levels were also significantly reduced in the intervention group compared to baseline and the control group (p < 0.05). 3 months post-intervention, the intervention group demonstrated significantly higher adherence rates to dietary recommendations, healthy lifestyle practices, and treatment compliance compared to the control group (p < 0.05). Conclusion The "Internet+"-based Omaha System continuous nursing model significantly enhances self-health management capabilities, stabilizes glycemic control, and promotes adherence to healthy behaviors among patients with T2DM. These findings highlight the potential of the model for broader clinical application in diabetes management.
Collapse
Affiliation(s)
- Ying Chen
- Endocrine Nephrology Department, Zhang Ye People's Hospital Affiliated to Hexi University, Zhangye, Gansu, China
| | - Xia Yan
- Nursing Department, Zhang Ye People's Hospital Affiliated to Hexi University, Zhangye, Gansu, China
| | - Jianjun Liu
- Information Center, Zhang Ye People's Hospital Affiliated to Hexi University, Zhangye, Gansu, China
| | - Zhengxia Bian
- Internal Medicine Teaching and Research Office, College of Clinical Medicine, Hexi University, Zhangye, Gansu, China
| | - Li Yan
- Nursing Department, Zhang Ye People's Hospital Affiliated to Hexi University, Zhangye, Gansu, China
| |
Collapse
|
2
|
Castorino K, Durnwald C, Ehrenberg S, Ehrhardt N, Isaacs D, Levy CJ, Valent AM. Practical Considerations for Using Continuous Glucose Monitoring in Patients with Gestational Diabetes Mellitus. J Womens Health (Larchmt) 2025; 34:10-20. [PMID: 39378174 DOI: 10.1089/jwh.2023.0864] [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: 10/10/2024] Open
Abstract
Gestational diabetes mellitus (GDM) is the most prevalent metabolic complication during pregnancy. GDM is associated with adverse perinatal, neonatal, and long-term health consequences. Studies have demonstrated that the use of continuous glucose monitoring (CGM) reduces the incidence of maternal and neonatal complications in pregnant women with type 1 diabetes. Although the use of CGM in GDM has not been well studied, a growing body of evidence is showing potential benefits in the GDM population. This article discusses the advantages and challenges of CGM and provides practical guidelines for using this technology in the GDM population.
Collapse
Affiliation(s)
| | - Celeste Durnwald
- Department of Obstetrics and Gynecology, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA
| | - Stacey Ehrenberg
- Department of Obstetrics and Gynecology Institute, Cleveland Clinic Foundation, Cleveland, Ohio, USA
| | - Nicole Ehrhardt
- Division of Endocrinology, Diabetes and Metabolism, University of Washington Diabetes Institute, Seattle, Washington, USA
| | - Dianna Isaacs
- Cleveland Clinic Endocrinology & Metabolism Institute, Cleveland, Ohio, USA
| | - Carol J Levy
- Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Amy M Valent
- Department of Obstetrics and Gynecology, Oregon Health and Science University, Portland, Oregon, USA
| |
Collapse
|
3
|
Garg SK, Hirsch IB, Repetto E, Snell-Bergeon J, Ulmer B, Perkins C, Bergenstal RM. Impact of continuous glucose monitoring on hospitalizations and glucose control in people with type 2 diabetes: real-world analysis. Diabetes Obes Metab 2024; 26:5202-5210. [PMID: 39263872 DOI: 10.1111/dom.15866] [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: 06/13/2024] [Revised: 07/24/2024] [Accepted: 07/25/2024] [Indexed: 09/13/2024]
Abstract
AIM The real-world benefits of continuous glucose monitoring (CGM) in the broad type 2 diabetes (T2D) population are not well studied. Our study evaluated the impact of CGM use on health care resource utilization over 12 months in adults with T2D. MATERIALS AND METHODS This retrospective cohort analysis used Optum's de-identified Market Clarity data of >79 million people to evaluate CGM use in people with T2D who were treated with non-insulin (NIT), basal insulin (BIT) and prandial insulin therapy (PIT). The primary outcomes were changes in all-cause hospitalizations, acute diabetes-related hospitalizations and acute diabetes-related emergency room visits during the 6- and 12-month post-index period following transition from blood glucose monitoring to CGM. A pre-specified subgroup analysis assessed glucose control and medication changes among people with T2D over 1 year. RESULTS The analysis included 74 679 adults with T2D (NIT; n = 25 269), (BIT; n = 16 264) and (PIT; n = 33 146). Significant reductions in all-cause hospitalizations, acute diabetes-related hospitalizations and acute diabetes-related emergency room visits were observed in the 6-month post-index period that were sustained during the 6-12 month post-index period (NIT, -10.1%, -31.0%, -30.7%; BIT, -13.9%, -47.6%, -28.2%; and PIT, -22.6%, -52.7%, -36.6%, respectively). A subgroup analysis of 6030 people showed mean glycated haemoglobin reductions at approximately 3 months, which were also sustained throughout the post-index period: NIT, -1.1 (0.05)%; BIT, -1.1 (0.06)%; and PIT, -0.9 (0.04)%, p < 0.0001. CONCLUSIONS CGM use in real-life across different therapeutic regimens in adults with T2D was associated with reductions in health care resource utilization with improved glucose control over 1 year.
Collapse
Affiliation(s)
- Satish K Garg
- University of Colorado School of Medicine and Barbara Davis Center for Diabetes, Aurora, Colorado, USA
| | - Irl B Hirsch
- University of Washington Medical School of Medicine, Seattle, Washington, USA
| | | | - Janet Snell-Bergeon
- University of Colorado School of Medicine and Barbara Davis Center for Diabetes, Aurora, Colorado, USA
| | - Brian Ulmer
- Roche Diagnostics, Indianapolis, Indiana, USA
| | | | - Richard M Bergenstal
- International Diabetes Center, HealthPartners Institute, Minneapolis, Minnesota, USA
| |
Collapse
|
4
|
Hirsch IB, Burugapalli BS, Brandner L, Poon Y, Frazzitta M, Godavarthi L, Virdi N. Impact of continuous glucose monitoring on emergency department visits and all-cause hospitalization rates among Medicaid beneficiaries with type 2 diabetes treated with multiple daily insulin or basal insulin therapy. J Manag Care Spec Pharm 2024; 30:S21-S29. [PMID: 39347973 PMCID: PMC11443977 DOI: 10.18553/jmcp.2024.30.10-b.s21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
BACKGROUND The increasing prevalence of diabetes in the United States continues to drive a steady rise in health care resource utilization, especially emergency department visits and all-cause hospitalizations, and the associated costs. OBJECTIVE To investigate the impact of continuous glucose monitoring (CGM) on emergency department visits and all-cause hospitalizations among Medicaid beneficiaries with type 2 diabetes (T2D) treated with multiple daily insulin injections (MDIs) or basal insulin therapy (BIT) in a real-world setting. METHODS In this retrospective, 12-month analysis, we used the Inovalon Insights claims dataset to evaluate the effects of CGM acquisition on emergency department visits and all-cause hospitalizations in the Managed Medicaid population. The analysis included 44,941 beneficiaries with T2D who were treated with MDIs (n = 35,367) or BIT (n = 9,574). Primary outcomes were changes in the number of emergency department visits and all-cause hospitalizations following 6 months after acquisition of CGM (post-index period) compared with 6 month prior to CGM acquisition (pre-index period). The first claim for CGM was the index date. Inclusion criteria were as follows: aged younger than 65 years, diagnosis of T2D, claims for short- or rapid-acting insulin (MDI group) or basal insulin (not rapid-acting) (BIT group), acquisition of a CGM device between January 1, 2017, and September 30, 2022, and continuous enrollment in their health plan throughout the pre-index and post-index periods. RESULTS In the MDI group, all-cause inpatient hospitalization rates decreased from 3.25 to 2.29 events/patient-year (hazard ratio = 0.12; 95% CI = 0.11-0.13; P < 0.001) and emergency department visit rates decreased from 2.15 to 1.86 events/patient-year (hazard ratio = 0.52; 95% CI = 0.50-0.53; P < 0.001). In the BIT group, all-cause inpatient hospitalization rates decreased from 1.63 to 1.39 events/patient-year (hazard ratio = 0.11; 95% CI = 0.09-0.12; P < 0.001) and emergency department visit rates decreased from 1.60 to 1.43 events/patient-year (hazard ratio = 0.47; 95% CI = 0.44-0.50; P < 0.001). CONCLUSIONS Acquisition of CGM is associated with significant reductions in emergency department visits and all-cause hospitalizations among people with T2D treated with MDIs or BIT.
Collapse
Affiliation(s)
- Irl B Hirsch
- University of Washington School of Medicine, Seattle
| | | | | | | | | | | | | |
Collapse
|
5
|
Morris-Murray M, Frazzitta M. Using continuous glucose monitoring to measure and improve quality metrics: Updates on the Healthcare Effectiveness Data and Information Set 2024 Glucose Management Indicator measure. J Manag Care Spec Pharm 2024; 30:S30-S39. [PMID: 39347972 PMCID: PMC11443976 DOI: 10.18553/jmcp.2024.30.10-b.s30] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Value-based diabetes care is a proactive approach to providing quality care to individuals with diabetes. This approach focuses on improving clinical outcomes rather than the volume of services provided. Implementation of value-based diabetes care requires an established set of standardized quality measures against which all stakeholders can assess and benchmark their performance. The National Committee for Quality Assurance recently added the Glucose Management Indicator to its Healthcare Effectiveness Data and Information Set. The Glucose Management Indicator can be used as a measure of glucose control. This article discusses the benefits of value-based care, the importance of diabetes quality measures, and how the rapidly increasing adoption of continuous glucose monitoring is impacting these measures while improving the lives of individuals with diabetes.
Collapse
|
6
|
Hirsch IB, Tirosh A, Navon A. Noninvasive Real-Time Glucose Monitoring Is in the Near Future. Diabetes Technol Ther 2024; 26:661-666. [PMID: 38417015 DOI: 10.1089/dia.2024.0009] [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] [Indexed: 03/01/2024]
Abstract
Objective: Since the introduction of continuous glucose monitoring (CGM) technology, developers have rigorously researched the feasibility of creating a noninvasive glucose monitoring device. In a recent pilot study, investigators reported a strong correlation between glucose values obtained from novel noninvasive monitoring device (GWave) values to venous and capillary glucose measurements. Research Design and Methods: We investigated whether the level of accuracy observed in the pilot study could be reproduced in a larger cohort, using a smaller third-generation manufacturable device (Gen III GWave) containing a standardized sensor chip that can be mass produced for commercial use. The evaluation assessed concordance with capillary blood glucose, reproducibility between two Gen III devices, and accuracy during insulin-induced hypoglycemia. Results: Assessment of samples from 75 subjects (type 2 diabetes, n = 6; type 1 diabetes, n = 28; nondiabetic pregnant subjects, n = 10; and nondiabetic, n = 31) showed that 97% of values were in Zone A with 3% in Zone B of the Clarke Error Grid, with a mean absolute relative difference of 6.7% from reference blood glucose. Comparison between two independent Gen III GWave devices demonstrated reproducibility between the sensors (R2 = 0.95), with 100% of values within Zone A. In the hypoglycemia assessment, measurements from the Gen III sensor tightly followed the capillary glucose measurements down to 42 mg/dL (2.3 mmol/L), whereas the CGM measurements from two different CGM only converged with the GWave and capillary glucose readings after 90 min of decreasing glucose levels. Conclusion: Our results show promise as potentially the first noninvasive technology. Future studies will focus on larger number of people in all glucose ranges. Real-time noninvasive blood glucose monitoring is possible using GWave technology.
Collapse
Affiliation(s)
- Irl B Hirsch
- UW Medicine Diabetes Institute, School of Medicine, University of Washington, Seattle, Washington, USA
| | - Amir Tirosh
- Division of Endocrinology, Diabetes, and Metabolism, Sheba Medical Center, Ramat Gan, Israel
| | - Ami Navon
- Department of Immunology and Regenerative Biology, The Weizmann Institute of Science, Rehovot, Israel
| |
Collapse
|
7
|
Gavin JR, Rodbard HW, Battelino T, Brosius F, Ceriello A, Cosentino F, Giorgino F, Green J, Ji L, Kellerer M, Koob S, Kosiborod M, Lalic N, Marx N, Prashant Nedungadi T, Parkin CG, Topsever P, Rydén L, Huey-Herng Sheu W, Standl E, Olav Vandvik P, Schnell O. Disparities in prevalence and treatment of diabetes, cardiovascular and chronic kidney diseases - Recommendations from the taskforce of the guideline workshop. Diabetes Res Clin Pract 2024; 211:111666. [PMID: 38616041 DOI: 10.1016/j.diabres.2024.111666] [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: 02/07/2024] [Revised: 03/29/2024] [Accepted: 04/08/2024] [Indexed: 04/16/2024]
Abstract
There is a mounting clinical, psychosocial, and socioeconomic burden worldwide as the prevalence of diabetes, cardiovascular disease (CVD), and chronic kidney disease (CKD) continues to rise. Despite the introduction of therapeutic interventions with demonstrated efficacy to prevent the development or progression of these common chronic diseases, many individuals have limited access to these innovations due to their race/ethnicity, and/or socioeconomic status (SES). However, practical guidance to providers and healthcare systems for addressing these disparities is often lacking. In this article, we review the prevalence and impact of healthcare disparities derived from the above-mentioned chronic conditions and present broad-based recommendations for improving access to quality care and health outcomes within the most vulnerable populations.
Collapse
Affiliation(s)
- James R Gavin
- Emory University School of Medicine, Atlanta, GA, USA
| | - Helena W Rodbard
- Endocrine and Metabolic Consultants, 3200 Tower Oaks Blvd., Suite 250, Rockville, MD 20852, USA.
| | - Tadej Battelino
- University Medical Center Ljubljana, and Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.
| | - Frank Brosius
- University of Arizona College of Medicine, 1501 N. Campbell Ave, Tucson, AZ 85724-5022, USA.
| | - Antonio Ceriello
- IRCCS MultiMedica, Via Milanese 300, Sesto San Giovanni MI 20099, Italy.
| | - Francesco Cosentino
- Cardiology Unit, Department of Medicine, Karolinska Institute and Karolinska University Hospital, Solna, Stockholm, Sweden.
| | - Francesco Giorgino
- Department of Precision and Regenerative Medicine and Ionian Area, Section of Internal Medicine, Endocrinology, Andrology and Metabolic Diseases, University of Bari Aldo Moro, Bari, Italy
| | - Jennifer Green
- Duke University Medical Center, Duke Clinical Research Institute, 641 Durham Centre, Box 17969, Durham, NC 27715, USA.
| | - Linong Ji
- Peking University People's Hospital, 11 Xizhimen S St, Xicheng District, Beijing, China.
| | - Monika Kellerer
- Marienhospital Stuttgart, Böheimstraße 37, Stuttgart 70199, Germany.
| | - Susan Koob
- PCNA National Office, 613 Williamson Street, Suite 200, Madison, WI 53703, USA.
| | - Mikhail Kosiborod
- Saint Luke's Mid America Heart Institute and University of Missouri-Kansas City, 4401 Wornall Rd, Kansas City, MO 64111, USA; The George Institute for Global Health and University of New South Wales, Sydney, Australia.
| | - Nebojsa Lalic
- University Clinical Center of Serbia, University of Belgrade, Pasterova 2, Beograd 11000, Serbia
| | - Nikolaus Marx
- Department of Internal Medicine I, University Hospital Aachen, RWTH Aachen University Pauwelsstraße 30, 52074 Aachen, Germany.
| | | | - Christopher G Parkin
- CGParkin Communications, Inc., 2675 Windmill Pkwy, Suite 2721, Henderson, NV 89074, USA
| | - Pinar Topsever
- Department of Family Medicine, Acıbadem Mehmet Ali Aydınlar University School of Medicine, İçerenköy, Kayışdağı Cd. No: 32, Ataşehir/İstanbul 34752, Türkiye.
| | - Lars Rydén
- Department of Medicine K2, Karolinska Institute, Stockholm, Sweden.
| | - Wayne Huey-Herng Sheu
- Institute of Molecular and Genomic Medicine, National Research Health Institutes, Zhunan, Miaoli 350, Taiwan.
| | - Eberhard Standl
- Forschergruppe Diabetes e. V., Ingolstaedter Landstraße 1, Neuherberg, Munich, Germany.
| | - Per Olav Vandvik
- Department of Medicine, Lovisenberg Diaconal Hospital, Institute of Health and Society, University of Oslo, Lovisenberggata 17, Oslo 0456, Norway
| | - Oliver Schnell
- Forschergruppe Diabetes e. V., Ingolstaedter Landstraße 1, Neuherberg, Munich, Germany.
| |
Collapse
|
8
|
Ebekozien O. Roadmap to Achieving Continuous Glucose Monitoring Equity: Insights From the T1D Exchange Quality Improvement Collaborative. Diabetes Spectr 2023; 36:320-326. [PMID: 37982057 PMCID: PMC10654123 DOI: 10.2337/dsi23-0002] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/21/2023]
Abstract
This article describes successful interventions from the T1D Exchange Quality Improvement Collaborative (T1DX-QI) to reduce inequities in access to and use of continuous glucose monitoring (CGM). The author proposes a roadmap with recommendations for different stakeholders to achieve CGM equity using insights from the T1DX-QI experience.
Collapse
Affiliation(s)
- Osagie Ebekozien
- T1D Exchange, Boston, MA, and the University of Mississippi School of Population Health, Jackson, MS
| |
Collapse
|
9
|
Aleppo G, Hirsch IB, Parkin CG, McGill J, Galindo R, Kruger DF, Levy CJ, Forlenza GP, Umpierrez GE, Grunberger G, Bergenstal RM. Coverage for Continuous Glucose Monitoring for Individuals with Type 2 Diabetes Treated with Nonintensive Therapies: An Evidence-Based Approach to Policymaking. Diabetes Technol Ther 2023; 25:741-751. [PMID: 37471068 PMCID: PMC10611973 DOI: 10.1089/dia.2023.0268] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/21/2023]
Abstract
Numerous studies have demonstrated the clinical benefits of continuous glucose monitoring (CGM) in individuals with type 1 diabetes (T1D) and type 2 diabetes (T2D) who are treated with intensive insulin regimens. Based on this evidence, CGM is now a standard of care for individuals within these diabetes populations and widely covered by commercial and public insurers. Moreover, recent clinical guidelines from the American Diabetes Association and American Association of Clinical Endocrinology now endorse CGM use in individuals treated with nonintensive insulin regimens. However, despite increasing evidence supporting CGM use for individuals treated with less-intensive insulin therapy or noninsulin medications, insurance coverage is limited or nonexistent. This narrative review reports key findings from recent randomized, observational, and retrospective studies investigating use of CGM in T2D individuals treated with basal insulin only and/or noninsulin therapies and presents an evidence-based rationale for expanding access to CGM within this population.
Collapse
Affiliation(s)
- Grazia Aleppo
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine Northwestern University, Chicago, Illinois, USA
| | | | | | - Janet McGill
- Division of Endocrinology, Metabolism and Lipid Research, Washington University in St. Louis, School of Medicine, St. Louis, Missouri, USA
| | - Rodolfo Galindo
- Lennar Medical Center, UMiami Health System, Jackson Memorial Health System, University of Miami Miller School of Medicine, Miami, Florida, USA
| | - Davida F. Kruger
- Division of Endocrinology, Diabetes, Bone & Mineral, Henry Ford Health System, Detroit, Michigan, USA
| | - Carol J. Levy
- Division of Endocrinology, Diabetes, and Metabolism, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Gregory P. Forlenza
- Division of Pediatric Endocrinology, Department of Pediatrics, Barbara Davis Center, University of Colorado Denver, Aurora, Colorado, USA
| | - Guillermo E. Umpierrez
- Division of Endocrinology, Metabolism Emory University School of Medicine, Grady Memorial Hospital, Atlanta, Georgia, USA
| | | | - Richard M. Bergenstal
- International Diabetes Center at Park Nicollet, HealthPartners Institute, Minneapolis, Minnesota, USA
| |
Collapse
|