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Flint KL, Marcondes FO. Achieving Digital Health Equity in Diabetes Care. Endocr Pract 2024; 30:765-767. [PMID: 38729571 DOI: 10.1016/j.eprac.2024.05.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 05/01/2024] [Accepted: 05/03/2024] [Indexed: 05/12/2024]
Affiliation(s)
- Kristen L Flint
- Division of Endocrinology, Massachusetts General Hospital, Boston, Massachusetts
| | - Felippe O Marcondes
- Division of General Internal Medicine, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts.
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2
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Park PG, Ahn YH, Kang HG, Ha IS. Decreased incidence of peritoneal dialysis-associated peritonitis in young children. J Paediatr Child Health 2024. [PMID: 39091153 DOI: 10.1111/jpc.16630] [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: 12/11/2023] [Revised: 07/05/2024] [Accepted: 07/21/2024] [Indexed: 08/04/2024]
Abstract
AIM Peritonitis is the most common complication of peritoneal dialysis (PD). This study aimed to investigate changes in the incidence, risk factors, microbiology, and clinical outcomes of PD-associated peritonitis in the past decades. METHODS This was a retrospective study that included children who initiated chronic PD at our institution between 2000 and 2017. The patients were divided into two groups according to the year of initiation: those who initiated PD between 2000 and 2008 and those who initiated PD between 2009 and 2017. The incidence and characteristics of peritonitis were compared between the groups. RESULTS A total of 184 patients with a median age of 10.2 years were included in this study. Of the patients, 92 experienced 210 episodes of peritonitis. The incidence rate of peritonitis decreased from 0.35 to 0.21 episodes/patient year during the study period (P = 0.001). During the 2000-2008 period, the 2-year peritonitis-free survival rate was significantly lower for patients under 2 years of age than for the other age groups (P = 0.004), whereas this was not observed during the 2009-2017 period. The multivariable Cox proportional hazard model showed that the <2 years age group had a significantly higher risk of developing peritonitis in the 2000-2008 period. However, this was not evident in the 2009-2017 period. CONCLUSIONS The incidence of PD-associated peritonitis decreased, particularly in children under 2 years of age. Thus, younger age may not be a risk factor for PD-associated peritonitis.
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Affiliation(s)
- Peong Gang Park
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Ajou University School of Medicine, Suwon, Republic of Korea
| | - Yo Han Ahn
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea
- Kidney Research Institute, Seoul National University Medical Research Center, Seoul, Republic of Korea
| | - Hee Gyung Kang
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea
- Kidney Research Institute, Seoul National University Medical Research Center, Seoul, Republic of Korea
| | - Il-Soo Ha
- Department of Pediatrics, Seoul National University Children's Hospital, Seoul, Republic of Korea
- Department of Pediatrics, Seoul National University College of Medicine, Seoul, Republic of Korea
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3
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Wu V, Choleva L, Wilkes M. Optimizing Glycemic Outcomes for Children with Type 1 Diabetes. Endocrinol Metab Clin North Am 2024; 53:27-38. [PMID: 38272596 DOI: 10.1016/j.ecl.2023.09.002] [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: 01/27/2024]
Abstract
Changes in physical growth, neurocognitive development, and pubertal maturation are some of the challenges to achieving blood glucose targets in children with type 1 diabetes mellitus. To optimize glycemic outcomes, a comprehensive approach is crucial to address psychosocial needs, expand the use of diabetes technology, and diminish health inequities.
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Affiliation(s)
- Vickie Wu
- Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, The Icahn School of Medicine at Mount Sinai, 1468 Madison Avenue, Box #1616, Annenberg Building, 4th Floor, New York, NY 10029, USA
| | - Lauryn Choleva
- Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, The Icahn School of Medicine at Mount Sinai, 1468 Madison Avenue, Box #1616, Annenberg Building, 4th Floor, New York, NY 10029, USA
| | - Meredith Wilkes
- Division of Pediatric Endocrinology and Diabetes, Department of Pediatrics, The Icahn School of Medicine at Mount Sinai, 1468 Madison Avenue, Box #1616, Annenberg Building, 4th Floor, New York, NY 10029, USA.
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4
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Ebekozien O, Mungmode A, Hardison H, Rapaport R. Improving Outcomes for People with Type 1 Diabetes Through Collaboration: Summary of Type 1 Diabetes Exchange Quality Improvement Collaborative Studies. Endocrinol Metab Clin North Am 2024; 53:1-16. [PMID: 38272589 DOI: 10.1016/j.ecl.2023.10.001] [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: 01/27/2024]
Abstract
Type 1 diabetes (T1D) management has evolved over the last decade. Innovations and groundbreaking research have paved the way for improved outcomes for people with T1D. One of the major T1D focused research network that has supported real-world research studies in the United States is the T1D Exchange Quality Improvement Collaborative (T1DX-QI) Network.T1DX-QI is a large multicenter network of 55 T1D clinics that uses quality improvement, health equity framework, and population health principles to improve outcomes for people with T1D. This article summarizes insights from T1DX-QI clinical and population health improvement studies.
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Affiliation(s)
- Osagie Ebekozien
- T1D Exchange, Boston, MA, USA; University of Mississippi School of Population Health, Jackson, MS, USA.
| | | | | | - Robert Rapaport
- Department of Pediatrics at Icahn School of Medicine; Mount Sinai Kravis Children's Hospital, New York, NY, USA
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5
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Ebekozien O, Fantasia K, Farrokhi F, Sabharwal A, Kerr D. Technology and health inequities in diabetes care: How do we widen access to underserved populations and utilize technology to improve outcomes for all? Diabetes Obes Metab 2024; 26 Suppl 1:3-13. [PMID: 38291977 PMCID: PMC11040507 DOI: 10.1111/dom.15470] [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: 11/24/2023] [Revised: 01/04/2024] [Accepted: 01/12/2024] [Indexed: 02/01/2024]
Abstract
Digital health technologies are being utilized increasingly in the modern management of diabetes. These include tools such as continuous glucose monitoring systems, connected blood glucose monitoring devices, hybrid closed-loop systems, smart insulin pens, telehealth, and smartphone applications (apps). Although many of these technologies have a solid evidence base, from the perspective of a person living with diabetes, there remain multiple barriers preventing their optimal use, creating a digital divide. In this article, we describe many of the origins of these barriers and offer recommendations on widening access to digital health technologies for underserved populations living with diabetes to improve their health outcomes.
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Affiliation(s)
- Osagie Ebekozien
- T1D Exchange, Boston, Massachusetts, USA
- Department of Population Health, University of Mississippi, Jackson, Mississippi, USA
| | - Kathryn Fantasia
- Section of Endocrinology, Diabetes and Nutrition, Department of Medicine, Boston University Chobanian & Avedisian School of Medicine, Boston, Massachusetts, USA
| | - Farnoosh Farrokhi
- Alta Bates Summit Medical Centre, Sutter East Bay Medical Foundation, Oakland, California, USA
| | - Ashutosh Sabharwal
- Department of Electrical and Computer Engineering, Rice University, Houston, Texas, USA
| | - David Kerr
- Centre for Health System Research, Sutter Health, Santa Barbara, California, USA
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6
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Romeo GR, Bennetti M, Votta J, Gibson C, Gatti S, Toschi E. Overcoming Barriers to Diabetes Management in Young Adults with Type 1 Diabetes by Leveraging Telehealth: A Pilot Study. Endocr Pract 2024; 30:135-140. [PMID: 38008258 DOI: 10.1016/j.eprac.2023.11.005] [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: 09/15/2023] [Revised: 11/15/2023] [Accepted: 11/20/2023] [Indexed: 11/28/2023]
Abstract
OBJECTIVE The LIFT-YA (leveraging intensive follow-up treatment in young adults) quality improvement program was developed to address clinical and social barriers in young adults (YA) with type 1 diabetes (T1D), using telehealth visits to promote clinic attendance and improve diabetes care. METHODS LIFT-YA enrolled YA aged 18-30 with T1D and HbA1c >8% (64 mmol/mol) who had established adult care in our diabetes clinic. The 6-month, 7-visit hybrid program was facilitated by a case manager serving as the liaison between participants and the care team. The primary end-points were within-group and between-group changes from the baseline in HbA1c at the last visit and adoption of continuous glucose monitoring (CGM). RESULTS Of the 57 eligible YA, 24 were enrolled and 33 were unable to participate (UTP). Thirteen of the enrolled participants attended at least 4/7 visits ("completers", C), whereas 11 were noncompleters (NC). HbA1c at the end of the program was significantly lower in the C versus UTP group [median -1.0; IQR (-0.6, -2.5) vs -0.25 (0.2, -1.0) in UTP; P < .05]. The percentage of CGM users significantly increased by 70% in the C group (P < .05), but did not change in the NC and UTP groups. Limited access to telehealth and the high cost of frequent visits were the main hurdles preventing enrollment into or completion of the program. CONCLUSIONS The LIFT-YA pathway was associated with a significant HbA1c reduction and an increase in the adoption of CGM. Policy changes are necessary to expand access to LIFT-YA and other programs for high-risk YA with T1D in underserved communities and across all backgrounds.
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Affiliation(s)
- Giulio R Romeo
- Joslin Diabetes Center, Boston, Massachusetts; Beth Israel Deaconess Medical Center, Division of Endocrinology, Boston, Massachusetts (both at Harvard Medical School)
| | | | | | | | - Sarah Gatti
- Joslin Diabetes Center, Boston, Massachusetts
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Smith C, Cristello Sarteau A, Qu X, Noe V, Young LA, Hassmiller Lich K, Kahkoska AR. A conceptual model of the continuous glucose monitoring integration process for older adults with diabetes developed using participatory systems science methods. Diabetes Res Clin Pract 2024; 207:111053. [PMID: 38097112 PMCID: PMC10958737 DOI: 10.1016/j.diabres.2023.111053] [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: 10/26/2023] [Revised: 11/21/2023] [Accepted: 12/09/2023] [Indexed: 01/13/2024]
Abstract
AIMS Continuous glucose monitoring (CGM) use remains low in older adults. We aimed to develop a conceptual model of CGM integration among older adults with type 1 and type 2 diabetes. METHODS We previously engaged older adults with type 1 diabetes using participatory system science methods to develop a model of the system of factors that shape CGM integration. To validate and expand the model, we conducted semi-structured interviews with 17 older adults with type 1 and type 2 diabetes and 3 caregivers. Vignettes representing each integration phase were used to elicit outcomes and strategies to support CGM use. Data were analyzed using team-based causal loop diagraming. RESULTS The model includes six phases spanning (1) CGM uptake; (2) device set-up; acquisition of (3) belief in oneself to use CGM effectively; (4) belief that CGM is preferable to blood glucose monitoring; (5) belief in future CGM benefits CGM; and (6) development of a sense of reliance on CGM. Causal loop diagrams visualize factors and feedback loops shaping outcomes at each phase. Participants proposed support strategies spanning clinical, educational, and behavioral interventions. CONCLUSIONS The model underscores the complex transition of learning new technology and provides opportunities for tailored support for older adults.
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Affiliation(s)
- Cambray Smith
- University of North Carolina at Chapel Hill, Department of Health Policy and Management, United States
| | | | - Xiaorui Qu
- University of North Carolina at Chapel Hill, Department of Nutrition, United States
| | - Violet Noe
- University of North Carolina at Chapel Hill, Department of Nutrition, United States
| | - Laura A Young
- University of North Carolina at Chapel Hill, School of Medicine Division of Endocrinology and Metabolism, United States
| | - Kristen Hassmiller Lich
- University of North Carolina at Chapel Hill, Department of Health Policy and Management, United States
| | - Anna R Kahkoska
- University of North Carolina at Chapel Hill, Department of Nutrition, United States; University of North Carolina at Chapel Hill, School of Medicine Division of Endocrinology and Metabolism, United States; Center for Aging and Health, University of North Carolina at Chapel Hill, United States.
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González-Pacheco H, Rivero-Santana A, Ramallo-Fariña Y, Valcárcel-Nazco C, Álvarez-Pérez Y, García-Pérez L, García-Bello MA, Perestelo-Pérez L, Serrano-Aguilar P. Effectiveness, safety and costs of the FreeStyle Libre glucose monitoring system for children and adolescents with type 1 diabetes in Spain: a prospective, uncontrolled, pre-post study. BMJ Open 2023; 13:e071334. [PMID: 38097245 PMCID: PMC10729222 DOI: 10.1136/bmjopen-2022-071334] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 11/09/2023] [Indexed: 12/18/2023] Open
Abstract
OBJECTIVES This study aimed to evaluate the effectiveness, safety and costs of FreeStyle Libre (FSL) glucose monitoring system for children and adolescents with type 1 diabetes mellitus (T1DM) in Spain. DESIGN Prospective, multicentre pre-post study. SETTING Thirteen Spanish public hospitals recruited patients from January 2019 to March 2020, with a 12-month follow-up. PARTICIPANTS 156 patients were included. PRIMARY AND SECONDARY OUTCOME MEASURES Primary: glycated haemoglobin (HbA1c) change. Secondary: severe hypoglycaemic events (self-reported and clinical records), quality of life, diabetes treatment knowledge, treatment satisfaction, adverse events, adherence, sensor usage time and scans. Healthcare resource utilisation was assessed for cost analysis from the National Health System perspective, incorporating direct healthcare costs. Data analysis used mixed regression models with repeated measures. The intervention's total cost was estimated by multiplying health resource usage with unit costs. RESULTS In the whole sample, HbA1c increased significantly (0.32%; 95% CI 0.10% to 0.55%). In the subgroup with baseline HbA1c≥7.5% (n=88), there was a significant reduction at 3 months (-0.46%; 95% CI -0.69% to -0.23%), 6 months (-0.49%; 95% CI -0.73% to -0.25%) and 12 months (-0.43%; 95% CI -0.68% to -0.19%). Well-controlled patients had a significant 12-month worsening (0.32%; 95% CI 0.18% to 0.47%). Self-reported severe hypoglycaemia significantly decreased compared with the previous year for the whole sample (-0.37; 95% CI -0.62 to -0.11). Quality of life and diabetes treatment knowledge showed no significant differences, but satisfaction increased. Adolescents had lower sensor usage time and scans than children. Reduction in HbA1c was significantly associated with device adherence. No serious adverse effects were observed. Data suggest that use of FSL could reduce healthcare resource use (strips and lancets) and costs related to productivity loss. CONCLUSIONS The use of FSL in young patients with T1DM was associated with a significant reduction in severe hypoglycaemia, and improved HbA1c levels were seen in patients with poor baseline control. Findings suggest cost savings and productivity gains for caregivers. Causal evidence is limited due to the study design. Further research is needed to confirm results and assess risks, especially for patients with lower baseline HbA1c.
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Affiliation(s)
- Himar González-Pacheco
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Amado Rivero-Santana
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Yolanda Ramallo-Fariña
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Cristina Valcárcel-Nazco
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Yolanda Álvarez-Pérez
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Lidia García-Pérez
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Miguel Angel García-Bello
- Canary Islands Health Research Institute Foundation (FIISC), Tenerife, Spain
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
| | - Lilisbeth Perestelo-Pérez
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
- Evaluation Unit (SESCS), Canary Islands Health Services (SCS), Tenerife, Spain
| | - Pedro Serrano-Aguilar
- Spanish Network of Agencies for Assessing National Health System Technologies and Performance (RedETS), Tenerife, Spain
- Institute of Biomedical Technologies (ITB), Tenerife, Spain
- Network for Research on Chronicity, Primary Care, and Health Promotion (RICAPPS), Tenerife, Spain
- Evaluation Unit (SESCS), Canary Islands Health Services (SCS), Tenerife, Spain
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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: 4.0] [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.
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Affiliation(s)
- Osagie Ebekozien
- T1D Exchange, Boston, MA, and the University of Mississippi School of Population Health, Jackson, MS
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10
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Prahalad P, Hardison H, Odugbesan O, Lyons S, Alwazeer M, Neyman A, Miyazaki B, Cossen K, Hsieh S, Eng D, Roberts A, Clements MA, Ebekozien O. Benchmarking Diabetes Technology Use Among 21 U.S. Pediatric Diabetes Centers. Clin Diabetes 2023; 42:27-33. [PMID: 38230344 PMCID: PMC10788667 DOI: 10.2337/cd23-0052] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Abstract
The American Diabetes Association's Standards of Care in Diabetes recommends the use of diabetes technology such as continuous glucose monitoring systems and insulin pumps for people living with type 1 diabetes. Unfortunately, there are multiple barriers to uptake of these devices, including local diabetes center practices. This study aimed to examine overall change and center-to-center variation in uptake of diabetes technology across 21 pediatric centers in the T1D Exchange Quality Improvement Collaborative. It found an overall increase in diabetes technology use for most centers from 2021 to 2022 with significant variation.
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Affiliation(s)
- Priya Prahalad
- Stanford Children’s Health, Lucile Packard Children’s Hospital, Stanford, CA
| | | | | | - Sarah Lyons
- Baylor College of Medicine/Texas Children’s Hospital, Houston, TX
| | | | - Anna Neyman
- UH Rainbow Babies & Children’s Hospital, Cleveland, OH
| | | | | | - Susan Hsieh
- Cook Children’s, Endocrinology, Fort Worth, TX
| | - Donna Eng
- Pediatric Endocrinology, Spectrum Health, Helen DeVos Children’s Hospital, Grand Rapids, MI
| | | | | | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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11
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Ebekozien O, Mungmode A, Sanchez J, Rompicherla S, Demeterco-Berggren C, Weinstock RS, Jacobsen LM, Davis G, McKee A, Akturk HK, Maahs DM, Kamboj MK. Longitudinal Trends in Glycemic Outcomes and Technology Use for Over 48,000 People with Type 1 Diabetes (2016-2022) from the T1D Exchange Quality Improvement Collaborative. Diabetes Technol Ther 2023; 25:765-773. [PMID: 37768677 DOI: 10.1089/dia.2023.0320] [Citation(s) in RCA: 21] [Impact Index Per Article: 21.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/29/2023]
Abstract
Objective: Previous studies revealed that hemoglobin A1c (HbA1c) increased overall in the United States in the past decade. In addition, health inequities in type 1 diabetes (T1D) outcomes by race/ethnicity and insurance type persist. This study examines the trends in HbA1c from 2016 to 2022 stratified by race/ethnicity and insurance in a large multicenter national database. Research Design and Methods: We analyzed glycemic outcomes and diabetes device use trends for >48,000 people living with type 1 diabetes (PwT1D) from 3 adult and 12 pediatric centers in the T1D Exchange Quality Improvement Collaborative (T1DX-QI), comparing data from 2016 to 2017 with data from 2021 to 2022. Results: The mean HbA1c in 2021-2022 was lower at 8.4% compared with the mean HbA1c in 2016-2017 of 8.7% (0.3% improvement; P < 0.01). Over the same period, the percentage of PwT1D using a continuous glucose monitor (CGM), insulin pump, or hybrid closed-loop system increased (45%, 12%, and 33%, respectively). However, these improvements were not equitably demonstrated across racial/ethnic groups or insurance types. Racial/ethnic and insurance-based inequities persisted over all 7 years across all outcomes; comparing non-Hispanic White and non-Hispanic Black PwT1D, disparate gaps in HbA1c (1.2%-1.6%), CGM (30%), pump (25%-35%), and hybrid-closed loop system (up to 20%) are illuminated. Conclusion: Population-level data on outcomes, including HbA1c, can provide trends and insights into strategies to improve health for PwT1D. The T1DX-QI cohort showed a significant improvement in HbA1c from 2016 to 2022. Improvements in diabetes device use are also demonstrated. However, these increases were inconsistent across all racial/ethnic groups or insurance types, an important focus for future T1D population health improvement work.
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Affiliation(s)
- Osagie Ebekozien
- Office of Chief Medical Officer, T1D Exchange, Boston, Massachusetts, USA
- School of Population Health, University of Mississippi, Jackson, Mississippi, USA
| | - Ann Mungmode
- Office of Chief Medical Officer, T1D Exchange, Boston, Massachusetts, USA
| | - Janine Sanchez
- Department of Endocrinology, Miller School of Medicine, University of Miami, Maimi, Florida, USA
| | - Saketh Rompicherla
- Office of Chief Medical Officer, T1D Exchange, Boston, Massachusetts, USA
| | - Carla Demeterco-Berggren
- Department of Endocrinology, Rady Children's Hospital, San Diego, California, USA
- Department of Endocrinology, University of California, San Francisco, California, USA
| | - Ruth S Weinstock
- Department of Endocrinology, SUNY Upstate Medical University, Syracuse, New York, USA
| | - Laura M Jacobsen
- Department of Endocrinology, University of Florida, Gainsville, Florida, USA
| | | | - Alexis McKee
- Department of Endocrinology, Washington University at St Louis, St Louis, USA
| | - Halis K Akturk
- Department of Endocrinology, Barbara Davis Center, Aurora, Colorado, USA
| | - David M Maahs
- Department of Pediatric Endocrinology, Lucile Packard Children's Hospital at Stanford University, Palo Alto, California, USA
| | - Manmohan K Kamboj
- Department of Endocrinology, Nationwide Children's Hospital, Columbus, Ohio, USA
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Odugbesan O, Wright T, Jones NHY, Dei-Tutu S, Gallagher MP, DeWit E, Izquierdo RE, Desimone M, Rioles N, Ebekozien O. Increasing Social Determinants of Health Screening Rates Among Six Endocrinology Centers Across the United States: Results From the T1D Exchange Quality Improvement Collaborative. Clin Diabetes 2023; 42:49-55. [PMID: 38230332 PMCID: PMC10788654 DOI: 10.2337/cd23-0060] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Abstract
Social determinants of health (SDOH) are strongly associated with outcomes for people with type 1 diabetes. Six centers in the T1D Exchange Quality Improvement Collaborative applied quality improvement principles to design iterative Plan-Do-Study-Act cycles to develop and expand interventions to improve SDOH screening rates. The interventions tested include staff training, a social risk index, an electronic health record patient-facing portal, partnerships with community organizations, and referrals to community resources. All centers were successful in improving SDOH screening rates, with individual site improvements ranging from 41 to 70% and overall screening across the six centers increasing from a baseline of 1% to 70% in 27 months.
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Affiliation(s)
| | | | | | | | | | - Emily DeWit
- Children’s Mercy Research Institute Hospital, Kansas City, MO
| | | | | | | | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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13
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Odugbesan O, Mungmode A, Rioles N, Buckingham D, Nelson G, Agarwal S, Grant A, Wright T, Hess E, Ebekozien O. Increasing Continuous Glucose Monitoring Use for Non-Hispanic Black and Hispanic People With Type 1 Diabetes: Results From the T1D Exchange Quality Improvement Collaborative Equity Study. Clin Diabetes 2023; 42:40-48. [PMID: 38230339 PMCID: PMC10788664 DOI: 10.2337/cd23-0050] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Abstract
Despite the benefits of continuous glucose monitoring (CGM), there is lower use of this technology among non-Hispanic Black and Hispanic people with type 1 diabetes compared with their non-Hispanic White counterparts. The T1D Exchange Quality Improvement Collaborative recruited five endocrinology centers to pilot an equity-focused quality improvement (QI) study to reduce racial inequities in CGM use. The centers used rapid QI cycles to test and expand interventions such as provider bias training, translation of CGM materials, provision of CGM education in multiple languages, screening for social determinants of health, and shared decision-making. After implementation of these interventions, median CGM use increased by 7% in non-Hispanic White, 12% in non-Hispanic Black, and 15% in Hispanic people with type 1 diabetes. The gap between non-Hispanic White and non-Hispanic Black patients decreased by 5%, and the gap between non-Hispanic White and Hispanic patients decreased by 8%.
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Affiliation(s)
| | | | | | | | - Grace Nelson
- Le Bonheur Children’s Hospital, University of Tennessee, Memphis, TN
| | - Shivani Agarwal
- Albert Einstein College of Medicine–Montefiore Medical Center, Bronx, NY
| | - Amy Grant
- Cincinnati Children Hospital Medical Center, Columbus, OH
| | | | - Emilie Hess
- SUNY Upstate Medical University, Syracuse, NY
| | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi Medical Center School of Population Health, Jackson, MS
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14
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Gandhi K, Ebekozien O, Noor N, McDonough RJ, Hsieh S, Miyazaki B, Dei-Tutu S, Golden L, Desimone M, Hardison H, Rompicherla S, Akturk HK, Kamboj MK. Insulin Pump Utilization in 2017-2021 for More Than 22,000 Children and Adults With Type 1 Diabetes: A Multicenter Observational Study. Clin Diabetes 2023; 42:56-64. [PMID: 38230341 PMCID: PMC10788665 DOI: 10.2337/cd23-0055] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2024]
Abstract
This large type 1 diabetes cohort study showed that insulin pump utilization has increased over time and that use differs by sex, insurance type, and race/ethnicity. Insulin pump use was associated with more optimal A1C, increased use of continuous glucose monitoring (CGM), and lower rates of diabetic ketoacidosis and severe hypoglycemia. People who used an insulin pump with CGM had lower rates of acute events than their counterparts who used an insulin pump without CGM. These findings highlight the need to improve access of diabetes technology through provider engagement, multidisciplinary approaches, and efforts to address health inequities.
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Affiliation(s)
| | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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15
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Zehra A, Brown EA, Wolf RM. Providing Point-of-Care Sample CGM Increases Uptake of Personal CGM. J Diabetes Sci Technol 2023; 17:598-599. [PMID: 36350177 PMCID: PMC10012355 DOI: 10.1177/19322968221137080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Anum Zehra
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
| | - Elizabeth A. Brown
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
| | - Risa M. Wolf
- Division of Pediatric Endocrinology,
Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD,
USA
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16
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DeSalvo DJ, Noor N, Xie C, Corathers SD, Majidi S, McDonough RJ, Polsky S, Izquierdo R, Rioles N, Weinstock R, Obrynba K, Roberts A, Vendrame F, Sanchez J, Ebekozien O. Patient Demographics and Clinical Outcomes Among Type 1 Diabetes Patients Using Continuous Glucose Monitors: Data From T1D Exchange Real-World Observational Study. J Diabetes Sci Technol 2023; 17:322-328. [PMID: 34632823 PMCID: PMC10012384 DOI: 10.1177/19322968211049783] [Citation(s) in RCA: 40] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND The benefits of Continuous Glucose Monitoring (CGM) on glycemic management have been demonstrated in numerous studies; however, widespread uptake remians limited. The aim of this study was to provide real-world evidence of patient attributes and clinical outcomes associated with CGM use across clinics in the U.S. based T1D Exchange Quality Improvement (T1DX-QI) Collaborative. METHOD We examined electronic Health Record data from eight endocrinology clinics participating in the T1DX-QI Collaborative during the years 2017-2019. RESULTS Among 11,469 type 1 diabetes patients, 48% were CGM users. CGM use varied by race/ethnicity with Non-Hispanic Whites having higher rates of CGM use (50%) compared to Non-Hispanic Blacks (18%) or Hispanics (38%). Patients with private insurance were more likely to use CGM (57.2%) than those with public insurance (33.3%) including Medicaid or Medicare. CGM users had lower median HbA1c (7.7%) compared to nonusers (8.4%). Rates of diabetic ketoacidosis (DKA) and severe hypoglycemia were significantly higher in nonusers compared to CGM users. CONCLUSION In this real-world study of patients in the T1DX-QI Collaborative, CGM users had better glycemic control and lower rates of DKA and severe hypoglycemia (SH) events, compared to nonusers; however, there were significant sociodemographic disparities in CGM use. Quality improvement and advocacy measures to promote widespread and equitable CGM uptake have the potential to improve clinical outcomes.
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Affiliation(s)
- Daniel J. DeSalvo
- Texas Children’s Hospital, Baylor
College of Medicine, Houston, TX, USA
| | - Nudrat Noor
- T1D Exchange, Boston, MA, USA
- Nudrat Noor, PhD, T1D Exchange, 11 Ave de
lafayette, Boston, MA 02111, USA.
| | - Cicilyn Xie
- Paul L. Foster School of Medicine,
Texas Tech University Health Sciences Center El Paso, El Paso, TX, USA
| | - Sarah D. Corathers
- Cincinnati Children’s Hospital Medical
Center, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | | | | | - Sarit Polsky
- Barbara Davis Center for Diabetes,
Aurora, CO, USA
| | | | | | | | | | | | | | - Janine Sanchez
- School of Medicine, University of
Miami Miller, Miami, FL, USA
| | - Osagie Ebekozien
- T1D Exchange, Boston, MA, USA
- University of Mississipi, Jackson,
MS, US
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17
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Mathias P, Mahali LP, Agarwal S. Targeting Technology in Underserved Adults With Type 1 Diabetes: Effect of Diabetes Practice Transformations on Improving Equity in CGM Prescribing Behaviors. Diabetes Care 2022; 45:2231-2237. [PMID: 36054022 PMCID: PMC9649356 DOI: 10.2337/dc22-0555] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 07/10/2022] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Continuous glucose monitoring (CGM) is associated with improved outcomes in type 1 diabetes, but racial-ethnic disparities exist in use. We were interested in examining whether addressing structural health care barriers would change provider prescribing behaviors to make CGM access more equitable. RESEARCH DESIGN AND METHODS From January 2019 to December 2021, we used multilevel stakeholder input to develop and implement several non-grant-funded practice transformations targeted toward equity, which included 1) developing a type 1 diabetes clinic, 2) conducting social needs assessments and management, 3) training support staff to place trial CGMs at the point of care, 4) optimizing prescription workflows, and 5) educating providers on CGM. Transformations were prioritized based on feasibility, acceptability, and sustainability. To examine effect on prescribing behaviors, we collected monthly aggregate data from the electronic medical record and performed multiple linear regression to examine and compare change in CGM prescriptions over the 3 years of transformation. RESULTS In total, we included 1,357 adults with type 1 diabetes in the analysis (mean ± SD age 38 ± 18 years; 30% Black [n = 406], 45% Hispanic [n = 612], 12% White [n = 164]; and 74% publicly insured [n = 1,004]). During the period of transformation, CGM prescription rates increased overall from 15% to 69% (P < 0.001). Improvements were seen equally among Black (12% to 72%), Hispanic (15% to 74%), and White adults (20% to 48%) (between-group P = 0.053). CONCLUSIONS Diabetes practice transformations that target equity, offload provider burdens, and focus on feasible sustainable stakeholder-driven solutions can have powerful effects on provider prescribing behaviors to reduce root causes of inequity in CGM among underserved adults with type 1 diabetes. Continued focus is needed on upstream determinants of downstream CGM use.
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Affiliation(s)
- Priyanka Mathias
- Fleischer Institute for Diabetes and Metabolism, Albert Einstein College of Medicine-Montefiore Medical Center, Bronx, NY
| | - Lakshmi Priyanka Mahali
- Fleischer Institute for Diabetes and Metabolism, Albert Einstein College of Medicine-Montefiore Medical Center, Bronx, NY
| | - Shivani Agarwal
- Fleischer Institute for Diabetes and Metabolism, Albert Einstein College of Medicine-Montefiore Medical Center, Bronx, NY
- NY Regional Center for Diabetes Translation Research, Albert Einstein College of Medicine, Bronx, NY
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18
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Mungmode A, Noor N, Weinstock RS, Izquierdo R, Indyk JA, DeSalvo DJ, Corathers S, Demeterco-Berggen C, Hsieh S, Jacobsen LM, Mekhoubad A, Akturk HK, Wirsch A, Scott ML, Chao LC, Miyazaki B, Malik FS, Ebekozien O, Clements M, Alonso GT. Making Diabetes Electronic Medical Record Data Actionable: Promoting Benchmarking and Population Health Improvement Using the T1D Exchange Quality Improvement Portal. Clin Diabetes 2022; 41:45-55. [PMID: 36714251 PMCID: PMC9845086 DOI: 10.2337/cd22-0072] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This article describes how the T1D Exchange Quality Improvement Collaborative leverages an innovative web platform, the QI Portal, to gather and store electronic medical record (EMR) data to promote benchmarking and population health improvement in a type 1 diabetes learning health system. The authors explain the value of the QI Portal, the process for mapping center-level data from EMRs using standardized data specifications, and the QI Portal's unique features for advancing population health.
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Affiliation(s)
| | | | | | | | - Justin A. Indyk
- Nationwide Children’s Hospital, The Ohio State University College of Medicine, Columbus, OH
| | | | - Sarah Corathers
- Cincinnati Children’s Hospital, University of Cincinnati College of Medicine, Cincinnati, OH
| | | | | | | | | | - Halis Kaan Akturk
- Barbara Davis Center for Diabetes, University of Colorado, Anschutz Medical Campus, Aurora, CO
| | | | | | - Lily C. Chao
- Children’s Hospital Los Angeles, Los Angeles, CA
| | | | - Faisal S. Malik
- Department of Pediatrics, University of Washington School of Medicine, Seattle, WA
| | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
| | - Mark Clements
- Children's Mercy – Kansas City, University of Missouri, Kansas City, MO
| | - G. Todd Alonso
- Barbara Davis Center for Diabetes, University of Colorado, Anschutz Medical Campus, Aurora, CO
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19
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Lanzinger S, Zimmermann A, Ranjan AG, Gani O, Pons Perez S, Akesson K, Majidi S, Witsch M, Hofer S, Johnson S, Pilgaard KA, Kummernes SJ, Robinson H, Eeg-Olofsson K, Ebekozien O, Holl RW, Svensson J, Skrivarhaug T, Warner J, Craig ME, Maahs D. A collaborative comparison of international pediatric diabetes registries. Pediatr Diabetes 2022; 23:627-640. [PMID: 35561091 DOI: 10.1111/pedi.13362] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 03/24/2022] [Accepted: 05/04/2022] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND An estimated 1.1 million children and adolescents aged under 20 years have type 1 diabetes worldwide. Principal investigators from seven well-established longitudinal pediatric diabetes registries and the SWEET initiative have come together to provide an international collaborative perspective and comparison of the registries. WORK FLOW Information and data including registry characteristics, pediatric participant clinical characteristics, data availability and data completeness from the Australasian Diabetes Data Network (ADDN), Danish Registry of Childhood and Adolescent Diabetes (DanDiabKids), Diabetes prospective follow-up registry (DPV), Norwegian Childhood Diabetes Registry (NCDR), National Paediatric Diabetes Audit (NPDA), Swedish Childhood Diabetes Registry (Swediabkids), T1D Exchange Quality Improvement Collaborative (T1DX-QI), and the SWEET initiative was extracted up until 31 December 2020. REGISTRY OBJECTIVES AND OUTCOMES The seven diabetes registries and the SWEET initiative collectively show data of more than 900 centers and around 100,000 pediatric patients, the majority with type 1 diabetes. All share the common objectives of monitoring treatment and longitudinal outcomes, promoting quality improvement and equality in diabetes care and enabling clinical research. All generate regular benchmark reports. Main differences were observed in the definition of the pediatric population, the inclusion of adults, documentation of CGM metrics and collection of raw data files as well as linkage to other data sources. The open benchmarking and access to regularly updated data may prove to be the most important contribution from registries. This study describes aspects of the registries to enable future collaborations and to encourage the development of new registries where they do not exist.
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Affiliation(s)
- Stefanie Lanzinger
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Germany.,German Centre for Diabetes Research (DZD), München-Neuherberg, Germany
| | | | - Ajenthen G Ranjan
- Steno Diabetes Center Copenhagen, Gentofte, Denmark.,Danish Diabetes Academy, Odense, Denmark
| | - Osman Gani
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | | | - Karin Akesson
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.,Department of Pediatrics, Ryhov County Hospital, Jönköping, Sweden
| | - Shideh Majidi
- University of Colorado, Barbara Davis Center, Aurora, Colorado, USA
| | - Michael Witsch
- Department of Pediatrics DECCP, Centre Hospitalier de Luxembourg, Luxembourg, Luxembourg
| | - Sabine Hofer
- Department of Pediatrics I, Medical University of Innsbruck, Innsbruck, Austria
| | | | - Kasper A Pilgaard
- Department of Pediatrics and Adolescents, Copenhagen University Hospital, Herlev and Gentofte, Herlev, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Siv Janne Kummernes
- NORMENT, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Division of Mental Health and Addiction, Oslo University Hospital, Oslo, Norway
| | - Holly Robinson
- Royal College of Paediatrics and Child Health, London, UK
| | - Katarina Eeg-Olofsson
- Swedish National Diabetes Register, Centre of Registers, Gothenburg, Sweden.,Department of Molecular and Clinical Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
| | - Osagie Ebekozien
- T1D Exchange, Boston, Massachusetts, USA.,University of Mississippi School of Population Health, Jackson, Mississippi, USA
| | - Reinhard W Holl
- Institute of Epidemiology and Medical Biometry, ZIBMT, University of Ulm, Germany.,German Centre for Diabetes Research (DZD), München-Neuherberg, Germany
| | - Jannet Svensson
- Department of Pediatrics and Adolescents, Copenhagen University Hospital, Herlev and Gentofte, Herlev, Denmark.,Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Torild Skrivarhaug
- Division of Pediatric and Adolescent Medicine, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | | | - Maria E Craig
- Charles Perkins Centre Westmead, University of Sydney, Australia.,The Children's Hospital at Westmead, Westmead, New South Wales, Australia.,University of NSW, Sydney, New South Wales, Australia
| | - David Maahs
- Division of Endocrinology, Department of Pediatrics, Stanford University, School of Medicine, Stanford, California, USA.,Stanford Diabetes Research Center, Stanford, California, USA
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20
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Elbalshy M, Haszard J, Smith H, Kuroko S, Galland B, Oliver N, Shah V, de Bock MI, Wheeler BJ. Effect of divergent continuous glucose monitoring technologies on glycaemic control in type 1 diabetes mellitus: A systematic review and meta-analysis of randomised controlled trials. Diabet Med 2022; 39:e14854. [PMID: 35441743 PMCID: PMC9542260 DOI: 10.1111/dme.14854] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 03/16/2022] [Accepted: 04/12/2022] [Indexed: 12/17/2022]
Abstract
AIMS We aimed to conduct a systematic review and meta-analysis of randomised controlled clinical trials (RCTs) assessing separately and together the effect of the three distinct categories of continuous glucose monitoring (CGM) systems (adjunctive, non-adjunctive and intermittently-scanned CGM [isCGM]), compared with traditional capillary glucose monitoring, on HbA1c and CGM metrics. METHODS PubMed, Web of Science, Scopus and Cochrane Central register of clinical trials were searched. Inclusion criteria were as follows: randomised controlled trials; participants with type 1 diabetes of any age and insulin regimen; investigating CGM and isCGM compared with traditional capillary glucose monitoring; and reporting glycaemic outcomes of HbA1c and/or time-in-range (TIR). Glycaemic outcomes were extracted post-intervention and expressed as mean differences and 95%CIs between treatment and comparator groups. Results were pooled using a random-effects meta-analysis. Risk of bias was assessed using the Cochrane Rob2 tool. RESULTS This systematic review was conducted between January and April 2021; it included 22 RCTs (15 adjunctive, 5 non-adjunctive, and 2 isCGM)). The overall analysis of the pooled three categories showed a statistically significant absolute improvement in HbA1c percentage points (mean difference (95% CI): -0.22% [-0.31 to -0.14], I2 = 79%) for intervention compared with comparator and was strongest for adjunctive CGM (-0.26% [-0.36, -0.16]). Overall TIR (absolute change) increased by 5.4% (3.5 to 7.2), I2 = 71% for CGM intervention compared with comparator and was strongest with non-adjunctive CGM (6.0% [2.3, 9.7]). CONCLUSIONS For individuals with T1D, use of CGM was beneficial for impacting glycaemic outcomes including HbA1c, TIR and time-below-range (TBR). Glycaemic improvement appeared greater for TIR for newer non-adjunctive CGM technology.
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Affiliation(s)
- Mona Elbalshy
- Department of Women’s and Children’s HealthDunedin School of MedicineUniversity of OtagoDunedinNew Zealand
| | - Jillian Haszard
- Division of SciencesUniversity of Otago, New ZealandDunedinNew Zealand
| | - Hazel Smith
- Department of Women’s and Children’s HealthDunedin School of MedicineUniversity of OtagoDunedinNew Zealand
| | - Sarahmarie Kuroko
- Department of Women’s and Children’s HealthDunedin School of MedicineUniversity of OtagoDunedinNew Zealand
| | - Barbara Galland
- Department of Women’s and Children’s HealthDunedin School of MedicineUniversity of OtagoDunedinNew Zealand
| | - Nick Oliver
- Department of Metabolism, Digestion and ReproductionFaculty of MedicineImperial CollegeLondonUK
| | - Viral Shah
- Barbara Davis Center for DiabetesUniversity of Colorado Anschutz Medical CampusAuroraColoradoUSA
| | | | - Benjamin J. Wheeler
- Department of Women’s and Children’s HealthDunedin School of MedicineUniversity of OtagoDunedinNew Zealand
- Paediatric EndocrinologySouthern District Health BoardDunedinNew Zealand
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21
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Tanenbaum ML, Commissariat PV. Barriers and Facilitators to Diabetes Device Adoption for People with Type 1 Diabetes. Curr Diab Rep 2022; 22:291-299. [PMID: 35522355 PMCID: PMC9189072 DOI: 10.1007/s11892-022-01469-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/14/2022] [Indexed: 11/29/2022]
Abstract
PURPOSE OF REVIEW Diabetes technology (insulin pumps, continuous glucose monitoring, automated insulin delivery systems) has advanced significantly and provides benefits to the user. This article reviews the current barriers to diabetes device adoption and sustained use, and outlines the known and potential facilitators for increasing and sustaining device adoption. RECENT FINDINGS Barriers to diabetes device adoption continue to exist at the system-, provider-, and individual-level. Known facilitators to promote sustained adoption include consistent insurance coverage, support for providers and clinics, structured education and support for technology users, and device user access to support as needed (e.g., through online resources). Systemic barriers to diabetes device adoption persist while growing evidence demonstrates the increasing benefits of newest devices and systems. There are ongoing efforts to develop evidence-based structured education programs to support device adoption and sustained use.
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Affiliation(s)
- Molly L Tanenbaum
- Department of Pediatrics, Division of Endocrinology and Diabetes, Stanford University School of Medicine, Stanford, CA, USA.
| | - Persis V Commissariat
- Pediatric, Adolescent and Young Adult Section, Joslin Diabetes Center, Boston, MA, USA
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22
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Schmitt J, Fogle K, Scott ML, Iyer P. Improving Equitable Access to Continuous Glucose Monitors for Alabama's Children with Type 1 Diabetes: A Quality Improvement Project. Diabetes Technol Ther 2022; 24:481-491. [PMID: 35156834 DOI: 10.1089/dia.2021.0511] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Background: Continuous glucose monitors (CGMs) are a tool that can reduce the burden of self-monitoring of glucose values in children and adults with type 1 diabetes (T1D), are associated with improved glycemic control, and are associated with reduced fear of hypoglycemia. Unfortunately, disparities in access to CGM exist and rates of CGM access in Alabama in 2019 were below national averages. We aimed to increase CGM access and reduce disparities in access by race, insurance status, and high-risk diabetes status. Methods: Stakeholder input identified barriers to CGM access and defined the existing process. Process changes were implemented and studied for effect. Data were collected from the electronic health record to track rates of CGM access in patients aged 2 years and above with T1D for >3 months. Results: For the eligible population, rates of CGM access increased from a baseline of 50% to 82%. Rates for CGM access in patients with high-risk T1D increased from 34% to 85%. Disparity in CGM access for non-Hispanic Whites and non-Hispanic Blacks decreased from 18% to 6%. Disparity in CGM access for privately insured and Medicaid-insured patients decreased from 38% to 12%. Conclusions: Targeted quality improvement projects using stakeholder input can increase access to diabetes technology while reducing disparities. As technology advances, concerted efforts are needed to ensure equitable access to evolving therapies for all patients with T1D.
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Affiliation(s)
- Jessica Schmitt
- University of Alabama at Birmingham Department of Pediatrics, Birmingham, Alabama, USA
| | - Katie Fogle
- University of Alabama at Birmingham Heersink School of Medicine, Birmingham, Alabama, USA
| | - Mary Lauren Scott
- University of Alabama at Birmingham Department of Pediatrics, Birmingham, Alabama, USA
| | - Pallavi Iyer
- University of Alabama at Birmingham Department of Pediatrics, Birmingham, Alabama, USA
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23
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Prahalad P, Rioles N, Noor N, Rapaport R, Weinstock RS, Ebekozien O. T1D exchange quality improvement collaborative: Accelerating change through benchmarking and improvement science for people with type 1 diabetes. J Diabetes 2022; 14:83-87. [PMID: 34854232 PMCID: PMC9060055 DOI: 10.1111/1753-0407.13234] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 10/29/2021] [Indexed: 12/17/2022] Open
Affiliation(s)
- Priya Prahalad
- Pediatric EndocrinologyStanford UniversityStanfordCaliforniaUSA
| | | | | | - Robert Rapaport
- Mount Sinai Kravis Childrenʼs Hospital, Icahn School of MedicineNew YorkNew YorkUSA
| | | | - Osagie Ebekozien
- T1D ExchangeBostonMassachusettsUSA
- Division of Population HealthUniversity of Mississippi School of Population HealthJacksonMississippiUSA
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24
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Ebekozien O, Mungmode A, Odugbesan O, Majidi S, Prahalad P, Noor N, Rioles N, Agarwal S, Weinstock RS, Rapaport R, Kamboj M. Addressing type 1 diabetes health inequities in the United States: Approaches from the T1D Exchange QI Collaborative. J Diabetes 2022; 14:79-82. [PMID: 34874109 PMCID: PMC9060069 DOI: 10.1111/1753-0407.13235] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 10/29/2021] [Indexed: 01/05/2023] Open
Affiliation(s)
- Osagie Ebekozien
- T1D ExchangeBostonMassachusettsUSA
- University of Mississippi School of Population HealthJacksonMississippiUSA
| | | | | | | | | | | | | | | | | | - Robert Rapaport
- Mount Sinai Kravis Children's HospitalIcahn School of MedicineNew YorkNew YorkUSA
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25
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Marks BE, Mungmode A, Neyman A, Levin L, Rioles N, Eng D, Lee JM, Basina M, Hawah-Jones N, Mann E, O’Malley G, Wilkes M, Steenkamp D, Aleppo G, Accacha S, Ebekozien O. Baseline Quality Improvement Capacity of 33 Endocrinology Centers Participating in the T1D Exchange Quality Improvement Collaborative. Clin Diabetes 2022; 41:35-44. [PMID: 36714248 PMCID: PMC9845085 DOI: 10.2337/cd22-0071] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This article describes the evolution of the Type 1 Diabetes Exchange Quality Improvement Collaborative (T1DX-QI) and provides insight into the development and growth of a successful type 1 diabetes quality improvement (QI) program. Since its inception 8 years ago, the collaborative has expanded to include centers across the United States with varying levels of QI experience, while simultaneously achieving many tangible improvements in type 1 diabetes care. These successes underscore the importance of learning health systems, data-sharing, benchmarking, and peer collaboration as drivers for continuous QI. Future efforts will include recruiting additional small- to medium-sized centers focused on adult care and underserved communities to further the goal of improving care and outcomes for all people living with type 1 diabetes.
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Affiliation(s)
- Brynn E. Marks
- Children’s National Hospital, Washington, DC
- Children’s Hospital of Philadelphia, Philadelphia, PA
- Corresponding author: Brynn E. Marks,
| | | | - Anna Neyman
- Riley Children’s Hospital, Indiana University School of Medicine, Indianapolis, IN
| | - Laura Levin
- Ann and Robert H. Lurie Children Hospital, Chicago, IL
| | | | - Donna Eng
- Helen DeVos Children’s Hospital, Grand Rapids, MI
| | - Joyce M. Lee
- C.S. Mott Children’s Hospital, University of Michigan, Ann Arbor, MI
| | | | | | - Elizabeth Mann
- UW Health Kids, University of Wisconsin School of Medicine and Public Health, Madison, WI
| | | | | | | | | | | | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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26
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Ospelt E, Noor N, Sanchez J, Nelson G, Rioles N, Malik FS, Basina M, Indyk J, Vendrame F, Schmitt J, Scott ML, Ebekozien O. Facilitators and Barriers to Smart Insulin Pen Use: A Mixed-Method Study of Multidisciplinary Stakeholders From Diabetes Teams in the United States. Clin Diabetes 2022; 41:56-67. [PMID: 36714258 PMCID: PMC9845084 DOI: 10.2337/cd22-0068] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
This study sought to identify barriers and facilitators to successful smart insulin pen (SIP) use and gauge prescribing practices and integration into clinical practice by assessing provider and care team perspectives at participating endocrinology clinics within the T1D Exchange Quality Improvement Collaborative. The identified provider-related, patient-related, and clinic- and operational-level barriers and facilitators varied based on clinic knowledge, capacity, and resources. High-impact barriers included insurance coverage and prescribing processes; high-impact facilitators included improved diabetes clinic visit quality and use of SIPs as an alternative to insulin pump therapy. Findings indicated the need for provider and care team education and training on proper SIP features, use, and prescribing.
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Affiliation(s)
- Emma Ospelt
- T1D Exchange, Boston, MA
- Corresponding author: Emma Ospelt,
| | | | - Janine Sanchez
- University of Miami Miller School of Medicine, Miami, FL
| | | | | | | | | | | | | | | | | | - Osagie Ebekozien
- T1D Exchange, Boston, MA
- University of Mississippi School of Population Health, Jackson, MS
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27
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Lee JM, Rusnak A, Garrity A, Hirschfeld E, Thomas IH, Wichorek M, Lee JE, Rioles NA, Ebekozien O, Corathers SD. Feasibility of Electronic Health Record Assessment of 6 Pediatric Type 1 Diabetes Self-management Habits and Their Association With Glycemic Outcomes. JAMA Netw Open 2021; 4:e2131278. [PMID: 34709387 PMCID: PMC8554640 DOI: 10.1001/jamanetworkopen.2021.31278] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
IMPORTANCE A low-burden electronic health record (EHR) workflow has been devised to systematize the collection and validation of 6 key diabetes self-management habits: (1) checks glucose at least 4 times/day or uses continuous glucose monitor (CGM); (2) gives at least 3 rapid-acting insulin boluses per day; (3) uses insulin pump; (4) delivers boluses before meals; (5) reviewed glucose data since last clinic visit, and (6) has changed insulin doses since the last clinic visit. OBJECTIVE To describe the performance of these habits and examine their association with hemoglobin A1c (HbA1c) levels and time in range (TIR). DESIGN, SETTING, AND PARTICIPANTS This cross-sectional study included individuals with known type 1 diabetes who were seen in a US pediatric diabetes clinic in 2019. MAIN OUTCOMES AND MEASURES Habit performance, total habit score (sum of 6 habits per person), HbA1c levels, and TIR. RESULTS Of 1344 patients, 1212 (609 [50.2%] males; 66 [5.4%] non-Hispanic Black; 1030 [85.0%] non-Hispanic White; mean [SD] age, 15.5 [4.5] years) were included, of whom 654 (54.0%) were using CGM and had a TIR. Only 105 patients (8.7%) performed all 6 habits. Habit performance was lower among older vs younger patients (age ≥18 years vs ≤12 years: 17 of 411 [4.1%] vs 57 of 330 [17.3%]; P < .001), Black vs White patients (3 [4.5%] vs 95 [9.2%]; P < .001), those with public vs private insurance (14 of 271 [5.2%] vs 91 of 941 [9.7%]; P < .001), and those with lower vs higher parental education levels (<college degree vs ≥college degree: 35 of 443 [7.9%] vs 66 of 574 [11.5%]; P < .001). After adjustment for demographic characteristics and disease duration, for every 1-unit increase in total habit score, we found a mean (SE) 0.6% (0.05) decrease in HbA1c among all participants and a mean (SE) 2.86% (0.71) increase in TIR among those who used CGMs. Multiple regression models revealed that performing each habit was associated with a significantly lower HbA1c level (habit 1: -0.16% [95% CI, -1.91% to -1.37%]; habit 2: -1.01% [-1.34% to -0.69%]; habit 3: -0.71% [95% CI, -0.93% to -0.49%]; habit 4: -0.97% [95% CI, -1.21% to -0.73%]; habit 5: -0.44% [95% CI, -0.71% to -0.17%]; habit 6: -0.75% [95% CI, -0.96% to -0.53%]; all P < .001). There were differences in HbA1c according to race, insurance, and parental education, but these associations were attenuated with the inclusion of the 6 habits, which had more robust associations with HbA1c levels than the demographic characteristics. CONCLUSIONS AND RELEVANCE These findings suggest that a focus on increasing adherence to the 6 habits could be critical for improving disparities in glycemic outcomes; these metrics have been adopted by the Type 1 Diabetes Exchange Quality Improvement Collaborative for continuous quality improvement.
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Affiliation(s)
- Joyce M. Lee
- Susan B. Meister Child Health Evaluation and Research Center (CHEAR), University of Michigan, Ann Arbor
- Pediatric Endocrinology, University of Michigan, Ann Arbor
| | - Andrea Rusnak
- Pediatric Endocrinology, University of Michigan, Ann Arbor
| | - Ashley Garrity
- Susan B. Meister Child Health Evaluation and Research Center (CHEAR), University of Michigan, Ann Arbor
- Pediatric Endocrinology, University of Michigan, Ann Arbor
| | - Emily Hirschfeld
- Susan B. Meister Child Health Evaluation and Research Center (CHEAR), University of Michigan, Ann Arbor
| | - Inas H. Thomas
- Pediatric Endocrinology, University of Michigan, Ann Arbor
| | - Michelle Wichorek
- Brehm Center for Diabetes Research, University of Michigan, Ann Arbor
| | | | | | | | - Sarah D. Corathers
- Division of Endocrinology, Cincinnati Children’s Hospital Medical Center, University of Cincinnati College of Medicine, Cincinnati, Ohio
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28
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Weinstock RS, Prahalad P, Rioles N, Ebekozien O. T1D Exchange Quality Improvement Collaborative: A Learning Health System to Improve Outcomes for All People With Type 1 Diabetes. Clin Diabetes 2021; 39:251-255. [PMID: 34421199 PMCID: PMC8329012 DOI: 10.2337/cd21-0032] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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29
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Lyons SK, Ebekozien O, Garrity A, Buckingham D, Odugbesan O, Thomas S, Rioles N, Gallagher K, Sonabend RY, Lorincz I, Alonso GT, Kamboj MK, Lee JM. Increasing Insulin Pump Use Among 12- to 26-Year-Olds With Type 1 Diabetes: Results From the T1D Exchange Quality Improvement Collaborative. Clin Diabetes 2021; 39:272-277. [PMID: 34421202 PMCID: PMC8329008 DOI: 10.2337/cd21-0027] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Insulin pump therapy in pediatric type 1 diabetes has been associated with better glycemic control than multiple daily injections. However, insulin pump use remains limited. This article describes an initiative from the T1D Exchange Quality Improvement Collaborative aimed at increasing insulin pump use in patients aged 12-26 years with type 1 diabetes from a baseline of 45% in May 2018 to >50% by February 2020. Interventions developed by participating centers included increasing in-person and telehealth education about insulin pump technology, creating and distributing tools to assist in informed decision-making, facilitating insulin pump insurance approval and onboarding processes, and improving clinic staff knowledge about insulin pumps. These efforts yielded a 13% improvement in pump use among the five participating centers, from 45 to 58% over 22 months.
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Affiliation(s)
- Sarah K Lyons
- Baylor College of Medicine/Texas Children's Hospital, Houston, TX
| | | | - Ashley Garrity
- Pediatric Endocrinology, University of Michigan, Ann Arbor, MI
| | - Don Buckingham
- Nationwide Children's Hospital, The Ohio State University, Columbus, OH
| | | | - Sarah Thomas
- Barbara Davis Center, University of Colorado, Aurora, CO
| | | | | | - Rona Y Sonabend
- Baylor College of Medicine/Texas Children's Hospital, Houston, TX
| | - Ilona Lorincz
- Hospital of the University of Pennsylvania, Philadelphia, PA
| | - G Todd Alonso
- Barbara Davis Center, University of Colorado, Aurora, CO
| | - Manmohan K Kamboj
- Nationwide Children's Hospital, The Ohio State University, Columbus, OH
| | - Joyce M Lee
- Pediatric Endocrinology, University of Michigan, Ann Arbor, MI
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