1
|
Kahkoska AR, Shah KS, Kosorok MR, Miller KM, Rickels M, Weinstock RS, Young LA, Pratley RE. Estimation of a Machine Learning-Based Decision Rule to Reduce Hypoglycemia Among Older Adults With Type 1 Diabetes: A Post Hoc Analysis of Continuous Glucose Monitoring in the WISDM Study. J Diabetes Sci Technol 2024; 18:1079-1086. [PMID: 36629330 PMCID: PMC11418529 DOI: 10.1177/19322968221149040] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
BACKGROUND The Wireless Innovation for Seniors with Diabetes Mellitus (WISDM) study demonstrated continuous glucose monitoring (CGM) reduced hypoglycemia over 6 months among older adults with type 1 diabetes (T1D) compared with blood glucose monitoring (BGM). We explored heterogeneous treatment effects of CGM on hypoglycemia by formulating a data-driven decision rule that selects an intervention (ie, CGM vs BGM) to minimize percentage of time <70 mg/dL for each individual WISDM participant. METHOD The precision medicine analyses used data from participants with complete data (n = 194 older adults, including those who received CGM [n = 100] and BGM [n = 94] in the trial). Policy tree and decision list algorithms were fit with 14 baseline demographic, clinical, and laboratory measures. The primary outcome was CGM-measured percentage of time spent in hypoglycemic range (<70 mg/dL), and the decision rule assigned participants to a subgroup reflecting the treatment estimated to minimize this outcome across all follow-up visits. RESULTS The optimal decision rule was found to be a decision list with 3 steps. The first step moved WISDM participants with baseline time-below range >1.35% and no detectable C-peptide levels to the CGM subgroup (n = 139), and the second step moved WISDM participants with a baseline time-below range of >6.45% to the CGM subgroup (n = 18). The remaining participants (n = 37) were left in the BGM subgroup. Compared with the BGM subgroup (n = 37; 19%), the group for whom CGM minimized hypoglycemia (n = 157; 81%) had more baseline hypoglycemia, a lower proportion of detectable C-peptide, higher glycemic variability, longer disease duration, and higher proportion of insulin pump use. CONCLUSIONS The decision rule underscores the benefits of CGM for older adults to reduce hypoglycemia. Diagnostic CGM and laboratory markers may inform decision-making surrounding therapeutic CGM and identify older adults for whom CGM may be a critical intervention to reduce hypoglycemia.
Collapse
Affiliation(s)
- Anna R. Kahkoska
- Department of Nutrition, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- UNC Center for Aging and Health, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kushal S. Shah
- Department of Biostatistics, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Michael R. Kosorok
- Department of Biostatistics, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | | - Michael Rickels
- Rodebaugh Diabetes Center, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, USA
| | - Ruth S. Weinstock
- Division of Endocrinology, Diabetes, and Metabolism, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Laura A. Young
- Division of Endocrinology and Metabolism, The University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | | |
Collapse
|
2
|
Ng SM, Dearman S, Fisher M, Mushtaq T, Randell T. Case for funding of continuous glucose monitoring systems for patients with recurrent hypoglycaemia. Arch Dis Child 2023; 108:816-817. [PMID: 36202595 DOI: 10.1136/archdischild-2022-323872] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 09/24/2022] [Indexed: 11/04/2022]
Affiliation(s)
- Sze May Ng
- Paediatric Department, Southport and Ormskirk Hospital NHS Trust, Southport, Sefton, UK
- Department of Women's and Children's Health, University of Liverpool, Liverpool, UK
- Edge Hill University, Ormskirk, UK
| | | | - Mark Fisher
- UK Children's Hyperinsulinism Charity, London, UK
| | | | | |
Collapse
|
3
|
Jin Z, Thackray AE, King JA, Deighton K, Davies MJ, Stensel DJ. Analytical Performance of the Factory-Calibrated Flash Glucose Monitoring System FreeStyle Libre2 TM in Healthy Women. SENSORS (BASEL, SWITZERLAND) 2023; 23:7417. [PMID: 37687871 PMCID: PMC10490447 DOI: 10.3390/s23177417] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Revised: 08/21/2023] [Accepted: 08/22/2023] [Indexed: 09/10/2023]
Abstract
Continuous glucose monitoring (CGM) is used clinically and for research purposes to capture glycaemic profiles. The accuracy of CGM among healthy populations has not been widely assessed. This study assessed agreement between glucose concentrations obtained from venous plasma and from CGM (FreeStyle Libre2TM, Abbott Diabetes Care, Witney, UK) in healthy women. Glucose concentrations were assessed after fasting and every 15 min after a standardized breakfast over a 4-h lab period. Accuracy of CGM was determined by Bland-Altman plot, 15/15% sensor agreement analysis, Clarke error grid analysis (EGA) and mean absolute relative difference (MARD). In all, 429 valid CGM readings with paired venous plasma glucose (VPG) values were obtained from 29 healthy women. Mean CGM readings were 1.14 mmol/L (95% CI: 0.97 to 1.30 mmol/L, p < 0.001) higher than VPG concentrations. Ratio 95% limits of agreement were from 0.68 to 2.20, and a proportional bias (slope: 0.22) was reported. Additionally, 45% of the CGM readings were within ±0.83 mmol/L (±15 mg/dL) or ±15% of VPG, while 85.3% were within EGA Zones A + B (clinically acceptable). MARD was 27.5% (95% CI: 20.8, 34.2%), with higher MARD values in the hypoglycaemia range and when VPG concentrations were falling. The FreeStyle Libre2TM CGM system tends to overestimate glucose concentrations compared to venous plasma samples in healthy women, especially during hypoglycaemia and during glycaemic swings.
Collapse
Affiliation(s)
- Zhuoxiu Jin
- National Centre for Sport and Exercise Medicine, School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough LE11 3TU, UK; (Z.J.); (A.E.T.); (J.A.K.)
| | - Alice E. Thackray
- National Centre for Sport and Exercise Medicine, School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough LE11 3TU, UK; (Z.J.); (A.E.T.); (J.A.K.)
- National Institute for Health and Care Research (NIHR) Leicester Biomedical Research Centre, University Hospitals of Leicester National Health Service (NHS) Trust and the University of Leicester, Leicester LE1 5WW, UK;
| | - James A. King
- National Centre for Sport and Exercise Medicine, School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough LE11 3TU, UK; (Z.J.); (A.E.T.); (J.A.K.)
- National Institute for Health and Care Research (NIHR) Leicester Biomedical Research Centre, University Hospitals of Leicester National Health Service (NHS) Trust and the University of Leicester, Leicester LE1 5WW, UK;
| | | | - Melanie J. Davies
- National Institute for Health and Care Research (NIHR) Leicester Biomedical Research Centre, University Hospitals of Leicester National Health Service (NHS) Trust and the University of Leicester, Leicester LE1 5WW, UK;
- Diabetes Research Centre, University of Leicester, Leicester LE5 4PW, UK
| | - David J. Stensel
- National Centre for Sport and Exercise Medicine, School of Sport, Exercise and Health Sciences, Loughborough University, Loughborough LE11 3TU, UK; (Z.J.); (A.E.T.); (J.A.K.)
- National Institute for Health and Care Research (NIHR) Leicester Biomedical Research Centre, University Hospitals of Leicester National Health Service (NHS) Trust and the University of Leicester, Leicester LE1 5WW, UK;
- Faculty of Sport Sciences, Waseda University, Tokorozawa 359-1192, Japan
- Department of Sports Science and Physical Education, The Chinese University of Hong Kong, Ma Liu Shui, Hong Kong 999077, China
| |
Collapse
|
4
|
Friedman JG, Cardona Matos Z, Szmuilowicz ED, Aleppo G. Use of Continuous Glucose Monitors to Manage Type 1 Diabetes Mellitus: Progress, Challenges, and Recommendations. Pharmgenomics Pers Med 2023; 16:263-276. [PMID: 37025558 PMCID: PMC10072139 DOI: 10.2147/pgpm.s374663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 02/25/2023] [Indexed: 04/08/2023] Open
Abstract
Type 1 diabetes (T1D) management has been revolutionized with the development and routine utilization of continuous glucose monitoring (CGM). CGM technology has allowed for the ability to track dynamic glycemic fluctuations and trends over time allowing for optimization of medical therapy and the prevention of dangerous hypoglycemic events. This review details currently-available real-time and intermittently-scanned CGM devices, clinical benefits, and challenges of CGM use, and current guidelines supporting its use in the clinical care of patients with T1D. We additionally describe future issues that will need to be addressed as CGM technology continues to evolve.
Collapse
Affiliation(s)
- Jared G Friedman
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Zulma Cardona Matos
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Emily D Szmuilowicz
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Grazia Aleppo
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| |
Collapse
|
5
|
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.
Collapse
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
| |
Collapse
|
6
|
Soni A, Wright N, Agwu JC, Drew J, Kershaw M, Moudiotis C, Regan F, Williams E, Timmis A, Ng SM. Fifteen-minute consultation: Practical use of continuous glucose monitoring. Arch Dis Child Educ Pract Ed 2022; 107:188-193. [PMID: 33963071 PMCID: PMC9125373 DOI: 10.1136/archdischild-2020-321190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 04/01/2021] [Accepted: 04/04/2021] [Indexed: 11/04/2022]
Abstract
Type 1 diabetes is a self-managed condition. Regular monitoring of blood glucose (BG) levels has been the cornerstone of diabetes management. Finger prick BG testing traditionally has been the standard method employed. More recently, rapid advancements in the development of continuous glucose monitoring devices have led to increased use of technology to help children and young people with diabetes manage their condition. These devices have the potential to improve diabetes control and reduce hypoglycaemia especially if used in conjunction with a pump to automate insulin delivery. This paper aims to provide an update on main CGM devices available and practical considerations for doctors if they come across a child with diabetes who is using one of these devices.
Collapse
Affiliation(s)
- Astha Soni
- Paediatrics, Sheffield Children's Hospital, Sheffield, UK
| | - Neil Wright
- Paediatric Endocrinology & Diabetes, Sheffield Children's Hospital, Sheffield, UK
| | - Juliana Chizo Agwu
- Paediatrics, Sandwell and West Birmingham NHS Trust, West Bromwich, UK.,Institute of Clinical Sciences, College of Medicine and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Josephine Drew
- Paediatrics, Nottingham University Hospitals NHS Trust, Nottingham, UK
| | - Melanie Kershaw
- Endocrinology and diabetes, Birmingham Children's Hospital, NHS Foundation Trust, Birmingham, UK
| | | | - Fiona Regan
- Paediatrics, Wexham Park Hospital, Slough, UK
| | - Eleri Williams
- Paediatrics, Hampshire Hospitals NHS Foundation Trust, Winchester, Hampshire, UK
| | - Alison Timmis
- Paediatrics, Countess of Chester Hospital, NHS Foundation Trust, Chester, Cheshire West and Chester, UK
| | - Sze May Ng
- Paediatric Department, Southport and Ormskirk NHS Trust, Ormskirk, UK.,Department of Women's and Children's Health, University of Liverpool, Liverpool, UK
| |
Collapse
|
7
|
Sawyer A, Sobczak M, Forlenza GP, Alonso GT. Glycemic Control in Relation to Technology Use in a Single-Center Cohort of Children with Type 1 Diabetes. Diabetes Technol Ther 2022; 24:409-415. [PMID: 35099306 PMCID: PMC9208858 DOI: 10.1089/dia.2021.0471] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Background: Technology for patients with type 1 diabetes (T1D), including continuous glucose monitoring (CGM), insulin pumps, and hybrid closed-loop (HCL) systems, is improving, being used more commonly in the pediatric population, and impacts glycemic control. Materials and Methods: We evaluated the use of these technologies and their impact on glycemic control among patients with T1D who were seen at the Barbara Davis Center (n = 4003) between January 2018 and December 2020, <22 years old, with diabetes duration >3 months. Data were analyzed by age group and technology-use group defined as multiple daily injection with blood glucose meter (MDI/BGM), pump with BGM (pump/BGM), MDI with CGM (MDI/CGM), and pump with CGM (pump/CGM). Glycemic control was compared using analysis of covariance (ANCOVA) and controlling for diabetes duration, race, and insurance. Results: Among 4003 patients, 20% used MDI/BGM (mean hemoglobin A1c [HbA1c] = 10.0%); 14.4% used pump/BGM (mean HbA1c = 10.0%); 15.4% used MDI/CGM (mean HbA1c = 8.6%); and 49.8% used pump/CGM (mean HbA1c = 8.1%). Compared with MDI/BGM patients, MDI/CGM and pump/CGM users had a lower HbA1c and were more likely to reach an HbA1c <7.0% (all P < 0.0001). Among pump/CGM users, 35% used HCL technology (mean HbA1c = 7.6%) and had a lower HbA1c and were more likely to reach an HbA1c <7% than non-HCL users (P < 0.001). Conclusions: CGM use was associated with a lower HbA1c in both MDI and pump users. Pump use was only associated with a lower HbA1c if used with CGM. HCL was associated with the lowest HbA1c. Spanish language and minority race/ethnicity were associated with lower rates of pump and CGM use, highlighting the need to reduce disparities.
Collapse
Affiliation(s)
- Alexandra Sawyer
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Marisa Sobczak
- Graduate Medical Education, School of Medicine, University of Colorado, Anschutz Medical Campus, Aurora, Colorado, USA
| | - Gregory P. Forlenza
- Barbara Davis Center, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
| | - Guy Todd Alonso
- Barbara Davis Center, University of Colorado Anschutz Medical Campus, Aurora, Colorado, USA
- Address correspondence to: Guy Todd Alonso, MD, Barbara Davis Center, University of Colorado Anschutz Medical Campus, 1775 Aurora CT, MS A140, Aurora, CO 80045, USA
| |
Collapse
|
8
|
Marks BE, Williams KM, Sherwood JS, Putman MS. Practical aspects of diabetes technology use: Continuous glucose monitors, insulin pumps, and automated insulin delivery systems. J Clin Transl Endocrinol 2022; 27:100282. [PMID: 34917483 PMCID: PMC8666668 DOI: 10.1016/j.jcte.2021.100282] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Revised: 11/01/2021] [Accepted: 11/27/2021] [Indexed: 02/06/2023] Open
Abstract
There have been tremendous advances in diabetes technology in the last decade. Continuous glucose monitors (CGM), insulin pumps, and automated insulin delivery (AID) systems aim to improve glycemic control while simultaneously decreasing the burden of diabetes management. Although diabetes technologies have been shown to decrease both hypoglycemia and hyperglycemia and to improve health-related quality of life in individuals with type 1 diabetes, the impact of these devices in individuals with cystic fibrosis-related diabetes (CFRD) is less clear. There are unique aspects of CFRD, including the different underlying pathophysiology and unique lived health care experience and comorbidities, that likely affect the use, efficacy, and uptake of diabetes technology in this population. Small studies suggest that CGM is accurate and may be helpful in guiding insulin therapy for individuals with CFRD. Insulin pump use has been linked to improvements in lean body mass and hemoglobin A1c among adults with CFRD. A recent pilot study highlighted the promise of AID systems in this population. This article provides an overview of practical aspects of diabetes technology use and device limitations that clinicians must be aware of in caring for individuals with CF and CFRD. Cost and limited insurance coverage remain significant barriers to wider implementation of diabetes technology use among patients with CFRD. Future studies exploring strategies to improve patient and CF provider education about these devices and studies showing the effectiveness of these technologies on health and patient-reported outcomes may lead to improved insurance coverage and increased rates of uptake and sustained use of these technologies in the CFRD community.
Collapse
Affiliation(s)
- Brynn E. Marks
- Division of Endocrinology and Diabetes, Children’s National Hospital, 111 Michigan Ave, NW, Washington, DC 20010, USA
| | - Kristen M. Williams
- Division of Pediatric Endocrinology, Diabetes, and Metabolism, Columbia University Irving Medical Center, 1150 St Nicholas Avenue, New York, NY 10032, United States
| | - Jordan S. Sherwood
- Diabetes Research Center, Division of Pediatric Endocrinology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
| | - Melissa S. Putman
- Division of Endocrinology, Boston Children’s Hospital, 300 Longwood Ave, Boston, MA 02115, United States
- Diabetes Research Center, Division of Endocrinology, Massachusetts General Hospital, 55 Fruit St, Boston, MA 02114, United States
| |
Collapse
|
9
|
Accuracy Assessment of the GlucoMen® Day CGM System in Individuals with Type 1 Diabetes: A Pilot Study. BIOSENSORS 2022; 12:bios12020106. [PMID: 35200366 PMCID: PMC8869704 DOI: 10.3390/bios12020106] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/03/2022] [Accepted: 02/08/2022] [Indexed: 11/16/2022]
Abstract
The aim of this study was to evaluate the accuracy and usability of a novel continuous glucose monitoring (CGM) system designed for needle-free insertion and reduced environmental impact. We assessed the sensor performance of two GlucoMen® Day CGM systems worn simultaneously by eight participants with type 1 diabetes. Self-monitoring of blood glucose (SMBG) was performed regularly over 14 days at home. Participants underwent two standardized, 5-h meal challenges at the research center with frequent plasma glucose (PG) measurements using a laboratory reference (YSI) instrument. When comparing CGM to PG, the overall mean absolute relative difference (MARD) was 9.7 [2.6–14.6]%. The overall MARD for CGM vs. SMBG was 13.1 [3.5–18.6]%. The consensus error grid (CEG) analysis showed 98% of both CGM/PG and CGM/SMBG pairs in the clinically acceptable zones A and B. The analysis confirmed that GlucoMen® Day CGM meets the clinical requirements for state-of-the-art CGM. In addition, the needle-free insertion technology is well tolerated by users and reduces medical waste compared to conventional CGM systems.
Collapse
|
10
|
Alva S, Bailey T, Brazg R, Budiman ES, Castorino K, Christiansen MP, Forlenza G, Kipnes M, Liljenquist DR, Liu H. Accuracy of a 14-Day Factory-Calibrated Continuous Glucose Monitoring System With Advanced Algorithm in Pediatric and Adult Population With Diabetes. J Diabetes Sci Technol 2022; 16:70-77. [PMID: 32954812 PMCID: PMC8875061 DOI: 10.1177/1932296820958754] [Citation(s) in RCA: 69] [Impact Index Per Article: 34.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
BACKGROUND In this study, we evaluated the analytical performance of the second-generation factory-calibrated FreeStyle Libre Flash Glucose Monitoring (FreeStyle Libre 2) System compared to plasma venous blood glucose reference, Yellow Springs Instrument 2300 (YSI). METHODS The study enrolled participants aged four and above with type 1 or type 2 diabetes at seven sites in the United States. Adult participants (18+ years) participated in three in-clinic sessions and pediatric participants (4-17 years) participated in up to two in-clinic sessions stratified to provide data for days 1, 2, 3, 7, 8, 9, 12, 13, or 14 of sensor wear. Participants aged 11+ underwent supervised glycemic manipulation during in-clinic sessions to achieve glucose levels across the measurement range of the System. Performance evaluation included accuracy measures such as the proportion of continuous glucose monitoring (CGM) values that were within ±20% or ±20 mg/dL of reference glucose values, and bias measures such as the mean absolute relative difference (MARD) between CGM and reference values. RESULTS Data from the 144 adults and 129 pediatric participants were analyzed. Percent of sensor results within ±20%/20 mg/dL of YSI reference were 93.2% and 92.1%, and MARD was 9.2% and 9.7% for the adults and pediatric participants, respectively. The System performed well in the hypoglycemic range, with 94.3% of the results for the adult population and 96.1% of the data for pediatric population being within 15 mg/dL of the YSI reference. The time lag was 2.4 ± 4.6 minutes for adults and 2.1 ± 5.0 minutes for pediatrics. CONCLUSIONS The System demonstrated improved analytical accuracy performance across the dynamic range during the 14-day sensor wear period as compared to the previous-generation device.NCT#: NCT03607448 and NCT03820050.
Collapse
Affiliation(s)
- Shridhara Alva
- Abbott Diabetes Care, Alameda, CA, USA
- Shridhara Alva, PhD, Abbott Diabetes Care, 1360 South Loop Road, Alameda, CA 94502, USA.
| | | | - Ronald Brazg
- Rainier Clinical Research Center, Renton, WA, USA
| | | | | | | | - Gregory Forlenza
- Barbara Davis Center for Diabetes, University of Colorado Denver, Aurora, CO, USA
| | | | | | | |
Collapse
|
11
|
Tanenbaum ML, Messer LH, Wu CA, Basina M, Buckingham BA, Hessler D, Mulvaney SA, Maahs DM, Hood KK. Help when you need it: Perspectives of adults with T1D on the support and training they would have wanted when starting CGM. Diabetes Res Clin Pract 2021; 180:109048. [PMID: 34534592 PMCID: PMC8578423 DOI: 10.1016/j.diabres.2021.109048] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 08/30/2021] [Accepted: 09/09/2021] [Indexed: 10/20/2022]
Abstract
AIMS The purpose of this study was to explore preferences that adults with type 1 diabetes (T1D) have for training and support to initiate and sustain optimal use of continuous glucose monitoring (CGM) technology. METHODS Twenty-two adults with T1D (M age 30.95 ± 8.32; 59.1% female; 90.9% Non-Hispanic; 86.4% White; diabetes duration 13.5 ± 8.42 years; 72.7% insulin pump users) who had initiated CGM use in the past year participated in focus groups exploring two overarching questions: (1) What helped you learn to use your CGM? and (2) What additional support would you have wanted? Focus groups used a semi-structured interview guide and were recorded, transcribed and analyzed. RESULTS Overarching themes identified were: (1) "I got it going by myself": CGM training left to the individual; (2) Internet as diabetes educator, troubleshooter, and peer support system; and (3) domains of support they wanted, including content and format of this support. CONCLUSION This study identifies current gaps in training and potential avenues for enhancing device education and CGM onboarding support for adults with T1D. Providing CGM users with relevant, timely resources and attending to the emotional side of using CGM could alleviate the burden of starting a new device and promote sustained device use.
Collapse
Affiliation(s)
- Molly L Tanenbaum
- Division of Endocrinology and Diabetes, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, USA; Stanford Diabetes Research Center, Stanford, CA, USA.
| | - Laurel H Messer
- University of Colorado Anschutz, Barbara Davis Center for Childhood Diabetes, Aurora, CO, USA.
| | - Christine A Wu
- Division of Endocrinology and Diabetes, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, USA.
| | - Marina Basina
- Stanford Diabetes Research Center, Stanford, CA, USA; Division of Endocrinology, Gerontology, & Metabolism, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
| | - Bruce A Buckingham
- Division of Endocrinology and Diabetes, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, USA; Stanford Diabetes Research Center, Stanford, CA, USA.
| | - Danielle Hessler
- Department of Family and Community Medicine, University of California, San Francisco, San Francisco, CA, USA.
| | - Shelagh A Mulvaney
- Center for Diabetes Translational Research, Vanderbilt University Medical Center, Nashville, TN, USA; School of Nursing, Vanderbilt University, Nashville, TN, USA.
| | - David M Maahs
- Division of Endocrinology and Diabetes, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, USA; Stanford Diabetes Research Center, Stanford, CA, USA.
| | - Korey K Hood
- Division of Endocrinology and Diabetes, Department of Pediatrics, Stanford University, School of Medicine, Stanford, CA, USA; Stanford Diabetes Research Center, Stanford, CA, USA.
| |
Collapse
|
12
|
Fremont ER, Miller VA. Perspectives on Remote Glucose Monitoring in Youth With Type 1 Diabetes. J Pediatr Psychol 2021; 46:1276-1285. [PMID: 34333655 DOI: 10.1093/jpepsy/jsab068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 05/24/2021] [Accepted: 05/25/2021] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVE Continuous glucose monitoring (CGM) has become increasingly popular among youth with type 1 diabetes (T1D). Used with CGM, remote monitoring (RM) gives caregivers real-time access to patients' glucose values. Whereas RM may safeguard against hypo- and hyperglycemic events, little is known about how older children and adolescents, who are striving for independence, and their parents view the RM aspect of CGM. The goal of this study was to describe and explore parent and youth perceptions of RM. METHODS Youth with T1D and their parents participated separately in semi-structured interviews 2 months after starting CGM. Questions focused on decisions to use and experiences with RM. RESULTS Analysis of 43 parents and 41 youth (13.79 years ± 2.82) interviews revealed four themes, with 10 subthemes. Seven subthemes emerged in parent and youth interviews, and three emerged exclusively in parent interviews. The overarching themes included the impact of RM on (1) peace-of-mind, (2) parental anxiety, (3) communication; and addressed (4) technological limitations that prevented some from using RM. Regardless of youth age, youth and parents found comfort in parental knowledge of glucose values and parental abilities to assist youth (e.g., giving reminders to eat). Whereas RM could lead to conflicts due to excessive communication (e.g., texting), conflicts could be resolved through iterative parent-youth conversations. CONCLUSION RM may facilitate youth independence by providing a way for them to stay connected to their support system while acquiring developmentally appropriate skills. However, families should have iterative discussions about boundaries to mitigate parental over-involvement.
Collapse
Affiliation(s)
| | - Victoria A Miller
- Children's Hospital of Philadelphia.,Perelman School of Medicine at the University of Pennsylvania
| |
Collapse
|
13
|
Ravi SJ, Coakley A, Vigers T, Pyle L, Forlenza GP, Alonso T. Pediatric Medicaid Patients With Type 1 Diabetes Benefit From Continuous Glucose Monitor Technology. J Diabetes Sci Technol 2021; 15:630-635. [PMID: 32172603 PMCID: PMC8120057 DOI: 10.1177/1932296820906214] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND We determined the uptake rate of continuous glucose monitors (CGMs) and examined associations of clinical and demographic characteristics with CGM use among patients with type 1 diabetes covered by Colorado Medicaid during the first two years of CGM coverage with no out-of-pocket cost. METHOD We retrospectively reviewed data from 892 patients with type 1 diabetes insured by Colorado Medicaid (Colorado Health Program [CHP] and CHP+, Colorado Medicaid expansion). Demographics, insulin pump usage, CGM usage, and hemoglobin A1c (A1c) were extracted from the medical record. Data downloaded into CGM software at clinic appointments were reviewed to determine 30-day use prior to appointments. Subjects with some exposure to CGM were compared to subjects never exposed to CGM, and we examined the effect of CGM use on glycemic control. RESULTS Twenty percent of subjects had some exposure to CGM with a median of 22 [interquartile range 8, 29] days wear. Sixty one percent of CGM users had >85% sensor wear. Subjects using CGM were more likely to be younger (P < .001), have shorter diabetes duration (P < .001), and be non-Hispanic White (P < .001) than nonusers. After adjusting for age and diabetes duration, combined pump and CGM users had a lower A1c than those using neither technology (P = .006). Lower A1c was associated with greater CGM use (P = .002) and increased percent time in range (P < .001). CONCLUSION Pediatric Medicaid patients successfully utilized CGM. Expansion of Medicaid coverage for CGM may help improve glycemic control and lessen disparities in clinical outcomes within this population.
Collapse
Affiliation(s)
- Sonalee J. Ravi
- Department of Pediatrics, Division of
Pediatric Endocrinology, University of Colorado Anschutz Medical Campus, Aurora, CO,
USA
- Barbara Davis Center for Childhood
Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Alexander Coakley
- Barbara Davis Center for Childhood
Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Tim Vigers
- Department of Pediatrics, University of
Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Biostatistics and
Informatics, Colorado School of Public Health, Aurora, CO, USA
| | - Laura Pyle
- Department of Pediatrics, University of
Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Biostatistics and
Informatics, Colorado School of Public Health, Aurora, CO, USA
| | - Gregory P. Forlenza
- Department of Pediatrics, Division of
Pediatric Endocrinology, University of Colorado Anschutz Medical Campus, Aurora, CO,
USA
- Barbara Davis Center for Childhood
Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
| | - Todd Alonso
- Department of Pediatrics, Division of
Pediatric Endocrinology, University of Colorado Anschutz Medical Campus, Aurora, CO,
USA
- Barbara Davis Center for Childhood
Diabetes, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Todd Alonso, MD, Barbara Davis Center for
Childhood Diabetes, University of Colorado Anschutz Medical Campus, 1775 Aurora
Ct., MS A140, Aurora, CO 80045, USA.
| |
Collapse
|
14
|
Sopfe J, Vigers T, Pyle L, Giller RH, Forlenza GP. Safety and Accuracy of Factory-Calibrated Continuous Glucose Monitoring in Pediatric Patients Undergoing Hematopoietic Stem Cell Transplantation. Diabetes Technol Ther 2020; 22:727-733. [PMID: 32105513 PMCID: PMC7591371 DOI: 10.1089/dia.2019.0521] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Background: Pediatric patients undergoing hematopoietic stem cell transplantation (HSCT) may be at risk for malglycemia and adverse outcomes, including infection, prolonged hospital stays, organ dysfunction, graft-versus-host-disease, delayed hematopoietic recovery, and increased mortality. Continuous glucose monitoring (CGM) may aid in describing and treating malglycemia in this population. However, no studies have demonstrated safety, tolerability, or accuracy of CGM in this uniquely immunocompromised population. Materials and Methods: A prospective observational study was conducted, using the Abbott Freestyle Libre Pro, in patients aged 2-30 undergoing HSCT at Children's Hospital Colorado to evaluate continuous glycemia in this population. CGM occurred up to 7 days before and 60 days after HSCT, during hospitalization only. In a secondary analysis of this data, blood glucoses collected during routine HSCT care were compared with CGM values to evaluate accuracy. Adverse events and patient refusal to wear CGM device were monitored to assess safety and tolerability. Results: Participants (n = 29; median age 13.1 years, [interquartile range] [4.7, 16.6] years) wore 84 sensors for an average of 25 [21.5, 30.0] days per participant. Paired serum-sensor values (n = 893) demonstrated a mean absolute relative difference of 20% ± 14% with Clarke Error Grid analysis showing 99% of pairs in the clinically acceptable Zones (A+B). There were four episodes of self-limited bleeding (4.8% of sensors); no other adverse events occurred. Six patients (20.7%) refused subsequent CGM placements. Conclusions: CGM use appears safe and feasible although with suboptimal accuracy in the hospitalized pediatric HSCT population. Few adverse events occurred, all of which were low grade.
Collapse
Affiliation(s)
- Jenna Sopfe
- Department of Pediatrics, Center for Cancer and Blood Disorders, University of Colorado School of Medicine, Aurora, Colorado
- Address correspondence to: Jenna Sopfe, MD, Department of Pediatrics, Center for Cancer and Blood Disorders, University of Colorado School of Medicine, 13123 E 16th Avenue, B115, Aurora, CO 80045
| | - Tim Vigers
- Department of Biostatistics and Informatics, University of Colorado Denver, Aurora, Colorado
- Barbara Davis Center, University of Colorado Denver, Aurora, Colorado
| | - Laura Pyle
- Department of Biostatistics and Informatics, University of Colorado Denver, Aurora, Colorado
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, Colorado
| | - Roger H. Giller
- Department of Pediatrics, Center for Cancer and Blood Disorders, University of Colorado School of Medicine, Aurora, Colorado
| | | |
Collapse
|
15
|
Elbalshy M, Boucher S, Crocket H, Galland B, MacKenzie C, de Bock MI, Jefferies C, Wiltshire E, Wheeler BJ. Exploring Parental Experiences of Using a Do-It-Yourself Solution for Continuous Glucose Monitoring Among Children and Adolescents With Type 1 Diabetes: A Qualitative Study. J Diabetes Sci Technol 2020; 14:844-853. [PMID: 31875411 PMCID: PMC7753862 DOI: 10.1177/1932296819895290] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
BACKGROUND MiaoMiao (MM) is a Bluetooth transmitter, which when paired with a smart phone/device, converts the Abbott FreeStyle Libre flash glucose monitoring system into a Do-It-Yourself (DIY) continuous glucose monitor (CGM). Families are increasingly adopting DIY CGM solutions, but little is known about parent and child experiences with these add-on technologies. We aimed to explore experiences of families using MM-CGM including challenges faced and their advice to others who may choose to use the technology. METHODS Between May and July 2019, we conducted 12 semistructured interviews (in person or via video conference) with parents of children (aged ≤16 years) with type 1 diabetes using MM-CGM. Interviews were audio recorded; professionally transcribed and key themes were identified through thematic analysis. RESULTS Overall, parents used MM-CGM to proactively manage their child's blood glucose. In all participants, this led to a perceived decrease in frequency of hypoglycemia. Participants reported that the visibility and easy access to blood glucose readings, glucose trends, and customized alarms on parent's phones decreased their disease burden and improved their sleep quality. Common barriers to using MM-CGM included difficulty of the setting up process, connectivity issues, and lack of support from medical teams. CONCLUSION This study highlights the potential feasibility of using a DIY CGM system like MM-CGM, which could be an empowering and cost-effective tool for enabling remote monitoring of blood glucose in real time.
Collapse
Affiliation(s)
- Mona Elbalshy
- Department of Women’s and Children’s
Health, Dunedin School of Medicine, University of Otago, New Zealand
| | - Sara Boucher
- Department of Women’s and Children’s
Health, Dunedin School of Medicine, University of Otago, New Zealand
| | - Hamish Crocket
- Te Huataki Waiora School of Health,
Sport & Human Performance, University of Waikato, Dunedin, New Zealand
| | - Barbara Galland
- Department of Women’s and Children’s
Health, Dunedin School of Medicine, University of Otago, New Zealand
| | - Craig MacKenzie
- Pharmacy Department, Southern District
Health Board, Dunedin, New Zealand
| | - Martin I. de Bock
- Department of Paediatrics, University of
Otago, Christchurch, New Zealand
- Department of Paediatrics, Canterbury
District Health Board, Christchurch, New Zealand
| | - Craig Jefferies
- Paediatric Endocrinology, Starship
Children’s Health, Auckland, New Zealand
- Liggins Institute, University of
Auckland, New Zealand
| | - Esko Wiltshire
- Department of Paediatrics and Child
Health, University of Otago, Wellington, New Zealand
- Paediatrics and Child Health, Capital
and Coast District Health Board, Wellington, New Zealand
| | - Benjamin J. Wheeler
- Department of Women’s and Children’s
Health, Dunedin School of Medicine, University of Otago, New Zealand
- Paediatric Endocrinology, Southern
District Health Board, Dunedin, New Zealand
- Benjamin J. Wheeler, MBChB, PhD, Department
of Women’s and Children’s Health, University of Otago, 201 Great King St,
Dunedin, Otago 9016, New Zealand.
| |
Collapse
|
16
|
Desrochers HR, Schultz AT, Laffel LM. Use of Diabetes Technology in Children: Role of Structured Education for Young People with Diabetes and Families. Endocrinol Metab Clin North Am 2020; 49:19-35. [PMID: 31980118 PMCID: PMC7140592 DOI: 10.1016/j.ecl.2019.11.001] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The current era has witnessed an explosion of advanced diabetes technologies. Young people with diabetes and their families require detailed, structured diabetes education in order to optimize use of such devices. There is need for youth and their families to participate in the selection of particular devices for personal use and comprehensive education regarding the safe and effective use of such technologies. The education process should ensure that youth and their families receive realistic expectations of what the advanced technologies can and cannot do to avoid disappointment and the premature discontinuation of such systems.
Collapse
Affiliation(s)
- Hannah R Desrochers
- Section on Clinical, Behavioral, and Outcomes Research, Pediatric, Adolescent, and Young Adult Section, Joslin Diabetes Center, Harvard Medical School, One Joslin Place, Boston, MA 02215, USA
| | - Alan T Schultz
- Emergency Department, Montefiore Medical Center, 111 East 210th Street, The Bronx, NY 10467, USA
| | - Lori M Laffel
- Section on Clinical, Behavioral, and Outcomes Research, Pediatric, Adolescent, and Young Adult Section, Joslin Diabetes Center, Harvard Medical School, One Joslin Place, Boston, MA 02215, USA.
| |
Collapse
|
17
|
Abstract
Regular self-monitoring of blood glucose levels, and ketones when indicated, is an essential component of type 1 diabetes (T1D) management. Although fingerstick blood glucose monitoring has been the standard of care for decades, ongoing rapid technological developments have resulted in increasingly widespread use of continuous glucose monitoring (CGM). This article reviews recommendations for self-monitoring of glucose and ketones in pediatric T1D with particular emphasis on CGM and factors that impact the accuracy and real-world use of this technology.
Collapse
Affiliation(s)
- Brynn E. Marks
- Division of Endocrinology and Diabetes, Children's National Hospital, Washington, DC, United States
- *Correspondence: Brynn E. Marks
| | - Joseph I. Wolfsdorf
- Division of Endocrinology, Boston Children's Hospital, Boston, MA, United States
| |
Collapse
|
18
|
Layne JE, Huyett LM, Ly TT. Glycemic Control and Factors Impacting Treatment Choice in Tubeless Insulin Pump Users: A Survey of the T1D Exchange Glu Online Community. J Diabetes Sci Technol 2019; 13:1180-1181. [PMID: 31409136 PMCID: PMC6835191 DOI: 10.1177/1932296819868698] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
| | | | - Trang T. Ly
- Insulet Corporation, Acton, MA, USA
- Trang T. Ly, MBBS, FRACP, PhD, Insulet Corporation, 100 Nagog Park, Acton, MA 01720, USA.
| |
Collapse
|
19
|
Tejavibulya N, Colburn DAM, Marcogliese FA, Yang KA, Guo V, Chowdhury S, Stojanovic MN, Sia SK. Hydrogel Microfilaments toward Intradermal Health Monitoring. iScience 2019; 21:328-340. [PMID: 31698247 PMCID: PMC6889782 DOI: 10.1016/j.isci.2019.10.036] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Revised: 10/03/2019] [Accepted: 10/18/2019] [Indexed: 10/25/2022] Open
Abstract
Digital health promises a paradigm shift for medicine where biomarkers in individuals are continuously monitored to improve diagnosis and treatment of disease. To that end, a technology for minimally invasive quantification of endogenous analytes in bodily fluids will be required. Here, we describe a strategy for designing and fabricating hydrogel microfilaments that can penetrate the skin while allowing for optical fluorescence sensing. The polyacrylamide formulation was selected to provide high elastic modulus in the dehydrated state and optical transparency in the hydrated state. The microfilaments can be covalently tethered to a fluorescent aptamer to enable functional sensing. The microfilament array can penetrate the skin with low pain and without breaking, contact the dermal interstitial fluid, and be easily removed from the skin. In the future, hydrogel microfilaments could be integrated with a wearable fluorometer to serve as a platform for continuous, minimally invasive monitoring of intradermal biomarkers.
Collapse
Affiliation(s)
- Nalin Tejavibulya
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA
| | - David A M Colburn
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA
| | - Francis A Marcogliese
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA
| | - Kyung-Ae Yang
- Division of Experimental Therapeutics, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Vincent Guo
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA
| | - Shilpika Chowdhury
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA
| | - Milan N Stojanovic
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA; Division of Experimental Therapeutics, Department of Medicine, Columbia University, New York, NY 10032, USA
| | - Samuel K Sia
- Department of Biomedical Engineering, Columbia University, 351 Engineering Terrace, 1210 Amsterdam Avenue, New York, NY 10027, USA.
| |
Collapse
|
20
|
Volčanšek Š, Lunder M, Janež A. Acceptability of Continuous Glucose Monitoring in Elderly Diabetes Patients Using Multiple Daily Insulin Injections. Diabetes Technol Ther 2019; 21:566-574. [PMID: 31335199 DOI: 10.1089/dia.2019.0131] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Background: Integrative diabetes care is lifelong and encompasses patient-reported outcome measures (PROMs). Understanding older adults' perceptions of continuous glucose monitoring (CGM) benefits and potential annoyances is important to assist with introducing it in this population. The aim of this study was to investigate PROMs and effectiveness of CGM introduction in elderly multiple daily injection (MDI) users with well-controlled diabetes. Methods: MDI-treated elderly (n = 25, mean age 67.6 ± 1.2 years, HbA1c = 7.1% ± 0.2%, 56% type 1 diabetes) were instructed to use a CGM device. PROMs were measured by questionnaires. CGM-recorded glycemic control metrics (time in range [TIR], time in hypoglycemia, coefficient of variation [CV]) were compared during blinded CGM and real-time CGM. Results: Satisfaction with CGM use was high; with perceived advantages as "very common" (4.22 out of 5) and annoyances as "modest" (1.82 out of 5). In total 95% of participants expressed improved sense of security with CGM use, 68% reported of improved sleep quality, and 82% were willing to use a CGM device after finishing the study protocol. CGM introduction did not impose additional diabetes-related distress (measured by the Problem Areas in Diabetes questionnaire). Significant improvements in TIR (3.9-10.0 mmol/L) (66.3% ± 2.6% vs. 76.9% ± 3.0%; P < 0.001), time in hypoglycemia (9.6% ± 2.1% vs. 5.2% ± 1.1%; P = 0.041), as well as reduced glycemic variability (%CV) (37.3 ± 11.1 vs. 32.9 ± 6.3; P < 0.001) were observed. Conclusion: Introduction of CGM in elderly patients with well-controlled diabetes resulted in high satisfaction without imposing additional diabetes distress. Furthermore, an added benefit in glucose control with stabilizing glycemia in target range was proven.
Collapse
Affiliation(s)
- Špela Volčanšek
- Clinical Department of Endocrinology, Diabetes and Metabolic Diseases, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Mojca Lunder
- Clinical Department of Endocrinology, Diabetes and Metabolic Diseases, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Andrej Janež
- Clinical Department of Endocrinology, Diabetes and Metabolic Diseases, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Medical Faculty, University of Ljubljana, Ljubljana, Slovenia
| |
Collapse
|
21
|
Scharf J, Nguyen XQ, Vu-Eickmann P, Krichbaum M, Loerbroks A. Perceived Usefulness of Continuous Glucose Monitoring Devices at the Workplace: Secondary Analysis of Data From a Qualitative Study. J Diabetes Sci Technol 2019; 13:242-247. [PMID: 30027749 PMCID: PMC6399790 DOI: 10.1177/1932296818789143] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Previous research suggests that psychosocial working conditions may detrimentally affect diabetes self-management behavior at work, including self-monitoring of glucose levels. We aimed to better understand the potential usefulness of continuous glucose monitoring devices at the workplace according to employees with diabetes. METHODS We carried out secondary analyses of data from a qualitative study, which sought to explore potential barriers to and solutions for effective diabetes self-management at work. Interviews were carried out in face-to-face contact or by telephone and were transcribed and content-analyzed using MaxQDA. The used topic guide did not specifically inquire after continuous glucose monitoring devices, but views on the suitability of those devices at the workplace repeatedly emerged from the interviews. Data from 25 employed adults with diabetes mellitus type 1 or type 2 on insulin therapy were included. RESULTS The major perceived improvements associated with the use of continuous glucose monitoring devices pertained to their time-saving application that allowed for an increased frequency of glucose level assessments and for socially covert glucose measurement. The socially less noticeable way of monitoring glucose level was specifically perceived as beneficial, as employees with diabetes believed their illness would thereby attract less attention. Fewer or shorter interruptions as well as the reliability of integrated alarm systems were perceived to increase concentration at work and workability. CONCLUSIONS Continuous glucose monitoring devices were perceived to facilitate glucose management at the workplace, which may exert positive effects on compliance as well as functioning at work. Further research would be of interest to statistically confirm our findings in occupational samples.
Collapse
MESH Headings
- Adult
- Biomarkers/blood
- Blood Glucose/drug effects
- Blood Glucose/metabolism
- Blood Glucose Self-Monitoring/instrumentation
- Blood Glucose Self-Monitoring/psychology
- Diabetes Mellitus, Type 1/blood
- Diabetes Mellitus, Type 1/diagnosis
- Diabetes Mellitus, Type 1/drug therapy
- Diabetes Mellitus, Type 1/psychology
- Diabetes Mellitus, Type 2/blood
- Diabetes Mellitus, Type 2/diagnosis
- Diabetes Mellitus, Type 2/drug therapy
- Diabetes Mellitus, Type 2/psychology
- Female
- Health Knowledge, Attitudes, Practice
- Humans
- Hypoglycemic Agents/therapeutic use
- Insulin/therapeutic use
- Interviews as Topic
- Male
- Middle Aged
- Occupational Health
- Patient Compliance
- Predictive Value of Tests
- Qualitative Research
- Self Care
- Social Environment
- Workplace/psychology
- Young Adult
Collapse
Affiliation(s)
- Jessica Scharf
- Institute of Occupational, Social and Environmental Medicine, University of Düsseldorf, Düsseldorf, Germany
| | - Xuan Quynh Nguyen
- Institute of Occupational, Social and Environmental Medicine, University of Düsseldorf, Düsseldorf, Germany
| | - Patricia Vu-Eickmann
- Institute of Occupational, Social and Environmental Medicine, University of Düsseldorf, Düsseldorf, Germany
| | - Michael Krichbaum
- Research Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany
| | - Adrian Loerbroks
- Institute of Occupational, Social and Environmental Medicine, University of Düsseldorf, Düsseldorf, Germany
- Adrian Loerbroks, Institute of Occupational, Social and Environmental Medicine, Centre for Health and Society, Faculty of Medicine, University of Düsseldorf, Universitätsstr 1, 40225 Düsseldorf, Germany.
| |
Collapse
|
22
|
Abstract
Treatment of older adults with type 2 diabetes (T2D) is complex because they represent a heterogeneous group with a broad range of comorbidities, functional abilities, socioeconomic status, and life expectancy. Older adults with T2D are at high risk of recurring hypoglycemia, a condition associated with marked morbidity and mortality, because their counter-regulatory mechanism to hypoglycemia is attenuated, and recurring hypoglycemic episodes can lead to hypoglycemia unawareness. In addition, polypharmacy, a result of multiple chronic comorbidities (including heart disease, stroke, and chronic kidney disease), can increase the risk of severe hypoglycemia, especially when patients are taking sulfonylureas or insulin. Often the signs of hypoglycemia are nonspecific (sweating, dizziness, confusion, visual disturbances) and are mistaken for neurological symptoms or dementia. Consequences of hypoglycemia include acute and long-term cognitive changes, cardiac arrhythmia and myocardial infarction, serious falls, frailty, and death, often resulting in hospitalization, which come at a high economic cost. The American Diabetes Association has recently added three new recommendations regarding hypoglycemia in the elderly, highlighting individualized pharmacotherapy with glucose-lowering agents with a low risk of hypoglycemia and proven cardiovascular safety, avoidance of overtreatment, and simplifying treatment regimens while maintaining HbA1c targets. Thus, glycemic goals can be relaxed in the older population as part of individualized care, and physicians must make treatment decisions that best serve their patients' circumstances. This article highlights the issues faced by older people with T2D, the risk factors for hypoglycemia in this population, and the challenges faced by health care providers regarding glycemic management in this patient group.
Collapse
Affiliation(s)
- Jeffrey Freeman
- a Department of Internal Medicine, Division of Endocrinology and Metabolism , Philadelphia College of Osteopathic Medicine , Philadelphia , PA , USA
| |
Collapse
|
23
|
Campbell FM, Murphy NP, Stewart C, Biester T, Kordonouri O. Outcomes of using flash glucose monitoring technology by children and young people with type 1 diabetes in a single arm study. Pediatr Diabetes 2018; 19:1294-1301. [PMID: 30054967 DOI: 10.1111/pedi.12735] [Citation(s) in RCA: 75] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Revised: 06/11/2018] [Accepted: 07/02/2018] [Indexed: 01/12/2023] Open
Abstract
BACKGROUND AND OBJECTIVE Outcomes of using flash glucose monitoring have been reported in adults. This trial evaluated use in children and teenagers with type 1 diabetes. METHODS Prospective, single arm, non-inferiority multicenter study to demonstrate equivalence of time in range (TIR [70-180 mg/dL]) by comparing 14-day masked sensor wear (baseline) with self-monitored blood glucose (SMBG) testing to the final 14-days of 8-week open-label system use for diabetes self-management including insulin dosing. RESULTS A total of 76 children and teenagers (46.1% male; age 10.3 ± 4.0 years, type 1 diabetes duration 5.4 ± 3.7 years; mean ± SD) from 10 sites participated. TIR improved significantly by 0.9 ± 2.8 h/d (P = 0.005) vs SMBG baseline. Time in hyperglycemia (>180 mg/dL) reduced by -1.2 ± 3.3 h/d (P = 0.004). HbA1c reduced by -0.4% (-4.4 mmol/mol), from 7.9 ± 1.0% (62.9 ± 11.2 mmol/mol) baseline to 7.5 ± 0.9% (58.5 ± 9.8 mmol/mol) study end (P < 0.0001) with reductions across all age-subgroups (4-6, 7-12 and 13-17 years). Time in hypoglycemia (<70 mg/dL) was unaffected. Throughout the treatment phase system utilization was 91% ± 9; sensor scanning was 12.9 ± 5.7/d with SMBG dropping to 1.6 ± 1.9 from 7.7 ± 2.5/d. Diabetes Treatment Satisfaction Questionnaire "Total Treatment Satisfaction" score improved for parents (P < 0.0001) and teenagers (P < 0.0001). No adverse events (n = 121) were associated with sensor accuracy, 42 participants experienced sensor insertion signs and symptoms. Three participants experienced three mild device-related (sensor wear) symptoms, resolving quickly (without treatment [n = 2], non-prescription antihistamines [n = 1]). CONCLUSIONS Children with diabetes improved glycemic control safely and effectively with short-term flash glucose monitoring compared to use of SMBG in a single arm study.
Collapse
Affiliation(s)
- Fiona M Campbell
- Children's Diabetes Centre, Leeds Children's Hospital, Leeds Teaching Hospitals, Leeds, UK
| | - Nuala P Murphy
- Department of Paediatric Endocrinology, Children's University Hospital, Dublin, Republic of Ireland
| | | | - Torben Biester
- Diabetes Center for Children and Adolescents, Children's Hospital Auf der Bult, Hannover, Germany
| | - Olga Kordonouri
- Diabetes Center for Children and Adolescents, Children's Hospital Auf der Bult, Hannover, Germany
| |
Collapse
|
24
|
Sherr JL, Tauschmann M, Battelino T, de Bock M, Forlenza G, Roman R, Hood KK, Maahs DM. ISPAD Clinical Practice Consensus Guidelines 2018: Diabetes technologies. Pediatr Diabetes 2018; 19 Suppl 27:302-325. [PMID: 30039513 DOI: 10.1111/pedi.12731] [Citation(s) in RCA: 128] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2018] [Accepted: 07/10/2018] [Indexed: 12/12/2022] Open
Affiliation(s)
- Jennifer L Sherr
- Department of Pediatrics, Yale School of Medicine, Yale University, New Haven, Connecticut
| | - Martin Tauschmann
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK.,Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Tadej Battelino
- UMC-University Children's Hospital, Ljubljana, Slovenia.,Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Martin de Bock
- Department of Paediatrics, University of Otago, Christchurch, New Zealand
| | - Gregory Forlenza
- University of Colorado Denver, Barbara Davis Center, Aurora, Colorado
| | - Rossana Roman
- Medical Sciences Department, University of Antofagasta and Antofagasta Regional Hospital, Antofagasta, Chile
| | - Korey K Hood
- Department of Psychiatry & Behavioral Sciences, Stanford University School of Medicine, Palo Alto, California
| | - David M Maahs
- Department of Pediatrics, Stanford University School of Medicine, Palo Alto, California
| |
Collapse
|
25
|
Vettoretti M, Cappon G, Acciaroli G, Facchinetti A, Sparacino G. Continuous Glucose Monitoring: Current Use in Diabetes Management and Possible Future Applications. J Diabetes Sci Technol 2018; 12:1064-1071. [PMID: 29783897 PMCID: PMC6134613 DOI: 10.1177/1932296818774078] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
The recent announcement of the production of new low-cost continuous glucose monitoring (CGM) sensors, the approval of marketed CGM sensors for making treatment decisions, and new reimbursement criteria have the potential to revolutionize CGM use. After briefly summarizing current CGM applications, we discuss how, in our opinion, these changes are expected to extend CGM utilization beyond diabetes patients, for example, to subjects with prediabetes or even healthy individuals. We also elaborate on how the integration of CGM data with other relevant information, for example, health records and other medical device/wearable sensor data, will contribute to creating a digital data ecosystem that will improve our understanding of the etiology and complications of diabetes and will facilitate the development of data analytics for personalized diabetes management and prevention.
Collapse
Affiliation(s)
- Martina Vettoretti
- Department of Information Engineering, University of Padova, Padova, Italy
| | - Giacomo Cappon
- Department of Information Engineering, University of Padova, Padova, Italy
| | - Giada Acciaroli
- Department of Information Engineering, University of Padova, Padova, Italy
| | - Andrea Facchinetti
- Department of Information Engineering, University of Padova, Padova, Italy
| | - Giovanni Sparacino
- Department of Information Engineering, University of Padova, Padova, Italy
- Giovanni Sparacino, PhD, Department of Information Engineering University of Padova, Via G. Gradenigo 6B, Padova, 35131, Italy.
| |
Collapse
|
26
|
Slover RH, Tryggestad JB, DiMeglio LA, Fox LA, Bode BW, Bailey TS, Brazg R, Christiansen MP, Sherr JL, Tsalikian E, Kaiserman KB, Sullivan A, Huang S, Shin J, Lee SW, Kaufman FR. Accuracy of a Fourth-Generation Continuous Glucose Monitoring System in Children and Adolescents with Type 1 Diabetes. Diabetes Technol Ther 2018; 20:576-584. [PMID: 30063162 DOI: 10.1089/dia.2018.0109] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
BACKGROUND This study evaluated the safety and performance of the Guardian™ continuous glucose monitoring (CGM) system in children and adolescents with type 1 diabetes (T1D). MATERIALS AND METHODS Subjects 2-18 years of age (mean ± standard deviation [SD] 13.1 ± 3.9 years) with T1D and duration of diagnosis ≥1 year were enrolled at 11 sites in the United States and wore two Guardian Sensor 3 sensors in the abdomen and/or buttock. Sensors were connected to a transmitter paired with either a Guardian Connect system (i.e., mobile device with software application allowing display of sensor glucose [SG] values) or a Guardian Link 3 transmitter used as a Glucose Sensor Recorder (GSR). There were 145 participants who underwent a 6-h in-clinic frequent sample testing (FST) on day 1 (n = 54), day 3 (n = 48), or day 7 (n = 43) postsensor insertion. During FST, SG values were compared with a Yellow Springs Instrument (YSI) plasma reference every 5-15 min (n = 124, 7-18 years of age; n = 2, 2-6 years of age), or to a self-monitoring of blood glucose (SMBG) reference every 5-30 min (n = 19, 2-6 years of age). RESULTS The overall mean absolute relative difference (ARD ± SD) between SG and reference values (YSI or SMBG) when calibrating approximately every 12 h, was 10.9% ± 10.7% (3102 paired points) for sensors communicating with the Guardian Connect system and 11.1% ± 10.6% (2624 paired points) for sensors connected to the GSR. The overall percentage of SG values within ±20% of reference values >80 mg/dL or within 20 mg/dL of reference values ≤80 mg/dL was 87.8% for the Guardian Connect system and 86.7% for the GSR, respectively. There was one device-related adverse event of contact dermatitis, but no serious device-related adverse events. CONCLUSIONS The Guardian CGM system demonstrated good accuracy in children and adolescents. These findings support its use in sensor-integrated insulin pump platforms, as well as a standalone technology, for managing diabetes in pediatric populations.
Collapse
Affiliation(s)
- Robert H Slover
- 1 Barbara Davis Center for Childhood Diabetes , Aurora, Colorado
| | - Jeanie B Tryggestad
- 2 Oklahoma University Health Sciences Center , Department of Pediatrics, Oklahoma City, Oklahoma
| | | | - Larry A Fox
- 4 Nemours Children's Health System , Jacksonville, Florida
| | - Bruce W Bode
- 5 Atlanta Diabetes Associates , Atlanta, Georgia
| | | | - Ronald Brazg
- 7 Rainier Clinical Research Center , Renton, Washington
| | | | - Jennifer L Sherr
- 9 Yale University School of Medicine , Pediatric Endocrinology, New Haven, Connecticut
| | - Eva Tsalikian
- 10 University of Iowa , Department of Pediatrics, Iowa City, Iowa
| | | | | | | | - John Shin
- 12 Medtronic , Northridge, California
| | | | | |
Collapse
|
27
|
Tauschmann M, Hovorka R. Technology in the management of type 1 diabetes mellitus - current status and future prospects. Nat Rev Endocrinol 2018; 14:464-475. [PMID: 29946127 DOI: 10.1038/s41574-018-0044-y] [Citation(s) in RCA: 90] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Type 1 diabetes mellitus (T1DM) represents 5-10% of diabetes cases worldwide. The incidence of T1DM is increasing, and there is no immediate prospect of a cure. As such, lifelong management is required, the burden of which is being eased by novel treatment modalities, particularly from the field of diabetes technologies. Continuous glucose monitoring has become the standard of care and includes factory-calibrated subcutaneous glucose monitoring and long-term implantable glucose sensing. In addition, considerable progress has been made in technology-enabled glucose-responsive insulin delivery. The first hybrid insulin-only closed-loop system has been commercialized, and other closed-loop systems are under development, including dual-hormone glucose control systems. This Review focuses on well-established diabetes technologies, including glucose sensing, pen-based insulin delivery, data management and data analytics. We also cover insulin pump therapy, threshold-based suspend, predictive low-glucose suspend and single-hormone and dual-hormone closed-loop systems. Clinical practice recommendations for insulin pump therapy and continuous glucose monitoring are presented, and ongoing research and future prospects are highlighted. We conclude that the management of T1DM is improved by diabetes technology for the benefit of the majority of people with T1DM, their caregivers and guardians and health-care professionals treating patients with T1DM.
Collapse
Affiliation(s)
- Martin Tauschmann
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Roman Hovorka
- Wellcome Trust-MRC Institute of Metabolic Science, University of Cambridge, Cambridge, UK.
- Department of Paediatrics, University of Cambridge, Cambridge, UK.
| |
Collapse
|
28
|
Messer LH, Berget C, Beatson C, Polsky S, Forlenza GP. Preserving Skin Integrity with Chronic Device Use in Diabetes. Diabetes Technol Ther 2018; 20:S254-S264. [PMID: 29916740 PMCID: PMC6011799 DOI: 10.1089/dia.2018.0080] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Skin integrity and diabetes device placement are ongoing concerns for people with diabetes who utilize continuous glucose monitors (CGMs) and continuous subcutaneous insulin infusion pumps. This is especially significant for individuals with skin sensitivities, pediatric patients, and those who use devices chronically. Dermatological complications are often cited as a barrier to device use and a reason for device discontinuation. Furthermore, it is a frequent topic of discussion in diabetes follow-up visits, although little evidence-based literature exists to guide providers in managing skin integrity issues. The purpose of this article is to review current literature related to the prevalence of dermatological issues with insulin pumps and CGM, discuss published solutions to skin irritation, and to share the consolidated experience of our large academic diabetes clinic to address placement, prophylactic skin care, adhesives, removal, and skin healing with diabetes device use. Recommendations for targeted studies, increased surveillance, and development of new adhesive compounds are suggested to reduce the burden of device wear for management of diabetes.
Collapse
Affiliation(s)
- Laurel H Messer
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver , Aurora, Colorado
| | - Cari Berget
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver , Aurora, Colorado
| | - Christie Beatson
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver , Aurora, Colorado
| | - Sarit Polsky
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver , Aurora, Colorado
| | - Gregory P Forlenza
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver , Aurora, Colorado
| |
Collapse
|
29
|
Affiliation(s)
- Tadej Battelino
- 1 UMC-University Children's Hospital Ljubljana
- 2 Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Bruce W Bode
- 3 Atlanta Diabetes Associates, Atlanta, Georgia
- 4 Emory University School of Medicine, Atlanta, Georgia
| |
Collapse
|
30
|
Litchman ML, Allen NA, Colicchio VD, Wawrzynski SE, Sparling KM, Hendricks KL, Berg CA. A Qualitative Analysis of Real-Time Continuous Glucose Monitoring Data Sharing with Care Partners: To Share or Not to Share? Diabetes Technol Ther 2018; 20:25-31. [PMID: 29154685 DOI: 10.1089/dia.2017.0285] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
BACKGROUND Little research exists regarding how real-time continuous glucose monitoring (RT-CGM) data sharing plays a role in the relationship between patients and their care partners. OBJECTIVE To (1) identify the benefits and challenges related to RT-CGM data sharing from the patient and care partner perspective and (2) to explore the number and type of individuals who share and follow RT-CGM data. METHODS This qualitative content analysis was conducted by examining publicly available blogs focused on RT-CGM and data sharing. A thematic analysis of blogs and associated comments was conducted. RESULTS A systematic appraisal of personal blogs examined 39 blogs with 206 corresponding comments. The results of the study provided insight about the benefits and challenges related to individuals with diabetes sharing their RT-CGM data with a care partner(s). The analysis resulted in three themes: (1) RT-CGM data sharing enhances feelings of safety, (2) the need to communicate boundaries to avoid judgment, and (3) choice about sharing and following RT-CGM data. RT-CGM data sharing occurred within dyads (n = 46), triads (n = 15), and tetrads (n = 2). CONCLUSIONS Adults and children with type 1 diabetes and their care partners are empowered by the ability to share and follow RT-CGM data. Our findings suggest that RT-CGM data sharing between an individual with diabetes and their care partner can complicate relationships. Healthcare providers need to engage patients and care partners in discussions about best practices related to RT-CGM sharing and following to avoid frustrations within the relationship.
Collapse
Affiliation(s)
- Michelle L Litchman
- 1 University of Utah College of Nursing , Salt Lake City, Utah
- 2 Utah Diabetes and Endocrinology Center , Salt Lake City, Utah
| | - Nancy A Allen
- 1 University of Utah College of Nursing , Salt Lake City, Utah
| | | | | | | | | | - Cynthia A Berg
- 4 University of Utah Department of Psychology , Salt Lake City, Utah
| |
Collapse
|
31
|
Laffel LM, Aleppo G, Buckingham BA, Forlenza GP, Rasbach LE, Tsalikian E, Weinzimer SA, Harris DR. A Practical Approach to Using Trend Arrows on the Dexcom G5 CGM System to Manage Children and Adolescents With Diabetes. J Endocr Soc 2017; 1:1461-1476. [PMID: 29344578 PMCID: PMC5760209 DOI: 10.1210/js.2017-00389] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Accepted: 11/03/2017] [Indexed: 01/15/2023] Open
Abstract
After assessing previously published methods, we developed a practical approach to adjusting insulin doses using rtCGM trend arrows in pediatric patients with diabetes.
Collapse
Affiliation(s)
- Lori M Laffel
- Pediatric, Adolescent and Young Adult Programs, Joslin Diabetes Center, Harvard Medical School, Boston, Massachusetts 02215
| | - Grazia Aleppo
- Division of Endocrinology, Metabolism and Molecular Medicine, Feinberg School of Medicine, Northwestern University, Chicago, Illinois 60611
| | - Bruce A Buckingham
- Department of Pediatric Endocrinology, Stanford University, Stanford, California 94305
| | - Gregory P Forlenza
- Barbara Davis Center, University of Colorado Denver, Aurora, Colorado 80045
| | - Lisa E Rasbach
- Division of Pediatric Endocrinology, Johns Hopkins Children's Center, Baltimore, Maryland 21287
| | - Eva Tsalikian
- Division of Endocrinology and Diabetes, Department of Pediatrics, University of Iowa Carver College of Medicine, Iowa City, Iowa 52242
| | - Stuart A Weinzimer
- Department of Pediatrics, Yale University School of Medicine, New Haven, Connecticut 06510
| | | |
Collapse
|
32
|
|
33
|
Affiliation(s)
- Satish K. Garg
- School of Medicine, University of Colorado Denver, Aurora, Colorado
- Barbara Davis Center for Diabetes, Aurora, Colorado
| | - Halis K. Akturk
- School of Medicine, University of Colorado Denver, Aurora, Colorado
- Barbara Davis Center for Diabetes, Aurora, Colorado
| |
Collapse
|