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Muntis FR, Crandell JL, Evenson KR, Maahs DM, Seid M, Shaikh SR, Smith-Ryan AE, Mayer-Davis E. Pre-exercise protein intake is associated with reduced time in hypoglycaemia among adolescents with type 1 diabetes. Diabetes Obes Metab 2024; 26:1366-1375. [PMID: 38221862 PMCID: PMC10922329 DOI: 10.1111/dom.15438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 12/03/2023] [Accepted: 12/15/2023] [Indexed: 01/16/2024]
Abstract
AIM Secondary analyses were conducted from a randomized trial of an adaptive behavioural intervention to assess the relationship between protein intake (g and g/kg) consumed within 4 h before moderate-to-vigorous physical activity (MVPA) bouts and glycaemia during and following MVPA bouts among adolescents with type 1 diabetes (T1D). MATERIALS AND METHODS Adolescents (n = 112) with T1D, 14.5 (13.8, 15.7) years of age and 36.6% overweight/obese, provided measures of glycaemia using continuous glucose monitoring [percentage of time above range (>180 mg/dl), time in range (70-180 mg/dl), time below range (TBR; <70 mg/dl)], self-reported physical activity (previous day physical activity recalls), and 24 h dietary recall data at baseline and 6 months post-intervention. Mixed effects regression models adjusted for design (randomization assignment, study site), demographic, clinical, anthropometric, dietary, physical activity and timing covariates estimated the association between pre-exercise protein intake on percentage of time above range, time in range and TBR during and following MVPA. RESULTS Pre-exercise protein intakes of 10-19.9 g and >20 g were associated with an absolute reduction of -4.41% (p = .04) and -4.83% (p = .02) TBR during physical activity compared with those who did not consume protein before MVPA. Similarly, relative protein intakes of 0.125-0.249 g/kg and ≥0.25 g/kg were associated with -5.38% (p = .01) and -4.32% (p = .03) absolute reductions in TBR during physical activity. We did not observe a significant association between protein intake and measures of glycaemia following bouts of MVPA. CONCLUSIONS Among adolescents with T1D, a dose of ≥10 g or ≥0.125 g/kg of protein within 4 h before MVPA may promote reduced time in hypoglycaemia during, but not following, physical activity.
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Affiliation(s)
- Franklin R Muntis
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jamie L Crandell
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Kelly R Evenson
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - David M Maahs
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, California, USA
- Stanford Diabetes Research Center, Stanford, California, USA
| | - Michael Seid
- Division of Pulmonary Medicine, Department of Pediatrics, Cincinnati Children's Hospital, Cincinnati, Ohio, USA
| | - Saame R Shaikh
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Abbie E Smith-Ryan
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Exercise & Sport Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Elizabeth Mayer-Davis
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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Tran T, Igudesman D, Burger K, Crandell J, Maahs DM, Seid M, Mayer-Davis EJ. Eating behaviors and estimated body fat percentage among adolescents with type 1 diabetes. Diabetes Res Clin Pract 2024; 207:111070. [PMID: 38142747 PMCID: PMC10922665 DOI: 10.1016/j.diabres.2023.111070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 11/30/2023] [Accepted: 12/19/2023] [Indexed: 12/26/2023]
Abstract
AIMS Estimate associations between select eating behaviors and estimated body fat percentage (eBFP) and explore effect modification by sex among adolescents with type 1 diabetes (T1D). METHODS This analysis included 257 adolescents (mean age 14.9 ± 1.14 years; 49.8 % female) with baseline hemoglobin A1c (HbA1c) between 8 and 13 % (64 mmol/mol-119 mmol/mol) from a randomized trial designed to improve glycemia. Eating behaviors and eBFP were determined from surveys and validated equations respectively. Linear mixed models were used to estimate associations. Effect modification was assessed via stratified plots, stratified associations, and interaction terms. RESULTS Disordered eating, dietary restraint, and eBFP were significantly higher among females while external eating was higher among males. Disordered eating (β: 0.49, 95 %CI: 0.24, 0.73, p = 0.0001) and restraint (β: 1.11, 95 %CI: 0.29, 1.92, p = 0.0081) were positively associated with eBFP while external eating was not (β: -0.19, 95 %CI: -0.470, 0.096, p = 0.20). Interactions with sex were not significant (p-value range: 0.28-0.64). CONCLUSION Disordered eating and dietary restraint were positively associated with eBFP, highlighting the potential salience of these eating behaviors to cardiometabolic risk for both female and male adolescents. Prospective studies should investigate whether these eating behaviors predict eBFP longitudinally to inform obesity prevention strategies in T1D.
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Affiliation(s)
- Thanh Tran
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - Daria Igudesman
- Translational Research Institute, AdventHealth, Orlando, FL, USA.
| | - Kyle Burger
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - Jamie Crandell
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - David M Maahs
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA.
| | - Michael Seid
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, USA.
| | - Elizabeth J Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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O'Donnell HK, Trojanowski PJ, Alonso GT, Majidi S, Snell-Bergeon J, Wadwa RP, Vigers T, Pyle L, Gurka MJ, Shaffer E, Driscoll KA. A randomized controlled clinical trial to improve health outcomes in youth with type 1 diabetes: Study design and baseline characteristics. Contemp Clin Trials 2023; 131:107270. [PMID: 37348599 DOI: 10.1016/j.cct.2023.107270] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 05/31/2023] [Accepted: 06/19/2023] [Indexed: 06/24/2023]
Abstract
Most adolescents with T1D do not meet glycemic recommendations or consistently perform the required self-management behaviors to prevent acute- and long-term deleterious health outcomes. In addition, most youth with T1D do not have access to behavioral health services to address T1D management barriers. Thus, delivering behavioral interventions during routine medical appointments may hold promise for improving T1D outcomes in adolescents. The overall objective of this study was to examine the effect of behavioral interventions, either a Personalized T1D Self-Management Behaviors Feedback Report or Problem-Solving Skills, delivered by a T1D behavioral health provider and a T1D medical provider during a joint, fully integrated appointment to improve health outcomes in youth with T1D. This paper describes the study rationale, design, and baseline characteristics for the 109 adolescent-caregiver dyads who participated. Primary and secondary outcomes include hemoglobin A1c (A1C), T1D self-management behaviors, and biological indicators of complications.
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Affiliation(s)
- Holly K O'Donnell
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - Paige J Trojanowski
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - G Todd Alonso
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - Shideh Majidi
- Children's National, Pediatric Endocrinology, 111 Michigan Ave NW, Washington DC, United States of America.
| | - Janet Snell-Bergeon
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - R Paul Wadwa
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - Tim Vigers
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - Laura Pyle
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America.
| | - Matthew J Gurka
- University of Florida, College of Medicine, Department of Pediatrics, PO Box 100177, Gainesville, FL, United States of America.
| | - Emily Shaffer
- University of Florida, Department of Clinical and Health Psychology, 1225 Center Dr., Gainesville, FL, United States of America.
| | - Kimberly A Driscoll
- University of Colorado School of Medicine, Department of Pediatrics, Barbara Davis Center for Diabetes, 1775 Aurora Ct., Aurora, CO, United States of America; University of Florida, Department of Clinical and Health Psychology, 1225 Center Dr., Gainesville, FL, United States of America; University of Florida Diabetes Institute, United States of America.
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Prasetyawati AE, Probandari A, Claramita M, Julia M. What Are the Various Comprehensive Treatment Models to Improve Self-Efficacy and Self-Management in Adolescents with Diabetes Mellitus? A Scoping Review. Iran J Public Health 2023; 52:1320-1333. [PMID: 37593519 PMCID: PMC10430395 DOI: 10.18502/ijph.v52i7.13234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 05/10/2023] [Indexed: 08/19/2023]
Abstract
Background This review aimed to synthesize intervention models involving the role of adolescent and family support as part of comprehensive care to improve self-efficacy and self-management among adolescents with Diabetes Mellitus (DM). Methods A review was conducted to conform to Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) standards. We searched PubMed, Research Gate, Science Direct, Cochrane Library databases, and grey literature. We included articles exploring family intervention models on improving self-efficacy and self-management among adolescents with DM, published from January 1, 2009, to June 30, 2022, and in English. Articles were declared eligible, reviewed critically, and then synthesized narratively. Results We identified 487 abstracts and title records from the initial search and excluded 409 irrelevant studies. Sixty-six full-text articles were screened, and nine were included in the synthesis. Five articles presented findings from using models focusing on child and adolescent intervention, while in the remaining four articles, the intervention models involved adolescents and their caregivers or parents. Only two models provide comprehensive care that requires collaboration among healthcare providers, patients, and families. Adolescent self-efficacy and self-management schemes as intermediary variables are closely related to everything that can influence health behavior, metabolic control, and quality of life for adolescents, which requires support from a multidisciplinary collaborative team. Conclusion Excellent comprehensive care team collaboration involving family support is essential to increase the self-efficacy and self-management of adolescents with DM.
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Affiliation(s)
- Arsita Eka Prasetyawati
- Faculty of Medicine, Public Health and Nursing Universitas Gadjah Mada, Yogyakarta, Indonesia
- Department of Public Health, Faculty of Medicine, Universitas Sebelas Maret, Surakarta, Indonesia
| | - Ari Probandari
- Department of Public Health, Faculty of Medicine, Universitas Sebelas Maret, Surakarta, Indonesia
| | - Mora Claramita
- Department of Medical Education and Bioethics and Department of Family & Community Medicine, Faculty of Medicine, Public Health and Nursing Universitas Gadjah Mada, Yogyakarta, Indonesia
| | - Madarina Julia
- Department of Child Health, Faculty of Medicine, Public Health and Nursing Universitas Gadjah Mada, Yogyakarta, Indonesia
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Bishop FK, Addala A, Corbin KD, Muntis FR, Pratley RE, Riddell MC, Mayer-Davis EJ, Maahs DM, Zaharieva DP. An Overview of Diet and Physical Activity for Healthy Weight in Adolescents and Young Adults with Type 1 Diabetes: Lessons Learned from the ACT1ON Consortium. Nutrients 2023; 15:nu15112500. [PMID: 37299463 DOI: 10.3390/nu15112500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Revised: 05/18/2023] [Accepted: 05/24/2023] [Indexed: 06/12/2023] Open
Abstract
The prevalence of overweight and obesity in young people with type 1 diabetes (T1D) now parallels that of the general population. Excess adiposity increases the risk of cardiovascular disease, which is already elevated up to 10-fold in T1D, underscoring a compelling need to address weight management as part of routine T1D care. Sustainable weight management requires both diet and physical activity (PA). Diet and PA approaches must be optimized towards the underlying metabolic and behavioral challenges unique to T1D to support glycemic control throughout the day. Diet strategies for people with T1D need to take into consideration glycemic management, metabolic status, clinical goals, personal preferences, and sociocultural considerations. A major barrier to weight management in this high-risk population is the challenge of integrating regular PA with day-to-day management of T1D. Specifically, exercise poses a substantial challenge due to the increased risk of hypoglycemia and/or hyperglycemia. Indeed, about two-thirds of individuals with T1D do not engage in the recommended amount of PA. Hypoglycemia presents a serious health risk, yet prevention and treatment often necessitates the consumption of additional calories, which may prohibit weight loss over time. Exercising safely is a concern and challenge with weight management and maintaining cardiometabolic health for individuals living with T1D and many healthcare professionals. Thus, a tremendous opportunity exists to improve exercise participation and cardiometabolic outcomes in this population. This article will review dietary strategies, the role of combined PA and diet for weight management, current resources for PA and glucose management, barriers to PA adherence in adults with T1D, as well as findings and lessons learned from the Advancing Care for Type 1 Diabetes and Obesity Network (ACT1ON).
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Affiliation(s)
- Franziska K Bishop
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94304, USA
| | - Ananta Addala
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94304, USA
| | - Karen D Corbin
- AdventHealth, Translational Research Institute, Orlando, FL 32804, USA
| | - Franklin R Muntis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Richard E Pratley
- AdventHealth, Translational Research Institute, Orlando, FL 32804, USA
| | - Michael C Riddell
- School of Kinesiology and Health Science, Muscle Health Research Centre, York University, Toronto, ON M3J 1P3, Canada
| | - Elizabeth J Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - David M Maahs
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94304, USA
- Stanford Diabetes Research Center, Stanford, CA 94305, USA
| | - Dessi P Zaharieva
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94304, USA
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Muntis FR, Smith-Ryan AE, Crandell J, Evenson KR, Maahs DM, Seid M, Shaikh SR, Mayer-Davis EJ. A High Protein Diet Is Associated with Improved Glycemic Control Following Exercise among Adolescents with Type 1 Diabetes. Nutrients 2023; 15:nu15081981. [PMID: 37111199 PMCID: PMC10143215 DOI: 10.3390/nu15081981] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 04/14/2023] [Accepted: 04/18/2023] [Indexed: 04/29/2023] Open
Abstract
Nutritional strategies are needed to aid people with type 1 diabetes (T1D) in managing glycemia following exercise. Secondary analyses were conducted from a randomized trial of an adaptive behavioral intervention to assess the relationship between post-exercise and daily protein (g/kg) intake on glycemia following moderate-to-vigorous physical activity (MVPA) among adolescents with T1D. Adolescents (n = 112) with T1D, 14.5 (13.8, 15.7) years of age, and 36.6% overweight or obese, provided measures of glycemia using continuous glucose monitoring (percent time above range [TAR, >180 mg/dL], time-in-range [TIR, 70-180 mg/dL], time-below-range [TBR, <70 mg/dL]), self-reported physical activity (previous day physical activity recalls), and 24 h dietary recall data at baseline and 6 months post-intervention. Mixed effects regression models adjusted for design (randomization assignment, study site), demographic, clinical, anthropometric, dietary, physical activity, and timing covariates estimated the association between post-exercise and daily protein intake on TAR, TIR, and TBR from the cessation of MVPA bouts until the following morning. Daily protein intakes of ≥1.2 g/kg/day were associated with 6.9% (p = 0.03) greater TIR and -8.0% (p = 0.02) less TAR following exercise, however, no association was observed between post-exercise protein intake and post-exercise glycemia. Following current sports nutrition guidelines for daily protein intake may promote improved glycemia following exercise among adolescents with T1D.
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Affiliation(s)
- Franklin R Muntis
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Abbie E Smith-Ryan
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
- Department of Exercise & Sports Science, University of North Carolina, Chapel Hill, NC 27519, USA
| | - Jamie Crandell
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Kelly R Evenson
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
| | - David M Maahs
- Division of Endocrinology, Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94305, USA
- Stanford Diabetes Research Center, Stanford, CA 94304, USA
| | - Michael Seid
- Division of Pulmonary Medicine, Department of Pediatrics, Cincinnati Children's Hospital, Cincinnati, OH 45229, USA
| | - Saame R Shaikh
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
| | - Elizabeth J Mayer-Davis
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC 27599, USA
- Department of Medicine, University of North Carolina, Chapel Hill, NC 27514, USA
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Sarteau AC, Kahkoska AR, Crandell J, Igudesman D, Corbin KD, Kichler JC, Maahs DM, Muntis F, Pratley R, Seid M, Zaharieva D, Mayer-Davis E. More hypoglycemia not associated with increasing estimated adiposity in youth with type 1 diabetes. Pediatr Res 2023; 93:708-714. [PMID: 35729217 PMCID: PMC10958738 DOI: 10.1038/s41390-022-02129-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 04/08/2022] [Accepted: 05/17/2022] [Indexed: 11/09/2022]
Abstract
BACKGROUND Despite the widespread clinical perception that hypoglycemia may drive weight gain in youth with type 1 diabetes (T1D), there is an absence of published evidence supporting this hypothesis. METHODS We estimated the body fat percentage (eBFP) of 211 youth (HbA1c 8.0-13.0%, age 13-16) at baseline, 6, and 18 months of the Flexible Lifestyles Empowering Change trial using validated equations. Group-based trajectory modeling assigned adolescents to sex-specific eBFP groups. Using baseline 7-day blinded continuous glucose monitoring data, "more" vs. "less" percent time spent in hypoglycemia was defined by cut-points using sample median split and clinical guidelines. Adjusted logistic regression estimated the odds of membership in an increasing eBFP group comparing youth with more vs. less baseline hypoglycemia. RESULTS More time spent in clinical hypoglycemia (defined by median split) was associated with 0.29 the odds of increasing eBFP in females (95% CI: 0.12, 0.69; p = 0.005), and 0.33 the odds of stable/increasing eBFP in males (95% CI: 0.14, 0.78; p = 0.01). CONCLUSIONS Hypoglycemia may not be a major driver of weight gain in US youth with T1D and HbA1c ≥8.0. Further studies in different sub-groups are needed to clarify for whom hypoglycemia may drive weight gain and focus future etiological studies and interventions. IMPACT We contribute epidemiological evidence that hypoglycemia may not be a major driver of weight gain in US youth with type 1 diabetes and HbA1c ≥8.0% and highlight the need for studies to prospectively test this hypothesis rooted in clinical perception. Future research should examine the relationship between hypoglycemia and adiposity together with psychosocial, behavioral, and other clinical factors among sub-groups of youth with type 1 diabetes (i.e., who meet glycemic targets or experience a frequency/severity of hypoglycemia above a threshold) to further clarify for whom hypoglycemia may drive weight gain and progress etiological understanding of and interventions for healthy weight maintenance.
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Affiliation(s)
| | - Anna R Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Daria Igudesman
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Karen D Corbin
- Translational Research Institute, AdventHealth Orlando, Orlando, FL, USA
| | - Jessica C Kichler
- Department of Psychology, University of Windsor, Windsor, ON, Canada
| | - David M Maahs
- Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, USA
- Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, CA, USA
| | - Frank Muntis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Richard Pratley
- Translational Research Institute, AdventHealth Orlando, Orlando, FL, USA
| | - Michael Seid
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, USA
| | - Dessi Zaharieva
- Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, CA, USA
| | - Elizabeth Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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Irwin A, Igudesman D, Crandell J, Kichler JC, Kahkoska AR, Burger K, Zaharieva DP, Addala A, Mayer-Davis EJ. Mindfulness, disordered eating, and impulsivity in relation to glycemia among adolescents with type 1 diabetes and suboptimal glycemia from the Flexible Lifestyles Empowering Change (FLEX) intervention trial. Pediatr Diabetes 2022; 23:516-526. [PMID: 35297136 PMCID: PMC9268578 DOI: 10.1111/pedi.13334] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 02/28/2022] [Accepted: 03/14/2022] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVE To assess the relationship between mindfulness and glycemia among adolescents with type 1 diabetes (T1D) with suboptimal glycemia, and evaluate the potential mediation by ingestive behaviors, including disordered eating, and impulsivity. RESEARCH DESIGN AND METHODS We used linear mixed models for hemoglobin A1c (HbA1c) and linear regression for continuous glucose monitoring (CGM) to study the relationship of mindfulness [Child and Adolescent Mindfulness Measure (CAMM)] and glycemia in adolescents with T1D from the 18-month Flexible Lifestyles Empowering Change (FLEX) trial. We tested for mediation of the mindfulness-glycemia relationship by ingestive behaviors, including disordered eating (Diabetes Eating Problem Survey-Revised), restrained eating, and emotional eating (Dutch Eating Behavior Questionnaire); and impulsivity (total, attentional, and motor, Barrett Impulsiveness Scale). RESULTS At baseline, participants (n = 152) had a mean age of 14.9 ± 1.1 years and HbA1c of 9.4 ± 1.2% [79 ± 13 mmol/mol]. The majority of adolescents were non-Hispanic white (83.6%), 50.7% were female, and 73.0% used insulin pumps. From adjusted mixed models, a 5-point increase in mindfulness scores was associated with a -0.19% (95%CI -0.29, -0.08, p = 0.0006) reduction in HbA1c. We did not find statistically significant associations between mindfulness and CGM metrics. Mediation of the relationship between mindfulness and HbA1c by ingestive behaviors and impulsivity was not found to be statistically significant. CONCLUSIONS Among adolescents with T1D and suboptimal glycemia, increased mindfulness was associated with lower HbA1c levels. Future studies may consider mindfulness-based interventions as a component of treatment for improving glycemia among adolescents with T1D, though more data are needed to assess feasibility and efficacy.
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Affiliation(s)
- Ashley Irwin
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Daria Igudesman
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Jamie Crandell
- Department of Biostatistics and School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | | | - Anna R. Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Kyle Burger
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Dessi P. Zaharieva
- Department of Pediatrics, Division of Endocrinology, Stanford University, Stanford, CA 94305
| | - Ananta Addala
- Department of Pediatrics, Division of Endocrinology, Stanford University, Stanford, CA 94305
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599,Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
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Corbin KD, Igudesman D, Addala A, Casu A, Crandell J, Kosorok MR, Maahs DM, Pokaprakarn T, Pratley RE, Souris KJ, Thomas J, Zaharieva DP, Mayer-Davis E. Design of the advancing care for type 1 diabetes and obesity network energy metabolism and sequential multiple assignment randomized trial nutrition pilot studies: An integrated approach to develop weight management solutions for individuals with type 1 diabetes. Contemp Clin Trials 2022; 117:106765. [PMID: 35460915 DOI: 10.1016/j.cct.2022.106765] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 03/07/2022] [Accepted: 04/14/2022] [Indexed: 11/30/2022]
Abstract
Young adults with type 1 diabetes (T1D) often have difficulty co-managing weight and glycemia. The prevalence of overweight and obesity among individuals with T1D now parallels that of the general population and contributes to dyslipidemia, insulin resistance, and risk for cardiovascular disease. There is a compelling need to develop a program of research designed to optimize two key outcomes-weight management and glycemia-and to address the underlying metabolic processes and behavioral challenges unique to people with T1D. For an intervention addressing these dual outcomes to be effective, it must be appropriate to the unique metabolic phenotype of T1D, and to biological and behavioral responses to glycemia (including hypoglycemia) that relate to weight management. The intervention must also be safe, feasible, and accepted by young adults with T1D. In 2015, we established a consortium called ACT1ON: Advancing Care for Type 1 Diabetes and Obesity Network, a transdisciplinary team of scientists at multiple institutions. The ACT1ON consortium designed a multi-phase study which, in parallel, evaluated the mechanistic aspects of the unique metabolism and energy requirements of individuals with T1D, alongside a rigorous adaptive behavioral intervention to simultaneously facilitate weight management while optimizing glycemia. This manuscript describes the design of our integrative study-comprised of an inpatient mechanistic phase and an outpatient behavioral phase-to generate metabolic, behavioral, feasibility, and acceptability data to support a future, fully powered sequential, multiple assignment, randomized trial to evaluate the best approaches to prevent and treat obesity while co-managing glycemia in people with T1D. Clinicaltrials.gov identifiers: NCT03651622 and NCT03379792. The present study references can be found here: https://clinicaltrials.gov/ct2/show/NCT03651622 https://clinicaltrials.gov/ct2/show/NCT03379792?term=NCT03379792&draw=2&rank=1 Submission Category: "Study Design, Statistical Design, Study Protocols".
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Affiliation(s)
- Karen D Corbin
- AdventHealth, Translational Research Institute, Orlando, FL, United States of America
| | - Daria Igudesman
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America; School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Ananta Addala
- Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, CA, United States of America; Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, United States of America
| | - Anna Casu
- AdventHealth, Translational Research Institute, Orlando, FL, United States of America
| | - Jamie Crandell
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Michael R Kosorok
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - David M Maahs
- Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, CA, United States of America; Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, United States of America
| | - Teeranan Pokaprakarn
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Richard E Pratley
- AdventHealth, Translational Research Institute, Orlando, FL, United States of America
| | - Katherine J Souris
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America; School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Joan Thomas
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America; School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Dessi P Zaharieva
- Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, CA, United States of America; Department of Pediatrics, Stanford University School of Medicine, Stanford, CA, United States of America
| | - Elizabeth Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America; School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America.
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Bakır E, Çavuşoğlu H, Mengen E. Effects of the Information-Motivation-Behavioral Skills Model on Metabolic Control of Adolescents with Type 1 Diabetes in Turkey: Randomized Controlled Study. J Pediatr Nurs 2021; 58:e19-e27. [PMID: 33371976 DOI: 10.1016/j.pedn.2020.11.019] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Revised: 11/27/2020] [Accepted: 11/29/2020] [Indexed: 01/09/2023]
Abstract
PURPOSE To evaluate the effects of information-motivation-behavioral skills model interventions given by nurses during home visits on the knowledge levels, personal and social motivation levels, behavioral skills, and HbA1C levels of adolescents with poor glycemic control. DESIGN AND METHODS The present study was designed as randomized controlled trial. 50 adolescents with type 1 diabetes were equally divided into study and control groups. Socio-Demographic Form, Diabetes Information Evaluation Form, The Child Attitude Toward Illness Scale, The Multidimensional Scale of Perceived Social Support, and Diabetes Management Self-Efficacy Scale were utilized in data collection. The scales were administered at the beginning of the study and six months later. HbA1c levels of adolescents were evaluated in the third and sixth months. Multiple home visits and phone calls were made to each participant in the intervention group. Interventions to improve the information-motivation-behavioral skills model-based knowledge, personal and social motivation, and behavioral skills were applied during the home visits. RESULTS As a result of information-motivation-behavioral skills model-based interventions, knowledge levels (p<0.001), personal motivation levels (p = 0.001), social motivation levels (p = 0.004), and behavioral skills (p<0.001) of the study group improved. Additionally, HbA1c levels decreased significantly in the third (p<0.001) and sixth months (p<0.001). CONCLUSION Information-Motivation-Behavioral Skills Model-based intervention effectively improved glycemic control among adolescents with type 1 diabetes. PRACTICE IMPLICATIONS Nurses should develop strategies to increase personal motivation, social motivation, and behavioral skills to training programs planned for adolescents with type 1 diabetes.
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Affiliation(s)
- Elif Bakır
- Pediatric Nursing Department, Hacettepe University, Turkey.
| | - Hicran Çavuşoğlu
- Head of Pediatric Nursing Department, Hacettepe University, Turkey.
| | - Eda Mengen
- Department of Pediatric Endocrinology, Turkey.
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11
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Igudesman D, Crandell J, Zhong VW, Sarteau AC, Kahkoska AR, Corbin K, Pratley R, Kosorok MR, Maahs DM, Mayer-Davis EJ. Dietary intake on days with and without hypoglycemia in youth with type 1 diabetes: The Flexible Lifestyle Empowering Change trial. Pediatr Diabetes 2020; 21:1475-1484. [PMID: 32981192 PMCID: PMC9175139 DOI: 10.1111/pedi.13132] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/05/2020] [Accepted: 09/14/2020] [Indexed: 12/30/2022] Open
Abstract
OBJECTIVE To address a common perception that hypoglycemia is associated with increased dietary intake, we examined calorie and carbohydrate consumption on days with and without hypoglycemia among adolescents with type 1 diabetes (T1D). METHODS Days (N = 274) with 24-hour dietary recalls and continuous glucose monitoring were available for 122 adolescents with T1D in the Flexible Lifestyle Empowering Change trial (age 13-16 years, diabetes duration >1 year, hemoglobin A1c 8%-13%). Days with no hypoglycemia, clinical hypoglycemia (54-69 mg/dL) or clinically serious hypoglycemia (<54 mg/dL) were further split into night (12-5:59 am) and day (6 am-11:59 pm). Mixed models tested whether intake of calories or carbohydrates was greater on days with than without hypoglycemia. RESULTS Fifty-nine percent, 23% and 18% of days had no hypoglycemia, clinical hypoglycemia and clinically serious hypoglycemia, respectively. Intake of calories and carbohydrates was not statistically significantly different on days with clinical hypoglycemia (57.2 kcal [95% CI -126.7, 241.5]; 12.6 g carbohydrate [95% CI -12.7, 38.0]) or clinically serious hypoglycemia (-74.0 kcal [95% CI -285.9, 137.9]; (-7.8 g carbohydrate [95% CI -36.8, 21.1]), compared to days without hypoglycemia. Differences by day and night were not statistically significant. CONCLUSIONS Among adolescents with T1D, daily intake of calories and carbohydrates did not differ on days with and without hypoglycemia. It is possible that hypoglycemic episodes caused by undereating relative to insulin dosing, followed by overeating, leading to a net neutral difference. Given the post-hoc nature of these analyses, larger studies should be designed to prospectively test the hypoglycemia-diet relationship.
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Affiliation(s)
- Daria Igudesman
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Victor W. Zhong
- Division of Nutritional Sciences, Cornell University, Ithaca, NY 14853
| | | | - Anna R. Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Karen Corbin
- AdventHealth Translational Research Institute, Orlando, FL 32804
| | - Richard Pratley
- AdventHealth Translational Research Institute, Orlando, FL 32804
| | - Michael R. Kosorok
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - David M. Maahs
- Department of Pediatrics, Division of Endocrinology, Stanford University, Stanford, CA 94305
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599,Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
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12
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Sarteau AC, Crandell J, Seid M, Kichler JC, Maahs DM, Wang J, Mayer-Davis E. Characterization of youth goal setting in the self-management of type 1 diabetes and associations with HbA1c: The Flexible Lifestyle Empowering Change trial. Pediatr Diabetes 2020; 21:1343-1352. [PMID: 32741045 PMCID: PMC7855488 DOI: 10.1111/pedi.13099] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2020] [Revised: 06/05/2020] [Accepted: 07/28/2020] [Indexed: 01/09/2023] Open
Abstract
INTRODUCTION Youth with type 1 diabetes (T1D) commonly do not meet HbA1c targets. Youth-directed goal setting as a strategy to improve HbA1c has not been well characterized and associations between specific goal focus areas and glycemic control remain unexplored. OBJECTIVE To inform future trials, this analysis characterized intended focus areas of youth self-directed goals and examined associations with change in HbA1c over a 18 months. METHODS We inductively coded counseling session data from youth in the Flexible Lifestyle Empowering Change Intervention (n = 122, 13-16 years, T1D duration >1 year, HbA1c 8-13%) to categorize intended goal focus areas and examine associations between frequency of goal focus areas selected by youth and change in HbA1c between first and last study visit. RESULTS We identified 13 focus areas that categorized youth goal intentions. Each session where youth goal setting concurrently incorporated blood glucose monitoring (BGM), continuous glucose monitoring (CGM), and insulin dosing was associated with a 0.4% (95% CI: -0.77, -0.01; P = .03) lower HbA1c at the end of intervention participation. No association was observed between HbA1c and frequency of sessions where goal intentions focused on BG only (without addressing insulin or CGM) (β: 0.07; 95% CI: -0.07, 0.21; P = .33) nor insulin dosing only (without addressing BGM or CGM) (β: 0.00; 95% CI: -0.11, 0.10; P = .95). CONCLUSIONS Findings exemplify how guiding youth goal development and combining multiple behaviors proximally related to glycemic control into goal setting may benefit HbA1c among youth with T1D. More research characterizing optimal goal setting practices in youth with T1D is needed.
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Affiliation(s)
| | - Jamie Crandell
- School of Nursing, University of North Carolina, Chapel Hill, North Carolina,Department of Biostatistics, University of North Carolina, Chapel Hill, North Carolina
| | - Michael Seid
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, Ohio
| | - Jessica C Kichler
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, Ohio
| | - David M Maahs
- Department of Pediatrics, Stanford University School of Medicine, Stanford, California,Stanford Diabetes Research Center and Health Research and Policy (Epidemiology), Stanford, California
| | - Jessica Wang
- Department of Nutrition, University of North Carolina, Chapel Hill, North Carolina
| | - Elizabeth Mayer-Davis
- Department of Nutrition, University of North Carolina, Chapel Hill, North Carolina,School of Medicine, University of North Carolina, Chapel Hill, North Carolina
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13
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Grossoehme DH, Smith E, Standiford D, Morwessel N, Kichler J, Maahs DM, Driscoll K, Seid M. Understanding adolescent and parent acceptability and feasibility experience in a large Type 1 diabetes mellitus behavioural trial. Diabet Med 2020; 37:1134-1145. [PMID: 30701596 PMCID: PMC6667304 DOI: 10.1111/dme.13913] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/28/2019] [Indexed: 11/29/2022]
Abstract
AIMS Using an 18-month, multisite randomized control trial as an exemplar, the aim of this study was to identify themes related to adolescent and parental feasibility and acceptability for participation in large behavioural trials designed to improve adolescents' Type 1 diabetes self-management. METHODS Thematic analysis methodology was used to develop themes describing factors related to acceptability and feasibility. RESULTS Based on a sample of interviews (N = 72), factors contributing to intervention acceptability and feasibility were identified. Aspects of acceptability included: a framework for goal-setting, the coach as a non-judgemental listener, perception of an ongoing benefit to participation and the delivery mode. Aspects of feasibility included: participants' altruism to help adolescents with Type 1 diabetes; pre-enrolment preparation for intervention content and duration; and the option of remote intervention delivery via telephone or video, which minimized travel time and costs. In addition, participants described positive outcomes including improvements in behaviour, Type 1 diabetes self-management behaviours and parent-adolescent communication, and emotion-attitude changes. Participants also described potential revisions that may inform future trials. CONCLUSIONS Acceptability and feasibility of behavioural interventions with adolescents with chronic illness have multifactorial dimensions. While empowering adolescent self-management, parental support is also an under-appreciated aspect to consider. Potential revisions were identified for subsequent behavioural trials.
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Affiliation(s)
- D H Grossoehme
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH
- Divisions of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - E Smith
- Divisions of Endocrinology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - D Standiford
- Divisions of Endocrinology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - N Morwessel
- Divisions of Endocrinology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - J Kichler
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH
- Behavioral Medicine and Clinical Psychology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - D M Maahs
- Division of Pediatric Endocrinology, Stanford University, Stanford, CA
| | - K Driscoll
- Department of Pediatrics, Barbara Davis Center for Childhood Diabetes, The Children's Hospital of Colorado, Aurora, CO
| | - M Seid
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH
- Divisions of Pulmonary Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
- James M. Anderson Center for Healthy System Excellence, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
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14
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Kahkoska AR, Adair LA, Aiello AE, Burger KS, Buse JB, Crandell J, Maahs DM, Nguyen CT, Kosorok MR, Mayer-Davis EJ. Identification of clinically relevant dysglycemia phenotypes based on continuous glucose monitoring data from youth with type 1 diabetes and elevated hemoglobin A1c. Pediatr Diabetes 2019; 20:556-566. [PMID: 30972889 PMCID: PMC6625874 DOI: 10.1111/pedi.12856] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Revised: 03/28/2019] [Accepted: 04/05/2019] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND/OBJECTIVE To identify and characterize subgroups of adolescents with type 1 diabetes (T1D) and elevated hemoglobin A1c (HbA1c) who share patterns in their continuous glucose monitoring (CGM) data as "dysglycemia phenotypes." METHODS Data were analyzed from the Flexible Lifestyles Empowering Change randomized trial. Adolescents with T1D (13-16 years, duration >1 year) and HbA1c 8% to 13% (64-119 mmol/mol) wore blinded CGM at baseline for 7 days. Participants were clustered based on eight CGM metrics measuring hypoglycemia, hyperglycemia, and glycemic variability. Clusters were characterized by their baseline features and 18 months changes in HbA1c using adjusted mixed effects models. For comparison, participants were stratified by baseline HbA1c (≤/>9.0% [75 mmol/mol]). RESULTS The study sample included 234 adolescents (49.8% female, baseline age 14.8 ± 1.1 years, baseline T1D duration 6.4 ± 3.7 years, baseline HbA1c 9.6% ± 1.2%, [81 ± 13 mmol/mol]). Three Dysglycemia Clusters were identified with significant differences across all CGM metrics (P < .001). Dysglycemia Cluster 3 (n = 40, 17.1%) showed severe hypoglycemia and glycemic variability with moderate hyperglycemia and had a lower baseline HbA1c than Clusters 1 and 2 (P < .001). This cluster showed increases in HbA1c over 18 months (p-for-interaction = 0.006). No other baseline characteristics were associated with Dysglycemia Clusters. High HbA1c was associated with lower pump use, greater insulin doses, more frequent blood glucose monitoring, lower motivation, and lower adherence to diabetes self-management (all P < .05). CONCLUSIONS There are subgroups of adolescents with T1D for which glycemic control is challenged by different aspects of dysglycemia. Enhanced understanding of demographic, behavioral, and clinical characteristics that contribute to CGM-derived dysglycemia phenotypes may reveal strategies to improve treatment.
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Affiliation(s)
- Anna R. Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Linda A. Adair
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Allison E. Aiello
- Department of Epidemiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Kyle S. Burger
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - John B. Buse
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - David M. Maahs
- Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94305,Stanford Diabetes Research Center, Stanford University, Stanford, CA 94305
| | - Crystal T. Nguyen
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Michael R. Kosorok
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599,Department of Statistics and Operations Research, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599,Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
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15
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Kahkoska AR, Lawson MT, Crandell J, Driscoll KA, Kichler JC, Seid M, Maahs DM, Kosorok MR, Mayer-Davis EJ. Assessment of a Precision Medicine Analysis of a Behavioral Counseling Strategy to Improve Adherence to Diabetes Self-management Among Youth: A Post Hoc Analysis of the FLEX Trial. JAMA Netw Open 2019; 2:e195137. [PMID: 31150087 PMCID: PMC6547107 DOI: 10.1001/jamanetworkopen.2019.5137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
IMPORTANCE The Flexible Lifestyles Empowering Change (FLEX) trial, an 18-month randomized clinical trial testing an adaptive behavioral intervention in adolescents with type 1 diabetes, showed no overall treatment effect for its primary outcome, change in hemoglobin A1c (HbA1c) percentage of total hemoglobin, but demonstrated benefit for quality of life (QoL) as a prespecified secondary outcome. OBJECTIVE To apply a novel statistical method for post hoc analysis that derives an individualized treatment rule (ITR) to identify FLEX participants who may benefit from intervention based on changes in HbA1c percentage (primary outcome), QoL, and body mass index z score (BMIz) (secondary outcomes) during 18 months. DESIGN, SETTING, AND PARTICIPANTS This multisite clinical trial enrolled 258 adolescents aged 13 to 16 years with type 1 diabetes for 1 or more years, who had literacy in English, HbA1c percentage of total hemoglobin from 8.0% to 13.0%, a participating caregiver, and no other serious medical conditions. From January 5, 2014, to April 4, 2016, 258 adolescents were recruited. The post hoc analysis excluded adolescents missing outcome measures at 18 months (2 participants [0.8%]) or continuous glucose monitoring data at baseline (40 participants [15.5%]). Data were analyzed from April to December 2018. INTERVENTIONS The FLEX intervention included a behavioral counseling strategy that integrated motivational interviewing and problem-solving skills training to increase adherence to diabetes self-management. The control condition entailed usual diabetes care. MAIN OUTCOMES AND MEASURES Subgroups of FLEX participants were derived from an ITR estimating which participants would benefit from intervention, which would benefit from control conditions, and which would be indifferent. Multiple imputation by chained equations and reinforcement learning trees were used to estimate the ITR. Subgroups based on ITR pertaining to changes during 18 months in 3 univariate outcomes (ie, HbA1c percentage, QoL, and BMIz) and a composite outcome were compared by baseline demographic, clinical, and psychosocial characteristics. RESULTS Data from 216 adolescents in the FLEX trial were reanalyzed (166 [76.9%] non-Hispanic white; 108 teenaged girls [50.0%]; mean [SD] age, 14.9 [1.1] years; mean [SD] diabetes duration, 6.3 [3.7] years). For the univariate outcomes, a large proportion of FLEX participants had equivalent predicted outcomes under intervention vs usual care settings, regardless of randomization, and were assigned to the muted group (HbA1c: 105 participants [48.6%]; QoL: 63 participants [29.2%]; BMIz: 136 participants [63.0%]). Regarding the BMIz univariate outcome, mean baseline BMIz of participants assigned to the muted group was lower than that of those assigned to the intervention and control groups (muted vs intervention: mean difference, 0.48; 95% CI, 0.21 to 0.75; P = .002; muted vs control: mean difference, 0.86; 95% CI, 0.61 to 1.11; P < .001); this group also had a higher proportion of individuals with underweight or normal weight using weight status cutoffs (95 [69.9%] in muted group vs 24 [54.6%] in intervention group and 11 [30.6%] in control group; χ24 = 24.67; P < .001). The approach identified subgroups estimated to benefit based on HbA1c percentage (54 participants [25.0%]), QoL (89 participants [41.2%]), and BMIz (44 participants [20.4%]). Regarding the HbA1c percentage outcome, participants expected to benefit from the intervention did not have significantly higher baseline HbA1c percentages than those expected to benefit from usual care (9.4% vs 9.2%; difference, 0.2%; 95% CI, -0.16% to 0.56%; P = .44). However, participants in the muted group had higher mean HbA1c percentages at baseline than those assigned to the intervention or control groups (muted vs intervention: 9.9% vs 9.4%; difference, 0.5%; 95% CI, 0.13% to 0.89%; P = .02; muted vs control; 9.9% vs 9.2%; difference, 0.7%; 95% CI, 0.34% to 1.08%; P = .001). No significant differences were found between subgroups estimated to benefit in terms of the composite outcome from the FLEX intervention (91 participants [42.1%]) vs usual care (125 participants [57.9%]). CONCLUSIONS AND RELEVANCE The precision medicine approach represents a conceptually and analytically novel approach to post hoc subgroup identification. More work is needed to understand markers of positive response to the FLEX intervention. TRIAL REGISTRATION ClinicalTrial.gov identifier: NCT01286350.
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Affiliation(s)
- Anna R. Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill
| | - Michael T. Lawson
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill
| | - Kimberly A. Driscoll
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Aurora
| | - Jessica C. Kichler
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, Ohio
| | - Michael Seid
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, Ohio
| | - David M. Maahs
- Department of Pediatrics, School of Medicine, Stanford University, Stanford, California
- Stanford Diabetes Research Center, Stanford University, Stanford, California
| | - Michael R. Kosorok
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill
- Department of Statistics and Operations Research, University of North Carolina at Chapel Hill, Chapel Hill
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill
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16
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Kahkoska AR, Crandell J, Driscoll KA, Kichler JC, Seid M, Mayer-Davis EJ, Maahs DM. Dysglycemia among youth with type 1 diabetes and suboptimal glycemic control in the Flexible Lifestyle Empowering Change trial. Pediatr Diabetes 2019; 20:180-188. [PMID: 30536572 PMCID: PMC6367932 DOI: 10.1111/pedi.12805] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2018] [Revised: 11/30/2018] [Accepted: 12/04/2018] [Indexed: 12/22/2022] Open
Abstract
OBJECTIVE To examine the prevalence and correlates of non-severe hypoglycemia among adolescents with type 1 diabetes and suboptimal glycemic control, an understudied topic in this group. METHODS Seven days of blinded continuous glucose monitor data were analyzed in 233 adolescents at baseline of the Flexible Lifestyle Empowering Change trial (13-16 years, type 1 diabetes duration >1 year, and hemoglobin A1c [HbA1c] 8-13% [64-119 mmol]). Incidence of clinical hypoglycemia (54-69 mg/dL) and clinically serious hypoglycemia (<54 mg/dL) was defined as number of episodes ≥15 minutes. Logistic regression modeling was used to determine the correlates of long duration of hypoglycemia, categorized by median split among those who experienced hypoglycemia. RESULTS The sample was 76.1% non-Hispanic white, 49.8% female, age = 14.9 ± 1.1 years, diabetes duration = 6.4 ± 3.7 years, and HbA1c = 9.6 ± 1.2% (81 ± 13 mmol/mol). Over 7 days, 79.4% of youth experienced ≥1 hypoglycemic episodes of <70 mg/dL, and 55.4% of youth experienced ≥1 hypoglycemic episodes of <54 mg/dL. Among all adolescents, the median duration of clinical hypoglycemia and clinically serious hypoglycemia was 21.9 (range 0-250.2) and 4.3 (range 0-209.7) minutes/day, respectively. Long duration of clinical hypoglycemia (range 1.8-17.4% time overall) and clinically serious hypoglycemia (range 1.2-14.6% time overall) was associated with older age and decreasing HbA1c. Long duration of clinically serious hypoglycemia also was associated with insulin pump use. CONCLUSIONS Almost 80% of adolescents with elevated HbA1c had an episode of clinical hypoglycemia, and >50% had clinically serious hypoglycemia in a week. Increased education alongside access to emerging diabetes technologies may help to prevent hypoglycemia while improving glycemic control.
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Affiliation(s)
- Anna R. Kahkoska
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Kimberly A. Driscoll
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Aurora, CO 80045
| | - Jessica C. Kichler
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH
45229
| | - Michael Seid
- Cincinnati Children’s Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH
45229
| | - Elizabeth J. Mayer-Davis
- Department of Nutrition, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599,Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - David M. Maahs
- Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA 94305
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Standiford DA, Morwessel N, Bishop FK, Thomas JM, Smith E, Crandell J, Driscoll KA, Hunter CM, Kichler JC, Maahs DM, Mayer-Davis EJ, Seid M. Two-step recruitment process optimizes retention in FLEX clinical trial. Contemp Clin Trials Commun 2018; 12:68-75. [PMID: 30294698 PMCID: PMC6169149 DOI: 10.1016/j.conctc.2018.09.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2018] [Revised: 08/22/2018] [Accepted: 09/18/2018] [Indexed: 11/18/2022] Open
Abstract
Introduction The Flexible Lifestyle Empowering Change Study (FLEX) is a multi-site randomized controlled trial to test the efficacy of an adaptive behavioral intervention to promote self-management and improve glycemic control for adolescents with type 1 diabetes mellitus. A two-step recruitment process was used to optimize study retention by facilitating informed decision-making regarding participation. Methods Those who expressed interest at first contact were given more detailed study information followed by telephone calls to the adolescents and their parents to answer questions and explore potential barriers to participation before making a decision regarding study enrollment. Results Of 694 eligible adolescents who were invited to participate, 397 (57.2%) expressed interest when initially contacted (Step 1). Upon completion of the follow-up telephone calls (Step 2), 276 (39.8%) still agreed to participate; and 258 (37.2%) enrolled and completed a baseline visit with a parent/guardian. Completion rates for measurement visits remained high throughout the study, with an end-of-study retention rate of 93.4%; and only 12 (4.7%) families withdrew from the study. Conclusion The two-step recruitment process encourages potential participants to thoughtfully evaluate their willingness to participate, as well as their ability to make a commitment to the full completion of study requirements. When demonstrating the efficacy of a randomized controlled trial, it may be preferable to accept lower recruitment rates in order to optimize retention rates. The additional time and effort required to implement this two-step process is worthwhile. With a high retention rate, we can be more confident that the outcomes of the randomized controlled trial actually reflect the impact of the intervention.
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Affiliation(s)
- Debra A. Standiford
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, United States
- Corresponding author. Children's Hospital Medical Center, MLC#10000, 3333 Burnet Avenue, Cincinnati, OH, 45229-3039, United States.
| | - Nancy Morwessel
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, United States
| | - Franziska K. Bishop
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Aurora, CO, United States
| | - Joan M. Thomas
- Departments of Nutrition and Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Emily Smith
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, United States
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Kimberly A. Driscoll
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Aurora, CO, United States
| | - Christine M. Hunter
- National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, MD, United States
| | - Jessica C. Kichler
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, United States
| | - David M. Maahs
- Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA, United States
| | - Elizabeth J. Mayer-Davis
- Departments of Nutrition and Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Michael Seid
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, United States
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Mayer-Davis EJ, Maahs DM, Seid M, Crandell J, Bishop FK, Driscoll KA, Hunter CM, Kichler JC, Standiford D, Thomas JM. Efficacy of the Flexible Lifestyles Empowering Change intervention on metabolic and psychosocial outcomes in adolescents with type 1 diabetes (FLEX): a randomised controlled trial. Lancet Child Adolesc Health 2018; 2:635-646. [PMID: 30119757 PMCID: PMC6260973 DOI: 10.1016/s2352-4642(18)30208-6] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 06/22/2018] [Accepted: 06/25/2018] [Indexed: 12/14/2022]
Abstract
BACKGROUND Adolescents with type 1 diabetes commonly have poor glycaemic control. We aimed to test the efficacy of a newly developed adaptive behavioral intervention (Flexible Lifestyles Empowering Change; FLEX) on metabolic and psychosocial outcomes in adolescents with type 1 diabetes. METHODS Young people (13-16 years, type 1 diabetes duration >1 year, HbA1c of 64-119 mmol/mol [8·0-13·0%], and without other serious medical conditions or pregnancy) from two clinical sites (Colorado and Ohio, USA) were eligible for enrolment. One caregiver was required to participate actively in the study. Adolescent participants were randomly assigned to the FLEX intervention, which used motivational interviewing and problem-solving skills training to enhance patients' self-management, or usual care control. Intervention fidelity was assessed by a behavioral psychologist with specific expertise in motivational interviewing and who was not otherwise involved in the study via audiotaped sessions. The primary outcome was measurement of glycated haemoglobin A1c (HbA1c) at 18 months. Secondary outcomes included motivation and intention, problem solving skills, self-management behaviors, symptoms of depression, health related quality of life, fear of hypoglycemia, diabetes family conflict, risk factors for T1D complications (BMI, blood pressure, and plasma lipids), and hypoglycemia derived from continuous glucose monitoring (percent time below 3·0 and 3·9 mmol/l [54 and 70 mg/dl]). Intention-to-treat analyses used mixed effects models, with fixed effects including site, timepoint, intervention group, intervention by timepoint, and baseline level of primary (HbA1c) or secondary outcomes (α=0·05). FLEX is registered on clinicaltrials.gov, number NCT01286350. FINDINGS Young people recruited from May 1, 2014 to April 4, 2016 were randomly assigned to FLEX (n=130) or usual care control (n=128). Mean diabetes duration was 6·4 (SD 3·8) years, and 71% (181 out of 256) of patients used insulin pump therapy. Retention was 93%, with 241 out of 258 completing the 18-month assessment. The intervention fidelity score was 4·40 of 5·00 for motivational interviewing and 97% for session content. At 18 months, HbA1c was not significantly different between intervention (83 [13] mmol/mol at baseline; 84 [19] mmol/mol at follow-up); and control (80 [14] mmol/mol at baseline; 82 [17] mmol/mol at follow-up); change in intervention versus control was -0·7 mmol/mol (95% CI -4·7 to 3·4, p=0·75). The intervention was associated with improved scores for motivation (p=0·011), problem solving (p=0·024), diabetes self-management profile (p=0·013), youth report of overall quality of life (p=0·0089), selected domains related to fear of hypoglycaemia (p=0·036 for youth's helplessness or worry; p=0·0051 for parent's efforts to maintain high blood glucose), parent report of diabetes family conflict (p=0·0001), total cholesterol (p=0·038), and diastolic blood pressure (p=0·015). A total of 54 serious adverse events were identified; 34 of these were diabetes-related, including low blood glucose requiring assistance (n=3) and high blood glucose with diabetic ketoacidosis and emergency response (n=25). INTERPRETATION The FLEX intervention did not significantly change HbA1c among these adolescents with elevated HbA1c, but did positively affect several psychosocial outcomes over 18 months. Further analyses will provide information regarding drivers of positive response to the intervention and will point to future directions for improvement in the approach. FUNDING National Institutes of Health and National Institute of Diabetes Digestive Diseases and Kidney and the Helmsley Charitable Trust.
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Affiliation(s)
- Elizabeth J Mayer-Davis
- Departments of Nutrition and Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - David M Maahs
- Department of Pediatrics, School of Medicine, Stanford University, Stanford, CA, USA
| | - Michael Seid
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, USA
| | - Jamie Crandell
- School of Nursing, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Franziska K Bishop
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Denver, CO, USA
| | - Kimberly A Driscoll
- Barbara Davis Center for Childhood Diabetes, University of Colorado Denver, Denver, CO, USA
| | - Christine M Hunter
- National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, MD, USA
| | - Jessica C Kichler
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, USA
| | - Debra Standiford
- Cincinnati Children's Hospital Medical Center, University of Cincinnati Medical School, Cincinnati, OH, USA
| | - Joan M Thomas
- Departments of Nutrition and Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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