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Mayberry LS, Wiebe DJ, Parks M, Campbell MS, Beam AB, Berg CA. Acceptability and feasibility of FAMS-T1D mHealth intervention to optimize self- and social regulation for emerging adults with type 1 diabetes. Pilot Feasibility Stud 2024; 10:68. [PMID: 38689356 PMCID: PMC11059732 DOI: 10.1186/s40814-024-01497-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 04/18/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND Among emerging adults with type 1 diabetes (T1D), self-regulation and social regulation skills can help avoid high A1c and diabetes distress. FAMS (Family/friend Activation to Motivate Self-care) is mobile phone-delivered intervention that supports development of these skills and is efficacious among adults with type 2 diabetes. However, the acceptability and feasibility of the FAMS intervention among emerging adults with T1D are unknown. METHODS Therefore, we adapted FAMS for in a new disease context and developmental stage and then conducted a 3-month mixed-methods pre-post pilot study. Participants were emerging adults with T1D and a friend/family member enrolled as a support person (optional). Feasibility/acceptability outcomes and associated progression thresholds were recruitment (≥ 70% eligible emerging adults), retention (≥ 85%), intervention engagement (≥ 70%), and satisfaction (≥ 70%). We also collected qualitative feedback to determine if the intervention addressed relevant needs and explored changes in outcomes of interest (family/friend involvement, self-efficacy, self-management, distress, A1c). RESULTS Recruitment rates indicate recruitment of emerging adults with T1D (n = 30) and their support persons (n = 20) is feasible - 79% of emerging adults who screened as eligible enrolled and 70% of enrolled emerging adults invited a support person. Emerging adults completed 98% of coaching sessions, and response rates to automated text messages were median 85% IQR [68%, 90%]. Changes in selected measures for outcomes of interest were in expected directions suggesting sensitivity to changes occasioned by the intervention in a future evaluative trial. Emerging adults said FAMS-T1D helped with setting realistic goals, motivated them to prioritize diabetes goals, and increased support, indicating acceptability of the intervention in this new disease and developmental context. CONCLUSIONS Findings suggest potential for FAMS-T1D to engage emerging adults and their support persons and feasibility for an evaluative trial examining effects on self-regulation (self-efficacy, self-management), social regulation (family/friend involvement), and outcomes (diabetes distress, A1c). TRIAL REGISTRATION We did not register this study on ClinicalTrials.gov because the purpose of the study was to assess the feasibility and acceptability of the intervention and study procedures and measures in preparation for a future trial. The purpose of that future trial will be to evaluate the effect of the intervention on health-related biomedical and behavioral outcomes, and that trial will be registered accordingly.
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Affiliation(s)
- Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37203, USA.
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Deborah J Wiebe
- Department of Psychological Sciences and the Health Science Research Institute, University of California, Merced, CA, USA
| | - Makenzie Parks
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
| | | | - Aislinn B Beam
- Department of Psychological Sciences and the Health Science Research Institute, University of California, Merced, CA, USA
| | - Cynthia A Berg
- Department of Psychology, University of Utah, Salt Lake City, UT, USA
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Berg CA, Mansfield JH, Boggess SB, Martin JV, Creer B, Peck TK, Wiebe DJ, Butner JE, Mayberry LS. Goal change and goal achievement for emerging adults across the pilot FAMS-T1D intervention for type 1 diabetes. FRONTIERS IN CLINICAL DIABETES AND HEALTHCARE 2024; 5:1297422. [PMID: 38685920 PMCID: PMC11056594 DOI: 10.3389/fcdhc.2024.1297422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 02/21/2024] [Indexed: 05/02/2024]
Abstract
Objective Interventions for emerging adults (EAs) with type 1 diabetes (T1D) focus on goal setting, but little is known about how goal achievement relates to intervention outcomes. We examined how goals change, how goal achievement relates to diabetes outcomes, and identified barriers and facilitators to goal achievement. Method EAs with T1D (N=29, M age=21.6 years, 57% female) were coached monthly to set a behavioral goal across a 3-month feasibility trial. Coaching notes were qualitatively coded regarding type, complexity, and changes in goals. Goal achievement was measured via daily responses to texts. HbA1c, self-efficacy, diabetes distress, and self-care were assessed pre- and post-intervention. Results EAs frequently set food goals (79%) in combination with other goals. EAs overwhelmingly changed their goals (90%), with most increasing goal complexity. Goal achievement was high (79% of days) and not affected by goal change or goal complexity. Goal achievement was associated with increases in self-efficacy and self-care across time. Qualitative themes revealed that aspects of self-regulation and social-regulation were important for goal achievement. Conclusion Meeting daily diabetes goals may enhance self-efficacy and self-care for diabetes. Practice Implications Assisting EAs to reduce self-regulation challenges and enhance social support for goals may lead to better diabetes outcomes.
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Affiliation(s)
- Cynthia A. Berg
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | | | - Silas B. Boggess
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - Julia V. Martin
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - Benjamin Creer
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - Torri K. Peck
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - Deborah J. Wiebe
- Psychological Sciences, University of California, Merced, CA, United States
| | - Jonathan E. Butner
- Department of Psychology, University of Utah, Salt Lake City, UT, United States
| | - Lindsay S. Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
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Hazime D, Burner E. Social support via Internet communication technology for diabetes self-management: a scoping review. Mhealth 2024; 10:18. [PMID: 38689617 PMCID: PMC11058598 DOI: 10.21037/mhealth-23-34] [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: 06/27/2023] [Accepted: 01/06/2024] [Indexed: 05/02/2024] Open
Abstract
Background The global prevalence of diabetes has been increasing over the past 30 years, leading to a rise in complications; diabetes is the leading cause of amputations, blindness, and kidney failure in developed countries. Diabetes self-management is challenging due to the complex lifestyle changes required. Social support from family and friends plays a crucial role in overcoming barriers to healthy behavior choices. Integrating Internet and communication technologies with social support interventions has the potential to improve diabetes self-management. Methods A scoping review was conducted by searching PubMed, Ovid, Cumulative Index to Nursing and Allied Health Literature (CINAHL), and Association for Computing Machinery (ACM) Digital Library databases for studies combining diabetes, Internet and communication technologies, and social support interventions. Inclusion criteria focused on adult patients with diabetes and primarily Internet and communication technologies-based strategies to initiate and enhance social support. Data abstraction included study population, design, outcomes, social support domains emphasized, support relationship intervention strategy, and Internet and communication technologies modality. Results The review identified 39 articles and 33 unique studies representing 27 unique interventions utilizing peer web forums, interactive voice recordings, messaging-based interventions (including Short Message Service and instant messaging), and email as Internet and communication technologies modalities. Various outcomes were reported, including improvements in perception of social support, psychosocial well-being, behavior changes, and clinical outcomes. Existing support relationships may be more effective in promoting behavior change and clinical outcomes compared to developing new relationships. Studies that explicitly measured patients' perception of support consistently showed improvements in psycho-social, behavioral, and clinical outcomes. Conclusions This scoping review highlights the pivotal role of social support in diabetes self-management. By integrating Internet and communication technologies into interventions, diverse modalities such as web forums and text messaging have shown promise in enhancing patients' perception of support and improving psychosocial well-being, behavior changes, and clinical outcomes. The emphasis on leveraging existing support relationships, rather than establishing new ones, underscores the effectiveness of personalized, patient-centered approaches. These findings provide essential insights for healthcare strategies, emphasizing the need to harness technology and existing social networks to empower individuals in managing diabetes effectively.
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Affiliation(s)
- Danielle Hazime
- Sol Price School of Public Policy, University of Southern California, Los Angeles, CA, USA
- Cancer Research Center for Health Equity, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Elizabeth Burner
- Department of Emergency Medicine, Keck School of Medicine of USC, Los Angeles, CA, USA
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Nelson LA, Spieker AJ, LeStourgeon LM, Greevy Jr RA, Molli S, Roddy MK, Mayberry LS. The Goldilocks Dilemma on Balancing User Response and Reflection in mHealth Interventions: Observational Study. JMIR Mhealth Uhealth 2024; 12:e47632. [PMID: 38297891 PMCID: PMC10850735 DOI: 10.2196/47632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 11/29/2023] [Accepted: 11/30/2023] [Indexed: 02/02/2024] Open
Abstract
Background Mobile health (mHealth) has the potential to radically improve health behaviors and quality of life; however, there are still key gaps in understanding how to optimize mHealth engagement. Most engagement research reports only on system use without consideration of whether the user is reflecting on the content cognitively. Although interactions with mHealth are critical, cognitive investment may also be important for meaningful behavior change. Notably, content that is designed to request too much reflection could result in users' disengagement. Understanding how to strike the balance between response burden and reflection burden has critical implications for achieving effective engagement to impact intended outcomes. Objective In this observational study, we sought to understand the interplay between response burden and reflection burden and how they impact mHealth engagement. Specifically, we explored how varying the response and reflection burdens of mHealth content would impact users' text message response rates in an mHealth intervention. Methods We recruited support persons of people with diabetes for a randomized controlled trial that evaluated an mHealth intervention for diabetes management. Support person participants assigned to the intervention (n=148) completed a survey and received text messages for 9 months. During the 2-year randomized controlled trial, we sent 4 versions of a weekly, two-way text message that varied in both reflection burden (level of cognitive reflection requested relative to that of other messages) and response burden (level of information requested for the response relative to that of other messages). We quantified engagement by using participant-level response rates. We compared the odds of responding to each text and used Poisson regression to estimate associations between participant characteristics and response rates. Results The texts requesting the most reflection had the lowest response rates regardless of response burden (high reflection and low response burdens: median 10%, IQR 0%-40%; high reflection and high response burdens: median 23%, IQR 0%-51%). The response rate was highest for the text requesting the least reflection (low reflection and low response burdens: median 90%, IQR 61%-100%) yet still relatively high for the text requesting medium reflection (medium reflection and low response burdens: median 75%, IQR 38%-96%). Lower odds of responding were associated with higher reflection burden (P<.001). Younger participants and participants who had a lower socioeconomic status had lower response rates to texts with more reflection burden, relative to those of their counterparts (all P values were <.05). Conclusions As reflection burden increased, engagement decreased, and we found more disparities in engagement across participants' characteristics. Content encouraging moderate levels of reflection may be ideal for achieving both cognitive investment and system use. Our findings provide insights into mHealth design and the optimization of both engagement and effectiveness.
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Affiliation(s)
- Lyndsay A Nelson
- Department of Medicine, Vanderbilt University Medical Center, NashvilleTN, United States
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, NashvilleTN, United States
| | - Andrew J Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, NashvilleTN, United States
| | - Lauren M LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, NashvilleTN, United States
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, NashvilleTN, United States
| | - Robert A Greevy Jr
- Department of Biostatistics, Vanderbilt University Medical Center, NashvilleTN, United States
| | - Samuel Molli
- Department of Medicine, Vanderbilt University Medical Center, NashvilleTN, United States
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, NashvilleTN, United States
| | - McKenzie K Roddy
- Department of Medicine, Vanderbilt University Medical Center, NashvilleTN, United States
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, NashvilleTN, United States
| | - Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, NashvilleTN, United States
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, NashvilleTN, United States
- Department of Biomedical Informatics, Vanderbilt University Medical Center, NashvilleTN, United States
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Tanhapour M, Peimani M, Rostam Niakan Kalhori S, Nasli Esfahani E, Shakibian H, Mohammadzadeh N, Qorbani M. The effect of personalized intelligent digital systems for self-care training on type II diabetes: a systematic review and meta-analysis of clinical trials. Acta Diabetol 2023; 60:1599-1631. [PMID: 37542200 DOI: 10.1007/s00592-023-02133-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 06/09/2023] [Indexed: 08/06/2023]
Abstract
AIMS Type 2 diabetes (T2D) is rising worldwide. Self-care prevents diabetic complications. Lack of knowledge is one reason patients fail at self-care. Intelligent digital health (IDH) solutions have a promising role in training self-care behaviors based on patients' needs. This study reviews the effects of RCTs offering individualized self-care training systems for T2D patients. METHODS PubMed, Web of Science, Scopus, Cochrane Library, and Science Direct databases were searched. The included RCTs provided data-driven, individualized self-care training advice for T2D patients. Due to the repeated studies measurements, an all-time-points meta-analysis was conducted to analyze the trends over time. The revised Cochrane risk-of-bias tool (RoB 2.0) was used for quality assessment. RESULTS In total, 22 trials met the inclusion criteria, and 19 studies with 3071 participants were included in the meta-analysis. IDH interventions led to a significant reduction of HbA1c level in the intervention group at short-term (in the third month: SMD = - 0.224 with 95% CI - 0.319 to - 0.129, p value < 0.0; in the sixth month: SMD = - 0.548 with 95% CI - 0.860 to - 0.237, p value < 0.05). The difference in HbA1c reduction between groups varied based on patients' age and technological forms of IDH services delivery. The descriptive results confirmed the impact of M-Health technologies in improving HbA1c levels. CONCLUSIONS IDH systems had significant and small effects on HbA1c reduction in T2D patients. IDH interventions' impact needs long-term RCTs. This review will help diabetic clinicians, self-care training system developers, and researchers interested in using IDH solutions to empower T2D patients.
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Affiliation(s)
- Mozhgan Tanhapour
- Department of Health Information Management, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Peimani
- Diabetes Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Science, Tehran, Iran
| | - Sharareh Rostam Niakan Kalhori
- Department of Health Information Management, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran
- Peter L. Reichertz Institute for Medical Informatics of TU Braunschweig and Hannover Medical School, 38106, Braunschweig, Germany
| | - Ensieh Nasli Esfahani
- Diabetes Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Science, Tehran, Iran
| | - Hadi Shakibian
- Department of Computer Engineering, Faculty of Engineering, Alzahra University, Tehran, Iran
| | - Niloofar Mohammadzadeh
- Department of Health Information Management, School of Allied Medical Sciences, Tehran University of Medical Sciences, Tehran, Iran.
| | - Mostafa Qorbani
- Non-communicable Disease Research Center, Alborz University of Medical Sciences, Karaj, Iran
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Boehmer KR, Álvarez-Villalobos NA, Barakat S, de Leon-Gutierrez H, Ruiz-Hernandez FG, Elizondo-Omaña GG, Vaquera-Alfaro H, Ahn S, Spencer-Bonilla G, Gionfriddo MR, Millan-Alanis JM, Abdelrahim M, Prokop LJ, Murad MH, Wang Z. The impact of health and wellness coaching on patient-important outcomes in chronic illness care: A systematic review and meta-analysis. PATIENT EDUCATION AND COUNSELING 2023; 117:107975. [PMID: 37738790 PMCID: PMC10964774 DOI: 10.1016/j.pec.2023.107975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2022] [Revised: 09/06/2023] [Accepted: 09/07/2023] [Indexed: 09/24/2023]
Abstract
BACKGROUND Health and Wellness Coaching (HWC) may be beneficial in chronic condition care. We sought to appraise its effectiveness on quality of life (QoL), self-efficacy (SE), depression, and anxiety. METHODS We searched MEDLINE, EMBASE, CINAHL, PsycINFO, and Cochrane CENTRAL for randomized trials published January 2005 - March 2023 that compared HWC to standard clinical care or another intervention without coaching. We examined QoL, SE, depression, or anxiety outcomes. Meta-analysis utilizing the random-effects model was used to estimate the pooled standardized mean difference (SMD). RESULTS Thirty included studies demonstrated that HWC improved QoL within 3 months (SMD 0.62 95 % CI 0.22-1.02, p = 0.002), SE within 1.5 months (SMD 0.38, 95 % CI 0.03-0.73, p = 0.03), and depression at 3, 6, and 12 months (SMD 0.67, 95 % CI 0.13-1.20, p = 0.01), (SMD 0.72, 95 % CI 0.19-1.24, p = 0.006), and (SMD 0.41, 95 % CI 0.09-0.73, p = 0.01) Certainty in the evidence for most outcomes was either very low or low primarily due to the high risk of bias, heterogeneity, and imprecision. CONCLUSION HWC improves QoL, SE, and depression across chronic illness populations. Future research needs to standardize intervention reporting and outcome collection. PRACTICE IMPLICATIONS Future HWC studies should standardize intervention components, reporting, and outcome measures, apply relevant chronic illness theories, and aim to follow participants for greater than one year.
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Affiliation(s)
- Kasey R Boehmer
- Knowledge and Evaluation Research Unit, Mayo Clinic, Rochester, MN, USA; Division of Health Care Delivery Research, Mayo Clinic, Rochester, MN, USA.
| | - Neri A Álvarez-Villalobos
- Plataforma INVEST-KER Unit Mayo Clinic (KER Unit Mexico), School of Medicine, Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico; School of Medicine and University Hospital "Dr. Jose E. Gonzalez", Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico.
| | - Suzette Barakat
- Community Internal Medicine, Mayo Clinic, Rochester, MN, USA.
| | - Humberto de Leon-Gutierrez
- School of Medicine and University Hospital "Dr. Jose E. Gonzalez", Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico.
| | - Fernando G Ruiz-Hernandez
- School of Medicine and University Hospital "Dr. Jose E. Gonzalez", Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico.
| | | | - Héctor Vaquera-Alfaro
- School of Medicine and University Hospital "Dr. Jose E. Gonzalez", Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico.
| | - Sangwoo Ahn
- University of Tennessee Knoxville, Knoxville, TN, USA.
| | | | - Michael R Gionfriddo
- Department of Pharmaceutical, Administrative and Social Sciences, School of Pharmacy, Duquesne University, Pittsburgh, PA, USA.
| | - Juan M Millan-Alanis
- Plataforma INVEST-KER Unit Mayo Clinic (KER Unit Mexico), School of Medicine, Universidad Autonoma de Nuevo Leon, Monterrey, Nuevo León, Mexico.
| | | | | | - M Hassan Murad
- Evidence-based Practice Center and Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.
| | - Zhen Wang
- Evidence-based Practice Center and Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.
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Nelson LA, Spieker AJ, Greevy RA, Roddy MK, LeStourgeon LM, Bergner EM, El-Rifai M, Aikens JE, Wolever RQ, Elasy TA, Mayberry LS. Glycemic outcomes of a family-focused intervention for adults with type 2 diabetes: Main, mediated, and subgroup effects from the FAMS 2.0 RCT. Diabetes Res Clin Pract 2023; 206:110991. [PMID: 37925077 PMCID: PMC10873034 DOI: 10.1016/j.diabres.2023.110991] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 10/17/2023] [Accepted: 11/02/2023] [Indexed: 11/06/2023]
Abstract
AIMS Family/friend Activation to Motivate Self-care (FAMS) is a self-care support intervention delivered via mobile phones. We evaluated FAMS' effects on hemoglobin A1c (HbA1c) and intervention targets among adults with type 2 diabetes in a 15-month RCT. METHODS Persons with diabetes (PWDs) were randomized to FAMS or control with their support person (family/friend, optional). FAMS included monthly phone coaching and text messages for PWDs, and text messages for support persons over a 9-month intervention period. RESULTS PWDs (N = 329) were 52 % male, 39 % reported minoritized race or ethnicity, with mean HbA1c 8.6 ± 1.7 %. FAMS improved HbA1c among PWDs with a non-cohabitating support person (-0.64 %; 95 % CI [-1.22 %, -0.05 %]), but overall mean effects were not significant. FAMS improved intervention targets including self-efficacy, dietary behavior, and family/friend involvement during the intervention period; these improvements mediated post-intervention HbA1c improvements (total indirect effect -0.27 %; 95 % CI [-0.49 %, -0.09 %]) and sustained HbA1c improvements at 12 months (total indirect effect -0.19 %; 95 % CI [-0.40 %, -0.01 %]). CONCLUSIONS Despite improvements in most intervention targets, HbA1c improved only among PWDs engaging non-cohabitating support persons suggesting future family interventions should emphasize inclusion of these relationships. Future work should also seek to identify intervention targets that mediate improvements in HbA1c.
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Affiliation(s)
- Lyndsay A Nelson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Andrew J Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Robert A Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - McKenzie K Roddy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lauren M LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Erin M Bergner
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James E Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ruth Q Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, USA; Osher Center for Integrative Health at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Tom A Elasy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
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Mayberry LS, Wiebe D, Parks M, Campbell M, Beam A, Berg C. Acceptability and Feasibility of FAMS-T1D mHealth intervention to optimize self- & social regulation for emerging adults with type 1 diabetes. RESEARCH SQUARE 2023:rs.3.rs-2667134. [PMID: 38045417 PMCID: PMC10690330 DOI: 10.21203/rs.3.rs-2667134/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/05/2023]
Abstract
Background Among emerging adults with type 1 diabetes (T1D), self-regulation and social regulation skills can help avoid high A1c and diabetes distress. FAMS (Family/friend Activation to Motivate Self-care) is mobile phone-delivered intervention that supports development of these skills and is efficacious among adults with type 2 diabetes. However, the acceptability and feasibility of the FAMS intervention among emerging adults with T1D is unknown. Methods Therefore, we adapted FAMS for in a new disease context and developmental stage then conducted a 3-month mixed-methods pre-post pilot study. Participants were emerging adults with T1D and a friend/family member enrolled as a support person (optional). Feasibility/acceptability outcomes and associated progression thresholds were recruitment (≥ 70% eligible emerging adults), retention (≥ 85%), intervention engagement (≥ 70%) and satisfaction (≥ 70%). We also collected qualitative feedback to determine if the intervention addressed relevant needs and explored changes in outcomes of interest (family/friend involvement, self-efficacy, self-management, distress, A1c). Results Recruitment rates indicate recruitment of emerging adults with T1D and their support persons is feasible - 79% of emerging adults who screened as eligible enrolled and 70% of enrolled emerging adults invited a support person. Emerging adults completed 98% of coaching sessions, and response rates to automated text messages were median 85% IQR [68%, 90%]. Changes in selected measures for outcomes of interest were in expected directions suggesting sensitivity to changes occasioned by the intervention in a future evaluative trial. Emerging adults said FAMS-T1D helped with setting realistic goals, motivated them to prioritize diabetes goals, and increased support, indicating acceptability of the intervention in this new disease and developmental context. Conclusions Findings suggest potential for FAMS-T1D to engage emerging adults and their support persons and feasibility for evaluation of effects on hypothesized intervention targets and outcomes in a subsequent evaluative trial. Trial Registration We did not register this study on clinicaltrials.gov because the purpose of the study was to assess the feasibility and acceptability of the intervention and study procedures and measures in preparation for a future trial. The purpose of that future trial will be to evaluate the effect of the intervention on health-related biomedical and behavioral outcomes and that trial will be registered accordingly.
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Allen NA, Grigorian EG, Mansfield K, Berg CA, Litchman ML. Continuous glucose monitoring with data sharing in older adults: A qualitative study. J Clin Nurs 2023; 32:7483-7494. [PMID: 37345621 DOI: 10.1111/jocn.16808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 06/03/2023] [Accepted: 06/08/2023] [Indexed: 06/23/2023]
Abstract
AIMS This study examined the perceptions of the SHARE plus intervention and its effects on communication, collaboration, and involvement in day-to-day diabetes management in older adults with Type 1 diabetes (T1D) and their care partners. BACKGROUND The SHARE plus intervention includes continuous glucose monitoring with a data sharing app that allows care partners to view glucose data on a smartphone and receive alerts. People with T1D and their care partners are educated about communication strategies, problem-solving strategies, and action planning when using glucose data sharing. DESIGN Qualitative descriptive design. METHODS Older adults with T1D wore a continuous glucose monitor for 3 months (n = 10). Care partners (n = 10) used a data-sharing app. The SHARE plus intervention consisted of one 90-min education session. Semi-structured interviews were conducted across 10 dyads (person with diabetes and care partner) following the 12-week study. A qualitative description and a constant comparison approach were used to examine similarities and differences in experiences. Interviews were transcribed, coded, and analysed for common themes. The manuscript adheres to COREQ EQUATOR checklist. RESULTS The SHARE plus intervention increased diabetes knowledge across the dyads, improving confidence and helping partners understand how to navigate symptoms and behaviours and when to intervene. Dyads worked together to optimise diabetes management through improved communication, collaboration, and management of disagreements. Although the majority of persons with diabetes and their care partners reported no conflictual communication, disagreements about diabetes management remained in some dyads. The SHARE plus intervention impacted care partners in various ways from a psychological perspective. While live-in-care partners felt peace of mind, care partners living away from persons with diabetes had some increased worry and concern. CONCLUSION The SHARE plus intervention results can help guide future development of diabetes dyadic care and education interventions using diabetes technology. RELEVANCE TO CLINICAL PRACTICE The SHARE plus intervention is a brief, practical intervention that can help diabetes clinicians improve communication and collaboration among spouses living with older adults with T1D who use continuous glucose monitoring with data sharing. PATIENT CONTRIBUTION A person with diabetes was part of the research team and assisted with design of the intervention and subsequent interviews and analysis.
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Affiliation(s)
- Nancy A Allen
- University of Utah, College of Nursing, Salt Lake, Utah, USA
| | | | - Kelly Mansfield
- University of Utah, College of Nursing, Salt Lake, Utah, USA
| | - Cynthia A Berg
- Department of Psychology, University of Utah, Salt Lake, Utah, USA
| | - Michelle L Litchman
- Utah Diabetes and Endocrinology Center, University of Utah, College of Nursing, Salt Lake, Utah, USA
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Roddy MK, Spieker AJ, Nelson LA, Greevy RA, LeStourgeon LM, Bergner EM, El-Rifai M, Elasy TA, Aikens JE, Wolever RQ, Mayberry LS. Well-being outcomes of a family-focused intervention for persons with type 2 diabetes and support persons: Main, mediated, and subgroup effects from the FAMS 2.0 RCT. Diabetes Res Clin Pract 2023; 204:110921. [PMID: 37742801 PMCID: PMC10617415 DOI: 10.1016/j.diabres.2023.110921] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 09/12/2023] [Accepted: 09/20/2023] [Indexed: 09/26/2023]
Abstract
AIMS Type 2 diabetes self-management occurs within social contexts. We sought to test the effects of Family/friend Activation to Motivate Self-care (FAMS), a self-care support intervention delivered via mobile phones, on psychosocial outcomes for persons with diabetes (PWDs) and their support persons. METHODS PWDs had the option to enroll with a friend/family member as a support person in a 15-month RCT to evaluate FAMS versus enhanced usual care. FAMS included 9 months of monthly phone coaching and text message support for PWDs, and text message support for enrolled support persons. RESULTS PWDs (N = 329) were 52% male and 39% reported minoritized race or ethnicity ; 50% enrolled with elevated diabetes distress. Support persons (N = 294) were 26% male and 33% reported minoritized race or ethnicity. FAMS improved PWDs' diabetes distress (d = -0.19) and global well-being (d = 0.21) during the intervention, with patterns of larger effects among minoritized groups. Post-intervention (9-month) and sustained (15-month) improvements were driven by changes in PWDs' self-efficacy, self-care behaviors, and autonomy support. Among support persons, FAMS improved helpful involvement without increasing burden or harmful involvement. CONCLUSIONS FAMS improved PWDs' psychosocial well-being, with post-intervention and sustained improvements driven by improved self-efficacy, self-care, and autonomy support. Support persons increased helpful involvement without adverse effects.
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Affiliation(s)
- McKenzie K Roddy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Andrew J Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Lyndsay A Nelson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Robert A Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Lauren M LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Erin M Bergner
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Tom A Elasy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States
| | - James E Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, United States
| | - Ruth Q Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, United States; Osher Center for Integrative Health at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, United States; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, United States.
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Roddy MK, El-Rifai M, LeStourgeon L, Aikens JE, Wolever RQ, Greevy RA, Mayberry LS. Prerandomization withdrawals from a Type 2 diabetes self-care support intervention trial are associated with lack of available support person coparticipant. Chronic Illn 2023:17423953231203734. [PMID: 37750180 PMCID: PMC10963338 DOI: 10.1177/17423953231203734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/27/2023]
Abstract
OBJECTIVES Dyadic interventions, involving two persons with a preexisting close relationship, offer the opportunity to activate support persons (SPs) to improve health for adults with chronic conditions. Requiring SP coparticipation can challenge recruitment and bias samples; however, the associations between voluntary SP coparticipation and recruitment outcomes across patient characteristics are unknown. METHODS The Family/Friend Activation to Motivate Self-care 2.0 randomized controlled trial (RCT) enrolled adults with Type 2 diabetes (T2D) from an academic health system. Participants were asked-but not required-to invite an SP to coenroll. Using data from the electronic health record we sought to describe RCT enrollment in the setting of voluntary SP coparticipation. RESULTS In a diverse sample of adults with (T2D) (48% female, 44% minoritized race/ethnicity), most participants (91%) invited SPs and (89%) enrolled with SPs. However, prerandomization withdrawal was significantly higher among participants who did not have consenting SPs than those who did. Females were less likely to invite SPs than males and more Black PWD were prerandomization withdrawals than randomized. DISCUSSION Voluntary SP coenrollment may benefit recruitment for dyadic sampling; however, more research is needed to understand if these methods systematically bias sampling and to prevent these unintended biases.
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Affiliation(s)
- McKenzie K. Roddy
- VA Quality Scholars Program, VA Tennessee Valley Healthcare System, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lauren LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James E. Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ruth Q. Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Robert A. Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lindsay S. Mayberry
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
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Roddy MK, Spieker AJ, Nelson LA, Greevy RA, LeStourgeon LM, Bergner EM, El-Rifai M, Elasy TA, Aikens JE, Wolever RQ, Mayberry LS. Well-being outcomes of a family-focused intervention for persons with type 2 diabetes and support persons: Main, mediated, and subgroup effects from the FAMS 2.0 RCT. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.09.11.23295375. [PMID: 37745314 PMCID: PMC10516078 DOI: 10.1101/2023.09.11.23295375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
Aims Type 2 diabetes self-management occurs within social contexts. We sought to test the effects of Family/friends Activation to Motivate Self-care (FAMS), a self-care support intervention delivered via mobile phones, on psychosocial outcomes for persons with diabetes (PWDs) and their support persons. Methods PWDs had the option to enroll with a friend/family member as a support person in a 15-month RCT to evaluate FAMS versus enhanced usual care. FAMS included 9-months of monthly phone coaching and text message support for PWDs, and text message support for enrolled support persons. Results PWDs (N=329) were 52% male and 39% from minoritized racial or ethnic groups; 50% enrolled with elevated diabetes distress. Support persons (N=294) were 26% male and 33% minoritized racial or ethnic groups. FAMS improved PWDs' diabetes distress ( d =-0.19) and global well-being ( d =0.21) during the intervention, with patterns of larger effects among minoritized groups. Post-intervention and sustained (15-month) improvements were driven by changes in PWDs' self-efficacy, self-care behaviors, and autonomy support. Among support persons, FAMS improved helpful involvement without increasing burden or harmful involvement. Conclusions FAMS improved PWDs' psychosocial well-being, with post-intervention and sustained improvements driven by improved self-efficacy, self-care, and autonomy support. Support persons increased helpful involvement without adverse effects.
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Affiliation(s)
- McKenzie K. Roddy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
| | - Andrew J. Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Lyndsay A Nelson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
| | - Robert A. Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN
| | - Lauren M. LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
| | - Erin M. Bergner
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
| | - Tom A. Elasy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
| | - James E. Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI
| | - Ruth Q. Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN
- Osher Center for Integrative Health at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN
| | - Lindsay S. Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN
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Nelson LA, Spieker AJ, Greevy RA, Roddy MK, LeStourgeon LM, Bergner EM, El-Rifai M, Aikens JE, Wolever RQ, Elasy TA, Mayberry LS. Glycemic outcomes of a family-focused intervention for adults with type 2 diabetes: Main, mediated, and subgroup effects from the FAMS 2.0 RCT. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.09.11.23295374. [PMID: 37745473 PMCID: PMC10516064 DOI: 10.1101/2023.09.11.23295374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
Aims Family/friends Activation to Motivate Self-care (FAMS) is a self-care support intervention delivered via mobile phones. We evaluated FAMS effects on hemoglobin A1c (HbA1c) and intervention targets among adults with type 2 diabetes in a 15-month RCT. Methods Persons with diabetes (PWDs) and their support persons (family/friend, optional) were randomized to FAMS or control. FAMS included monthly phone coaching and text messages for PWDs, and text messages for support persons over a 9-month intervention period. Results PWDs (N=329) were 52% male, 39% from minoritized racial or ethnic groups, with mean HbA1c 8.6±1.7%. FAMS improved HbA1c among PWDs with a non-cohabitating support person (-0.64%; 95% CI [-1.22%, -0.05%]), but overall effects were not significant. FAMS improved intervention targets including self-efficacy, dietary behavior, and family/friend involvement during the intervention period; these improvements mediated post-intervention HbA1c improvements (total indirect effect -0.27%; 95% CI [-0.49%, -0.09%]) and sustained HbA1c improvements at 12 months (total indirect effect -0.19%; 95% CI [-0.40%, -0.01%]). Conclusions Despite improvements in most intervention targets, HbA1c improved only among PWDs engaging non-cohabitating support persons suggesting future family interventions should emphasize inclusion of these relationships. Future work should also seek to identify intervention targets that mediate improvements in HbA1c.
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Affiliation(s)
- Lyndsay A. Nelson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Andrew J. Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Robert A. Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - McKenzie K. Roddy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lauren M. LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Erin M. Bergner
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James E. Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ruth Q. Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, USA
- Osher Center for Integrative Health at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Tom A. Elasy
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lindsay S. Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA
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Mayberry LS, El-Rifai M, Nelson LA, Parks M, Greevy RA, LeStourgeon L, Molli S, Bergner E, Spieker A, Aikens JE, Wolever RQ. Rationale, design, and recruitment outcomes for the Family/Friend Activation to Motivate Self-care (FAMS) 2.0 randomized controlled trial among adults with type 2 diabetes and their support persons. Contemp Clin Trials 2022; 122:106956. [PMID: 36208719 PMCID: PMC10364455 DOI: 10.1016/j.cct.2022.106956] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 08/11/2022] [Accepted: 10/01/2022] [Indexed: 01/27/2023]
Abstract
BACKGROUND Self-care behaviors help reduce hemoglobin A1c (HbA1c) and prevent or delay type 2 diabetes (T2D) complications. Individualized interventions that support goal setting and self-monitoring improve self-care and HbA1c in the short-term; engaging family and friends may enhance and/or sustain effects. Family/Friend Activation to Motivate Self-care (FAMS) is a mobile phone-delivered intervention (i.e., phone coaching and text message support) based on Family Systems Theory which was successfully piloted among diverse adults with T2D. METHODS We made improvements to FAMS and conducted iterative usability testing to finalize FAMS 2.0 before evaluation in a randomized controlled trial (RCT). Adult persons with diabetes (PWDs) who enrolled were asked to invite a support person (friend or family member) to participate alongside them. For the RCT, dyads were randomly assigned to FAMS 2.0 or enhanced treatment as usual (control) for the first 9 months of the 15-month trial. Outcomes include PWDs' HbA1c and psychosocial well-being (including diabetes distress) and support persons' own diabetes distress and support burden. RESULTS We recruited RCT participants from April 2020 through October 2021 (N = 338 PWDs with T2D; 89% [n = 300] with a support person). PWDs were 52% male, 62% non-Hispanic White, aged 56.9 ± 11.0 years with HbA1c 8.7% ± 1.7% at enrollment; 73% cohabitated with their enrolled support person. Data collection is ongoing through January 2023. CONCLUSION Findings will inform the utility of engaging family/friends in self-care behaviors for both PWD and support person outcomes. Using widely available mobile phone technology, FAMS 2.0, if successful, has potential for scalability. TRIAL REGISTRATION ClinicalTrials.gov identifier: NCT04347291 posted April 15, 2020.
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Affiliation(s)
- Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.
| | - Merna El-Rifai
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lyndsay A Nelson
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Makenzie Parks
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Robert A Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Lauren LeStourgeon
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Samuel Molli
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Erin Bergner
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Andrew Spieker
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - James E Aikens
- Department of Family Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ruth Q Wolever
- Department of Physical Medicine and Rehabilitation, Vanderbilt University Medical Center, Nashville, TN, USA; Osher Center for Integrative Health at Vanderbilt, Vanderbilt University Medical Center, Nashville, TN, USA
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15
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Mayberry LS, Felix HC, Hudson J, Curran GM, Long CR, Selig JP, Carleton A, Baig A, Warshaw H, Peyrot M, McElfish PA. Effectiveness-implementation trial comparing a family model of diabetes self-management education and support with a standard model. Contemp Clin Trials 2022; 121:106921. [PMID: 36096282 DOI: 10.1016/j.cct.2022.106921] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Revised: 08/09/2022] [Accepted: 09/06/2022] [Indexed: 01/27/2023]
Abstract
BACKGROUND Diabetes self-management education and support (DSMES) is an effective approach for improving diabetes self-care behaviors to achieve improved glycemic management and other health outcomes. Engaging family members may improve outcomes, both for the person with diabetes (PWD) and for the family members. However, family models of DSMES have been inconsistently defined and delivered. We operationalize Family-DSMES to be generalizable and replicable, detail our protocol for a comparative effectiveness trial comparing Standard-DSMES with Family-DSMES on outcomes for PWDs and family members, and detail our mixed-methods implementation evaluation plan. METHODS We will examine Family-DSMES relative to Standard-DSMES using a Hybrid Type 1 effectiveness-implementation design. Participants are ≥18 years old with type 2 diabetes mellitus and hemoglobin A1c ≥7.0%, recruited from rural and urban primary care clinics that are part of an academic medical center. Each participant invites a family member. Dyads are randomly assigned to Family- or Standard-DSMES, delivered in a small-group format via telehealth. Data are collected at baseline, immediately post-intervention, and 6-, 12-, and 18-months post-intervention. Outcomes include PWDs' hemoglobin A1c (primary), other biometric, behavioral, and psychosocial outcomes (secondary), and family members' diabetes-related distress, involvement in the PWD's diabetes management, self-efficacy for providing support, and biometric outcomes (exploratory). Our mixed-methods implementation evaluation will include process data collected during the trial and stakeholder interviews guided by the Consolidated Framework for Implementation Research. CONCLUSION Results will fill knowledge gaps about which type of DSMES may be most effective and guide Family-DSMES implementation efforts. REGISTRATION The trial is pre-registered at clinicaltrials.gov (#NCT04334109).
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Affiliation(s)
- Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, 2525 West End Ave., Nashville, TN 37203, USA
| | - Holly C Felix
- Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, 4301 W. Markham St., Little Rock, AR 72205, USA
| | - Jonell Hudson
- College of Pharmacy, University of Arkansas for Medical Sciences Northwest, 1125 N. College Ave., Fayetteville, AR 72703, USA
| | - Geoffrey M Curran
- College of Pharmacy, University of Arkansas for Medical Sciences, 4301 W. Markham St., Little Rock, AR 72205, USA; Center for Mental Healthcare and Outcomes Research, Central Arkansas Veterans Healthcare System, 37 Circle Dr., North Little Rock, AR 72114, USA
| | - Christopher R Long
- College of Medicine, University of Arkansas for Medical Sciences Northwest, 1125 N. College Ave., Fayetteville, AR 72703, USA
| | - James P Selig
- Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences Northwest, 1125 N. College Ave., Fayetteville, AR 72703, USA
| | - Ayoola Carleton
- Office of Community Health and Research, University of Arkansas for Medical Sciences Northwest, 1125 N. College Ave., Fayetteville, AR 72703, USA
| | - Arshiya Baig
- Department of Medicine, University of Chicago, 5841 S. Maryland Ave., Chicago, IL 60637, USA
| | - Hope Warshaw
- Hope Warshaw Associates, LLC, Asheville, NC, USA
| | - Mark Peyrot
- Department of Sociology, Loyola University Maryland (Retired), 4501 N. Charles St., Baltimore, MD 21210, USA
| | - Pearl A McElfish
- College of Medicine, University of Arkansas for Medical Sciences Northwest, 1125 N. College Ave., Fayetteville, AR 72703, USA.
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Shaffer KM, Mayberry LS, Salivar EG, Doss BD, Lewis AM, Canter K. Dyadic digital health interventions: Their rationale and implementation. PROCEDIA COMPUTER SCIENCE 2022; 206:183-194. [PMID: 36397858 PMCID: PMC9668031 DOI: 10.1016/j.procs.2022.09.097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
While most psychosocial and behavioral digital health interventions have been designed to be consumed by an individual, intervening at the level of a dyad - two interdependent individuals - can more comprehensively address the needs of both individuals and their relationship. The clinical utility of the dyadic digital health intervention approach, as well as the practical implementation of this design, will be demonstrated via three examples: eSCCIP, FAMS, and OurRelationship.
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Affiliation(s)
- Kelly M. Shaffer
- Center for Behavioral Health and Technology, University of Virginia, Charlottesville, VA, USA
| | - Lindsay S. Mayberry
- Department of Medicine, Vanderbilt University, Nashville, TN, USA
- Center for Health Behavior and Health Education, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Emily Georgia Salivar
- Department of Clinical and School Psychology, Nova Southeastern University, Ft. Lauderdale, FL, USA
| | - Brian D. Doss
- Department of Psychology, University of Miami, Coral Gables, FL, USA
| | - Amanda M. Lewis
- Nemours Center for Healthcare Delivery Science, Nemours Children’s Health, Wilmington, DE, USA
| | - Kimberly Canter
- Department of Pediatrics, Sidney Kimmel Medical College, Philadelphia, PA, USA
- Nemours Center for Healthcare Delivery Science, Nemours Children’s Health, Wilmington, DE, USA
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Esferjani SV, Naghizadeh E, Albokordi M, Zakerkish M, Araban M. Effectiveness of a mobile-based educational intervention on self-care activities and glycemic control among the elderly with type 2 diabetes in southwest of Iran in 2020. Arch Public Health 2022; 80:201. [PMID: 36057609 PMCID: PMC9441036 DOI: 10.1186/s13690-022-00957-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 08/20/2022] [Indexed: 11/10/2022] Open
Abstract
Background The elderly constitute a large fraction of patients with type 2 diabetes worldwide. It has been well documented that the elderly’s adherence to disease control is not adequate. The present study aimed to evaluate the impact of a mobile-based educational intervention on self-care behaviors and glycemic control among elderly with type 2 diabetes. Methods The present study was conducted on 118 older people (59 in the intervention group and 59 in the control group) with type 2 diabetes who referred to Golestan Hospital in Ahvaz, southwest of Iran in 2020. Participants were randomly divided into experimental and control groups. Data were collected at baseline and after a 3-month follow-up. At baseline, the participants completed a valid and reliable multi-section questionnaire including items on attitude, the multidimensional scale of perceived social support (MSPSS), the Coping Self-Efficacy Scale (CSES), self-care constructs, and HBA1C. After analyzing the pre-test data, we designed a training program which was offered to the intervention group online via mobile phone in three online sessions. The control group, however, received no intervention except diabetes routine care. Data were analyzed using SPSS-15 at a significance level of 0.05. Results Before the intervention, the mean scores of CSES, attitudes towards self-care, MSPSS, and self-care were not statistically significant between study groups (P > 0.05), but after intervention, the study found significant differences between the groups in terms of CSES, attitude, MSPSS, and self-care (P = 0.001). Furthermore, after implementation of the intervention, the mean value of HbA1C in the intervention group was significantly less than that of the control group (7.00 vs. 7.32%) (P = 0.001). Conclusion The present results indicated that implementing an educational intervention via mobile phone can improve self-care practice and reduce HbA1C in the elderly with type 2 diabetes. The study also showed a moderate to large effect on the outcome variables. However, further studies with longer follow-up periods are recommended to confirm the results. Supplementary Information The online version contains supplementary material available at 10.1186/s13690-022-00957-5. - The study provided a framework for developing a targeted mobile phone health education intervention. - Mobile phone education can improve both behavioral and clinical indexes. This intervention increased the scores of perceived social support (MSPSS) and Coping Self-Efficacy Scale (CSES), and self-care practice and reduced HbA1C in the elderly with type 2 diabetes. - Further studies with longer follow-up periods are warranted.
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Impact of a Dyadic Intervention on Family Supporter Involvement in Helping Adults Manage Type 2 Diabetes. J Gen Intern Med 2022; 37:761-768. [PMID: 34240285 PMCID: PMC8266295 DOI: 10.1007/s11606-021-06946-8] [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: 12/16/2020] [Accepted: 05/20/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Family support for adults' diabetes care is associated with improved self-management and outcomes, but healthcare providers lack structured ways to engage those supporters. OBJECTIVE Assess the impact of a patient-supporter diabetes management intervention on supporters' engagement in patients' diabetes care, support techniques, and caregiving experience. DESIGN Multivariate regression models examined between-group differences in support-related measures observed as part of a larger trial randomizing participants to a dyadic intervention versus usual care. PARTICIPANTS A total of 239 adults with type 2 diabetes and either A1c >8% or systolic blood pressure >160mmHg enrolled with a family supporter. INTERVENTION Health coaches provided training on positive support techniques and facilitated self-management information sharing and goal-setting. MAIN MEASURES Patient and supporter reports at baseline and 12 months of supporter roles in diabetes care and caregiving experience. RESULTS At 12 months, intervention-assigned patients had higher odds of reporting increased supporter involvement in remembering medical appointments (AOR 2.74, 95% CI 1.44, 5.21), performing home testing (AOR 2.40, 95% CI 1.29, 4.46), accessing online portals (AOR 2.34, 95% CI 1.29, 4.30), deciding when to contact healthcare providers (AOR 2.12, 95% CI 1.15, 3.91), and refilling medications (AOR 2.10, 95% CI 1.14, 3.89), but not with attending medical appointments or with healthy eating and exercise. Intervention-assigned patients reported increased supporter use of autonomy supportive communication (+0.27 points on a 7-point scale, p=0.02) and goal-setting techniques (+0.30 points on a 5-point scale, p=0.01). There were no differences at 12 months in change scores measuring supporter distress about patients' diabetes or caregiving burden. Intervention-assigned supporters had significantly larger increases in satisfaction with health system support for their role (+0.88 points on a 10-point scale, p=0.01). CONCLUSIONS A dyadic patient-supporter intervention led to increased family supporter involvement in diabetes self-management and increased use of positive support techniques, without increasing caregiver stress.
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Clements M, Kaufman N, Mel E. Using Digital Health Technology to Prevent and Treat Disease. Diabetes Technol Ther 2022; 24:S76-S95. [PMID: 35475695 DOI: 10.1089/dia.2022.2505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Mark Clements
- Children's Mercy Hospitals & Clinics, Kansas City, MO
- University of Missouri-Kansas City, Kansas City, MO
| | - Neal Kaufman
- Fielding School of Public Health, Geffen School of Medicine, University of California Los Angeles, CA
- Canary Health Inc., Los Angeles, CA
| | - Eran Mel
- Jesse Z. and Sara Lea Shaffer Institute for Endocrinology and Diabetes National Center for Childhood Diabetes, Petah Tikva, Israel
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20
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Campbell MS, Gray A, Wiebe DJ, Berg CA. Understanding the Roles of Romantic Partners and Parents in the Management of Type 1 Diabetes in Emerging Adults. Diabetes Spectr 2022; 35:66-75. [PMID: 35308157 PMCID: PMC8914585 DOI: 10.2337/ds21-0011] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
During the emerging adulthood of people with type 1 diabetes, long-term romantic partners may be involved in diabetes management in ways that supplant parental involvement. We examined the perspectives of involvement in diabetes management of the parents and romantic partners of 29 emerging adults with type 1 diabetes, using qualitative interviews and an online survey. When the individuals with diabetes were in long-term romantic relationships, their partners were heavily involved in managing diabetes and providing support; however, when the individuals with diabetes were in short-term relationships or not in a relationship, their parents were described as having the biggest positive impact on their diabetes management. Emerging adults described the involvement of their parents and romantic partners in both positive and negative ways. Romantic relationship status is an important but understudied variable in understanding social involvement and its effects on type 1 diabetes management during emerging adulthood.
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Affiliation(s)
| | - Avia Gray
- Department of Psychology, University of California, Merced, Merced, CA
| | - Deborah J. Wiebe
- Department of Psychology, University of California, Merced, Merced, CA
| | - Cynthia A. Berg
- Department of Psychology, University of Utah, Salt Lake City, UT
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21
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Changes in family involvement occasioned by FAMS mobile health intervention mediate changes in glycemic control over 12 months. J Behav Med 2022; 45:28-37. [PMID: 34386838 PMCID: PMC8821125 DOI: 10.1007/s10865-021-00250-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Accepted: 07/30/2021] [Indexed: 02/03/2023]
Abstract
Mobile phone-delivered interventions have proven effective in improving glycemic control (HbA1c) in the short term among adults with type 2 diabetes (T2D). Family systems theory suggests engaging family/friend in adults' diabetes self-care may enhance or sustain improvements. In secondary analysis from a randomized controlled trial (N = 506), we examined intervention effects on HbA1c via change in diabetes-specific helpful and harmful family/friend involvement. We compared a text messaging intervention that did not target family/friend involvement (REACH), REACH plus family-focused intervention components targeting helpful and harmful family/friend involvement (REACH + FAMS), and a control condition. Over 6 months, both intervention groups experienced improvement in HbA1c relative to control, but at 12 months neither did. However, REACH + FAMS showed an indirect effect on HbA1c via change in helpful family/friend involvement at both 6 and 12 months while REACH effects were not mediated by family/friend involvement. Consistent with family systems theory, improvements in HbA1c mediated by improved family/friend involvement were sustained.
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22
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Hangaard S, Laursen SH, Andersen JD, Kronborg T, Vestergaard P, Hejlesen O, Udsen FW. The Effectiveness of Telemedicine Solutions for the Management of Type 2 Diabetes: A Systematic Review, Meta-Analysis, and Meta-Regression. J Diabetes Sci Technol 2021; 17:794-825. [PMID: 34957864 DOI: 10.1177/19322968211064633] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Previous systematic reviews have aimed to clarify the effect of telemedicine on diabetes. However, such reviews often have a narrow focus, which calls for a more comprehensive systematic review within the field. Hence, the objective of the present systematic review, meta-analysis, and meta-regression is to evaluate the effectiveness of telemedicine solutions versus any comparator without the use of telemedicine on diabetes-related outcomes among adult patients with type 2 diabetes (T2D). METHODS This review was conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. We considered telemedicine randomized controlled trials (RCT) including adults (≥18 years) diagnosed with T2D. Change in glycated hemoglobin (HbA1c, %) was the primary outcome. PubMed, EMBASE, and the Cochrane Library Central Register of Controlled Trials (CENTRAL) were searched on October 14, 2020. An overall treatment effect was estimated using a meta-analysis performed on the pool of included studies based on the mean difference (MD). The revised Cochrane risk-of-bias tool was applied and the certainty of evidence was graded using the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) approach. RESULTS The final sample of papers included a total of 246, of which 168 had sufficient information to calculate the effect of HbA1c%. The results favored telemedicine, with an MD of -0.415% (95% confidence interval [CI] = -0.482% to -0.348%). The heterogeneity was great (I2 = 93.05%). A monitoring component gave rise to the higher effects of telemedicine. CONCLUSIONS In conclusion, telemedicine may serve as a valuable supplement to usual care for patients with T2D. The inclusion of a telemonitoring component seems to increase the effect of telemedicine.
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Affiliation(s)
- Stine Hangaard
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
| | - Sisse H Laursen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Department of Nursing, University College of Northern Denmark, Aalborg, Denmark
| | - Jonas D Andersen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Thomas Kronborg
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
- Steno Diabetes Center North Denmark, Aalborg, Denmark
| | - Peter Vestergaard
- Steno Diabetes Center North Denmark, Aalborg, Denmark
- Department of Endocrinology, Aalborg University Hospital, Aalborg, Denmark
- Department of Clinical Medicine, Aalborg University, Aalborg, Denmark
| | - Ole Hejlesen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Flemming W Udsen
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
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23
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Zhang H, Zhang Q, Luo D, Cai X, Li R, Zhang Y, Lu Y, Liu J, Gu J, Li M. The effect of family-based intervention for adults with diabetes on HbA1c and other health-related outcomes: Systematic review and meta-analysis. J Clin Nurs 2021; 31:1488-1501. [PMID: 34888968 DOI: 10.1111/jocn.16082] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/11/2021] [Accepted: 10/03/2021] [Indexed: 01/17/2023]
Abstract
AIMS AND OBJECTIVES To evaluate the effectiveness of family-based intervention for adults with diabetes on glycosylated haemoglobin and other health-related outcomes. BACKGROUND The impact of family-based intervention on adults with diabetes has been evaluated in various studies, but there is uncertainty about their effect on health-related outcomes for adults with diabetes. DESIGN A systematic review and meta-analysis of randomised controlled trials. METHODS A review was performed and reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) checklist. Six relevant databases were searched from inception to 5 March 2021. Heterogeneity between studies was quantified by using Higgins' I2 test. Sensibility and subgroup analyses were used to explore potential heterogeneity. RESULTS The review included 23 studies (3,114 participants). Family-based intervention had a significant effect on improving glycosylated haemoglobin levels, body mass index, blood pressure, fasting glucose, diabetes self-care, diabetes self-efficacy, diabetes distress and positive family support. Non-significant results were obtained for blood lipid, body weight, depression and negative family support. In particular, subgroup analyses indicated that family-based intervention in Asian regions was more effective in improving glycosylated haemoglobin levels than in other areas. CONCLUSION Family-based intervention may improve diabetes control, diabetes self-care, psychological well-being and positive family support in adults with diabetes and is especially effective in Asian regions. Given the limitations in current studies, further studies are recommended to combine family theory with family-based intervention, and to examine the effectiveness of such intervention for family members. RELEVANCE TO CLINICAL PRACTICE This review and meta-analysis provides evidence that family-based intervention can improve positive family support, which has a good effect on diabetes control and psychological well-being in adults with diabetes, and it is especially effective in Asian regions. Findings suggested that unreinforced participation by family members and integrating flexible strategies into family-based intervention may be equally effective.
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Affiliation(s)
- Huijing Zhang
- School of Nursing, Peking University, Beijing, China
| | - Qi Zhang
- School of Nursing, Peking University, Beijing, China
| | - Dan Luo
- School of Nursing, Nanjing University of Chinese Medicine, Nanjing, China
| | - Xue Cai
- Nursing Department, ZhongDa Hospital Southeast University, Nanjing, China
| | - Ruxue Li
- School of Nursing, Peking University, Beijing, China
| | - Yating Zhang
- School of Nursing, Peking University, Beijing, China
| | - Yanhui Lu
- School of Nursing, Peking University, Beijing, China
| | - Jiajia Liu
- School of Nursing, Peking University, Beijing, China
| | - Jiaxin Gu
- School of Nursing, Peking University, Beijing, China
| | - Mingzi Li
- School of Nursing, Peking University, Beijing, China
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24
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Mayberry LS, Greevy RA, Huang LC, Zhao S, Berg CA. Development of a Typology of Diabetes-Specific Family Functioning Among Adults With Type 2. Ann Behav Med 2021; 55:956-969. [PMID: 33761527 DOI: 10.1093/abm/kaab009] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Family members' responses to adults' diabetes and efforts to manage it vary widely. Multiple aspects of diabetes-specific family functioning have been identified as important for self-management and psychosocial well-being in theoretical (i.e., theories of social support and collaborative coping) and observational literature. PURPOSE Develop a typological framework of diabetes-specific family functioning and examine cross-sectional associations between type and diabetes outcomes. METHODS We used electronic health record (EHR) data to identify a cohort of 5,545 adults receiving outpatient care for type 2 diabetes and invited them to complete a survey assessing 10 dimensions of diabetes-specific family functioning. We used k-means cluster analysis to identify types. After type assignment, we used EHR data for the full cohort to generate sampling weights to correct for imbalance between participants and non-participants. We used weighted data to examine unadjusted associations between participant characteristics and type, and in regression models to examine associations between type and diabetes outcomes. Regression models were adjusted for sociodemographics, diabetes duration, and insulin status. RESULTS We identified and named four types: Collaborative and Helpful (33.8%), Satisfied with Low Involvement (22.2%), Want More Involvement (29.6%), and Critically Involved (14.5%; reflecting the highest levels of criticism and harmful involvement). Across these types, hemoglobin A1c, diabetes distress, depressive symptoms, diabetes medication adherence, and diabetes self-efficacy worsened. After covariate adjustment, type remained independently associated with each diabetes outcome (all p's < .05). CONCLUSIONS The typology extends theories of family support in diabetes and applications of the typology may lead to breakthroughs in intervention design, tailoring, and evaluation.
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Affiliation(s)
- Lindsay S Mayberry
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA.,Vanderbilt Center for Diabetes Translation Research, Nashville, TN, USA
| | - Robert A Greevy
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Li-Ching Huang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.,Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Shilin Zhao
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA.,Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Cynthia A Berg
- Department of Psychology, University of Utah, Salt Lake City, UT, USA
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25
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Smalls BL, Adegboyega A, Combs E, Rutledge M, Westgate PM, Azam MT, De La Barra F, Williams LB, Schoenberg NE. The mediating/moderating role of cultural context factors on self-care practices among those living with diabetes in rural Appalachia. BMC Public Health 2021; 21:1784. [PMID: 34600524 PMCID: PMC8487504 DOI: 10.1186/s12889-021-11777-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Accepted: 09/13/2021] [Indexed: 11/27/2022] Open
Abstract
Background The aim of this study was to examine whether cultural factors, such as religiosity and social support, mediate/moderate the relationship between personal/psychosocial factors and T2DM self-care in a rural Appalachian community. Methods Regression models were utilized to assess for mediation and moderation. Multilevel linear mixed effects models and GEE-type logistic regression models were fit for continuous (social support, self-care) and binary (religiosity) outcomes, respectively. Results The results indicated that cultural context factors (religiosity and social support) can mediate/moderate the relationship between psychosocial factors and T2DM self-care. Specifically, after adjusting for demographic variables, the findings suggested that social support may moderate the effect of depressive symptoms and stress on self-care. Religiosity may moderate the effect of distress on self-care, and empowerment was a predictor of self-care but was not mediated/moderated by the assessed cultural context factors. When considering health status, religiosity was a moderately significant predictor of self-care and may mediate the relationship between perceived health status and T2DM self-care. Conclusions This study represents the first known research to examine cultural assets and diabetes self-care practices among a community-based sample of Appalachian adults. We echo calls to increase the evidence on social support and religiosity and other contextual factors among this highly affected population. Trial registration US National Library of Science identifier NCT03474731. Registered March 23, 2018, www.clinicaltrials.gov.
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Affiliation(s)
- Brittany L Smalls
- Department of Family and Community Medicine, College of Medicine, University of Kentucky, 2195 Harrodsburg Road, Suite 125, Lexington, KY, 40504, USA. .,Center for Health Equity Transformation, College of Medicine, University of Kentucky, 372 Healthy Kentucky Building, Lexington, KY, 40536, USA.
| | - Adebola Adegboyega
- Department of Statistics, College of Arts and Science, University of Kentucky, 725 Rose Street, Multidisciplinary Science Building 0082, Room 303, Lexington, KY, 40536, USA
| | - Ellen Combs
- Department of Family and Community Medicine, College of Medicine, University of Kentucky, 2195 Harrodsburg Road, Suite 125, Lexington, KY, 40504, USA
| | - Matthew Rutledge
- Center for Health Equity Transformation, College of Medicine, University of Kentucky, 372 Healthy Kentucky Building, Lexington, KY, 40536, USA.,Department of Statistics, College of Arts and Science, University of Kentucky, 725 Rose Street, Multidisciplinary Science Building 0082, Room 303, Lexington, KY, 40536, USA
| | - Philip M Westgate
- Department of Biostatistics, College of Public Health, University of Kentucky, 725 Rose Street, MDS 205, Lexington, KY, 40536, USA
| | - Md Tofial Azam
- Department of Biostatistics, College of Public Health, University of Kentucky, 725 Rose Street, MDS 205, Lexington, KY, 40536, USA
| | - Felipe De La Barra
- University of Kentucky College of Medicine, William R. Willard Education Building, MN 150, Lexington, KY, 40536, USA
| | - Lovoria B Williams
- Center for Health Equity Transformation, College of Medicine, University of Kentucky, 372 Healthy Kentucky Building, Lexington, KY, 40536, USA.,College of Nursing, University of Kentucky, 751 Rose Street, 539 CON, Lexington, KY, 40536, USA
| | - Nancy E Schoenberg
- Center for Health Equity Transformation, College of Medicine, University of Kentucky, 372 Healthy Kentucky Building, Lexington, KY, 40536, USA.,Department of Behavioral Science, College of Medicine, University of Kentucky, Medical Center, MN 150, Lexington, KY, 40536, USA
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26
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Weiss MR, Allen ML, Landeo-Gutierrez JS, Lew JP, Aziz JK, Mintz SS, Lawlor CM, Becerra BJ, Preciado DA, Nino G. Defining the patterns of PAP adherence in pediatric obstructive sleep apnea: a clustering analysis using real-world data. J Clin Sleep Med 2021; 17:1005-1013. [PMID: 33538691 DOI: 10.5664/jcsm.9100] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
STUDY OBJECTIVES The implementation of positive airway pressure (PAP) therapy to treat obstructive sleep apnea in children is a complex process. PAP therapy data are highly heterogeneous in pediatrics, and the clinical management cannot be generalized. We hypothesize that pediatric PAP users can be subgrouped via clustering analysis to guide tailored interventions. METHODS PAP therapy data for 250 children with obstructive sleep apnea were retrospectively examined using unsupervised hierarchical cluster analysis based on (1) PAP tolerance (average hours on days used) and (2) consistency of PAP use (percentage of days used). Clinical features in each cluster were defined, and a tree decision analysis was generated for clinical implementation. RESULTS We were able to subclassify all 250 children (median age = 11.5 years) into five clusters: A (13.6%), B (29.6%), C (17.6%), D (16.4%), and E (22.8%). The clusters showed significant differences in PAP use patterns (Kruskal-Wallis P value < 1e-16). The most consistent PAP use patterns were seen in clusters A, B, and C. Major differences across clusters included the prevalence of obesity, PAP setting, developmental delay, and adenotonsillectomy. We also identified important differences in mask acceptance, OSA severity, and individual responses to PAP therapy based on objective apnea-hypopnea reductions in PAP downloads. CONCLUSIONS A simple method to subset PAP use patterns in children can be implemented by analyzing cloud-based PAP therapy data. This novel approach may contribute to optimization of PAP therapy in children of all ages based on real-world evidence at the individual level.
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Affiliation(s)
- Miriam R Weiss
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC
| | - Michelle L Allen
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC
| | - Jeremy S Landeo-Gutierrez
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC.,Department of Pediatrics, George Washington University, Washington, DC
| | - Jenny P Lew
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC.,Department of Pediatrics, George Washington University, Washington, DC
| | - Julia K Aziz
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC.,Department of Pediatrics, George Washington University, Washington, DC
| | - Sylvan S Mintz
- Department of Pediatrics, George Washington University, Washington, DC
| | - Claire M Lawlor
- Department of Pediatrics, George Washington University, Washington, DC.,Division of Pediatric Otorhinolaryngology, Children's National Hospital, George Washington University, Washington, DC
| | - Benjamin J Becerra
- Department of Information and Decision Sciences, California State University, San Bernardino, California
| | - Diego A Preciado
- Department of Pediatrics, George Washington University, Washington, DC.,Division of Pediatric Otorhinolaryngology, Children's National Hospital, George Washington University, Washington, DC
| | - Gustavo Nino
- Division of Pediatric Pulmonary and Sleep Medicine, Children's National Hospital, George Washington University, Washington, DC.,Department of Pediatrics, George Washington University, Washington, DC
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