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Estabrooks PA, Bolyard ML, Casucci T, Christensen JT, Gibson B, Golden CA, Hill JL, Horvath L, Lee S, Maxfield EM, McFarland MM, Merle JL, Michaud TL, Miller M, Pereira EL, Schlechter CR, Simonsen SE, Wetter DW, Locke AB. Identifying recruitment strategies to improve the reach of evidence-based health promotion, disease prevention, and disease self-management interventions: a scoping review. Front Public Health 2025; 13:1515042. [PMID: 40290508 PMCID: PMC12023269 DOI: 10.3389/fpubh.2025.1515042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 02/06/2025] [Indexed: 04/30/2025] Open
Abstract
Introduction Improving the reach of existing lifestyle interventions focused on health promotion, disease prevention, and self-management delivered in community or clinical settings has the potential to increase the public health impact of these interventions. However, little is known about the overall success of recruitment strategies or the specification of strategy components including the details of how, through which channel, and by whom the recruitment strategies are enacted. Methods We conducted a scoping review with guidance from the JBI Manual for Evidence Synthesis. For transparency and reproducibility, we adhered to the PRISMA-S and PRISMA-ScR guidelines for reporting literature searches and scoping reviews. Our eligibility criteria included studies that reported recruitment strategies to improve reach (enrollment number, participation rate, and representativeness of participants) of health promotion, disease prevention, and self-management lifestyle interventions for children or adults worldwide. Recruitment strategies for non-lifestyle interventions, such as pharmaceutical trials, were excluded. Databases included Medline (Ovid), Embase (embase.com), CINAHL Complete (Ebscohost), APA PsycINFO (Ebscohost), and Dissertation and Theses Global (ProQuest). Database search results were retrieved on March 2-3, 2023. Results From a total of 9,712 references, 98 studies were included. Eight studies compared recruitment strategies using a randomized controlled trial and 90 studies were evaluations/quasi-experiments that reported on reach. There was a wide variety of recruitment strategies used, with 32% of the studies utilizing more than one recruitment strategy. The average reach, operationalized as participation rate, of the primary strategy (n = 15 defined strategies) being tested ranged from 3 to 41%. Further, participation rates ranged across studies that focused on children (43%), adults (25%), and older adults (16%). Most included studies did not report (1) strategy timing and dose, (2) theoretical basis, or (3) potential mechanisms of improved reach. Finally, differences in how the denominator was operationalized reduced confidence in comparing across strategies. Discussion More clarity is needed when reporting on specific recruitment strategies used to improve the reach of lifestyle interventions. Suggestions include guidance on how to consistently define a denominator of eligible participants exposed to recruitment strategies. Furthermore, the use of theoretical approaches and testing of potential mechanisms of effect are needed in future studies to advance the science of improving lifestyle intervention reach. Systematic review registration The unique identifier for our scoping review is 3g68b it can be found at this url: https://doi.org/10.17605/OSF.IO/3G68B.
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Affiliation(s)
- Paul A. Estabrooks
- Department of Family and Community Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Mickey L. Bolyard
- Department of Family and Community Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Tallie Casucci
- J. Willard Marriott Library, University of Utah, Salt Lake City, UT, United States
| | - Josh T. Christensen
- Faculty of Science, Brigham Young University – Hawaii, Laie, HI, United States
| | - Bryan Gibson
- Department of Biomedical Informatics, School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Caitlin A. Golden
- Department of Population Health Sciences, School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Jennie L. Hill
- Department of Population Health Sciences, School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Linnea Horvath
- Department of Family and Community Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Shinduk Lee
- College of Nursing, University of Utah, Salt Lake City, UT, United States
| | - Ellen M. Maxfield
- Osher Center for Integrative Health, University of Utah Health, Salt Lake City, UT, United States
| | - Mary M. McFarland
- Spencer S. Eccles Health Sciences Library, University of Utah, Salt Lake City, UT, United States
| | - James L. Merle
- Department of Population Health Sciences, School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Tzeyu L. Michaud
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, United States
| | - Megan Miller
- Department of Family and Community Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
| | - Emiliane L. Pereira
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, United States
| | - Chelsey R. Schlechter
- Department of Population Health Sciences and Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, United States
| | - Sara E. Simonsen
- College of Nursing, University of Utah, Salt Lake City, UT, United States
| | - David W. Wetter
- Department of Population Health Sciences and Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, United States
| | - Amy B. Locke
- Department of Family and Community Medicine, Spencer Fox Eccles School of Medicine, University of Utah, Salt Lake City, UT, United States
- Osher Center for Integrative Health, University of Utah Health, Salt Lake City, UT, United States
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Joiner KL, Adams M, Minehan EB, O'Brien MJ. Perceptions and Experiences of Developing Prediabetes Awareness and Participating in the National Diabetes Prevention Program Among Hispanic US Adults: Qualitative Study. JMIR Form Res 2025; 9:e66964. [PMID: 39945459 PMCID: PMC11835594 DOI: 10.2196/66964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2024] [Revised: 12/26/2024] [Accepted: 12/27/2024] [Indexed: 02/21/2025] Open
Abstract
Background Prediabetes conveys an increased risk for subsequently developing type 2 diabetes (T2D). The National Diabetes Prevention Program (DPP) is a widely available intensive behavioral intervention that decreases the risk of developing T2D in adults with prediabetes. Data are needed to inform approaches to increase prediabetes awareness and National DPP participation. Few studies have explored perceptions and experiences of prediabetes diagnosis and National DPP participation, and none have focused on Hispanic adults and participation in the National DPP as implemented by a community-based organization. Objective This study aims to explore perceptions and experiences of developing prediabetes awareness and participating in the National DPP among Hispanic US adults. Methods The sample was recruited from participants in the National DPP as implemented in Spanish by a community-based organization in the upper Midwest. Semistructured interviews were conducted by telephone in April and May 2021. A qualitative descriptive approach was used. Data from the interviews were reviewed, coded, and integrated into themes to reflect the narratives elicited in the interviews. Results A total of 16 interviews were conducted. The mean age of the participants was 46 (SD 6, range 34-55) years. Most (n=15) identified as female. The majority (n=15) reported having been born in Mexico. More than two-thirds (n=11) had a level of educational attainment of high school completion or less. Nearly half (n=7) reported not having health insurance. Qualitative description resulted in the emergence of four main themes: (1) processing the news of having prediabetes, (2) deciding on treatment for T2D primary prevention, (3) valuing language and cultural congruence in the National DPP, and (4) appreciating action-oriented knowledge gained during National DPP participation. Participants described the emotional impact of becoming aware of having prediabetes. National DPP lifestyle coaches' outreach and recruitment efforts on a local radio program and a Facebook Live (Meta Platforms) broadcast helped raise awareness of prediabetes and influence attitudes toward participation in the National DPP. Values and cultural beliefs appeared to contribute to perceptions and experiences of participating in the National DPP. Participants were inclined to share information about the National DPP with others in their community. Conclusions This study presents some of the first evidence exploring perceptions and experiences of developing prediabetes awareness and participating in the National DPP among Hispanic US adults. The findings can inform approaches to increase prediabetes awareness and National DPP participation among Hispanic US adults.
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Affiliation(s)
- Kevin L Joiner
- School of Nursing, University of Michigan, 400 N Ingalls St, Ann Arbor, MI, 48109, United States, 1 734-647-0127
| | - Mackenzie Adams
- School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Edith Beltrán Minehan
- School of Academic Advancement, Madison Area Technical College, Madison, WI, United States
| | - Matthew J O'Brien
- Institute of Public Health and Medicine, Feinberg School of Medicine, Northwestern University, Evanston, IL, United States
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Xiong W, Zeng ZH, Xu Y, Li H, Lin H. Circulating glycated albumin levels and gestational diabetes mellitus. World J Diabetes 2024; 15:1802-1810. [PMID: 39192850 PMCID: PMC11346094 DOI: 10.4239/wjd.v15.i8.1802] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 05/27/2024] [Accepted: 06/24/2024] [Indexed: 07/25/2024] Open
Abstract
BACKGROUND Gestational diabetes mellitus (GDM) is characterized by glucose intolerance that is first diagnosed during pregnancy, making it the most common complication associated with this period. Early detection and targeted treatment of GDM can minimize foetal exposure to maternal hyperglycaemia and subsequently reduce the associated adverse pregnancy outcomes. Previous studies have inconsistently suggested that the level of glycated albumin (GA) might predict GDM. AIM To review and synthesize existing evidence to evaluate the relationship between GA levels and the development of GDM. METHODS We sought to compare GA levels between GDM and control groups in this meta-analysis by systematically searching the Web of Science, PubMed, Cochrane Library, and Embase databases for articles published up to June 2023. The analysis utilized the weighted mean difference (WMD) as the primary metric. The data were meticulously extracted, and the quality of the included studies was assessed. Additionally, we conducted a subgroup analysis based on study region and sample size. We assessed heterogeneity using I 2 statistics and evaluated publication bias through funnel plots. Additionally, trim-and-fill analysis was employed to detect and address any potential publication bias. RESULTS The meta-analysis included a total of 11 studies involving 5477 participants, comprising 1900 patients with GDM and 3577 control individuals. The synthesized results revealed a notable correlation between elevated GA levels and increased susceptibility to GDM. The calculated WMD was 0.42, with a 95% confidence interval (95%CI) ranging from 0.11 to 0.74, yielding a P value less than 0.001. Concerning specific GA levels, the mean GA level in the GDM group was 12.6, while for the control group, it was lower, at 11.6. This discrepancy underscores the potential of GA as a biomarker for assessing GDM risk. Moreover, we explored the levels of glycated haemoglobin (HbA1c) in both cohorts. The WMD for HbA1c was 0.19, with a 95%CI ranging from 0.15 to 0.22 and a P value less than 0.001. This observation suggested that both GA and HbA1c levels were elevated in individuals in the GDM group compared to those in the control group. CONCLUSION Our meta-analysis revealed a substantial correlation between elevated GA levels and increased GDM risk. Furthermore, our findings revealed elevated levels of HbA1c in GDM patients, emphasizing the significance of monitoring both GA and HbA1c levels for early GDM detection and effective management.
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Affiliation(s)
- Wei Xiong
- Department of Medical, Hunan Traditional Chinese Medical College, Zhuzhou 412012, Hunan Province, China
| | - Zhao-Hui Zeng
- Department of Medical, Hunan Traditional Chinese Medical College, Zhuzhou 412012, Hunan Province, China
| | - Yuan Xu
- Department of Outpatient, Zhuzhou Second Hospital, Zhuzhou 412012, Hunan Province, China
| | - Hui Li
- Department of Medical, Hunan Traditional Chinese Medical College, Zhuzhou 412012, Hunan Province, China
| | - Hui Lin
- Department of Medical, Hunan Traditional Chinese Medical College, Zhuzhou 412012, Hunan Province, China
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Grudziąż-Sękowska J, Sękowski K, Pinkas J, Jankowski M. Preferred sources of information on diabetes prevention programmes: a population-based cross-sectional study in Poland. BMJ Open 2024; 14:e083362. [PMID: 38760035 PMCID: PMC11103186 DOI: 10.1136/bmjopen-2023-083362] [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: 12/19/2023] [Accepted: 05/09/2024] [Indexed: 05/19/2024] Open
Abstract
OBJECTIVE This study aimed to analyse preferred sources of information on diabetes prevention programmes and to identify sociodemographic determinants influencing these preferences among adults in Poland. DESIGN A cross-sectional survey was carried out between 15 and 18 September 2023 using a computer-assisted web interview. A self-prepared questionnaire included 10 questions on sources of information on type 2 diabetes prevention. PARTICIPANTS Data were obtained from 1046 adults (18-82 years); 53.4% were females. RESULTS Most respondents preferred email communication (46.4%), followed by a doctor or nurse (33.5%), and a letter or leaflet directly delivered to the mailbox (25.8%) for type 2 diabetes mellitus (DM2) prevention information. Younger respondents were more likely to indicate mass media (OR=1.81, 95% CI=1.12 to 2.95, p=0.01) and digital media (OR=1.65, 95% CI=1.02 to 2.67, p=0.04) as a source of information on DM2 prevention. Those who had higher education (OR=1.51, 95% CI=1.16 to 1.96, p=0.002), as well as those with chronic diseases (OR=1.50, 95% CI=1.14 to 1.97, p=0.004), were more likely to indicate digital media. Out of 10 different variables analysed in this study, passive occupational status (OR=1.43, 95% CI=1.04 to 1.96, p=0.03) as well as having chronic diseases (OR=1.51, 95% CI=1.16 to 1.96, p=0.002) were associated with higher odds of indicating healthcare workers as a preferred source of information. Marital status, having children, place of residence, household characteristics and financial status do not significantly decide communication preferences. CONCLUSION Communication on DM2 prevention should be adjusted to public preferences and expectations. Tailoring interventions to different demographic groups can enhance outreach and engagement. Email emerged as a popular choice, suggesting the potential of digital communication in preventive health programmes.
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Affiliation(s)
| | - Kuba Sękowski
- School of Public Health, Centrum Medyczne Ksztalcenia Podyplomowego, Warsaw, Poland
| | - Jarosław Pinkas
- School of Public Health, Centrum Medyczne Ksztalcenia Podyplomowego, Warsaw, Poland
| | - Mateusz Jankowski
- School of Public Health, Centrum Medyczne Ksztalcenia Podyplomowego, Warsaw, Poland
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Manninen S, Tilles-Tirkkonen T, Aittola K, Männikkö R, Karhunen L, Kolehmainen M, Schwab U, Lindström J, Lakka T, Pihlajamäki J. Associations of Lifestyle Patterns with Glucose and Lipid Metabolism in Finnish Adults at Increased Risk of Type 2 Diabetes. Mol Nutr Food Res 2024; 68:e2300338. [PMID: 38308150 DOI: 10.1002/mnfr.202300338] [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: 05/24/2023] [Revised: 10/18/2023] [Indexed: 02/04/2024]
Abstract
SCOPE Various lifestyle and sociodemographic factors have been associated with risk factors for type 2 diabetes (T2D). However, their combined associations with T2D risk factors have been studied much less. MATERIALS AND RESULTS This study investigates cross-sectional associations of lifestyle patterns with T2D risk factors among 2925 adults at increased risk participating in the Stop Diabetes study. Lifestyle patterns are determined using principal component analysis (PCA) with several lifestyle and sociodemographic factors. The associations of lifestyle patterns with measures of glucose and lipid metabolism and serum metabolites analyzed by nuclear magnetic resonance (NMR) spectroscopy are studied using linear regression analysis. "Healthy eating" pattern is associated with better glucose and insulin metabolism, more favorable lipoprotein and fatty acid profiles and lower serum concentrations of metabolites related to inflammation, insulin resistance, and T2D. "High socioeconomic status and low physical activity" pattern is associated with increased serum concentrations of branched-chain amino acids, as are "Meat and poultry" and "Sleeping hours" patterns. "Snacks" pattern is associated with lower serum concentrations of ketone bodies. CONCLUSIONS Our results show, in large scale primary care setting, that healthy eating is associated with better glucose and lipid metabolism and reveal novel associations of lifestyle patterns with metabolites related to glucose metabolism.
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Affiliation(s)
- Suvi Manninen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Tanja Tilles-Tirkkonen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Kirsikka Aittola
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Reija Männikkö
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Leila Karhunen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Marjukka Kolehmainen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
| | - Ursula Schwab
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
- Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital, Kuopio, KYS, 70029, Finland
| | - Jaana Lindström
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, 00271, Finland
| | - Timo Lakka
- Institute of Biomedicine, School of Medicine, University of Eastern Finland, Kuopio, 70211, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, KYS, 70029, Finland
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, 70100, Finland
| | - Jussi Pihlajamäki
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, 70211, Finland
- Department of Medicine, Endocrinology and Clinical Nutrition, Kuopio University Hospital, Kuopio, KYS, 70029, Finland
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Grudziąż-Sękowska J, Sękowski K, Pinkas J, Jankowski M. Public Expectations and Needs Related to Type 2 Diabetes Prevention: A Population-Based Cross-Sectional Study in Poland. Int J Public Health 2024; 69:1606790. [PMID: 38322305 PMCID: PMC10844515 DOI: 10.3389/ijph.2024.1606790] [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: 10/31/2023] [Accepted: 01/11/2024] [Indexed: 02/08/2024] Open
Abstract
Objective: This study aimed to understand the public's expectations regarding type 2 diabetes prevention and to identify factors associated with willingness to participate in preventive activities among adults in Poland. Methods: A cross-sectional survey was carried out using a computer-assisted web interview (CAWI) on a representative sample of 1,046 adults in Poland. A non-probability quota sampling method was used. A study tool was a self-prepared questionnaire. Results: Most respondents (77.3%) declared willingness to participate in preventive activities. Consultation with a diabetologist (75.1%) or family doctor consultation (74.9%) were the most often selected. Lifestyle interventions in the form of dietary and culinary workshops (58.1%) were the least chosen. Having higher education (OR = 3.83, 1.64-8.94, p = 0.002), chronic diseases (OR = 1.36, 1.01-1.85, p = 0.04), and a history of diabetes in the family (OR = 1.67, 1.21-2.30, p = 0.002) were significantly associated with a higher interest in type 2 diabetes prevention. Conclusion: The adults in Poland are keen on participating in diabetes prevention programs, mostly those based on medical counselling rather than lifestyle-oriented interventions. Educational level was the most important factor associated with willingness to participate in type 2 diabetes prevention.
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Challenges to Recruiting Men on Active Surveillance for Prostate Cancer in Clinical Chemoprevention Trials. Cancers (Basel) 2023; 15:cancers15041257. [PMID: 36831597 PMCID: PMC9954186 DOI: 10.3390/cancers15041257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 01/26/2023] [Accepted: 02/14/2023] [Indexed: 02/18/2023] Open
Abstract
Clinical trials play a critical role in evidence-based medicine, when rigorous scientific methodology is utilized to discover and test the effectiveness and safety of new drugs to prevent or cure diseases, including cancer. Participation in clinical trials thus becomes key to successful completion of these trials. Although it is estimated that >70% of Americans are inclined to participate in clinical trials, less than 5% of adult cancer patients participate in clinical trials. There is thus a large gap between those inclined to participate in clinical trials and actual participation in clinical trials. As with trials targeting men with prostate cancer (PCa) on active surveillance (AS), where the target population is mostly over 50 years of age, others have observed several challenges with recruitment and accrual in clinical trials. The participation rate is currently unavailable for men on primary and secondary chemoprevention trials. Additionally, with unanticipated environmental factors such as a pandemic or other natural emergencies that may severely impact the economy, personal property, travel and person-to person contact for study-related procedures, there is a need to continuously identify these challenges and determine solutions to recruitment barriers in chemoprevention trials to ensure timely completion of early phase trials. Recent studies regarding the impact of the pandemic on clinical trial recruitment have shown that cancer prevention trials were relatively more negatively impacted compared to cancer treatment trials. The goal of this manuscript is to review our experience in continuously evaluating the protocol and patient level challenges to recruiting subjects on AS for PCa in this cancer chemoprevention trial conducted at the Comprehensive Cancer Center (CCC) and report the contemporary strategies that we are utilizing to continue to recruit subjects in this trial. We provide data from our current trial as an example while discussing future strategies to improve overall clinical trial recruitment. These strategies can inform future design of contemporary cancer chemoprevention trials and, additionally, better select, focus and invest in strategies that are the most productive and efficient for recruiting target populations.
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Lakka TA, Aittola K, Järvelä-Reijonen E, Tilles-Tirkkonen T, Männikkö R, Lintu N, Karhunen L, Kolehmainen M, Harjumaa M, Mattila E, Järvenpää R, Ermes M, Mikkonen S, Martikainen J, Poutanen K, Schwab U, Absetz P, Lindström J, Pihlajamäki J. Real-world effectiveness of digital and group-based lifestyle interventions as compared with usual care to reduce type 2 diabetes risk - A stop diabetes pragmatic randomised trial. THE LANCET REGIONAL HEALTH. EUROPE 2023; 24:100527. [PMID: 36620354 PMCID: PMC9810821 DOI: 10.1016/j.lanepe.2022.100527] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Background No real-world randomised controlled trials (RCTs) have explored the effectiveness of lifestyle interventions based on multiple behaviour change theories and using combined digital and group-based face-to-face delivery to improve risk factors for type 2 diabetes (T2D). Methods We conducted a one-year, multi-centre, unblinded, pragmatic RCT in primary healthcare using the habit formation, self-determination, and self-regulation theories among 2907 adults aged 18-74 years at increased T2D risk randomised into a digital lifestyle intervention group (DIGI, n = 967), a combined digital and group-based lifestyle intervention group (DIGI+GROUP, n = 971), and a control group receiving usual care (CONTROL, n = 969). We collected data on primary outcomes (diet quality by Healthy Diet Index [HDI], physical activity, body weight, fasting plasma glucose, 2-hour plasma glucose) and secondary outcomes (sedentary time, waist circumference, fasting plasma insulin) using digital questionnaires, clinical examinations, fasting blood tests, and 2-hour oral glucose tolerance tests. Main statistical analyses were performed using linear mixed-effects models adjusted for age, sex, and province. This RCT was registered with ClinicalTrials.gov, NCT03156478. Findings The 2907 participants assigned were recruited between March 1st, 2017, and February 28th, 2018. Diet quality improved more (3·2 vs. 1·4 HDI points, p<0·001 for difference between groups, p'<0·001 for group*time interaction) and waist circumference tended to decrease more (-1·8 vs. -1·3 cm, p = 0·028, p' = 0·068) in DIGI+GROUP than in CONTROL. Fasting insulin tended to increase in CONTROL but not in DIGI (1·0 vs. 0·0 mU/L, p = 0·033, p' = 0·054) or in DIGI+GROUP (1·0 vs. 0·5 mU/L, p = 0·042, p' = 0·054). Good adherence to DIGI and DIGI+GROUP (≥median of 501 habits/year in DIGI, ≥5 of all 6 sessions in GROUP) was associated with improved diet quality and good adherence to DIGI with increased physical activity and decreased sedentary time. Interpretation A lifestyle intervention based on multiple behaviour change theories and combined digital and group-based face-to-face delivery improves diet quality and tends to decrease abdominal adiposity and prevent an increase in insulin resistance. Good adherence improves the results of the interventions. Funding Strategic Research Council at Academy of Finland, Academy of Finland, Novo Nordisk Foundation, and Finnish Diabetes Research foundation.
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Affiliation(s)
- Timo A. Lakka
- Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Finland,Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland,Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Kirsikka Aittola
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Elina Järvelä-Reijonen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Tanja Tilles-Tirkkonen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Reija Männikkö
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Niina Lintu
- Institute of Biomedicine, University of Eastern Finland, Kuopio Campus, Finland
| | - Leila Karhunen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Marjukka Kolehmainen
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland
| | - Marja Harjumaa
- VTT Technical Research Centre of Finland Ltd., Espoo, Finland
| | - Elina Mattila
- VTT Technical Research Centre of Finland Ltd., Espoo, Finland
| | - Riia Järvenpää
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Miikka Ermes
- VTT Technical Research Centre of Finland Ltd., Espoo, Finland
| | - Santtu Mikkonen
- Department of Applied Physics, University of Eastern Finland, Kuopio Campus, Finland,Department of Environmental and Biological Sciences, University of Eastern Finland, Kuopio Campus, Finland
| | - Janne Martikainen
- School of Pharmacy, University of Eastern Finland, Kuopio Campus, Finland
| | - Kaisa Poutanen
- VTT Technical Research Centre of Finland Ltd., Espoo, Finland
| | - Ursula Schwab
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland,Endocrinology and Clinical Nutrition, Department of Medicine, Kuopio University Hospital, Kuopio Finland
| | - Pilvikki Absetz
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland,Health Sciences Unit, Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Jaana Lindström
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Jussi Pihlajamäki
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio Campus, Finland,Endocrinology and Clinical Nutrition, Department of Medicine, Kuopio University Hospital, Kuopio Finland,Corresponding author at: Dean of the Faculty of Health Sciences, Professor in Clinical Nutrition, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, 70210 Kuopio, Finland
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Lavikainen P, Mattila E, Absetz P, Harjumaa M, Lindström J, Järvelä-Reijonen E, Aittola K, Männikkö R, Tilles-Tirkkonen T, Lintu N, Lakka T, van Gils M, Pihlajamäki J, Martikainen J. Digitally Supported Lifestyle Intervention to Prevent Type 2 Diabetes Through Healthy Habits: Secondary Analysis of Long-Term User Engagement Trajectories in a Randomized Controlled Trial. J Med Internet Res 2022; 24:e31530. [PMID: 35200147 PMCID: PMC8914749 DOI: 10.2196/31530] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 11/03/2021] [Accepted: 12/03/2021] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Digital health interventions may offer a scalable way to prevent type 2 diabetes (T2D) with minimal burden on health care systems by providing early support for healthy behaviors among adults at increased risk for T2D. However, ensuring continued engagement with digital solutions is a challenge impacting the expected effectiveness. OBJECTIVE We aimed to investigate the longitudinal usage patterns of a digital healthy habit formation intervention, BitHabit, and the associations with changes in T2D risk factors. METHODS This is a secondary analysis of the StopDia (Stop Diabetes) study, an unblinded parallel 1-year randomized controlled trial evaluating the effectiveness of the BitHabit app alone or together with face-to-face group coaching in comparison with routine care in Finland in 2017-2019 among community-dwelling adults (aged 18 to 74 years) at an increased risk of T2D. We used longitudinal data on usage from 1926 participants randomized to the digital intervention arms. Latent class growth models were applied to identify user engagement trajectories with the app during the study. Predictors for trajectory membership were examined with multinomial logistic regression models. Analysis of covariance was used to investigate the association between trajectories and 12-month changes in T2D risk factors. RESULTS More than half (1022/1926, 53.1%) of the participants continued to use the app throughout the 12-month intervention. The following 4 user engagement trajectories were identified: terminated usage (904/1926, 46.9%), weekly usage (731/1926, 38.0%), twice weekly usage (208/1926, 10.8%), and daily usage (83/1926, 4.3%). Active app use during the first month, higher net promoter score after the first 1 to 2 months of use, older age, and better quality of diet at baseline increased the odds of belonging to the continued usage trajectories. Compared with other trajectories, daily usage was associated with a higher increase in diet quality and a more pronounced decrease in BMI and waist circumference at 12 months. CONCLUSIONS Distinct long-term usage trajectories of the BitHabit app were identified, and individual predictors for belonging to different trajectory groups were found. These findings highlight the need for being able to identify individuals likely to disengage from interventions early on, and could be used to inform the development of future adaptive interventions. TRIAL REGISTRATION ClinicalTrials.gov NCT03156478; https://clinicaltrials.gov/ct2/show/NCT03156478. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1186/s12889-019-6574-y.
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Affiliation(s)
- Piia Lavikainen
- School of Pharmacy, University of Eastern Finland, Kuopio, Finland
| | - Elina Mattila
- VTT Technical Research Centre of Finland Ltd, Espoo, Finland
| | - Pilvikki Absetz
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Marja Harjumaa
- VTT Technical Research Centre of Finland Ltd, Espoo, Finland
| | - Jaana Lindström
- Department of Public Health and Welfare, Finnish Institute for Health and Welfare, Helsinki, Finland
| | - Elina Järvelä-Reijonen
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Kirsikka Aittola
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Reija Männikkö
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Endocrinology and Clinical Nutrition, Department of Medicine, Kuopio University Hospital, Kuopio, Finland
| | - Tanja Tilles-Tirkkonen
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Niina Lintu
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Timo Lakka
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
- Department of Clinical Physiology and Nuclear Medicine, Kuopio University Hospital, Kuopio, Finland
- Foundation for Research in Health Exercise and Nutrition, Kuopio Research Institute of Exercise Medicine, Kuopio, Finland
| | - Mark van Gils
- VTT Technical Research Centre of Finland Ltd, Espoo, Finland
| | - Jussi Pihlajamäki
- School of Medicine, Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
- Endocrinology and Clinical Nutrition, Department of Medicine, Kuopio University Hospital, Kuopio, Finland
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