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Yeary KHK, Johnson D, Harris N, Yu H, Saad-Harfouche FG, Dauphin C, DiCarlo E, Flores T, Yao S, Varady K, Tang L. An Intermittent Fasting Intervention for Black Adults Can Be Feasibly Implemented in Black Churches: A Cluster Randomized Controlled Pilot Study. J Acad Nutr Diet 2025; 125:172-187.e2. [PMID: 38986868 PMCID: PMC11707046 DOI: 10.1016/j.jand.2024.07.003] [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: 08/28/2023] [Revised: 06/28/2024] [Accepted: 07/03/2024] [Indexed: 07/12/2024]
Abstract
BACKGROUND Intensive lifestyle interventions, including modest reductions in daily caloric intake (ie, continuous calorie energy reduction [CER]), are recommended by US national professional health organizations (eg, American Heart Association). However, they are less effective in Black communities. A burgeoning literature has reported the promise of intermittent fasting (IF) as an alternative strategy for weight loss. However, IF studies have been conducted with White participants predominately and provided participant resources not readily available in real-world situations. OBJECTIVE Weight-loss and weight-related outcomes of a scalable (ie, able to be widely disseminated and implemented) IF intervention developed with and for Black adults were compared with a CER intervention for the purpose of determining IF's feasibility (ie, initial effectiveness, adherence, and acceptance) in a Black community. DESIGN A cluster randomized controlled pilot study was conducted. PARTICIPANTS/SETTING A total of 42 Black adults with a body mass index (calculated as kg / m2) ≥25 were recruited from 5 Black churches (3 IF and 2 CER) in Western New York State from September 2021 to May 2022. Participants were free of medical conditions that might have contraindicated participation in a weight-reduction program and other factors that might affect weight loss. INTERVENTIONS Community health workers delivered the 6-month, 16-session, faith-based IF and CER interventions. MAIN OUTCOME MEASURES The primary outcome was feasibility, consisting of initial effectiveness on body weight (ie, percent body weight lost from baseline to 6-month follow-up), adherence, and acceptability. STATISTICAL ANALYSES PERFORMED Descriptive statistics and linear mixed models accounting for within-church clustering were used. A baseline covariate corresponding to the outcome variable was included in the model. Intent-to-treat analysis was used. RESULTS There was statistically significant weight loss within both arms (IF: -3.5 kg; 95% CI -6 to -0.9 kg, CER: -2.9 kg; 95% CI -5.1 to -0.8 kg) from baseline to 6-month follow-up. Compared with CER, IF led to significantly lower daily energy intake (414.2 kcal; 95% CI 55.2 to 773.2 kcal) and fat intake (16.1 g; 95% CI 2.4 to 29.8 g). IF may result in lower fruit and vegetable intake (-103.2 g; 95% CI -200.9 to -5.5 g) and fiber intake -5.4 g; 95% CI -8.7 to -2 g) compared with CER. Participants in the IF arm completed a mean (SE) of 3.8 (1.4) more self-monitoring booklets compared with those in the CER arm (P = .02). Participants reported high levels of satisfaction with the program. CONCLUSIONS An IF intervention developed with and for Black adults can be feasibly implemented in Black churches. Larger studies need to be conducted to ascertain the extent IF can serve as a viable weight-loss alternative to CER interventions in Black communities.
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Affiliation(s)
| | - Detric Johnson
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | | | - Han Yu
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | | | - Cassy Dauphin
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | | | - Tessa Flores
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | - Song Yao
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
| | | | - Li Tang
- Roswell Park Comprehensive Cancer Center, Buffalo, New York
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Pagoto SL, Goetz JM, Xu R, Wang ML, Palmer L, Lemon SC. Randomized non-inferiority trial comparing an asynchronous remotely-delivered versus clinic-delivered lifestyle intervention. Int J Obes (Lond) 2025; 49:76-83. [PMID: 39191926 DOI: 10.1038/s41366-024-01617-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Revised: 07/30/2024] [Accepted: 08/09/2024] [Indexed: 08/29/2024]
Abstract
OBJECTIVE Lifestyle interventions are effective, but those delivered via in-person group meetings have poor scalability and reach. Research is needed to establish if remotely delivered lifestyle interventions are non-inferior to in-person delivered lifestyle interventions. METHODS We conducted a randomized non-inferiority trial (N = 329) to compare a lifestyle intervention delivered remotely and asynchronously via an online social network (Get Social condition) to one delivered via in-person groups (Traditional condition). We hypothesized that the Get Social condition would result in a mean percent weight loss at 12 months that was not inferior to the Traditional condition. Additional outcomes included intervention delivery costs per pound lost and acceptability (e.g., convenience, support, modality preferences). RESULTS At 12 months, no significant difference in percent weight change was observed between the Get Social and Traditional conditions (2.7% vs. 3.7%, p = 0.17) however, criteria for non-inferiority were not met. The Get Social condition costs $21.45 per pound lost versus $26.24 for the Traditional condition. A greater percentage of Get Social condition participants rated participation as convenient (65% vs 44%; p = 0.001). CONCLUSIONS Results revealed a remotely-delivered asynchronous lifestyle intervention resulted in slightly less weight loss than an in-person version but may be more economical and convenient. TRIAL REGISTRATION ClinicalTrials.gov NCT02646618; https://clinicaltrials.gov/ct2/show/NCT02646618 .
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Affiliation(s)
- Sherry L Pagoto
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA.
| | - Jared M Goetz
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA
| | - Ran Xu
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA
| | - Monica L Wang
- Boston University School of Public Health, Boston, MA, USA
| | - Lindsay Palmer
- University of Massachusetts Chan Medical School, Department of Population and Quantitative Health Sciences, Worcester, MA, USA
| | - Stephenie C Lemon
- University of Massachusetts Chan Medical School, Department of Population and Quantitative Health Sciences, Worcester, MA, USA
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Rittenhouse BE, Alolayan S, Eguale T, Segal AR, Doucette J. Metformin in the Diabetes Prevention Program 3-year trial: The cost-effectiveness that never was. Diabetes Obes Metab 2024; 26:5097-5106. [PMID: 39143657 DOI: 10.1111/dom.15851] [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: 05/15/2024] [Revised: 07/08/2024] [Accepted: 07/17/2024] [Indexed: 08/16/2024]
Abstract
AIM To highlight oversimplified quality-adjusted life year (QALY) calculations and incremental cost-effectiveness ratios (ICERs) regarding lifestyle metformin and placebo as flaws in the trial-based (Diabetes Prevention Program) cost-effectiveness analysis. MATERIALS AND METHODS We revised the QALY calculations to conform to convention and calculated appropriate ICERs using both original and revised QALYs results. We used several additional health economics tools to present results, showing the consistency of each method and the added value of each. We presented net monetary benefits, assessed decision uncertainty and calculated net losses. We also used graphics, making correct interpretation clearer and allowing illustration and calculation of technical and economic inefficiencies of treatments that were not cost-effective. RESULTS ICERs with either QALY calculation indicated that metformin was technically and economically inefficient and not cost-effective. There was virtually no decision uncertainty. All methods employed pointed to an identical conclusion. CONCLUSIONS In contrast to original claims, although lifestyle was cost-effective in diabetes prevention, metformin was not, and acting otherwise imposes significant monetary and health costs. Various available tools of economic evaluation would probably have prevented the original misinterpretation by the authors had they been used. The varied tools implemented here illustrate with a common example their consistency and value to the field, showing how to depict the results in various ways.
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Affiliation(s)
- Brian E Rittenhouse
- Massachusetts College of Pharmacy and Health Sciences, Boston, Massachusetts, USA
| | - Sultan Alolayan
- College of Pharmacy, Taibah University, Madinah, Saudi Arabia
| | - Tewodros Eguale
- Massachusetts College of Pharmacy and Health Sciences, Boston, Massachusetts, USA
- Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Alissa R Segal
- Massachusetts College of Pharmacy and Health Sciences, Boston, Massachusetts, USA
- Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Joanne Doucette
- Massachusetts College of Pharmacy and Health Sciences, Boston, Massachusetts, USA
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Park S, Ballreich J, Ward T, Shi L. Cost-effectiveness analysis of a digital diabetes-prevention programme versus an in-person diabetes-prevention programme in people with prediabetes in the United States. Diabetes Obes Metab 2024; 26:4522-4534. [PMID: 39056211 DOI: 10.1111/dom.15807] [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: 03/19/2024] [Revised: 07/02/2024] [Accepted: 07/02/2024] [Indexed: 07/28/2024]
Abstract
AIM To assess the cost-effectiveness of a digital diabetes prevention programme (d-DPP) compared with a diabetes prevention programme (DPP) for preventing type 2 diabetes (T2D) in individuals with prediabetes in the United States. METHODS A Markov cohort model was constructed, simulating a 10-year period starting at the age of 45 years, with a societal and healthcare sector perspective. The effectiveness of the d-DPP intervention was evaluated using a meta-analysis, with that of the DPP as the comparator. The initial cycle represented the treatment period, and transition probabilities for the post-treatment period were derived from a long-term lifestyle intervention meta-analysis. The onset of T2D complications was estimated using microsimulation. Quality-adjusted life years (QALYs) were calculated based on health utility measured by short form (SF)-12 scores, and a willingness-to-pay threshold of $100 000 per QALY gained was applied. RESULTS The d-DPP intervention resulted in cost savings of $3,672 from a societal perspective and $2,990 from a healthcare sector perspective and a gain of 0.08 QALYs compared with the DPP. The dropout rate was identified as a significant factor influencing the results. Probabilistic sensitivity analysis showed that the d-DPP intervention was preferred in 85.8% in the societal perspective and 85.2% in the healthcare sector perspective. CONCLUSIONS The d-DPP is a cost-effective alternative to in-person lifestyle interventions for preventing the development of T2D among individuals with prediabetes in the United States.
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Affiliation(s)
- Sooyeol Park
- Department of Health Policy and Management, Tulane University School of Public Health and Tropical Medicine, New Orleans, Louisiana, USA
- Department of Health Policy and Management, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Jeromie Ballreich
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Trevor Ward
- Department of Health Policy and Management, Johns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, USA
| | - Lizheng Shi
- Department of Health Policy and Management, Tulane University School of Public Health and Tropical Medicine, New Orleans, Louisiana, USA
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MacPherson MM, Johnston C, Cranston KD, Der S, Sim JAP, Jung ME. Identification of Intervention Characteristics Within Diabetes Prevention Programs Using the Template for Intervention Description and Replication: A Scoping Review. Can J Diabetes 2024; 48:273-280. [PMID: 38417737 DOI: 10.1016/j.jcjd.2024.02.004] [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: 05/18/2023] [Revised: 01/19/2024] [Accepted: 02/21/2024] [Indexed: 03/01/2024]
Abstract
OBJECTIVES Diabetes prevention programs (DPPs) targeting dietary and physical activity behaviour change have been shown to decrease the incidence of type 2 diabetes; however, a more thorough reporting of intervention characteristics is needed to expedite the translation of such programs into different communities. In this scoping review, we aim to synthesize how DPPs are being reported and implemented. METHODS A scoping review using Arkey and O'Malley methods was conducted in accordance with the guidelines of Preferred Reporting Items for Systematic Reviews and Meta-Analysis. MEDLINE, CINAHL, PsycINFO, EMBASE, and SPORTDiscus were searched for studies relating to diabetes prevention and diet/exercise interventions. Only studies delivering a diet/exercise intervention for adults identified as "at risk" for developing type 2 diabetes were included. The Template for Intervention Description and Replication (TIDieR) was used to guide data extraction, and each DPP was scored on a scale from 0 to 2 for how thoroughly it reported each of the items (0 = did not report, 2 = reported in full; total score out of 26). RESULTS Of the 25,110 publications screened, 351 (based on 220 programs) met the inclusion criteria and were included for data extraction. No studies comprehensively reported on all TIDieR domains (mean TIDieR score: 15.7 of 26; range 7 to 25). Reporting was particularly poor among domains related to "modifications," "tailoring," and "how well (planned/actual)." "How well (planned)" assesses the intended delivery of an intervention, detailing the initial strategies and components as per the original design, whereas "how well (actual)" evaluates the extent to which the intervention was executed as planned during the study, including any deviations or modifications made in practice. CONCLUSIONS Although there is evidence to suggest that DPPs are efficacious, a more thorough reporting of program content and delivery is needed to improve the ability for effective programs to be implemented or translated into different communities.
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Affiliation(s)
- Megan M MacPherson
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada
| | - Cara Johnston
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada
| | - Kaela D Cranston
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada
| | - Sarah Der
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada
| | - Jenna A P Sim
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada
| | - Mary E Jung
- School of Health and Exercise Sciences, University of British Columbia, Kelowna, British Columbia, Canada.
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Rittenhouse BE, Alolayan S, Eguale T, Segal AR, Doucette J. The cost-effectiveness of metformin in the US diabetes prevention program trial: Simple interpretations need not apply. Prev Med 2024; 178:107819. [PMID: 38092328 DOI: 10.1016/j.ypmed.2023.107819] [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: 03/08/2023] [Revised: 11/02/2023] [Accepted: 12/09/2023] [Indexed: 01/07/2024]
Abstract
Based on previously published US Diabetes Prevention Program (DPP) cost-effectiveness analyses (CEAs) metformin continues to be promoted as "cost-effective." We review the DPP within-trial CEA to assess this claim. Treatment alternatives included placebo (plus standard lifestyle advice), branded metformin and individual lifestyle modification. We added generic metformin as an alternative. Original published CEA data were taken as given and re-analyzed according to accepted principles for calculating incremental cost-effectiveness ratios (ICERs) in the economic evaluation field. With more than two treatments as in the DPP, these require attention to the rankings of interventions according to cost or effect prior to stipulating appropriate ICERs to calculate. With proper ICERs neither branded nor generic metformin was cost-effective, regardless of the value assumed for the willingness to pay for the quality-adjusted life year outcome assessed. Metformin alternatives were technically inefficient compared to placebo or the lifestyle modification alternative. Net loss calculations indicated substantial costs/health losses to using metformin instead of the optimal lifestyle alternative in response to metformin having been inaccurately labelled "cost-effective" in the original CEA. That CEA and subsequent analyses and citations of such analyses continue to claim that both metformin and lifestyle modification are cost-effective in diabetes prevention based on DPP data. Using metformin implies substantial costs and health losses compared to the cost-effective lifestyle modification. It may be that metformin has a role in cost-effective diabetes prevention, but this has yet to be shown based on DPP data.
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Affiliation(s)
- Brian E Rittenhouse
- Massachusetts College of Pharmacy and Health Sciences, 179 Longwood Ave, Boston, MA 02115, United States of America.
| | | | - Tewodros Eguale
- Massachusetts College of Pharmacy and Health Sciences, 179 Longwood Ave, Boston, MA 02115, United States of America; Brigham and Women's Hospital, Boston, MA, United States of America.
| | - Alissa R Segal
- Massachusetts College of Pharmacy and Health Sciences, 179 Longwood Ave, Boston, MA 02115, United States of America; Joslin Diabetes Center, Boston, MA, United States of America.
| | - Joanne Doucette
- Massachusetts College of Pharmacy and Health Sciences, 179 Longwood Ave, Boston, MA 02115, United States of America.
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Mosleh R, U'wais A, Hamdan A, Ghanim M, Jarrar Y. Assessment of Alternative Medicine Use, Costs, and Predictors of Medication Adherence among Diabetes Mellitus Patients in Palestine. Endocr Metab Immune Disord Drug Targets 2024; 24:441-454. [PMID: 35616669 DOI: 10.2174/1871530322666220523114806] [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: 11/23/2021] [Revised: 03/08/2022] [Accepted: 03/28/2022] [Indexed: 11/22/2022]
Abstract
BACKGROUND Diabetes Mellitus (DM) is considered the fourth leading cause of death in Palestine, with a prevalence of 9.1% in patients aged 20-79 years, and has increased to 20.6% in 2020. AIMS This study aims to estimate DM costs, compare DM total health care cost among patient characteristics and DM management (e.g. anti-diabetic medications and alternative medicine), as well as assess MA and its predictors including patient characteristics, DM management, alternative medicine use, and DM costs. METHODS A cross-sectional study was conducted for the past one year among 479 diabetic patients, selected by convenience sampling and snowball sampling methods via electronic post of an online questionnaire, including a web link to the questionnaire page in a Google Form via email or public social media pages and applications. Data on patients' socio-demographic and clinical characteristics, medication profile, use of medicinal plants as alternative medicine, costs, and Medication Adherence (MA) were collected. The Statistical Package for Social Sciences (SPSS v. 25) was used to perform a descriptive, Kolmogorov-Smirnov test, univariate analysis, Mann-Whitney or Kruskal- Wallis test, multiple linear regression, binary logistic regression, and multiple logistic regression analysis. A p-value < 0.05 was considered statistically significant. RESULTS More than half of the participants were male and living in villages (50.7%, 59.1%, respectively). Approximately 51.4% received Oral Hypoglycemic Drugs (OHDs) and only 16.1% received insulin. The participants receiving ≤3 medications daily acquired the highest percentage (55.7%), and less than half received medicinal plants as an alternative medicine for the management of DM. The estimated total DM health care cost per year incurred by patients and family members was Israeli Shekel 988,276 (US Dollar 307,590). More than half of the participants were considered adherent with the Eight-Item Morisky Medication Adherence Scale (MMAS-8) score ≥6. It is noteworthy that the use of alternative medicine was significantly associated with total health care cost and MA. Furthermore, DM duration was significantly associated with MA. These results are worth taking into consideration. CONCLUSION This study reflects the need for strengthening the patient-health care professionals' relationship, and to enhance the role of preventive education, and the importance of awareness about MA, DSCMBs, and the use of alternative medicine based on evidence-based strategies to improve MA, glycemic control, meanwhile reducing the costs incurred by patients and family members.
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Affiliation(s)
- Rami Mosleh
- Department of Pharmacy, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus, Palestine
| | - Ala' U'wais
- Department of Pharmacology and Physiology, Basic Medical Unit/ Nursing College, Arab American University, Zababdeh, Jenin, Palestine
| | - Anas Hamdan
- Department of Allied and Applied Medical Sciences, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus, Palestine
| | - Mustafa Ghanim
- Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, An-Najah National University, Nablus, Palestine
| | - Yazun Jarrar
- College of Pharmacy, AlZaytoonah University of Jordan, Amman, Jordan
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Fahey MC, Krukowski RA, Anderson RT, Cohn WF, Porter KJ, Reid T, Wiseman KP, You W, Wood CH, Rucker TW, Little MA. Reaching adults who smoke cigarettes in rural Appalachia: Rationale, design & analysis plan for a mixed-methods study disseminating pharmacy-delivered cessation treatment. Contemp Clin Trials 2023; 134:107335. [PMID: 37730197 PMCID: PMC10841546 DOI: 10.1016/j.cct.2023.107335] [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: 05/24/2023] [Revised: 08/25/2023] [Accepted: 09/15/2023] [Indexed: 09/22/2023]
Abstract
INTRODUCTION Unlike other U.S. geographical regions, cigarette smoking prevalence remains stagnant in rural Appalachia. One avenue for reaching rural residents with evidence-based smoking cessation treatments could be utilizing community pharmacists. This paper describes the design, rationale, and analysis plan for a mixed-method study that will determine combinations of cessation treatment components that can be integrated within community pharmacies in rural Appalachia. The aim is to quantify the individual and synergistic effects of five highly disseminable and sustainable cessation components in a factorial experiment. METHODS This sequential, mixed-method research design, based on the RE-AIM (Reach, Effectiveness, Adoption, Implementation, and Maintenance) framework, will use a randomized controlled trial with a 25 fully crossed factorial design (32 treatment combinations) to test, alone and in combination, the most effective evidence-based cessation components: (1) QuitAid (yes vs. no) (2) tobacco quit line (yes vs. no) (3) SmokefreeTXT (yes vs. no) (4) combination NRT lozenge + NRT patch (vs. NRT patch alone), and (5) eight weeks of NRT (vs. standard four weeks). RESULTS Logistic regression will model abstinence at six-months, including indicators for the five treatment factors and all two-way interactions between the treatment factors. Demographic and smoking history variables will be considered to assess potential effect modification. Poisson regression will model quit attempts and percent of adherence to treatment components as secondary outcomes. CONCLUSION This study will provide foundational evidence on how community pharmacies in medically underserved, rural regions can be leveraged to increase utilization of existing evidence-based tobacco cessation resources for treating tobacco dependence. CLINICAL TRIALS NCT05660525.
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Affiliation(s)
- M C Fahey
- Medical University of South Carolina, Charleston, SC, USA
| | - R A Krukowski
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - R T Anderson
- University of Virginia, School of Medicine, Charlottesville, VA, USA
| | - W F Cohn
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - K J Porter
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - T Reid
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - K P Wiseman
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - W You
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA
| | - C H Wood
- My Pharmacy, Greensboro, NC, USA
| | - T W Rucker
- University of Virginia, Health Systems, Nellysford, VA, USA
| | - M A Little
- University of Virginia, Department of Public Health Sciences, Charlottesville, VA, USA.
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Ackermann RT, Cameron KA, Liss DT, Dolan N, Aikman C, Carson A, Harris SA, Doyle K, Cooper AJ, Hitsman B. Primary care delivery of behavioral weight loss services for adults with cardiovascular risk factors: development of pragmatic practice components and results of a randomized feasibility trial. RESEARCH SQUARE 2023:rs.3.rs-3074046. [PMID: 37547026 PMCID: PMC10402202 DOI: 10.21203/rs.3.rs-3074046/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: 08/08/2023]
Abstract
Background Intensive lifestyle interventions (ILI) improve weight loss and cardiovascular risk factors, but health systems face challenges implementing them. We engaged stakeholders to cocreate and evaluate feasibility of primary care implementation strategies and of a pragmatic randomization procedure to be used for a future effectiveness trial. Methods The study setting was a single, urban primary care office. Patients with BMI ≥ 27 and ≥ 1 cardiovascular risk factor were sent a single electronic health record (EHR) message between December 2019 and January 2020 offering services to support an initial weight loss goal of about 10 pounds in 10 weeks. All patients who affirmed weight loss interest were pragmatically enrolled in the trial and offered "Basic Lifestyle Services" (BLS), including a scale that transmits weight data to the EHR using cellular networks, a coupon to enroll in lifestyle coaching resources through a partnering fitness organization, and periodic EHR messages encouraging use of these resources. About half (n = 42) of participants were randomized by an automated EHR algorithm to also receive "Customized Lifestyle Services" (CLS), including weekly email messages adapted to individual weight loss progress and telephonic coaching by a nurse for those facing challenges. Interventions and assessments spanned January to July 2020, with interference by the coronavirus pandemic. Weight measures were collected from administrative sources. Qualitative analysis of stakeholder recommendations and patient interviews assessed acceptability, appropriateness, and sustainability of intervention components. Results Over 6 weeks, 426 patients were sent the EHR invitation message and 80 (18.8%) affirmed interest in the weight loss goal and were included for analysis. EHR data were available to ascertain a 6-month weight value for 77 (96%) patients. Overall, 62% of participants lost weight; 15.0% exhibited weight loss ≥ 5%, with no statistically significant difference between CLS or BLS arms (p = 0.85). CLS assignment increased participation in daily self-weighing (43% versus 21% of patients through 12 weeks) and enrollment in referral-based lifestyle support resources (52% versus 37%). Conclusions This preliminary study demonstrates feasibility of implementation strategies for primary care offices to offer and coordinate ILI core components, as well as a pragmatic randomization procedure for use in a future randomized comparative trial.
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Michaud TL, Wilson KE, Katula JA, You W, Estabrooks PA. Cost and cost-effectiveness analysis of a digital diabetes prevention program: results from the PREDICTS trial. Transl Behav Med 2023; 13:501-510. [PMID: 36809348 DOI: 10.1093/tbm/ibad008] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023] Open
Abstract
Although technology-assisted diabetes prevention programs (DPPs) have been shown to improve glycemic control and weight loss, information are limited regarding relevant costs and their cost-effectiveness. To describe a retrospective within-trial cost and cost-effectiveness analysis (CEA) to compare a digital-based DPP (d-DPP) with small group education (SGE), over a 1-year study period. The costs were summarized into direct medical costs, direct nonmedical costs (i.e., times that participants spent engaging with the interventions), and indirect costs (i.e., lost work productivity costs). The CEA was measured by the incremental cost-effectiveness ratio (ICER). Sensitivity analysis was performed using nonparametric bootstrap analysis. Over 1 year, the direct medical costs, direct nonmedical costs, and indirect costs per participant were $4,556, $1,595, and $6,942 in the d-DPP group versus $4,177, $1,350, and $9,204 in the SGE group. The CEA results showed cost savings from d-DPP relative to SGE based on a societal perspective. Using a private payer perspective for d-DPP, ICERs were $4,739 and $114 to obtain an additional unit reduction in HbA1c (%) and weight (kg), and were $19,955 for an additional unit gain of quality-adjusted life years (QALYs) compared to SGE, respectively. From a societal perspective, bootstrapping results indicated that d-DPP has a 39% and a 69% probability, at a willingness-to-pay of $50,000/QALY and $100,000/QALY, respectively, of being cost-effective. The d-DPP was cost-effective and offers the prospect of high scalability and sustainability due to its program features and delivery modes, which can be easily translated to other settings.
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Affiliation(s)
- Tzeyu L Michaud
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
- Center for Reducing Health Disparities, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Kathryn E Wilson
- Department of Kinesiology and Health, College of Education & Human Development, Georgia State University, Atlanta, GA, USA
- Center for the Study of Stress, Trauma, and Resilience, College of Education and Human Development, Georgia State University, Atlanta, GA, USA
| | - Jeffrey A Katula
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA
| | - Wen You
- Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Paul A Estabrooks
- Department of Health and Kinesiology, College of Health, University of Utah, Salt Lake City, UT, USA
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Chung HW, Tai CJ, Chang P, Su WL, Chien LY. The Effectiveness of a Traditional Chinese Medicine-Based Mobile Health App for Individuals With Prediabetes: Randomized Controlled Trial. JMIR Mhealth Uhealth 2023; 11:e41099. [PMID: 37338977 PMCID: PMC10337399 DOI: 10.2196/41099] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 01/05/2023] [Accepted: 05/25/2023] [Indexed: 06/21/2023] Open
Abstract
BACKGROUND Traditional Chinese medicine (TCM) theories assert that body constitution and meridian energy lay the foundation for disease prevention. TCM-based health concepts have not yet been incorporated into mobile health (mHealth) apps for individuals with prediabetes. OBJECTIVE The aim of this study was to examine the effectiveness of a TCM mHealth app for individuals with prediabetes. METHODS This randomized controlled trial recruited 121 individuals with prediabetes at a teaching hospital in New Taipei City between February 2020 and May 2021. The participants were randomly assigned to the TCM mHealth app group (n=42), ordinary mHealth app group (n=41), or control group (n=38). All participants received the usual care that included 15-20 minutes of health education about the disease, along with healthy diet and exercise encouragement. The ordinary mHealth app included physical activity (PA), diet, and disease education, along with individual records. The TCM mHealth app additionally included qi and body constitution information, along with constitution-based PA and diet advice. The control group received the usual care alone and did not have access to any app. Data were collected at baseline, at the end of the 12-week intervention, and 1 month after the intervention. Body constitution, including yang-deficiency, yin-deficiency, and phlegm-stasis, was measured according to the Body Constitution Questionnaire, with higher scores indicating a greater deficiency. Body energy was examined using the Meridian Energy Analysis Device. The Short-Form 36 questionnaire was used to evaluate health-related quality of life (HRQOL), which yielded physical component scores and mental component scores, with higher scores indicating better physical and mental aspects of HRQOL, respectively. RESULTS Compared to the control group, the TCM mHealth app group showed greater improvement in hemoglobin A1c (HbA1c), yang-deficiency and phlegm-stasis body constitution, and BMI; however, no significant differences were found in these outcomes between the TCM mHealth app and ordinary mHealth app groups. The TCM mHealth app group showed better improvement in body energy and mental component scores than the ordinary mHealth app group. There were no significant differences in fasting plasma glucose, yin-deficiency body constitution, Dietary Approaches to Stop Hypertension dietary behavior, and total PA among the three groups after the intervention. CONCLUSIONS Use of either the ordinary or TCM mHealth app improved HRQOL among individuals with prediabetes. Compared to the outcomes of controls not using any app, use of the TCM mHealth app was effective at improving HbA1c, BMI, yang-deficiency and phlegm-stasis body constitution, and HRQOL. Moreover, using the TCM mHealth app seemed to improve the body energy and HRQOL more than when using the ordinary mHealth app. Further studies with a larger sample size and longer follow-up period may be necessary to determine whether the differences favoring the TCM app are clinically meaningful. TRIAL REGISTRATION ClinicalTrials.gov NCT04096989; https://clinicaltrials.gov/ct2/show/NCT04096989.
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Affiliation(s)
- Hsueh-Wen Chung
- Department of Nursing, College of Nursing, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Chen-Jei Tai
- Tai's Traditional Chinese Medicine Clinic, Taipei City, Taiwan
- Department of Obstetrics and Gynecology, School of Medicine, College of Medicine, Taipei Medical University, Taipei City, Taiwan
| | - Polun Chang
- Institute of Biomedical Informatics, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Wen-Lin Su
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Taipei Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation, New Taipei City, Taiwan
- School of Medicine, Tzu Chi University, Hualien, Taiwan
| | - Li-Yin Chien
- Institute of Community Health Care, College of Nursing, National Yang Ming Chiao Tung University, Taipei City, Taiwan
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12
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Clemente-Suárez VJ, Beltrán-Velasco AI, Redondo-Flórez L, Martín-Rodríguez A, Tornero-Aguilera JF. Global Impacts of Western Diet and Its Effects on Metabolism and Health: A Narrative Review. Nutrients 2023; 15:2749. [PMID: 37375654 PMCID: PMC10302286 DOI: 10.3390/nu15122749] [Citation(s) in RCA: 200] [Impact Index Per Article: 100.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Revised: 06/08/2023] [Accepted: 06/13/2023] [Indexed: 06/29/2023] Open
Abstract
The Western diet is a modern dietary pattern characterized by high intakes of pre-packaged foods, refined grains, red meat, processed meat, high-sugar drinks, candy, sweets, fried foods, conventionally raised animal products, high-fat dairy products, and high-fructose products. The present review aims to describe the effect of the Western pattern diet on the metabolism, inflammation, and antioxidant status; the impact on gut microbiota and mitochondrial fitness; the effect of on cardiovascular health, mental health, and cancer; and the sanitary cost of the Western diet. To achieve this goal, a consensus critical review was conducted using primary sources, such as scientific articles, and secondary sources, including bibliographic indexes, databases, and web pages. Scopus, Embase, Science Direct, Sports Discuss, ResearchGate, and the Web of Science were used to complete the assignment. MeSH-compliant keywords such "Western diet", "inflammation", "metabolic health", "metabolic fitness", "heart disease", "cancer", "oxidative stress", "mental health", and "metabolism" were used. The following exclusion criteria were applied: (i) studies with inappropriate or irrelevant topics, not germane to the review's primary focus; (ii) Ph.D. dissertations, proceedings of conferences, and unpublished studies. This information will allow for a better comprehension of this nutritional behavior and its effect on an individual's metabolism and health, as well as the impact on national sanitary systems. Finally, practical applications derived from this information are made.
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Affiliation(s)
- Vicente Javier Clemente-Suárez
- Faculty of Sports Sciences, Universidad Europea de Madrid, Tajo Street, s/n, 28670 Madrid, Spain; (V.J.C.-S.); (J.F.T.-A.)
| | | | - Laura Redondo-Flórez
- Department of Health Sciences, Faculty of Biomedical and Health Sciences, Universidad Europea de Madrid, C/Tajo s/n, 28670 Villaviciosa de Odón, Spain;
| | - Alexandra Martín-Rodríguez
- Faculty of Sports Sciences, Universidad Europea de Madrid, Tajo Street, s/n, 28670 Madrid, Spain; (V.J.C.-S.); (J.F.T.-A.)
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13
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Grieve NJ, Cranston KD, Jung ME. Examining the Effectiveness of an E-Learning Training Course for Coaches of a Type 2 Diabetes Prevention Program. JOURNAL OF TECHNOLOGY IN BEHAVIORAL SCIENCE 2023:1-11. [PMID: 37362065 PMCID: PMC10191814 DOI: 10.1007/s41347-023-00316-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 03/07/2023] [Accepted: 04/10/2023] [Indexed: 06/28/2023]
Abstract
Small Steps for Big Changes (SSBC) is a community-based diabetes prevention program (DPP). SSBC utilizes a motivational interviewing (MI) informed counseling style to deliver a structured diet and exercise curriculum to empower healthy behavioral modifications and prevent type 2 diabetes (T2D). An electronic learning (e-learning) platform to train SSBC coaches was developed to improve flexibility, reach, and accessibility. While e-learning has shown to be an effective mode of teaching content to health professionals, less is known in the context of DPP coaches. This study aimed to assess the effectiveness of the SSBC e-learning course. Twenty coaches (eleven fitness staff personnel and nine university students) were recruited through existing fitness facilities to participate in the online SSBC coach training which included completing pre- and post-training questionnaires, seven online modules of content and a mock client session. Knowledge regarding MI (Mpre = 3.30 ± 1.95, Mpost = 5.90 ± 1.29; p < 0.01), SSBC content (Mpre = 5.15 ± 2.23, Mpost = 8.60 ± 0.94; p < 0.01), and T2D (Mpre = 6.95 ± 1.57, Mpost = 8.25 ± 0.72; p < 0.01), and self-efficacy to deliver the program (Mpre = 7.93 ± 1.51, Mpost = 9.01 ± 1.00; p < 0.01) all significantly increased from pre- to post e-learning training. Participants reported positively on the user satisfaction and feedback questionnaire with a mean score of 4.58/5 (SD = 0.36). These findings suggest e-learning platforms are a promising mode to improve DPP coaches' knowledge, counseling skills, and to bolster confidence in program delivery with high levels of satisfaction. E-learning to train DPP coaches allows for effective and feasible expansion of DPP's, ultimately permitting more reach to adults living with prediabetes. Supplementary Information The online version contains supplementary material available at 10.1007/s41347-023-00316-3.
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Affiliation(s)
- Natalie J. Grieve
- School of Health and Exercise Sciences, University of British Columbia, Okanagan Campus, Kelowna, Canada
| | - Kaela D. Cranston
- School of Health and Exercise Sciences, University of British Columbia, Okanagan Campus, Kelowna, Canada
| | - Mary E. Jung
- School of Health and Exercise Sciences, University of British Columbia, Okanagan Campus, Kelowna, Canada
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14
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Ackermann RT, Cameron K, Liss D, Dolan N, Aikman C, Carson A, Harris S, Doyle K, Cooper A, Hitsman B. Primary care delivery of behavioral weight loss services for adults with cardiovascular risk factors: development of pragmatic implementation strategies and results of a randomized feasibility trial. RESEARCH SQUARE 2023:rs.3.rs-2806196. [PMID: 37292808 PMCID: PMC10246232 DOI: 10.21203/rs.3.rs-2806196/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: 06/10/2023]
Abstract
Background Intensive lifestyle interventions (ILI) improve weight loss and cardiovascular risk factors, but health systems face challenges implementing them. We engaged stakeholders to cocreate and evaluate feasibility of primary care implementation strategies and of a pragmatic randomization procedure to be used for a future effectiveness trial. Methods The study setting was a single, urban primary care office. Patients with BMI ≥ 27 and ≥ 1 cardiovascular risk factor were sent a single electronic health record (EHR) message between December 2019 and January 2020 offering services to support an initial weight loss goal of about "10 pounds in 10 weeks." All patients who affirmed weight loss interest were pragmatically enrolled in the trial and offered "Basic Lifestyle Services" (BLS), including a scale that transmits weight data to the EHR using cellular networks, a coupon to enroll in lifestyle coaching resources through a partnering fitness organization, and periodic EHR messages encouraging use of these resources. About half (n = 42) of participants were randomized by an automated EHR algorithm to also receive "Customized Lifestyle Services" (CLS), including weekly email messages adapted to individual weight loss progress and telephonic coaching by a nurse for those facing challenges. Interventions and assessments spanned January to July 2020, with interference by the coronavirus pandemic. Weight measures were collected from administrative sources. Qualitative analysis of stakeholder recommendations and patient interviews assessed acceptability, appropriateness, and sustainability of intervention components. Results Over 6 weeks, 426 patients were sent the EHR invitation message and 80 (18.8%) affirmed interest in the weight loss goal and were included for analysis. EHR data were available to ascertain a 6-month weight value for 77 (96%) patients. Overall, 62% of participants lost weight; 15.0% exhibited weight loss ≥ 5%, with no statistically significant difference between CLS or BLS arms (p = 0.85). CLS assignment increased participation in daily self-weighing (43% versus 21% of patients through 12 weeks) and enrollment in referral-based lifestyle support resources (52% versus 37%). Conclusions This preliminary study demonstrates feasibility of implementation strategies for primary care offices to offer and coordinate ILI core components, as well as a pragmatic randomization procedure for use in a future randomized comparative trial.
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Affiliation(s)
| | | | - David Liss
- Northwestern University Feinberg School of Medicine
| | - Nancy Dolan
- Northwestern University Feinberg School of Medicine
| | | | | | | | - Kathryn Doyle
- Northwestern Medicine: Northwestern Memorial HealthCare Corp
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15
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Wilson D, Driller MW, Johnston B, Gill ND. A Contactless App-Based Intervention to Improve Health Behaviors in Airline Pilots: A Randomized Trial. Am J Prev Med 2023; 64:666-676. [PMID: 36641335 DOI: 10.1016/j.amepre.2022.12.011] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Revised: 12/19/2022] [Accepted: 12/20/2022] [Indexed: 01/15/2023]
Abstract
INTRODUCTION There is a need for enhanced preventive health care among airline pilots to mitigate the prevalence of cardiometabolic health risk factors. DESIGN A randomized, waitlist-controlled trial was utilized to evaluate the effectiveness of a smartphone-based app intervention for improving health behaviors and cardiometabolic health parameters. SETTING/PARTICIPANTS A total of 186 airline pilots (aged 43.2±9.1 years; male, 64%) were recruited and participated in the trial during 2022. INTERVENTION This intervention was a personalized, 16-week smartphone-based app multicomponent physical activity, healthy eating, and sleep hygiene intervention. MAIN OUTCOME MEASURES Outcome measures of objective health (Cooper's 12-minute exercise test, resting heart rate, push ups, plank isometric hold, body mass), subjective health (self-rated health, perceived psychological stress and fatigue), and health behaviors (weekly physical activity, sleep quality and duration, fruit and vegetable intake) were collected at baseline and after intervention. The waitlist control completed the same measures. RESULTS Significant interactions for time Χ group from baseline to 16 weeks were found for all outcome measures (p<0.001). Significant between-group differences for positive health changes in favor of the intervention group were found after intervention for all outcome measures (p<0.05, d=0.4-1.0) except for self-rated health, body mass, and Pittsburgh Sleep Quality Index score. CONCLUSIONS Study findings show that an app-based health behavior intervention can elicit positive cardiometabolic health changes among airline pilots over 16 weeks, associated with trivial to large effect sizes. TRIAL REGISTRATION The trial protocol was prospectively registered at The Australian New Zealand Clinical Trials Registry (ACTRN12622000288729).
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Affiliation(s)
- Daniel Wilson
- Te Huataki Waiora School of Health, The University of Waikato, Hamilton, New Zealand; Faculty of Health, Education and Environment, Toi Ohomai Institute of Technology, Tauranga, New Zealand.
| | - Matthew W Driller
- Sport and Exercise Science, School of Allied Health, Human Services and Sport, La Trobe University, Melbourne, Australia
| | - Ben Johnston
- Aviation and Occupational Health Unit, Air New Zealand, Auckland, New Zealand
| | - Nicholas D Gill
- Te Huataki Waiora School of Health, The University of Waikato, Hamilton, New Zealand; New Zealand Rugby, Wellington, New Zealand
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16
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Forman EM, Berry MP, Butryn ML, Hagerman CJ, Huang Z, Juarascio AS, LaFata EM, Ontañón S, Tilford JM, Zhang F. Using artificial intelligence to optimize delivery of weight loss treatment: Protocol for an efficacy and cost-effectiveness trial. Contemp Clin Trials 2023; 124:107029. [PMID: 36435427 PMCID: PMC9839592 DOI: 10.1016/j.cct.2022.107029] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 11/09/2022] [Accepted: 11/21/2022] [Indexed: 11/24/2022]
Abstract
Gold standard behavioral weight loss (BWL) is limited by the availability of expert clinicians and high cost of delivery. The artificial intelligence (AI) technique of reinforcement learning (RL) is an optimization solution that tracks outcomes associated with specific actions and, over time, learns which actions yield a desired outcome. RL is increasingly utilized to optimize medical treatments (e.g., chemotherapy dosages), and has very recently started to be utilized by behavioral treatments. For example, we previously demonstrated that RL successfully optimized BWL by dynamically choosing between treatments of varying cost/intensity each week for each participant based on automatic monitoring of digital data (e.g., weight change). In that preliminary work, participants randomized to the AI condition required one-third the amount of coaching contact as those randomized to the gold standard condition but had nearly identical weight losses. The current protocol extends our pilot work and will be the first full-scale randomized controlled trial of a RL system for weight control. The primary aim is to evaluate the hypothesis that a RL-based 12-month BWL program will produce non-inferior weight losses to standard BWL treatment, but at lower costs. Secondary aims include testing mechanistic targets (calorie intake, physical activity) and predictors (depression, binge eating). As such, adults with overweight/obesity (N = 336) will be randomized to either a gold standard condition (12 months of weekly BWL groups) or AI-optimized weekly interventions that represent a combination of expert-led group, expert-led call, paraprofessional-led call, and automated message). Participants will be assessed at 0, 1, 6 and 12 months.
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Affiliation(s)
- Evan M Forman
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States; Department of Psychological and Brain Sciences, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States.
| | - Michael P Berry
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States; Department of Psychological and Brain Sciences, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Meghan L Butryn
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States; Department of Psychological and Brain Sciences, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Charlotte J Hagerman
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Zhuoran Huang
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Adrienne S Juarascio
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States; Department of Psychological and Brain Sciences, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Erica M LaFata
- Center for Weight, Eating, and Lifestyle Science, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
| | - Santiago Ontañón
- Department of Computer Science, Drexel University, 3675 Market St 10th floor, Philadelphia, PA 19104, United States; Google Research, 1600 Amphitheatre Parkway, Mountain View, CA 94043, United States
| | - J Mick Tilford
- College of Public Health, University of Arkansas for Medical Sciences, 4301 West Markham Street, Little Rock, AR 72205, United States
| | - Fengqing Zhang
- Department of Psychological and Brain Sciences, Drexel University, 3141 Chestnut Street, Stratton Hall, Philadelphia, PA 19104, United States
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17
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Andellini M, Manco M, Esposito MT, Tozzi AE, Bergman M, Ritrovato M. A simulation model estimates lifetime health and economic outcomes of screening prediabetes using the 1-h plasma glucose. Acta Diabetol 2023; 60:9-17. [PMID: 36127565 DOI: 10.1007/s00592-022-01963-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 08/22/2022] [Indexed: 01/07/2023]
Abstract
AIMS The current method to diagnose impaired glucose tolerance (IGT) is based on the 2-h plasma glucose (2-hPG) value during a 75-g oral glucose tolerance test (OGTT). Robust evidence demonstrates that the 1-h post-load plasma glucose (1-hPG) ≥ 8.6 mmol/L in those with normal glucose tolerance is highly predictive of type 2 diabetes (T2D), micro and macrovascular complications and mortality. The aim of this study was to conduct a health economic analysis to estimate long-term cost-effectiveness of using the 1-hPG compared to the 2-hPG for screening and assessing the risk of diabetes over 35 years. The main outcome was cost per quality-adjusted life year (QALY) gained. METHODS A Monte Carlo-based Markov simulation model was developed to forecast long-term effects of two screening strategies with regards to clinical and cost-effectiveness outcomes. The base case model included 20,000 simulated patients over 35-years follow-up. Transition probabilities on disease progression, mortality, effects on preventive treatments and complications were retrieved from landmark diabetes studies. Direct medical costs were sourced from published literature and inflated to 2019 Euros. RESULTS In the lifetime analysis, the 1-hPG was projected to increase the number of years free from disease (2 years per patient); to delay the onset of T2D (1 year per patient); to reduce the incidence of T2D complications (0·6 RR-Relative Risk per patient) and to increase the QALY gained (0·58 per patient). Even if the 1-hPG diagnostic method resulted in higher initial costs associated with preventive treatment, long-term diabetes-related costs as well as complications costs were reduced leading to a lifetime saving of - 31225719.82€. The incremental cost-effectiveness ratio was - 8214.7€ per each QALY gained for the overall population. CONCLUSIONS Screening prediabetes with the 1-hPG is feasible and cost-effective resulting in reduced costs per QALY. Notwithstanding, the higher initial costs of testing with the 1-hPG compared to the 2-hPG due to incremental preventive intervention, long-term diabetes and complications costs were reduced projecting an overall cost saving of - 8214.7€ per each QALY gained.
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Affiliation(s)
- Martina Andellini
- Health Technology Assessment Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Melania Manco
- Research Area for Multifactorial Diseases and Complex Phenotypes. Bambino Gesù Children's Hospital, IRCCS, Via F. Baldelli 38, 00146, Rome, Italy.
| | - Maria Teresa Esposito
- Health Technology Assessment Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
| | - Alberto Eugenio Tozzi
- Research Area for Multifactorial Diseases and Complex Phenotypes. Bambino Gesù Children's Hospital, IRCCS, Via F. Baldelli 38, 00146, Rome, Italy
| | - Michael Bergman
- NYU Grossman School of Medicine, NYU Diabetes Prevention Program, Division of Endocrinology, Diabetes, Metabolism, VA New York Harbor Healthcare System, Manhattan Campus, New York, NY, 10010, USA
| | - Matteo Ritrovato
- Health Technology Assessment Unit, Bambino Gesù Children's Hospital, IRCCS, Rome, Italy
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18
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Ackermann RT, Liss DT, French DD, Cooper AJ, Aikman C, Schaeffer C. Randomized Trial Evaluating Health System Expenditures with Transitional Care Services for Adults with No Usual Source of Care at Discharge. J Gen Intern Med 2022; 37:3832-3838. [PMID: 35266127 PMCID: PMC9640508 DOI: 10.1007/s11606-022-07473-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Accepted: 02/22/2022] [Indexed: 12/16/2022]
Abstract
BACKGROUND Multidisciplinary transitional care services reduce readmissions for high-risk patients, but it is unclear if health system costs to offer these intensive services are offset by avoidance of higher downstream expenditures. OBJECTIVE To evaluate net costs for a health system offering transitional care services DESIGN: One-year pragmatic, randomized trial PARTICIPANTS: Adults aged ≥ 18 without a usual source of follow-up care at the time of hospital discharge were enrolled through a high-volume, urban academic medical center in Chicago, IL, USA, from September 2015 through February 2016. INTERVENTIONS Eligible patients were silently randomized before discharge by an automated electronic health record algorithm allocating them in a 1:3 ratio to receive routine coordination of post-discharge care (RC) versus being offered intensive, multidisciplinary transitional care (TC) services. MAIN MEASUREMENTS Health system costs were collected from facility administrative systems and transformed to standardized costs using Medicare reference files. Multivariable generalized linear models estimated proportional differences in net costs over one year. KEY RESULTS Study patients (489 TC; 164 RC) had a mean age of 44 years; 34% were uninsured, 55% had public insurance, and 49% self-identified as Black or Latinx. Over 90 days, cost differences between groups were not statistically significant. Over 180 days, the TC group had 41% lower ED/observation costs (adjusted cost ratio [aCR], 0.59; 95% CI, 0.36-0.97), 50% lower inpatient costs (aCR, 0.50; 95% CI, 0.27-0.95), and 41% lower total healthcare costs (aCR, 0.59; 95% CI, 0.36-0.99) than the RC group. Over 365 days, total cost differences remained of similar magnitude but no longer were statistically significant. CONCLUSIONS Offering TC services for vulnerable adults at discharge reduced net health system expenditures over 180 days. The promising economic case for multidisciplinary transitional care interventions warrants further research. TRIAL REGISTRATION National Clinical Trials Registry (NCT03066492).
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Affiliation(s)
- Ronald T Ackermann
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA.
| | - David T Liss
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA
| | - Dustin D French
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA
- Department of Ophthalmology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Veterans Affairs Health Services Research and Development Service, Chicago, IL, USA
| | - Andrew J Cooper
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA
| | - Cassandra Aikman
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA
| | - Christine Schaeffer
- Department of Medicine, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Institute for Public Health and Medicine, Feinberg School of Medicine, Northwestern University, 750 N. Lake Shore Drive, Suite 609, Chicago, IL, 60611, USA
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19
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Graham SA, Pitter V, Hori JH, Stein N, Branch OH. Weight loss in a digital app-based diabetes prevention program powered by artificial intelligence. Digit Health 2022; 8:20552076221130619. [PMID: 36238752 PMCID: PMC9551332 DOI: 10.1177/20552076221130619] [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: 06/10/2022] [Accepted: 09/17/2022] [Indexed: 11/07/2022] Open
Abstract
Objective The National Diabetes Prevention Program (DPP) reduces diabetes incidence and
associated medical costs but is typically staffing-intensive, limiting
scalability. We evaluated an alternative delivery method with 3933 members
of a program powered by conversational Artificial Intelligence (AI) called
Lark DPP that has full recognition from the Centers for
Disease Control and Prevention (CDC). Methods We compared weight loss maintenance at 12 months between two groups: 1) CDC
qualifiers who completed ≥4 educational lessons over 9 months (n = 191)
and 2) non-qualifiers who did not complete the required CDC lessons but
provided weigh-ins at 12 months (n = 223). For a secondary aim, we removed
the requirement for a 12-month weight and used logistic regression to
investigate predictors of weight nadir in 3148 members. Results CDC qualifiers maintained greater weight loss at 12 months than
non-qualifiers (M = 5.3%, SE = .8 vs. M = 3.3%, SE = .8;
p = .015), with 40% achieving ≥5%. The weight nadir
of 3148 members was 4.2% (SE = .1), with 35% achieving ≥5%. Male sex
(β = .11; P = .009), weeks with ≥2
weigh-ins (β = .68; P < .0001), and
days with an AI-powered coaching exchange (β = .43;
P < .0001) were associated with a greater likelihood
of achieving ≥5% weight loss. Conclusions An AI-powered DPP facilitated weight loss and maintenance commensurate with
outcomes of other digital and in-person programs not powered by AI. Beyond
CDC lesson completion, engaging with AI coaching and frequent weighing
increased the likelihood of achieving ≥5% weight loss. An AI-powered program
is an effective method to deliver the DPP in a scalable, resource-efficient
manner to keep pace with the prediabetes epidemic.
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Affiliation(s)
- Sarah A. Graham
- OraLee H. Branch, Lark Health, 2570 El
Camino Real, Mountain View, CA 94040, USA.
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20
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Bonnet JP. Cost Analysis of Developing, Implementing, and Evaluating a Multi-Disciplinary Teaching Kitchen. Am J Lifestyle Med 2022; 16:180-185. [PMID: 35370510 PMCID: PMC8971693 DOI: 10.1177/15598276211062841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
INTRODUCTION Teaching kitchens have emerged as strategies to deliver lifestyle medicine principles and practices. However, a better understanding of their implementation, delivery cost, and potential benefits are needed. This article provides a comprehensive analysis of the costs associated with the development, deployment, and evaluation of the Emory Healthy Kitchen Collaborative (EHKC) teaching kitchen clinical trial. METHODS The actual number of hours spent and costs incurred to develop and deploy the EHKC teaching kitchen were recorded and broadly categorized into 1 of 4 areas: program development, course delivery, research, and optional enhancements. Costs of each item were assigned as fixed or variable, enabling calculation of the marginal per participant program cost. RESULTS Total costs were US$123,898, with 3/4 incurred for program development, research, and optional enhancements. Delivery of the course alone (not including program development costs, research, or any optional enhancements) cost US$30,194. The total cost per participant for the course was US$755, with a marginal participant cost of US$141. CONCLUSION Teaching kitchens represent viable options to deliver lifestyle medicine interventions. However, more research and cost analyses are needed to better understand the value teaching kitchens provide to determine if they are an effective and economical way to deliver lifestyle medicine.
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Abel SL, Whitehead LC, Tipene-Leach DC, Coppell KJ. Proximal and distal influences on dietary change among a diverse group with prediabetes participating in a pragmatic, primary care nurse-led intervention: a qualitative study. Public Health Nutr 2021; 24:6015-6026. [PMID: 33966689 PMCID: PMC11148607 DOI: 10.1017/s1368980021001968] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE To understand motivators, facilitators and challenges to dietary change amongst a diverse sample of New Zealanders with prediabetes participating in a primary care nurse-led individualised dietary intervention. DESIGN A qualitative study involving semi-structured, face-to-face interviews with a stratified sample of adults with prediabetes and BMI ≥ 25 kg/m2, purposefully selected from a larger 2-year primary care-based prediabetes dietary intervention study. Thematic analysis was undertaken. A socio-ecological model guided interpretation. SETTING Hawke's Bay, Aotearoa/New Zealand, April 2018-March 2020. PARTICIPANTS Fifty-eight people aged 28-69 years, with similar numbers of men and women, indigenous Māori and non-Māori, and those who had and had not regressed to normoglycaemia at 6 months. RESULTS Motivators for wanting to make dietary changes were determination not to progress to diabetes; wanting to be healthy and contribute to others and encouragement by others. Facilitators for adopting and maintaining changes were a strong desire to be healthy; personal determination and feeling supported. Challenges were compromised control over life and environmental factors; feeling unsupported by others; social occasions; financial constraints and living with other health conditions. Developing their own strategies to overcome challenges was empowering, enabling a sense of control. These factors were similar across demographic and glycaemic outcome groups. CONCLUSIONS Influences on dietary change involved personal, interpersonal, organisational, environmental and policy factors. Although findings appeared similar across groups, dietary interventions need to address the specific ways motivators, facilitators and challenges manifest for individuals and social groups and be tailored accordingly within the context of the wider obesogenic and socio-economic environment.
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Affiliation(s)
- Sally L Abel
- Kaupapa Consulting Ltd, Napier, Aotearoa/New Zealand
| | - Lisa C Whitehead
- School of Nursing and Midwifery, Edith Cowan University, Joondalup, Australia
| | - David C Tipene-Leach
- Eastern Institute of Technology, Taradale, Napier, Hawke's Bay, Aotearoa/New Zealand
| | - Kirsten J Coppell
- Department of Medicine, Dunedin School of Medicine, University of Otago, PO Box 56, Dunedin9054, Aotearoa/New Zealand
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Michaud TL, Wilson K, Silva F, Almeida F, Katula J, Estabrooks P. Costing a population health management approach for participant recruitment to a diabetes prevention study. Transl Behav Med 2021; 11:1864-1874. [PMID: 33963855 PMCID: PMC8541699 DOI: 10.1093/tbm/ibab054] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Limited research has reported the economic feasibility-from both a research and practice perspective-of efforts to recruit and enroll an intended audience in evidence-based approaches for disease prevention. We aimed to retrospectively assess and estimate the costs of a population health management (PHM) approach to identify, engage, and enroll patients in a Type 1 Hybrid Effectiveness-Implementation (HEI), diabetes-prevention trial. We used activity-based costing to estimate the recruitment costs of a PHM approach integrated within an HEI trial. We took the perspective of a healthcare system that may adopt, and possibly sustain, the strategy in the typical practice. We also estimated replication costs based on how the strategy could be applied in healthcare systems interested in referring patients to a local diabetes prevention program from a payer perspective. The total recruitment and enrollment costs were $360,424 to accrue 599 participants over approximately 15 months. The average cost per screened and enrolled participant was $263 and $620, respectively. Translating to the typical settings, total recruitment costs for replication were estimated as $193,971 (range: $43,827-$210,721). Sensitivity and scenario analysis results indicated replication costs would be approximately $283-$444 per patient enrolled if glucose testing was necessary, based on the Medicare-covered services. From a private payer perspective, and without glucose testing, per-participant assessed costs were estimated at $31. A PHM approach can be used to accrue a large number of participants in a short period of time for an HEI trial, at a comparable cost per participant.
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Affiliation(s)
- Tzeyu L Michaud
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
- Center for Reducing Health Disparities, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Kathryn Wilson
- Department of Kinesiology and Health, College of Education & Human Development, Georgia State University, Atlanta, GA, USA
- Center for the Study of Stress, Trauma, and Resilience, College of Education and Human Development, Georgia State University, Atlanta, GA, USA
| | - Fabiana Silva
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
- Center for Reducing Health Disparities, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Fabio Almeida
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
- Center for Reducing Health Disparities, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
| | - Jeff Katula
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC, USA
| | - Paul Estabrooks
- Department of Health Promotion, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
- Center for Reducing Health Disparities, College of Public Health, University of Nebraska Medical Center, Omaha, NE, USA
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Schafer GL, Songer TJ, Arena VC, Kramer MK, Miller RG, Kriska AM. Participant food and activity costs in a translational Diabetes Prevention Program. Transl Behav Med 2021; 11:351-358. [PMID: 32298445 DOI: 10.1093/tbm/ibaa031] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The Diabetes Prevention Program (DPP) and its translational adaptations have been shown to be effective. However, individual-level economic impacts, such as the out-of-pocket costs borne by participants due to involvement in these programs have not been consistently and thoroughly evaluated. As cost is an important consideration that will impact the willingness of individuals to participate in such programs, this study examined direct monetary costs to participants in the Group Lifestyle Balance (GLB) DPP. Older adults (n = 134, mean age 62.8 years) with body mass index (BMI) ≥24 kg/m2 and prediabetes and/or metabolic syndrome participated in this GLB intervention, with two-thirds randomized to begin the intervention immediately and one-third functioning as a control for 6 months before receiving the entire intervention. Food and activity time and costs borne by participants were measured by self-report at baseline and after 6 months. Significant improvements in clinical metabolic measures, weight, and physical activity levels were achieved after 6 months in the intervention group compared both with baseline and the controls. Food costs did not increase among intervention participants. Costs related to physical activity did not change consistently over the course of the intervention. This DPP-GLB lifestyle intervention was effective in reducing risk factors for Type 2 diabetes mellitus among a diverse group of older participants without significantly increasing their out-of-pocket costs for food or physical activity over the course of the intervention. These results should help reduce concerns of individuals who are hesitant to participate in similar programs due to costs. The clinical trial registration number of this study is NCT01050205.
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Affiliation(s)
| | - Thomas J Songer
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
| | - Vincent C Arena
- Department of Biostatistics, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
| | - M Kaye Kramer
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA.,Spark360, Cincinnati, OH, USA
| | - Rachel G Miller
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
| | - Andrea M Kriska
- Department of Epidemiology, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA
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Rezki A, Fysekidis M, Chiheb S, Vicaut E, Cosson E, Valensi P. Acute and long-term effects of saxagliptin on post-prandial glycemic response in obese patients with impaired glucose tolerance. Nutr Metab Cardiovasc Dis 2021; 31:1257-1266. [PMID: 33618922 DOI: 10.1016/j.numecd.2020.12.025] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2020] [Revised: 11/25/2020] [Accepted: 12/22/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND AND AIMS Dipeptidyl-peptidase inhibitors might be useful in type 2 diabetes prevention. ACCES (ACute and Chronic Effects of Saxagliptin) was a randomized, placebo-controlled, double-blind, controlled phase 2, pilot study aiming to examine in obese patients with impaired glucose tolerance (IGT) the acute effects and the effects after 12 weeks of treatment by saxagliptin on glucose levels at fasting and postprandially after a standard breakfast, and on glucose tolerance. METHODS AND RESULTS We included 24 obese patients with IGT. Patients were randomized to receive saxagliptin 5 mg or placebo in the morning. The treatment was taken on Visit 1 before breakfast, then continued for 12 weeks. Biochemical measurements were performed before, one, two and three hours after a standard breakfast including 75 g of carbohydrates, during Visit 1 and Visit 2 (12 weeks). Glucose variability (GV) was evaluated at Visit 1 from 24-h continuous glucose monitoring including the breakfast. A second OGTT was performed at Visit 3 (3-5 days after Visit 2). Compared with placebo-treated patients, saxagliptin-treated patients had lower 1 h and 2 h post-meal plasma glucose levels at Visit 1 and similar changes at Visit 2 (p < 0.01 to p < 0.004), with lower GV indexes after breakfast at Visit 1. At Visit 3, all patients but one in saxagliptin group and only 4 patients in placebo group turned to normal glucose tolerance. Lower glucose response to breakfast at Visit 1 was predictive of recovery of glucose tolerance. CONCLUSION Saxagliptin has metabolically beneficial effects in glucose-intolerant obese patients by significantly lowering postprandial blood glucose levels. CLINICAL TRIAL REGISTRATION NUMBER NCT01521312: https://clinicaltrials.gov/ct2/show/NCT01521312.
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Affiliation(s)
- Amel Rezki
- Department of Endocrinology, Diabetology, Nutrition, Jean Verdier Hospital, AP-HP, CRNH-IdF, CINFO, Paris Nord University, Sorbonne Paris Cité, Bondy, France; Sorbonne Paris Cité, UMR U1153 Inserm/U1125 Inra/Cnam/Université Paris 13, Bobigny, France
| | - Marinos Fysekidis
- Department of Endocrinology, Diabetology, Nutrition, Jean Verdier Hospital, AP-HP, CRNH-IdF, CINFO, Paris Nord University, Sorbonne Paris Cité, Bondy, France; Sorbonne Paris Cité, UMR U1153 Inserm/U1125 Inra/Cnam/Université Paris 13, Bobigny, France
| | - Sabrina Chiheb
- Department of Endocrinology, Diabetology, Nutrition, Jean Verdier Hospital, AP-HP, CRNH-IdF, CINFO, Paris Nord University, Sorbonne Paris Cité, Bondy, France
| | - Eric Vicaut
- Clinical Research Unit, Lariboisière-St Louis, Fernand Widal Hospital, APHP, Paris, France
| | - Emmanuel Cosson
- Department of Endocrinology, Diabetology, Nutrition, Jean Verdier Hospital, AP-HP, CRNH-IdF, CINFO, Paris Nord University, Sorbonne Paris Cité, Bondy, France; Sorbonne Paris Cité, UMR U1153 Inserm/U1125 Inra/Cnam/Université Paris 13, Bobigny, France
| | - Paul Valensi
- Department of Endocrinology, Diabetology, Nutrition, Jean Verdier Hospital, AP-HP, CRNH-IdF, CINFO, Paris Nord University, Sorbonne Paris Cité, Bondy, France.
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Zhang P, Atkinson KM, Bray GA, Chen H, Clark JM, Coday M, Dutton GR, Egan C, Espeland MA, Evans M, Foreyt JP, Greenway FL, Gregg EW, Hazuda HP, Hill JO, Horton ES, Hubbard VS, Huckfeldt PJ, Jackson SD, Jakicic JM, Jeffery RW, Johnson KC, Kahn SE, Killean T, Knowler WC, Korytkowski M, Lewis CE, Maruthur NM, Michaels S, Montez MG, Nathan DM, Patricio J, Peters A, Pi-Sunyer X, Pownall H, Redmon B, Rushing JT, Steinburg H, Wadden TA, Wing RR, Wyatt H, Yanovski SZ. Within-Trial Cost-Effectiveness of a Structured Lifestyle Intervention in Adults With Overweight/Obesity and Type 2 Diabetes: Results From the Action for Health in Diabetes (Look AHEAD) Study. Diabetes Care 2021; 44:67-74. [PMID: 33168654 PMCID: PMC7783933 DOI: 10.2337/dc20-0358] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 10/07/2020] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To assess the cost-effectiveness (CE) of an intensive lifestyle intervention (ILI) compared with standard diabetes support and education (DSE) in adults with overweight/obesity and type 2 diabetes, as implemented in the Action for Health in Diabetes study. RESEARCH DESIGN AND METHODS Data were from 4,827 participants during their first 9 years of study participation from 2001 to 2012. Information on Health Utilities Index Mark 2 (HUI-2) and HUI-3, Short-Form 6D (SF-6D), and Feeling Thermometer (FT), cost of delivering the interventions, and health expenditures was collected during the study. CE was measured by incremental CE ratios (ICERs) in costs per quality-adjusted life year (QALY). Future costs and QALYs were discounted at 3% annually. Costs were in 2012 U.S. dollars. RESULTS Over the 9 years studied, the mean cumulative intervention costs and mean cumulative health care expenditures were $11,275 and $64,453 per person for ILI and $887 and $68,174 for DSE. Thus, ILI cost $6,666 more per person than DSE. Additional QALYs gained by ILI were not statistically significant measured by the HUIs and were 0.07 and 0.15, respectively, measured by SF-6D and FT. The ICERs ranged from no health benefit with a higher cost based on HUIs to $96,458/QALY and $43,169/QALY, respectively, based on SF-6D and FT. CONCLUSIONS Whether ILI was cost-effective over the 9-year period is unclear because different health utility measures led to different conclusions.
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Affiliation(s)
- Ping Zhang
- Centers for Disease Control and Prevention, Atlanta, GA
| | - Karen M Atkinson
- VA Puget Sound Health Care System and University of Washington, Seattle, WA
| | - George A Bray
- Pennington Biomedical Research Center, Louisiana State University, Baton Rouge, LA
| | - Haiying Chen
- Department of Biostatistics and Data Science, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC
| | - Jeanne M Clark
- Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Mace Coday
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, TN
| | - Gareth R Dutton
- Division of Preventive Medicine, School of Medicine, The University of Alabama at Birmingham, Birmingham, AL
| | - Caitlin Egan
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence RI
| | - Mark A Espeland
- Department of Biostatistics and Data Science, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC
| | - Mary Evans
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD
| | - John P Foreyt
- Department of Medicine, Baylor College of Medicine, Houston, TX
| | - Frank L Greenway
- Pennington Biomedical Research Center, Louisiana State University, Baton Rouge, LA
| | - Edward W Gregg
- Department of Epidemiology and Biostatistics, Imperial College London, London, U.K
| | - Helen P Hazuda
- Department of Medicine, The University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - James O Hill
- Department of Nutrition Sciences, The University of Alabama at Birmingham, Birmingham, AL
| | | | - Van S Hubbard
- National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD
| | - Peter J Huckfeldt
- Division of Health Policy and Management, School of Public Health, University of Minnesota, Minneapolis, MN
| | | | - John M Jakicic
- Department of Health and Physical Activity, University of Pittsburgh, Pittsburgh, PA
| | - Robert W Jeffery
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN
| | - Karen C Johnson
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, TN
| | - Steven E Kahn
- VA Puget Sound Health Care System and University of Washington, Seattle, WA
| | - Tina Killean
- National Institute of Diabetes and Digestive and Kidney Diseases, Phoenix, AZ
| | - William C Knowler
- National Institute of Diabetes and Digestive and Kidney Diseases, Phoenix, AZ
| | - Mary Korytkowski
- Department of Medicine, University of Pittsburgh, Pittsburgh, PA
| | - Cora E Lewis
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham, Birmingham, AL
| | - Nisa M Maruthur
- Division of General Internal Medicine, Department of Medicine, The Johns Hopkins University School of Medicine, Baltimore, MD
| | | | - Maria G Montez
- Department of Medicine, The University of Texas Health Science Center at San Antonio, San Antonio, TX
| | - David M Nathan
- Diabetes Research Center, Massachusetts General Hospital, Boston, MA
| | - Jennifer Patricio
- Department of Medicine, St. Luke's-Roosevelt Hospital Center, Columbia University, New York, NY
| | - Anne Peters
- Houston Methodist Research Institute, Baylor College of Medicine, Houston, TX
| | - Xavier Pi-Sunyer
- Department of Medicine, St. Luke's-Roosevelt Hospital Center, Columbia University, New York, NY
| | - Henry Pownall
- Division of Endocrinology and Diabetes, Keck School of Medicine of the University of Southern California, Los Angeles, CA
| | - Bruce Redmon
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota Medical School, Minneapolis, MN
| | - Julia T Rushing
- Department of Biostatistics and Data Science, Division of Public Health Sciences, Wake Forest School of Medicine, Winston-Salem, NC
| | - Helmut Steinburg
- Department of Preventive Medicine, The University of Tennessee Health Science Center, Memphis, TN
| | - Thomas A Wadden
- Center for Weight and Eating Disorders, University of Pennsylvania, Philadelphia, PA
| | - Rena R Wing
- Weight Control and Diabetes Research Center, The Miriam Hospital, Providence RI
| | - Holly Wyatt
- Department of Medicine, School of Medicine, University of Colorado Anschutz Medical Campus, Aurora, CO
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Seely EW, Weitzman PF, Cortes D, Romero Vicente S, Levkoff SE. Development and Feasibility of an App to Decrease Risk Factors for Type 2 Diabetes in Hispanic Women With Recent Gestational Diabetes (Hola Bebé, Adiós Diabetes): Pilot Pre-Post Study. JMIR Form Res 2020; 4:e19677. [PMID: 33382039 PMCID: PMC7808888 DOI: 10.2196/19677] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2020] [Revised: 10/30/2020] [Accepted: 11/03/2020] [Indexed: 11/13/2022] Open
Abstract
Background Hispanic women have increased risk of gestational diabetes mellitus (GDM), which carries an increased risk for future type 2 diabetes, compared to non-Hispanic women. In addition, Hispanic women are less likely to engage in healthy eating and physical activity, which are both risk factors for type 2 diabetes. Supporting patients to engage in healthy lifestyle behaviors through mobile health (mHealth) interventions is increasingly recognized as a viable, underused tool for disease prevention, as they reduce barriers to access frequently experienced in face-to-face interventions. Despite the high percentage of smartphone ownership among Hispanics, mHealth programs to reduce risk factors for type 2 diabetes in Hispanic women with prior GDM are lacking. Objective This study aimed to (1) develop a mobile app (¡Hola Bebé, Adiós Diabetes!) to pilot test a culturally tailored, bilingual (Spanish/English) lifestyle program to reduce risk factors for type 2 diabetes in Hispanic women with GDM in the prior 5 years; (2) examine the acceptability and usability of the app; and (3) assess the short-term effectiveness of the app in increasing self-efficacy for both healthy eating and physical activity, and in decreasing weight. Methods Social cognitive theory provided the framework for the study. A prototype app was developed based on prior research and cultural tailoring of content. Features included educational audiovisual modules on healthy eating and physical activity; personal action plans; motivational text messages; weight tracking; user-friendly, easy-to-follow recipes; directions on building a balanced plate; and tiered badges to reward achievements. Perceptions of the app’s acceptability and usability were explored through four focus groups. Short-term effectiveness of the app was tested in an 8-week single group pilot study. Results In total, 11 Hispanic women, receiving care at a federally qualified community health center, aged 18-45 years, and with GDM in the last 5 years, participated in four focus groups to evaluate the app’s acceptability and usability. Participants found the following sections most useful: audiovisual modules, badges for completion of activities, weight-tracking graphics, and recipes. Suggested modifications included adjustments in phrasing, graphics, and a tiering system of badges. After app modifications, we conducted usability testing with 4 Hispanic women, with the key result being the suggestion for a “how-to tutorial.” To assess short-term effectiveness, 21 Hispanic women with prior GDM participated in the pilot. There was a statistically significant improvement in both self-efficacy for physical activity (P=.003) and self-efficacy for healthy eating (P=.007). Weight decreased but not significantly. Backend process data revealed a high level of user engagement. Conclusions These data support the app’s acceptability, usability, and short-term effectiveness, suggesting that this mHealth program has the potential to fill the gap in care experienced by Hispanic women with prior GDM following pregnancy. Future studies are needed to determine the effectiveness of an enhanced app in a randomized controlled trial. Trial Registration ClinicalTrials.gov NCT04149054; https://clinicaltrials.gov/ct2/show/NCT04149054
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Affiliation(s)
- Ellen W Seely
- Endocrinology, Diabetes and Hypertension Division, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States
| | | | - Dharma Cortes
- Environment and Health Group, Cambridge, MA, United States
| | | | - Sue E Levkoff
- Environment and Health Group, Cambridge, MA, United States.,University of South Carolina, Columbia, SC, United States
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West AB, Konopka AR, LeBreton KA, Miller BF, Hamilton KL, Leach HJ. Incorporating Behavior Change Strategies Into an Exercise Trial to Improve Physical Activity Maintenance Among Adults at High Risk for Type II Diabetes. J Aging Phys Act 2020; 28:813-821. [PMID: 32470921 DOI: 10.1123/japa.2019-0307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 02/20/2020] [Accepted: 03/05/2020] [Indexed: 11/18/2022]
Abstract
This study examined the feasibility and effects of a 1-hr physical activity (PA) behavior change (PABC) discussion session on PA, 12 weeks after completing an exercise trial. Adults at high risk of Type II diabetes were randomized to the PABC or a control group. PA was self-reported using the International Physical Activity Questionnaire. Chi-square tests compared the proportion of participants classified as moderately active or greater at the 12-week follow-up. Participants (N = 50) were M = 61.8 ± 5.5 years old and mostly female (80%). All participants completed the PABC discussion session, and compliance with the International Physical Activity Questionnaire at 12-week follow-up was 78%. Barrier self-efficacy increased immediately following the PABC (MΔ0.5 ± 0.9; t(22) = -2.45, p = .023). At 12-week follow-up, 88% in the PABC were moderately active or greater, compared with 50% in the control (p = .015). Incorporating a PABC discussion session as part of an exercise efficacy trial was feasible and may help improve PA maintenance.
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Huckfeldt PJ, Frenier C, Pajewski NM, Espeland M, Peters A, Casanova R, Pi-Sunyer X, Cheskin L, Goldman DP. Associations of Intensive Lifestyle Intervention in Type 2 Diabetes With Health Care Use, Spending, and Disability: An Ancillary Study of the Look AHEAD Study. JAMA Netw Open 2020; 3:e2025488. [PMID: 33231638 PMCID: PMC7686866 DOI: 10.1001/jamanetworkopen.2020.25488] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
IMPORTANCE Intensive lifestyle interventions focused on diet and exercise can reduce weight and improve diabetes management. However, the long-term effects on health care use and spending are unclear, especially for public payers. OBJECTIVE To estimate the association of effective intensive lifestyle intervention for weight loss with long-term health care use and Medicare spending. DESIGN, SETTING, AND PARTICIPANTS This ancillary study used data from the Look AHEAD randomized clinical trial, which randomized participants with type 2 diabetes to an intensive lifestyle intervention or control group (ie, diabetes support and education), provided ongoing intervention from 2001 to 2012, and demonstrated improved diabetes management and reduced health care costs during the intervention. This study compared Medicare data between study arms from 2012 to 2015 to determine whether the intervention was associated with persistent reductions in health care spending. EXPOSURE Starting in 2001, Look AHEAD's intervention group participated in sessions with lifestyle counselors, dieticians, exercise specialists, and behavioral therapists with the goal of reducing weight 7% in the first year. Sessions occurred weekly in the first 6 months of the intervention and decreased over the intervention period. The controls participated in periodic group education sessions that occurred 3 times per year in the first year and decreased to 1 time per year later in the trial. MAIN OUTCOMES AND MEASURES Outcomes included total Medicare spending, Part D prescription drug costs, Part A and Part B Medicare spending, hospital admissions, emergency department visits, and disability-related Medicare eligibility. RESULTS This study matched Medicare administrative records for 2796 Look AHEAD study participants (54% of 5145 participants initially randomized and 86% of 3246 participants consenting to linkages). Linked intervention and control participants were of a similar age (mean [SD] age, 59.6 [5.4] years vs 59.6 [5.5] years at randomization) and sex (818 [58.1%] women vs 822 [59.3%] women). There was no statistically significant difference in total Medicare spending between groups (difference, -$133 [95% CI, -$1946 to $1681]; P = .89). In the intervention group, compared with the control group, there was statistically significantly higher Part B spending (difference, $513 [95% CI, $70 to $955]; P = .02) but lower prescription drug costs (difference, -$803 [95% CI, -$1522 to -$83]; P = .03). CONCLUSIONS AND RELEVANCE This ancillary study of a randomized clinical trial found that reductions in health care use and spending associated with an intensive lifestyle intervention for type 2 diabetes diminished as participants aged. Intensive lifestyle interventions may need to be sustained to reduce long-term health care spending. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT03952728.
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Affiliation(s)
- Peter J. Huckfeldt
- Division of Health Policy and Management, University of Minnesota School of Public Health, Minneapolis
| | - Chris Frenier
- Division of Health Policy and Management, University of Minnesota School of Public Health, Minneapolis
| | - Nicholas M. Pajewski
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, North Carolina
| | - Mark Espeland
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, North Carolina
| | - Anne Peters
- Keck School of Medicine of the University of Southern California, Los Angeles
| | - Ramon Casanova
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, North Carolina
| | | | | | - Dana P. Goldman
- Leonard D. Schaeffer Center for Health Policy and Economics, University of Southern California, Los Angeles
- School of Pharmacy, University of Southern California, Los Angeles
- Price School of Public Policy, University of Southern California, Los Angeles
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Begum S, Povey R, Ellis N, Gidlow C. A systematic review of recruitment strategies and behaviour change techniques in group-based diabetes prevention programmes focusing on uptake and retention. Diabetes Res Clin Pract 2020; 166:108273. [PMID: 32590009 DOI: 10.1016/j.diabres.2020.108273] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2020] [Revised: 05/26/2020] [Accepted: 06/14/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Many countries worldwide have developed diabetes prevention programmes (DPPs) that involve lifestyle modification. Research has shown that uptake and retention of DPPs are important and by exploring recruitment strategies and behaviour change techniques (BCTs) used, factors that are most effective in promoting uptake and retention can be identified. OBJECTIVES This review aims to identify recruitment strategies of group-based DPPs that are associated with high uptake and common BCTs associated with high retention. METHODS Papers were identified with a systematic literature search. Programmes that were predominantly group-based and involved lifestyle modification and in which uptake and/or retention could be determined, were included. Intervention details were extracted, recruitment strategies and BCTs identified, and response, uptake and retention rates were calculated. RESULTS A range of recruitment strategies were used making it difficult to discern associations with uptake rates. For BCTs, all programmes used a credible source, 81% used instruction on how to perform a behaviour and 71% used goal setting (behaviour). BCTs more commonly found in high retention programmes included problem-solving, demonstrating the behaviour, using behavioural practice and reducing negative emotions. CONCLUSIONS Recommendations include that DPPs incorporate BCTs like problem-solving and demonstrating the behaviour to maximise retention.
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Affiliation(s)
- Sonia Begum
- School of Life Sciences and Education, Science Centre, Staffordshire University, Stoke-on-Trent ST4 2DF, UK.
| | - Rachel Povey
- School of Life Sciences and Education, Science Centre, Staffordshire University, Stoke-on-Trent ST4 2DF, UK
| | - Naomi Ellis
- School of Life Sciences and Education, Science Centre, Staffordshire University, Stoke-on-Trent ST4 2DF, UK
| | - Christopher Gidlow
- School of Life Sciences and Education, Science Centre, Staffordshire University, Stoke-on-Trent ST4 2DF, UK
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Basu A, Gujral K. Evidence generation, decision making, and consequent growth in health disparities. Proc Natl Acad Sci U S A 2020; 117:14042-14051. [PMID: 32513684 PMCID: PMC7321972 DOI: 10.1073/pnas.1920197117] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Evidence is valuable because it informs decisions to produce better outcomes. However, the same evidence that is complete for some individuals or groups may be incomplete for others, leading to inefficiencies in decision making and growth in disparities in outcomes. Specifically, the presence of treatment effect heterogeneity across some measure of baseline risk, and noisy information about such heterogeneity, can induce self-selection into randomized clinical trials (RCTs) by patients with distributions of baseline risk different from that of the target population. Consequently, average results from RCTs can disproportionately affect the treatment choices of patients with different baseline risks. Using economic models for these sequential processes of RCT enrollment, information generation, and the resulting treatment choice decisions, we show that the dynamic consequences of such information flow and behaviors may lead to growth in disparities in health outcomes across racial and ethnic categories. These disparities arise due to either the differential distribution of risk across those categories at the time RCT results are reported or the different rate of change of baseline risk over time across race and ethnicity, even though the distribution of risk within the RCT matched that of the target population when the RCT was conducted. We provide evidence on how these phenomena may have contributed to the growth in racial disparity in diabetes incidence.
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Affiliation(s)
- Anirban Basu
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA 98195;
- Health Care Program, The National Bureau of Economic Research, Cambridge, MA 02138
| | - Kritee Gujral
- The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA 98195
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Yeary KHK, Kaplan CM, Hutchins E. Implementation costs of a community health worker delivered weight loss intervention in black churches serving underserved communities. Prev Med Rep 2020; 18:101084. [PMID: 32309114 PMCID: PMC7155228 DOI: 10.1016/j.pmedr.2020.101084] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Revised: 01/15/2020] [Accepted: 03/30/2020] [Indexed: 12/30/2022] Open
Abstract
Black adults bear a disproportionate burden of the obesity epidemic but are underrepresented in weight loss research and lose less weight than their white counterparts in weight loss interventions. Comprehensive behavioral weight loss interventions cause weight loss, but their high cost have stymied their implementation in black and other underserved communities. Recent translations of evidence-based weight loss interventions for black communities have been designed to increase intervention reach. However, the costs of implementing such interventions have seldom been reported in the context of a randomized controlled trial. Thus, the costs of implementing a community-health worker delivered Diabetes Prevention Program (DPP) adaptated for rural black adults of faith (The WORD) are reported. Data from a randomized controlled effectiveness trial conducted in 31 churches (n = 440) were used to calculate implementation costs. All participants received the 16-session core weight loss intervention and weight loss data was collected at baseline and 6 months. Participants lost an average of 2.53 kg at 6 months. Total implementation costs were $340.95 per participant. Thus, the implementation cost was $138 per kg. This is one of the few comprehensive examinations of costs for a DPP translation for black adults of faith and provide initial data from which practitioners and policy makers can use to determine the engagement of churches to disseminate the DPP through churches. Future studies are needed to confirm the extent churches are a cost-effective strategy to cause weight loss in black communities.
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Affiliation(s)
- Karen H. Kim Yeary
- Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263, United States
| | - Cameron M. Kaplan
- University of Southern California, Los Angeles, CA 90033, United States
| | - Ellen Hutchins
- University of Arkansas for Medical Sciences, Little Rock, AR 72205, United States
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Mühlenbruch K, Zhuo X, Bardenheier B, Shao H, Laxy M, Icks A, Zhang P, Gregg EW, Schulze MB. Selecting the optimal risk threshold of diabetes risk scores to identify high-risk individuals for diabetes prevention: a cost-effectiveness analysis. Acta Diabetol 2020; 57:447-454. [PMID: 31745647 PMCID: PMC7093341 DOI: 10.1007/s00592-019-01451-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Accepted: 10/31/2019] [Indexed: 01/21/2023]
Abstract
AIMS Although risk scores to predict type 2 diabetes exist, cost-effectiveness of risk thresholds to target prevention interventions are unknown. We applied cost-effectiveness analysis to identify optimal thresholds of predicted risk to target a low-cost community-based intervention in the USA. METHODS We used a validated Markov-based type 2 diabetes simulation model to evaluate the lifetime cost-effectiveness of alternative thresholds of diabetes risk. Population characteristics for the model were obtained from NHANES 2001-2004 and incidence rates and performance of two noninvasive diabetes risk scores (German diabetes risk score, GDRS, and ARIC 2009 score) were determined in the ARIC and Cardiovascular Health Study (CHS). Incremental cost-effectiveness ratios (ICERs) were calculated for increasing risk score thresholds. Two scenarios were assumed: 1-stage (risk score only) and 2-stage (risk score plus fasting plasma glucose (FPG) test (threshold 100 mg/dl) in the high-risk group). RESULTS In ARIC and CHS combined, the area under the receiver operating characteristic curve for the GDRS and the ARIC 2009 score were 0.691 (0.677-0.704) and 0.720 (0.707-0.732), respectively. The optimal threshold of predicted diabetes risk (ICER < $50,000/QALY gained in case of intervention in those above the threshold) was 7% for the GDRS and 9% for the ARIC 2009 score. In the 2-stage scenario, ICERs for all cutoffs ≥ 5% were below $50,000/QALY gained. CONCLUSIONS Intervening in those with ≥ 7% diabetes risk based on the GDRS or ≥ 9% on the ARIC 2009 score would be cost-effective. A risk score threshold ≥ 5% together with elevated FPG would also allow targeting interventions cost-effectively.
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Affiliation(s)
- Kristin Mühlenbruch
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany
- German Center for Diabetes Research (DZD), Neuherberg, Germany
| | - Xiaohui Zhuo
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Barbara Bardenheier
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Hui Shao
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Michael Laxy
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Helmholtz Zentrum München, German Research Center for Environmental Health (GmbH), Institute of Health Economics and Health Care Management, Neuherberg, Germany
| | - Andrea Icks
- German Center for Diabetes Research (DZD), Neuherberg, Germany
- Institute of Health Services Research and Health Economics, German Diabetes Centre, Leibniz-Centre for Diabetes Research, Düsseldorf, Germany
- Institute of Health Services Research and Health Economics, Medical Faculty, Heinrich-Heine-University, Düsseldorf, Germany
| | - Ping Zhang
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Edward W Gregg
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | - Matthias B Schulze
- Department of Molecular Epidemiology, German Institute of Human Nutrition Potsdam-Rehbruecke, Nuthetal, Germany.
- German Center for Diabetes Research (DZD), Neuherberg, Germany.
- Institute of Nutritional Sciences, University of Potsdam, Potsdam, Germany.
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Ghosh P, Nahum-Shani I, Spring B, Chakraborty B. Noninferiority and equivalence tests in sequential, multiple assignment, randomized trials (SMARTs). Psychol Methods 2020; 25:182-205. [PMID: 31497981 PMCID: PMC7061067 DOI: 10.1037/met0000232] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Adaptive interventions (AIs) are increasingly popular in the behavioral sciences. An AI is a sequence of decision rules that specify for whom and under what conditions different intervention options should be offered, in order to address the changing needs of individuals as they progress over time. The sequential, multiple assignment, randomized trial (SMART) is a novel trial design that was developed to aid in empirically constructing effective AIs. The sequential randomizations in a SMART often yield multiple AIs that are embedded in the trial by design. Many SMARTs are motivated by scientific questions pertaining to the comparison of such embedded AIs. Existing data analytic methods and sample size planning resources for SMARTs are suitable only for superiority testing, namely for testing whether one embedded AI yields better primary outcomes on average than another. This calls for noninferiority/equivalence testing methods, because AIs are often motivated by the need to deliver support/care in a less costly or less burdensome manner, while still yielding benefits that are equivalent or noninferior to those produced by a more costly/burdensome standard of care. Here, we develop data-analytic methods and sample-size formulas for SMARTs testing the noninferiority or equivalence of one AI over another. Sample size and power considerations are discussed with supporting simulations, and online resources for sample size planning are provided. A simulated data analysis shows how to test noninferiority and equivalence hypotheses with SMART data. For illustration, we use an example from a SMART in the area of health psychology aiming to develop an AI for promoting weight loss among overweight/obese adults. (PsycINFO Database Record (c) 2020 APA, all rights reserved).
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Affiliation(s)
- Palash Ghosh
- Centre for Quantitative Medicine, Duke-NUS Medical School,
National University of Singapore, Singapore
| | | | - Bonnie Spring
- Center for Behavior and Health, Northwestern University
Feinberg School of Medicine
| | - Bibhas Chakraborty
- Centre for Quantitative Medicine, Duke-NUS Medical School,
National University of Singapore, Singapore
- Department of Statistics and Applied Probability, National
University of Singapore
- Department of Biostatistics and Bioinformatics, Duke
University
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Kivelä J, Wikström K, Virtanen E, Georgoulis M, Cardon G, Civeira F, Iotova V, Karuranga E, Ko W, Liatis S, Makrilakis K, Manios Y, Mateo-Gallego R, Nanasi A, Rurik I, Tankova T, Tsochev K, Van Stappen V, Lindström J. Obtaining evidence base for the development of Feel4Diabetes intervention to prevent type 2 diabetes - a narrative literature review. BMC Endocr Disord 2020; 20:140. [PMID: 32164690 PMCID: PMC7066732 DOI: 10.1186/s12902-019-0468-y] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2019] [Accepted: 12/04/2019] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Feel4Diabetes was a school and community based intervention aiming to promote healthy lifestyle and tackle obesity for the prevention of type 2 diabetes among families in 6 European countries. We conducted this literature review in order to guide the development of evidence-based implementation of the Feel4Diabetes intervention. We focused on type 2 diabetes prevention strategies, including all the phases from risk identification to implementation and maintenance. Special focus was given to prevention among vulnerable groups and people under 45 years. METHODS Scientific and grey literature published between January 2000 and January 2015 was searched for relevant studies using electronic databases. To present the literature review findings in a systematic way, we used the Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) framework. A complementary literature search from February 2015 to December 2018 was also conducted. RESULTS The initial review included 27 studies with a follow-up ≥12 months and 9 studies with a follow-up ≥6 months and with a participant mean age < 45 years. We found out that interventions should be targeted at people at risk to improve recruiting and intervention effectiveness. Screening questionnaires (primarily Finnish Diabetes Risk Score FINDRISC) and blood glucose measurement can both be used for screening; the method does not appear to affect intervention effectiveness. Screening and recruitment is time-consuming, especially when targeting lower socioeconomic status and age under 45 years. The intervention intensity is more important for effectiveness than the mode of delivery. Moderate changes in several lifestyle habits lead to good intervention results. A minimum of 3-year follow-up seemed to be required to show a reduction in diabetes risk in high-risk individuals. In participants < 45 years, the achieved results in outcomes were less pronounced. The complementary review included 12 studies, with similar results regarding intervention targets and delivery modes, as well as clinical significance. CONCLUSION This narrative review highlighted several important aspects that subsequently guided the development of the Feel4Diabetes high-risk intervention. Research on diabetes prevention interventions targeted at younger adults or vulnerable population groups is still relatively scarce. Feel4Diabetes is a good example of a project aiming to fill this research gap. TRIAL REGISTRATION clinicaltrials.gov NCT02393872, registered 20th March 2015.
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Affiliation(s)
- Jemina Kivelä
- Department of Public Health Solutions, National Institute for Health and Welfare, PO BOX 27, 00300 Helsinki, Finland
- Department of Obstetrics and Gynecology, University of Helsinki, Helsinki University Hospital, Helsinki, Finland
| | - Katja Wikström
- Department of Public Health Solutions, National Institute for Health and Welfare, PO BOX 27, 00300 Helsinki, Finland
- Institute of Public Health and Clinical Nutrition, University of Eastern Finland, Kuopio, Finland
| | - Eeva Virtanen
- Department of Public Health Solutions, National Institute for Health and Welfare, PO BOX 27, 00300 Helsinki, Finland
| | - Michael Georgoulis
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Greet Cardon
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Fernando Civeira
- GENUD (Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Zaragoza, Spain
| | - Violeta Iotova
- Department of Paediatrics, Medical University Varna, Varna, Bulgaria
| | | | - Winne Ko
- International Diabetes Federation, Brussels, Belgium
| | - Stavros Liatis
- National and Kapodistrian University of Athens, Athens, Greece
| | | | - Yannis Manios
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Rocío Mateo-Gallego
- GENUD (Growth, Exercise, Nutrition and Development) Research Group, University of Zaragoza, Zaragoza, Spain
| | - Anna Nanasi
- Department of Family and Occupational Medicine, Faculty of Public Health, University of Debrecen, Debrecen, Hungary
| | - Imre Rurik
- Department of Family and Occupational Medicine, Faculty of Public Health, University of Debrecen, Debrecen, Hungary
| | - Tsvetalina Tankova
- Department of Diabetology, Clinical Center of Endocrinology, Medical University Sofia, Sofia, Bulgaria
| | - Kaloyan Tsochev
- Department of Paediatrics, Medical University Varna, Varna, Bulgaria
| | - Vicky Van Stappen
- Department of Movement and Sports Sciences, Ghent University, Ghent, Belgium
| | - Jaana Lindström
- Department of Public Health Solutions, National Institute for Health and Welfare, PO BOX 27, 00300 Helsinki, Finland
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Unick JL, Pellegrini CA, Dunsiger SI, Demos KE, Thomas JG, Bond DS, Webster J, Wing RR. DIAL now protocol: A randomized trial examining the provision of phone coaching to those with sub-optimal early weight loss during an Internet weight management program. Contemp Clin Trials 2020; 90:105953. [PMID: 32017994 PMCID: PMC7071958 DOI: 10.1016/j.cct.2020.105953] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Revised: 01/22/2020] [Accepted: 01/30/2020] [Indexed: 10/25/2022]
Abstract
BACKGROUND While low-intensity Internet-delivered weight loss (IDWL) programs are efficacious, many patients fail to achieve clinically significant weight loss (WL). Given the positive association between 4-week and post-treatment WL, providing a more intensive intervention for those with sub-optimal 4-week WL may improve outcomes for a greater proportion of individuals. This stepped-care approach would minimize cost by reserving more aggressive treatment for those with sub-optimal early WL. OBJECTIVE This randomized trial examines whether the provision of brief or extended phone coaching for those with sub-optimal early WL improves 4- and 12-month WL when compared to no coaching. Secondary aims include examination of cost/kg WL and intervention engagement. METHODS 450 individuals (age 18-70 years, BMI: 25-45 kg/m2) will be randomized to: 1) IDWL+3 weeks of coaching ('Brief'), 2) IDWL+12 weeks of coaching ('Extended'), or 3) IDWL only ('Control'). All individuals will receive a 4-month IDWL program followed by an 8-month IDWL maintenance program. At week 4, individuals will be classified as early sub-optimal responders (<4% WL) or initial responders (≥4% WL). Individuals with sub-optimal early WL randomized to 'Brief' or 'Extended' will receive 3 and 12 weeks of phone coaching respectively, starting at week 5. Those with sub-optimal early WL randomized to 'Control', and initial responders will not receive any coaching. Assessments will occur at 4 and 12 months. DISCUSSION Study findings can inform the development of more effective IDWL programs. This model which provides additional support to those with sub-optimal early WL can easily be translated into healthcare and community settings.
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Affiliation(s)
- Jessica L Unick
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA.
| | - Christine A Pellegrini
- Department of Exercise Science, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Shira I Dunsiger
- Department of Behavioral and Social Sciences, Brown University School of Public Health, USA
| | - Kathryn E Demos
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA
| | - J Graham Thomas
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA
| | - Dale S Bond
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA
| | - Jennifer Webster
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA
| | - Rena R Wing
- Warren Alpert Medical School at Brown University and The Miriam Hospital's Weight Control and Diabetes Research Center, Providence, RI, USA
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Anti-Hyperglycemic Effects of Green Crab Hydrolysates Derived by Commercially Available Enzymes. Foods 2020; 9:foods9030258. [PMID: 32121110 PMCID: PMC7143835 DOI: 10.3390/foods9030258] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 02/18/2020] [Accepted: 02/25/2020] [Indexed: 11/16/2022] Open
Abstract
The predation and burrowing activity of invasive green crabs have had detrimental effects on important marine resources and habitats. Our objective is to develop bioactive hydrolysates by enzymatic proteolysis of underutilized green crab. Mechanically separated mince was hydrolyzed with Alcalase, Protamex, Flavourzyme, and Papain (1%) for 60 min. Subsequently, the hydrolysates were introduced to a simulated gastrointestinal digestion model. Selected samples were fractionated by ultrafiltration, and their anti-hyperglycemic effects including α-glucosidase, α-amylase, and dipeptidyl peptidase-IV (DPP-IV) inhibitory activities and glucagon-like 1 (GLP-1) secretory activity were evaluated. The Protamex treatment showed the highest α-glucosidase inhibitory activity (IC50 1.38 ± 0.19 mg/mL) compared to other enzyme treatments and the crab mince control, and its α-amylase inhibitory activity (IC50 11.02 ± 0.69 mg/mL) was lower than its α-glucosidase inhibitory activity. Its GLP-1 secretory activity was approximately four times higher than the positive control (10 mM glutamine). The <3 kD fraction contributed significantly to the anti-hyperglycemic activity of Protamex-derived hydrolysates, and this activity was stable after simulated digestion. Our results suggest that green crab hydrolysates obtained by Protamex treatment have the potential for type 2 diabetes management and could be incorporated in food products as a health-promoting ingredient.
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Abstract
PURPOSE OF REVIEW Type 2 diabetes is common, burdensome, and preventable. Landmark trials such as the Diabetes Prevention Program (DPP) demonstrated that resource-intensive lifestyle support interventions resulting in modest weight loss via healthy diet changes and physical activity can lower the rate of diabetes development by 58%. We performed a review of efforts to translate and implement DPP-like programs throughout the USA to identify challenges and opportunities for improvement. RECENT FINDINGS For more than a decade, multiple stakeholders have worked to translate evidence-based principles of diabetes prevention to reach 84 million Americans with prediabetes. DPP-like programs have been delivered by over 1500 organizations, reaching almost 300,000 people, but this number represents less than 1% of the target population. Research has uncovered large gaps in efforts to diagnose, raise awareness, and provide access to DPP-like programs for adults with prediabetes, requiring further stakeholder engagement and coordination to resolve. Efforts to address prevailing gaps in diabetes prevention must address distinct and sometimes conflicting priorities and concerns of stakeholders. Our review recommends several areas of further research and action to improve type 2 diabetes prevention on a population scale.
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Affiliation(s)
- Ronald T. Ackermann
- Department of Medicine, Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, 750 N. Lake Shore Drive, 10th Floor, Chicago, IL 60611, USA
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lake Shore Drive, 6th Floor, Chicago, IL 60611, USA
- Center for Diabetes and Metabolism, Northwestern University Feinberg School of Medicine, 300 E Superior St #15-703, Chicago, IL 60611, USA
| | - Matthew J. O’Brien
- Department of Medicine, Division of General Internal Medicine and Geriatrics, Northwestern University Feinberg School of Medicine, 750 N. Lake Shore Drive, 10th Floor, Chicago, IL 60611, USA
- Institute for Public Health and Medicine, Northwestern University Feinberg School of Medicine, 750 N. Lake Shore Drive, 6th Floor, Chicago, IL 60611, USA
- Center for Diabetes and Metabolism, Northwestern University Feinberg School of Medicine, 300 E Superior St #15-703, Chicago, IL 60611, USA
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Perveen S, Shahbaz M, Ansari MS, Keshavjee K, Guergachi A. A Hybrid Approach for Modeling Type 2 Diabetes Mellitus Progression. Front Genet 2020; 10:1076. [PMID: 31969896 PMCID: PMC6958689 DOI: 10.3389/fgene.2019.01076] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2019] [Accepted: 10/09/2019] [Indexed: 12/31/2022] Open
Abstract
Type 2 Diabetes Mellitus (T2DM) is a chronic, progressive metabolic disorder characterized by hyperglycemia resulting from abnormalities in insulin secretion, insulin action, or both. It is associated with an increased risk of developing vascular complication of micro as well as macro nature. Because of its inconspicuous and heterogeneous character, the management of T2DM is very complex. Modeling physiological processes over time demonstrating the patient’s evolving health condition is imperative to comprehending the patient’s current status of health, projecting its likely dynamics and assessing the requisite care and treatment measures in future. Hidden Markov Model (HMM) is an effective approach for such prognostic modeling. However, the nature of the clinical setting, together with the format of the Electronic Medical Records (EMRs) data, in particular the sparse and irregularly sampled clinical data which is well understood to present significant challenges, has confounded standard HMM. In the present study, we proposed an approximation technique based on Newton’s Divided Difference Method (NDDM) as a component with HMM to determine the risk of developing diabetes in an individual over different time horizons using irregular and sparsely sampled EMRs data. The proposed method is capable of exploiting available sequences of clinical measurements obtained from a longitudinal sample of patients for effective imputation and improved prediction performance. Furthermore, results demonstrated that the discrimination capability of our proposed method, in prognosticating diabetes risk, is superior to the standard HMM.
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Affiliation(s)
- Sajida Perveen
- Department of Computer Science & Engineering, University of Engineering & Technology, Lahore, Pakistan
| | - Muhammad Shahbaz
- Department of Computer Science & Engineering, University of Engineering & Technology, Lahore, Pakistan.,Research Lab for Advanced System Modelling, Ryerson University, Toronto, ON, Canada
| | | | - Karim Keshavjee
- Research Lab for Advanced System Modelling, Ryerson University, Toronto, ON, Canada.,Institute for Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Aziz Guergachi
- Research Lab for Advanced System Modelling, Ryerson University, Toronto, ON, Canada.,Ted Rogers School of Information Technology Management, Ryerson University, Toronto, ON, Canada.,Department of Mathematics & Statistics, York University, Toronto, ON, Canada
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Coppell K, Freer T, Abel S, Whitehead L, Tipene-Leach D, Gray AR, Merriman T, Sullivan T, Krebs J, Perreault L. What predicts regression from pre-diabetes to normal glucose regulation following a primary care nurse-delivered dietary intervention? A study protocol for a prospective cohort study. BMJ Open 2019; 9:e033358. [PMID: 31822546 PMCID: PMC6924756 DOI: 10.1136/bmjopen-2019-033358] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
INTRODUCTION Pre-diabetes is a high-risk state for the development of type 2 diabetes mellitus (T2DM) and cardiovascular disease. Regression to normoglycaemia, even if transient, significantly reduces the risk of developing T2DM. The primary aim of this mixed-methods study is to determine if there are clinically relevant differences among those with pre-diabetes and excess weight who regress to normoglycaemia, those who have persistent pre-diabetes and those who progress to T2DM following participation in a 6-month primary care nurse-delivered pre-diabetes dietary intervention. Incidence of T2DM at 2 years will be examined. METHODS AND ANALYSIS Four hundred participants with pre-diabetes (New Zealand definition glycated haemoglobin 41-49 mmol/mol) and a body mass index >25 kg/m2 will be recruited through eight primary care practices in Hawke's Bay, New Zealand. Trained primary care nurses will deliver a 6-month structured dietary intervention, followed by quarterly reviews for 18 months post-intervention. Clinical data, data on lifestyle factors and health-related quality of life (HR-QoL) and blood samples will be collected at baseline, 6 months, 12 months and 24 months. Sixty participants purposefully selected will complete a semi-structured interview following the 6-month intervention. Poisson regression with robust standard errors and clustered by practice will be used to identify predictors of regression or progression at 6 months, and risk factors for developing T2DM at 2 years. Qualitative data will be analysed thematically. Changes in HR-QoL will be described and potential cost savings will be estimated from a funder's perspective at 2 years. ETHICS AND DISSEMINATION This study was approved by the Northern A Health and Disability Ethics Committee, New Zealand (Ethics Reference: 17/NTA/24). Study results will be presented to participants, published in peer-reviewed journals and presented at relevant conferences. TRIAL REGISTRATION NUMBER ACTRN12617000591358; Pre-results.
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Affiliation(s)
- Kirsten Coppell
- Department of Medicine, University of Otago, Dunedin, New Zealand
| | | | - Sally Abel
- Kaupapa Consulting Ltd, Napier, New Zealand
| | - Lisa Whitehead
- School of Nursing and Midwifery, Edith Cowan University, Joondalup, Western Australia, Australia
| | - David Tipene-Leach
- Faculty of Education, Humanities and Health Science, Eastern Institute of Technology, Napier, New Zealand
| | - Andrew R Gray
- Centre for Biostatistics, University of Otago, Dunedin, New Zealand
| | - Tony Merriman
- Department of Biochemistry, University of Otago, Dunedin, New Zealand
| | - Trudy Sullivan
- Department of Preventive and Social Medicine, University of Otago, Dunedin, New Zealand
| | - Jeremy Krebs
- Department of Medicine, University of Otago Wellington, Wellington, New Zealand
| | - Leigh Perreault
- Department of Medicine, University of Colorado, Denver, Colorado, USA
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Madsen KS, Chi Y, Metzendorf M, Richter B, Hemmingsen B. Metformin for prevention or delay of type 2 diabetes mellitus and its associated complications in persons at increased risk for the development of type 2 diabetes mellitus. Cochrane Database Syst Rev 2019; 12:CD008558. [PMID: 31794067 PMCID: PMC6889926 DOI: 10.1002/14651858.cd008558.pub2] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
BACKGROUND The projected rise in the incidence of type 2 diabetes mellitus (T2DM) could develop into a substantial health problem worldwide. Whether metformin can prevent or delay T2DM and its complications in people with increased risk of developing T2DM is unknown. OBJECTIVES To assess the effects of metformin for the prevention or delay of T2DM and its associated complications in persons at increased risk for the T2DM. SEARCH METHODS We searched the Cochrane Central Register of Controlled Trials, MEDLINE, Scopus, ClinicalTrials.gov, the World Health Organization (WHO) International Clinical Trials Registry Platform and the reference lists of systematic reviews, articles and health technology assessment reports. We asked investigators of the included trials for information about additional trials. The date of the last search of all databases was March 2019. SELECTION CRITERIA We included randomised controlled trials (RCTs) with a duration of one year or more comparing metformin with any pharmacological glucose-lowering intervention, behaviour-changing intervention, placebo or standard care in people with impaired glucose tolerance, impaired fasting glucose, moderately elevated glycosylated haemoglobin A1c (HbA1c) or combinations of these. DATA COLLECTION AND ANALYSIS Two review authors read all abstracts and full-text articles and records, assessed risk of bias and extracted outcome data independently. We used a random-effects model to perform meta-analysis and calculated risk ratios (RRs) for dichotomous outcomes and mean differences (MDs) for continuous outcomes, using 95% confidence intervals (CIs) for effect estimates. We assessed the certainty of the evidence using GRADE. MAIN RESULTS We included 20 RCTs randomising 6774 participants. One trial contributed 48% of all participants. The duration of intervention in the trials varied from one to five years. We judged none of the trials to be at low risk of bias in all 'Risk of bias' domains. Our main outcome measures were all-cause mortality, incidence of T2DM, serious adverse events (SAEs), cardiovascular mortality, non-fatal myocardial infarction or stroke, health-related quality of life and socioeconomic effects.The following comparisons mostly reported only a fraction of our main outcome set. Fifteen RCTs compared metformin with diet and exercise with or without placebo: all-cause mortality was 7/1353 versus 7/1480 (RR 1.11, 95% CI 0.41 to 3.01; P = 0.83; 2833 participants, 5 trials; very low-quality evidence); incidence of T2DM was 324/1751 versus 529/1881 participants (RR 0.50, 95% CI 0.38 to 0.65; P < 0.001; 3632 participants, 12 trials; moderate-quality evidence); the reporting of SAEs was insufficient and diverse and meta-analysis could not be performed (reported numbers were 4/118 versus 2/191; 309 participants; 4 trials; very low-quality evidence); cardiovascular mortality was 1/1073 versus 4/1082 (2416 participants; 2 trials; very low-quality evidence). One trial reported no clear difference in health-related quality of life after 3.2 years of follow-up (very low-quality evidence). Two trials estimated the direct medical costs (DMC) per participant for metformin varying from $220 to $1177 versus $61 to $184 in the comparator group (2416 participants; 2 trials; low-quality evidence). Eight RCTs compared metformin with intensive diet and exercise: all-cause mortality was 7/1278 versus 4/1272 (RR 1.61, 95% CI 0.50 to 5.23; P = 0.43; 2550 participants, 4 trials; very low-quality evidence); incidence of T2DM was 304/1455 versus 251/1505 (RR 0.80, 95% CI 0.47 to 1.37; P = 0.42; 2960 participants, 7 trials; moderate-quality evidence); the reporting of SAEs was sparse and meta-analysis could not be performed (one trial reported 1/44 in the metformin group versus 0/36 in the intensive exercise and diet group with SAEs). One trial reported that 1/1073 participants in the metformin group compared with 2/1079 participants in the comparator group died from cardiovascular causes. One trial reported that no participant died due to cardiovascular causes (very low-quality evidence). Two trials estimated the DMC per participant for metformin varying from $220 to $1177 versus $225 to $3628 in the comparator group (2400 participants; 2 trials; very low-quality evidence). Three RCTs compared metformin with acarbose: all-cause mortality was 1/44 versus 0/45 (89 participants; 1 trial; very low-quality evidence); incidence of T2DM was 12/147 versus 7/148 (RR 1.72, 95% CI 0.72 to 4.14; P = 0.22; 295 participants; 3 trials; low-quality evidence); SAEs were 1/51 versus 2/50 (101 participants; 1 trial; very low-quality evidence). Three RCTs compared metformin with thiazolidinediones: incidence of T2DM was 9/161 versus 9/159 (RR 0.99, 95% CI 0.41 to 2.40; P = 0.98; 320 participants; 3 trials; low-quality evidence). SAEs were 3/45 versus 0/41 (86 participants; 1 trial; very low-quality evidence). Three RCTs compared metformin plus intensive diet and exercise with identical intensive diet and exercise: all-cause mortality was 1/121 versus 1/120 participants (450 participants; 2 trials; very low-quality evidence); incidence of T2DM was 48/166 versus 53/166 (RR 0.55, 95% CI 0.10 to 2.92; P = 0.49; 332 participants; 2 trials; very low-quality evidence). One trial estimated the DMC of metformin plus intensive diet and exercise to be $270 per participant compared with $225 in the comparator group (94 participants; 1 trial; very-low quality evidence). One trial in 45 participants compared metformin with a sulphonylurea. The trial reported no patient-important outcomes. For all comparisons there were no data on non-fatal myocardial infarction, non-fatal stroke or microvascular complications. We identified 11 ongoing trials which potentially could provide data of interest for this review. These trials will add a total of 17,853 participants in future updates of this review. AUTHORS' CONCLUSIONS Metformin compared with placebo or diet and exercise reduced or delayed the risk of T2DM in people at increased risk for the development of T2DM (moderate-quality evidence). However, metformin compared to intensive diet and exercise did not reduce or delay the risk of T2DM (moderate-quality evidence). Likewise, the combination of metformin and intensive diet and exercise compared to intensive diet and exercise only neither showed an advantage or disadvantage regarding the development of T2DM (very low-quality evidence). Data on patient-important outcomes such as mortality, macrovascular and microvascular diabetic complications and health-related quality of life were sparse or missing.
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Affiliation(s)
- Kasper S Madsen
- University of CopenhagenFaculty of Health and Medical SciencesBlegdamsvej 3BCopenhagen NDenmark2200
| | - Yuan Chi
- University Hospital Zurich and University of ZurichInstitute for Complementary and Integrative MedicineSonneggstrasse 6ZurichBeijingSwitzerland8006
| | - Maria‐Inti Metzendorf
- Institute of General Practice, Medical Faculty of the Heinrich‐Heine‐University DüsseldorfCochrane Metabolic and Endocrine Disorders GroupMoorenstr. 5DüsseldorfGermany40225
| | - Bernd Richter
- Institute of General Practice, Medical Faculty of the Heinrich‐Heine‐University DüsseldorfCochrane Metabolic and Endocrine Disorders GroupMoorenstr. 5DüsseldorfGermany40225
| | - Bianca Hemmingsen
- Institute of General Practice, Medical Faculty of the Heinrich‐Heine‐University DüsseldorfCochrane Metabolic and Endocrine Disorders GroupMoorenstr. 5DüsseldorfGermany40225
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Waring ME, Libby BA, Moore Simas TA, Bracken ML, Bibeau JL, Herrera V, Wang J, Pagoto SL. Delivering a Post-Partum Weight Loss Intervention via Facebook or In-Person Groups: Protocol for a Randomized Feasibility Pilot Trial. JMIR Res Protoc 2019; 8:e15530. [PMID: 31778116 PMCID: PMC6908979 DOI: 10.2196/15530] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Revised: 09/25/2019] [Accepted: 09/26/2019] [Indexed: 12/27/2022] Open
Abstract
BACKGROUND Postpartum weight retention contributes to long-term weight gain and obesity for many women. Lifestyle interventions with numerous visits are logistically challenging for many postpartum women. Delivering a lifestyle intervention via social media may overcome logistic challenges to participation in in-person weight loss programs. OBJECTIVE The objective of this study is to conduct a randomized feasibility pilot trial of a 6-month postpartum weight loss intervention delivered via Facebook or in-person groups with 72 postpartum women with overweight or obesity. METHODS Women with overweight or obesity who are 8 weeks to 12 months postpartum (N=72) will be recruited from the Hartford, Connecticut community. Eligible participants must also own an iPhone or Android smartphone and be an active Facebook user. Participants will receive a 6-month postpartum weight loss intervention based on the Diabetes Prevention Program lifestyle intervention and adapted for postpartum women. Participants will be randomized to receive the intervention via a private Facebook group or in-person group meetings. Assessments will occur at baseline, weekly during the intervention, at 6 months (at the end of the intervention), and at 12 months. Primary feasibility outcomes are recruitment, sustained participation, contamination, retention, and feasibility of assessment procedures including measurement of costs to deliver and receive the intervention. We will describe 6- and 12-month weight loss as an exploratory outcome. RESULTS Recruitment began in September 2018. The first wave of the intervention began in February 2019, and the second wave of the intervention is expected to begin in fall 2019. We anticipate completing follow-up assessments in fall 2020, and results will be analyzed at that time. CONCLUSIONS Results will inform the design of a large randomized controlled trial to assess whether delivering a postpartum weight loss intervention via Facebook is noninferior for weight loss and more cost-effective than delivering the intervention via traditional in-person groups. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) DERR1-10.2196/15530.
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Affiliation(s)
- Molly E Waring
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
| | - Brooke A Libby
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
| | - Tiffany A Moore Simas
- Department of Obstetrics and Gynecology, University of Massachusetts Medical School/UMass Memorial Health Care, Worcester, MA, United States
- Department of Pediatrics, University of Massachusetts Medical School/UMass Memorial Health Care, Worcester, MA, United States
- Department of Psychiatry, University of Massachusetts Medical School/UMass Memorial Health Care, Worcester, MA, United States
- Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA, United States
| | - Madison L Bracken
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
- Department of Psychological and Brain Sciences, University of Massachusetts, Amherst, MA, United States
| | - Jessica L Bibeau
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
| | - Valeria Herrera
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
| | - Justin Wang
- Social Sciences Department, Community College of Rhode Island, Warwick, RI, United States
| | - Sherry L Pagoto
- Department of Allied Health Sciences, UConn Center for mHealth and Social Media, University of Connecticut, Storrs, CT, United States
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Duijzer G, Bukman AJ, Meints-Groenveld A, Haveman-Nies A, Jansen SC, Heinrich J, Hiddink GJ, Feskens EJM, de Wit GA. Cost-effectiveness of the SLIMMER diabetes prevention intervention in Dutch primary health care: economic evaluation from a randomised controlled trial. BMC Health Serv Res 2019; 19:824. [PMID: 31711499 PMCID: PMC6849241 DOI: 10.1186/s12913-019-4529-8] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Accepted: 09/11/2019] [Indexed: 11/24/2022] Open
Abstract
Background Although evidence is accumulating that lifestyle modification may be cost-effective in patients with prediabetes, information is limited on the cost-effectiveness of interventions implemented in public health and primary health care settings. Evidence from well-conducted pragmatic trials is needed to gain insight into the realistic cost-effectiveness of diabetes prevention interventions in real-world settings. The aim of this study is to assess the cost-effectiveness of the SLIMMER lifestyle intervention targeted at patients at high risk of developing type 2 diabetes compared with usual health care in a primary care setting in the Netherlands. Methods Three hundred and sixteen high-risk subjects were randomly assigned to the SLIMMER lifestyle intervention or to usual health care. Costs and outcome assessments were performed at the end of the intervention (12 months) and six months thereafter (18 months). Costs were assessed from a societal perspective. Patients completed questionnaires to assess health care utilisation, participant out-of-pocket costs, and productivity losses. Quality Adjusted Life Years (QALY) were calculated based on the SF-36 questionnaire. Cost-effectiveness planes and acceptability curves were generated using bootstrap analyses. Results The cost-effectiveness analysis showed that the incremental costs of the SLIMMER lifestyle intervention were €547 and that the incremental effect was 0.02 QALY, resulting in an incremental cost-effectiveness ratio (ICER) of €28,094/QALY. When cost-effectiveness was calculated from a health care perspective, the ICER decreased to €13,605/QALY, with a moderate probability of being cost-effective (56% at a willingness to pay, WTP, of €20,000/QALY and 81% at a WTP of €80,000/QALY). Conclusions The SLIMMER lifestyle intervention to prevent type 2 diabetes had a low to moderate probability of being cost-effective, depending on the perspective taken. Trial registration The SLIMMER study is retrospectively registered with ClinicalTrials.gov (Identifier NCT02094911) since March 19, 2014.
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Affiliation(s)
- Geerke Duijzer
- Wageningen University, Division of Human Nutrition; Academic Collaborative Centre AGORA, PO Box 17, 6700 AA, Wageningen, the Netherlands. .,GGD Noord- en Oost-Gelderland (Community Health Service), PO Box 3, 7200 AA, Warnsveld, the Netherlands.
| | - Andrea J Bukman
- Wageningen University, Division of Human Nutrition; Academic Collaborative Centre AGORA, PO Box 17, 6700 AA, Wageningen, the Netherlands
| | - Aafke Meints-Groenveld
- Wageningen University, Division of Human Nutrition; Academic Collaborative Centre AGORA, PO Box 17, 6700 AA, Wageningen, the Netherlands
| | - Annemien Haveman-Nies
- Wageningen University, Division of Human Nutrition; Academic Collaborative Centre AGORA, PO Box 17, 6700 AA, Wageningen, the Netherlands.,GGD Noord- en Oost-Gelderland (Community Health Service), PO Box 3, 7200 AA, Warnsveld, the Netherlands.,Wageningen University, Consumption and Healthy Lifestyles, PO Box 8130, 6700 EW, Wageningen, the Netherlands
| | - Sophia C Jansen
- GGD Noord- en Oost-Gelderland (Community Health Service), PO Box 3, 7200 AA, Warnsveld, the Netherlands
| | - Judith Heinrich
- GGD Noord- en Oost-Gelderland (Community Health Service), PO Box 3, 7200 AA, Warnsveld, the Netherlands
| | - Gerrit J Hiddink
- Strategic Communication, Sub-department Communication, Philosophy and Technology: Centre for Integrative Development, Social Sciences, Wageningen University, PO Box 8130, 6700 EW, Wageningen, the Netherlands
| | - Edith J M Feskens
- Wageningen University, Division of Human Nutrition; Academic Collaborative Centre AGORA, PO Box 17, 6700 AA, Wageningen, the Netherlands
| | - G Ardine de Wit
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Julius Centrum, PO Box 85500, STR 6.131, 3508 GA, Utrecht, the Netherlands.,Centre for Nutrition, Prevention and Healthcare, National Institute for Public Health and the Environment (RIVM), PO Box 1, 3720 BA, Bilthoven, the Netherlands
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Khademi A, Shi L, Nasrollahzadeh AA, Narayanan H, Chen L. Comparing the Lifestyle Interventions for Prediabetes: An Integrated Microsimulation and Population Simulation Model. Sci Rep 2019; 9:11927. [PMID: 31417128 PMCID: PMC6695408 DOI: 10.1038/s41598-019-48312-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Accepted: 07/30/2019] [Indexed: 01/09/2023] Open
Abstract
We developed a model to compare the impacts of different lifestyle interventions among prediabetes individuals and to identify the optimal age groups for such interventions. A stochastic simulation was developed to replicate the prediabetes and diabetes trends (1997-2010) in the U.S. adult population. We then simulated the population-wide impacts of three lifestyle diabetes prevention programs, i.e., the Diabetes Prevention Program (DPP), DPP-YMCA, and the Healthy Living Partnerships to Prevent Diabetes (HELP-PD), over a course of 10, 15 and 30 years. Our model replicated the temporal trends of diabetes in the U.S. adult population. Compared to no intervention, the diabetes incidence declined 0.3 per 1,000 by DPP, 0.2 by DPP-YMCA, and 0.4 by HELP-PD over the 15-year period. Our simulations identified HELP-PD as the most cost-effective intervention, which achieved the highest 10-year savings of $38 billion for those aged 25-65, assuming all eligible individuals participate in the intervention and considering intervention achievement rates. Our model simulates the diabetes trends in the U.S. population based on individual-level longitudinal data. However, it may be used to identify the optimal intervention for different subgroups in defined populations.
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Affiliation(s)
- Amin Khademi
- Department of Industrial Engineering, Clemson University, Clemson, 29634, USA.
| | - Lu Shi
- Department of Public Health Sciences, Clemson University, Clemson, 29634, USA
| | | | | | - Liwei Chen
- Department of Epidemiology, UCLA Fielding School of Public Health, Los Angeles, 90095, USA
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Solomonian L, Kwan V, Bhardwaj S. Group-Based Naturopathic Education for Primary Prevention of Noncommunicable Disease in Families and Children: A Feasibility Study. J Altern Complement Med 2019; 25:740-752. [PMID: 31314562 DOI: 10.1089/acm.2019.0067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Objectives: Naturopathic medicine has demonstrated efficacy at reducing risk factors for chronic disease. Targeting health behaviors of parents and caregivers in a group-based setting may improve the behaviors of children in their care. This study sought to assess the feasibility of such a program. Design: Participants of a six-session health education series were invited to respond to surveys and participate in a focus group about their health behaviors and their experience in the program. Subjects: Caregivers of children aged 0-6 attending publicly funded community centers in Ontario, Canada. Interventions: A 6-week group-based naturopathic education program to promote healthy lifestyle behaviors among caregivers. Outcome measures: Satisfaction with content and delivery, and frequency of healthy behaviors. Results: The majority of responses indicated satisfaction with the program, and an ongoing benefit 6 weeks and more after completion. There was a clear correlation between healthy behaviors of parents and children. Conclusions: A group-based naturopathic education program may be a feasible method of delivering primary-prevention education to caregivers, particularly in the domains of practicality and acceptability.
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Affiliation(s)
| | - Vivian Kwan
- Canadian College of Naturopathic Medicine, Toronto, Canada
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Daniels SR, Pratt CA, Hollister EB, Labarthe D, Cohen DA, Walker JR, Beech BM, Balagopal PB, Beebe DW, Gillman MW, Goodrich JM, Jaquish C, Kit B, Miller AL, Olds D, Oken E, Rajakumar K, Sherwood NE, Spruijt-Metz D, Steinberger J, Suglia SF, Teitelbaum SL, Urbina EM, Van Horn L, Ward D, Young ME. Promoting Cardiovascular Health in Early Childhood and Transitions in Childhood through Adolescence: A Workshop Report. J Pediatr 2019; 209:240-251.e1. [PMID: 30904171 DOI: 10.1016/j.jpeds.2019.01.042] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 01/08/2019] [Accepted: 01/23/2019] [Indexed: 12/14/2022]
Affiliation(s)
- Stephen R Daniels
- Department of Pediatrics, University of Colorado School of Medicine, Aurora, CO
| | - Charlotte A Pratt
- Division of Cardiovascular Sciences, National Heart, Lung, and Blood Institute (NHLBI), NIH, Bethesda, MD.
| | - Emily B Hollister
- Department of Information Technology & Analytics, Diversigen, Inc, Houston, TX
| | - Darwin Labarthe
- Department of Preventive Medicine, Northwestern Feinberg School of Medicine, Chicago, IL
| | | | - Jenelle R Walker
- Center for Translation Research and Implementation Science, NHLBI, Bethesda, MD
| | - Bettina M Beech
- Department of Pediatrics and Family Medicine, University of Mississippi Medical Centre, Jackson, MS
| | - P Babu Balagopal
- Nemours Children's Clinic, Mayo Clinic College of Medicine, Rochester, MN
| | - Dean W Beebe
- Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Matthew W Gillman
- Office of the Director, National Institutes of Health (NIH), Bethesda, MD
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences, University of Michigan School of Public Health, Ann Arbor, MI
| | - Cashell Jaquish
- Division of Cardiovascular Sciences, NHLBI, NIH, Bethesda, MD
| | - Brian Kit
- Division of Cardiovascular Sciences, NHLBI, NIH, Bethesda, MD
| | - Alison L Miller
- Department of Health Behavior & Health Education, University of Michigan School of Public Health, Ann Arbor, MI
| | - David Olds
- Prevention Research Center for Family and Child Health, University of Colorado, Denver, CO
| | - Emily Oken
- Department of Population Medicine, Harvard Pilgrim Health Care Inc, Wellesley, MA
| | - Kumaravel Rajakumar
- Division of General Academic Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Nancy E Sherwood
- School of Public Health, University of Minnesota, Minneapolis, MN
| | - Donna Spruijt-Metz
- Dornsife Center for Economic and Social Research, University of Southern California, Los Angeles, CA
| | | | - Shakira F Suglia
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA
| | - Susan L Teitelbaum
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Elaine M Urbina
- Cincinnati Children's Hospital Medical Center, Cincinnati, OH
| | - Linda Van Horn
- Department of Preventive Medicine, Northwestern Feinberg School of Medicine, University, Chicago, IL
| | - Dianne Ward
- Department of Nutrition, University of North Carolina, Chapel Hill, NC
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Martinez LC, Sherling D, Holley A. The Screening and Prevention of Diabetes Mellitus. Prim Care 2019; 46:41-52. [DOI: 10.1016/j.pop.2018.10.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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Aswani A, Kaminsky P, Mintz Y, Flowers E, Fukuoka Y. Behavioral Modeling in Weight Loss Interventions. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH 2019; 272:1058-1072. [PMID: 30778275 PMCID: PMC6377177 DOI: 10.1016/j.ejor.2018.07.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Designing systems with human agents is difficult because it often requires models that characterize agents' responses to changes in the system's states and inputs. An example of this scenario occurs when designing treatments for obesity. While weight loss interventions through increasing physical activity and modifying diet have found success in reducing individuals' weight, such programs are difficult to maintain over long periods of time due to lack of patient adherence. A promising approach to increase adherence is through the personalization of treatments to each patient. In this paper, we make a contribution towards treatment personalization by developing a framework for predictive modeling using utility functions that depend upon both time-varying system states and motivational states evolving according to some modeled process corresponding to qualitative social science models of behavior change. Computing the predictive model requires solving a bilevel program, which we reformulate as a mixed-integer linear program (MILP). This reformulation provides the first (to our knowledge) formulation for Bayesian inference that uses empirical histograms as prior distributions. We study the predictive ability of our framework using a data set from a weight loss intervention, and our predictive model is validated by comparison to standard machine learning approaches. We conclude by describing how our predictive model could be used for optimization, unlike standard machine learning approaches which cannot.
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Affiliation(s)
- Anil Aswani
- Department of Industrial Engineering and Operations Research, University of California, Berkeley, CA 94720
| | - Philip Kaminsky
- Department of Industrial Engineering and Operations Research, University of California, Berkeley, CA 94720
| | - Yonantan Mintz
- Department of Industrial Engineering and Operations Research, University of California, Berkeley, CA 94720
| | - Elena Flowers
- Department of Physiological Nursing, School of Nursing, University of California, San Francisco, CA 94143
| | - Yoshimi Fukuoka
- Department of Physiological Nursing/Institute for Health and Aging, School of Nursing, University of fornia, San Francisco, CA 94143
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Garner NJ, Pascale M, France K, Ferns C, Clark A, Auckland S, Sampson M. Recruitment, retention, and training of people with type 2 diabetes as diabetes prevention mentors (DPM) to support a healthcare professional-delivered diabetes prevention program: the Norfolk Diabetes Prevention Study (NDPS). BMJ Open Diabetes Res Care 2019; 7:e000619. [PMID: 31245004 PMCID: PMC6557468 DOI: 10.1136/bmjdrc-2018-000619] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Revised: 04/21/2019] [Accepted: 04/26/2019] [Indexed: 11/04/2022] Open
Abstract
OBJECTIVE Intensive lifestyle interventions reduce the risk of type 2 diabetes in populations at highest risk, but staffing levels are usually unable to meet the challenge of delivering effective prevention strategies to a very large at-risk population. Training volunteers with existing type 2 diabetes to support healthcare professionals deliver lifestyle interventions is an attractive option. METHODS We identified 141 973 people at highest risk of diabetes in the East of England, screened 12 778, and randomized 1764 into a suite of type 2 diabetes prevention and screen detected type 2 diabetes management trials. A key element of the program tested the value of volunteers with type 2 diabetes, trained to act as diabetes prevention mentors (DPM) when added to an intervention arm delivered by healthcare professionals trained to support participant lifestyle change. RESULTS We invited 9951 people with type 2 diabetes to become DPM and 427 responded (4.3%). Of these, 356 (83.3%) were interviewed by phone, and of these 131 (36.8%) were interviewed in person. We then appointed 104 of these 131 interviewed applicants (79%) to the role (mean age 62 years, 55% (n=57) male). All DPMs volunteered for a total of 2895 months, and made 6879 telephone calls to 461 randomized participants. Seventy-six (73%) DPMs volunteered for at least 6 months and 66 (73%) for at least 1 year. DISCUSSION Individuals with type 2 diabetes can be recruited, trained and retained as DPM in large numbers to support a group-based diabetes prevention program delivered by healthcare professionals. This volunteer model is low cost, and accesses the large type 2 diabetes population that shares a lifestyle experience with the target population. This is an attractive model for supporting diabetes prevention efforts.
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Affiliation(s)
- Nikki J Garner
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - Melanie Pascale
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - Kalman France
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - Clare Ferns
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - Allan Clark
- Norwich Medical School, University of East Anglia, Norwich, UK
| | - Sara Auckland
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
| | - Michael Sampson
- Elsie Bertram Diabetes Centre, Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
- Norwich Medical School, University of East Anglia, Norwich, UK
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Ard JD, Lewis KH, Rothberg A, Auriemma A, Coburn SL, Cohen SS, Loper J, Matarese L, Pories WJ, Periman S. Effectiveness of a Total Meal Replacement Program (OPTIFAST Program) on Weight Loss: Results from the OPTIWIN Study. Obesity (Silver Spring) 2019; 27:22-29. [PMID: 30421863 PMCID: PMC6587830 DOI: 10.1002/oby.22303] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 08/01/2018] [Accepted: 08/03/2018] [Indexed: 11/29/2022]
Abstract
OBJECTIVE The aim of this study was to test the effectiveness of the OPTIFAST program (OP), a total meal replacement dietary intervention, compared with a food-based (FB) dietary plan for weight loss. METHODS Participants with BMI 30 to 55 kg/m2 , age 18 to 70 years old, were randomized to OP or FB dietary and lifestyle interventions for 26 weeks, followed by a weight-maintenance phase. Outcomes were percent change in body weight (%WL) from baseline to weeks 26 and 52, associated changes in body composition (using dual energy x-ray absorptiometry), and adverse events. Primary analysis used repeated-measures multivariable linear mixed models to compare outcomes between groups in a modified intention-to-treat fashion (mITT). RESULTS A total of 273 participants (83% of randomized; 135 OP, 138 FB) made up the mITT population. Mean age was 47.1 ± 11.2 years; 82% were female and 71% non-Hispanic white. Baseline BMI was 38.8 ± 5.9 kg/m2 . At 26 weeks, OP %WL was 12.4% ± 0.6% versus 6.0% ± 0.6% in FB (P < 0.001). At 52 weeks, OP %WL was 10.5% ± 0.6% versus 5.5% ± 0.6% in FB (P < 0.001). Fat mass loss was greater for OP; lean mass loss was proportional to total weight loss. There was no difference in serious adverse event rates between groups. CONCLUSIONS Compared with an FB approach, OP was more effective with greater sustained weight loss.
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Affiliation(s)
- Jamy D. Ard
- Department of Epidemiology and Prevention, Wake Forest School of MedicineWinston SalemNorth CarolinaUSA
| | - Kristina H. Lewis
- Department of Epidemiology and Prevention, Wake Forest School of MedicineWinston SalemNorth CarolinaUSA
| | - Amy Rothberg
- Department of Internal MedicineUniversity of Michigan Health SystemAnn ArborMichiganUSA
| | - Anthony Auriemma
- AMITA Health, Alexian Brothers Weight Loss SolutionsElk Grove VillageIllinoisUSA
| | | | | | - Judy Loper
- The Central Ohio Nutrition Center, Inc.GahannaOhioUSA
| | - Laura Matarese
- Department of SurgeryEast Carolina University Brody School of MedicineGreenvilleNorth CarolinaUSA
| | - Walter J. Pories
- Department of SurgeryEast Carolina University Brody School of MedicineGreenvilleNorth CarolinaUSA
| | - Seletha Periman
- Nestlé Health Science, U.S. Clinical OperationsBridgewaterNew JerseyUSA
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Moin T, Schmittdiel JA, Flory JH, Yeh J, Karter AJ, Kruge LE, Schillinger D, Mangione CM, Herman WH, Walker EA. Review of Metformin Use for Type 2 Diabetes Prevention. Am J Prev Med 2018; 55:565-574. [PMID: 30126667 PMCID: PMC6613947 DOI: 10.1016/j.amepre.2018.04.038] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Revised: 03/20/2018] [Accepted: 04/13/2018] [Indexed: 01/28/2023]
Abstract
CONTEXT Prediabetes is prevalent and significantly increases lifetime risk of progression to type 2 diabetes. This review summarizes the evidence surrounding metformin use for type 2 diabetes prevention. EVIDENCE ACQUISITION Articles published between 1998 and 2017 examining metformin use for the primary indication of diabetes prevention available on MEDLINE. EVIDENCE SYNTHESIS Forty articles met inclusion criteria and were summarized into four general categories: (1) RCTs of metformin use for diabetes prevention (n=7 and n=2 follow-up analyses); (2) observational analyses examining metformin use in heterogeneous subgroups of patients with prediabetes (n=9 from the Diabetes Prevention Program, n=1 from the biguanides and the prevention of the risk of obesity [BIGPRO] trial); (3) observational analyses examining cost effectiveness of metformin use for diabetes prevention (n=11 from the Diabetes Prevention Program, n=1 from the Indian Diabetes Prevention Program); and (4) real-world assessments of metformin eligibility or use for diabetes prevention (n=9). Metformin was associated with reduced relative risk of incident diabetes, with the strongest evidence for use in those at highest risk (i.e., aged <60 years, BMI ≥35, and women with histories of gestational diabetes). Metformin was also deemed cost effective in 11 economic analyses. Recent studies highlighted low rates of metformin use for diabetes prevention in real-world settings. CONCLUSIONS Two decades of evidence support metformin use for diabetes prevention among higher-risk patients. However, metformin is not widely used in real-world practice, and enhancing the translation of this evidence to real-world practice has important implications for patients, providers, and payers.
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Affiliation(s)
- Tannaz Moin
- VA Greater Los Angeles Healthcare System, Los Angeles, California; David Geffen School of Medicine, University of California, Los Angeles, California; VA Health Services Research and Development, Center for Healthcare Innovation, Implementation and Policy, VA Greater Los Angeles, Los Angeles, California.
| | - Julie A Schmittdiel
- Kaiser Permanente Northern California Division of Research, Oakland, California
| | - James H Flory
- Department of Healthcare Policy and Research, Weill Cornell Medical College, New York, New York
| | - Jessica Yeh
- Department of Medicine, Johns Hopkins University, Baltimore, Maryland
| | - Andrew J Karter
- Kaiser Permanente Northern California Division of Research, Oakland, California
| | - Lydia E Kruge
- Albert Einstein College of Medicine, Bronx, New York
| | - Dean Schillinger
- Division of General Internal Medicine, University of California San Francisco, San Francisco, California
| | - Carol M Mangione
- David Geffen School of Medicine, University of California, Los Angeles, California
| | - William H Herman
- Department of Medicine, University of Michigan, Ann Arbor, Michigan
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