| Literature DB >> 32459631 |
Tatiana Toro-Ramos1, Andreas Michaelides1, Maria Anton2, Zulekha Karim2, Leah Kang-Oh2, Charalambos Argyrou2, Elisavet Loukaidou2, Marina M Charitou2, Wilson Sze2, Joshua D Miller2.
Abstract
BACKGROUND: The Centers for Disease Control and Prevention (CDC) diabetes prevention program (DPP) has formed the foundation for Type 2 Diabetes Mellitus (T2DM) prevention efforts and lifestyle change modifications in multiple care settings. To our knowledge, no randomized controlled trial has verified the efficacy of a fully mobile version of CDC's diabetes prevention program (DPP).Entities:
Keywords: body weight; mHealth; mobile app; mobile phone; prediabetes; randomized controlled trial
Mesh:
Substances:
Year: 2020 PMID: 32459631 PMCID: PMC7381044 DOI: 10.2196/17842
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Figure 1Selection of screen pages for mobile health intervention.
Figure 2Trial profile of recruitment and completion.
Baseline characteristics of the study groups.
| Demographic characteristics | Intervention group (n=103) | Control group (n=99) |
| Women, n (%) | 76 (73.8) | 68 (69) |
| Weight (kg), mean (SD) | 85.71 (21.47) | 85.93 (22.02) |
| Hemoglobin A1c (%), mean (SD) | 5.94 (0.18) | 5.93 (0.19) |
| Height (m), mean (SD) | 1.66 (0.08) | 1.66 (0.09) |
| BMI (kg/m2), mean (SD) | 31.25 (6.43) | 30.94 (7.23) |
| Age (years), mean (SD) | 55.69 (13.63) | 57.54 (12.45) |
Change in body weight and hemoglobin A1c at 6 and 12 months by participant group (intervention, intervention completers, and control group).
| Measured values | Intervention groupa | Intervention completers | Control groupa | |||||||||||||
|
| 6 months, mean (95% CI) | Effect sizeb | 12 months, mean (95% CI) | Effect sizeb | 6 months, mean (95% CI) | Effect sizeb | 12 months, mean (95% CI) | Effect sizeb | 6 months, mean (95% CI) | 12 months, mean (95% CI) | ||||||
| Weight (kg) | −3.31 (−4.43 to −2.19) | −0.12 | <.001 | −2.22 (−3.31 to −1.13) | 0.01 | .02 | −4.86 (−6.39 to −3.33) | −0.22 | <.001 | −3.92 (−5.48 to −2.37) | −0.14 | <.001 | −0.42 (−1.53 to 0.69) | .45 | −0.09 (−1.30 to 1.11) | .88 |
| Weight (%) | −3.69 (−4.89 to −2.48) | −0.63 | <.001 | −2.54 (−3.74 to −1.33) | −0.40 | <.001 | −5.59 (−7.22 to −3.95) | −0.99 | <.001 | −4.66 (−6.42 to −2.90) | −0.72 | <.001 | −0.15 (−1.42 to 1.11) | .81 | 0.33 (−1.06 to 1.72) | .63 |
| BMI (kg/m2) | −1.35 (−1.79 to −0.92) | −0.13 | <.001 | −0.88 (−1.31 to 0.44) | −0.00 | <.001 | −1.79 (−2.34 to −1.24) | −0.15 | <.001 | −1.44 (−2.02 to −0.87) | −0.09 | <.001 | −0.12 (−0.53 to 0.29) | .56 | −0.04 (−0.47 to 0.39) | .86 |
| HbA1cd (%) | −0.15 (−0.22 to −0.08) | 0.08 | <.001 | −0.23 (−0.32 to −0.14) | −0.13 | <.001 | −0.17 (−0.25 to −0.10) | −0.06 | <.001 | −0.28 (−0.37 to −0.19) | −0.38 | <.001 | −0.17 (−0.25 to −0.09) | <.001 | −0.16 (−0.27 to −0.05) | .01 |
aAt 6 months, the intervention group lost 2.64 kg more and had a BMI difference of 0.99 kg/m2 compared with the control group (both P<.001) in the intention-to-treat (ITT) maximum likelihood estimates missing data analyses. At 12 months, in the ITT analyses, the intervention group lost 1.8 kg more than the control group (P=.01) and had a BMI difference of 0.58 kg/m2 (P=.01). In the ITT analyses, HbA1c was not different between groups at 6 or 12 months, with a difference of 0.004% (P=.94) and 0.006% (P=.93), respectively.
b≤0.2=small effect; >0.2 to <0.8=medium effect; ≥0.8=large effect.
cP values were obtained from t tests using a .05 significance level.
dHbA1c: hemoglobin A1c.
Figure 3Weight change across time points. ITT: intention-to-treat; T0: baseline; T6: 6 months; T12: 12 months. ITT: intention-to-treat; T0: baseline; T6: 6 months; T12: 12 months.
Figure 4BMI change across time points. ITT: intention-to-treat; T0: baseline; T6: 6 months; T12: 12 months.
Figure 5Hemoglobin A1c change across time points. ITT: intention-to-treat; T0: baseline; T6: 6 months; T12: 12 months.
Engagement of intervention participants (in-app actions per week as).
| In-app activities | Intervention, mean (SD) | Completers, mean (SD) | ||
|
| 6 months | 12 months | 6 months | 12 months |
| Logged mealsa | 7.40 (8.03) | 5.01 (6.43) | 12.58 (6.73) | 8.53 (6.39) |
| Logged weigh-insb | 0.42 (0.83) | 0.29 (0.72) | 0.70 (1.0) | 0.48 (0.89) |
| Logged steps | 12,132 (14,131) | 9487 (12,494) | 19,110 (14,479) | 15,152 (13,511) |
| Articles read | 3.92 (5.90) | 2.28 (3.80) | 6.62 (6.48) | 3.86 (4.33) |
| Group commentsc | 0.14 (0.32) | 0.07 (0.17) | 0.23 (0.40) | 0.11 (0.20) |
| Messages to coach | 1.44 (1.91) | 0.94 (1.46) | 2.42 (1.98) | 1.58 (1.63) |
aLogged meals refers to the times breakfast, lunch, snack, and dinner were logged per week.
bLogged weigh-ins refers to times per week of in-app weight self-reports.
cGroup comments refers to responses to group posts per week.
Multiple linear regression models for in-app actions as predictors of body weight change adjusting for age and gender.
| Dependent variable and significant predictors | Beta level |
| Adjusted | ||||
|
| |||||||
|
| BMI | −0.302 | −2.676 | .01 | 0.21 | 0.24 | 6.158b |
|
| HbA1cc | −0.305 | −2.765 | .01 | 0.21 | 0.24 | 6.158 |
|
| Steps at 6 months | −0.205 | −1.815 | .08 | 0.21 | 0.24 | 6.158 |
|
| Weigh-ins at 6 months | −0.296 | −2.628 | .01 | 0.21 | 0.24 | 6.158 |
|
| |||||||
|
| Meals at 12 months | −0.405 | −3.603 | .001 | 0.16 | 0.15 | 12.983d |
aThe df values for t test and F test were unavailable.
bP≤.001.
cHbA1c: hemoglobin A1c.
dP=.001.