| Literature DB >> 34028550 |
Mitesh S Patel1,2,3,4, Dylan S Small2,3, Joseph D Harrison3, Victoria Hilbert3, Michael P Fortunato3, Ai Leen Oon3, Charles A L Rareshide3, Kevin G Volpp1,2,3,4.
Abstract
Importance: Gamification is increasingly being used to promote healthy behaviors. However, it has not been well tested among patients with chronic conditions and over longer durations. Objective: To test the effectiveness of behaviorally designed gamification interventions to enhance support, collaboration, or competition to promote physical activity and weight loss among adults with uncontrolled type 2 diabetes. Design, Setting, and Participants: A 4-arm randomized clinical trial with a 1-year intervention was conducted from January 23, 2017, to January 27, 2020, with remotely monitored intervention. Analyses were conducted between February 10 and October 6, 2020. Participants included 361 adults with type 2 diabetes with hemoglobin A1c levels greater than or equal to 8% and body mass index greater than or equal to 25. Interventions: All participants received a wearable device, smart weight scale, and laboratory testing. Participants in the control group received feedback from their devices but no other interventions. Participants in the gamification arms conducted goal setting and were entered into a 1-year game designed using insights from behavioral economics with points and levels for achieving step goals and weight loss targets. The game varied by trial arm to promote either support, collaboration, or competition. Main Outcomes and Measures: Co-primary outcomes included daily step count, weight, and hemoglobin A1c level. Secondary outcome was low-density lipoprotein cholesterol level. Intention-to-treat analysis was used.Entities:
Mesh:
Year: 2021 PMID: 34028550 PMCID: PMC8144928 DOI: 10.1001/jamanetworkopen.2021.10255
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Figure 1. Consolidated Standards of Reporting Trials Flow Diagram
Participants in all trial arms received a wearable device and smart weight scale and established baseline measures. Participants in the control group received regular feedback from the wearable device, weight scale, and its smartphone application but no other interventions. Participants in the gamification arms set goals for daily steps, weight loss, and hemoglobin A1c level targets and then were entered into 1 of 3 gamification interventions that ran automatically for 1 year.
Characteristics of Study Participants
| Characteristic | No. (%) | |||
|---|---|---|---|---|
| Control (n = 87) | Gamification | |||
| With support (n = 92) | With collaboration (n = 95) | With competition (n = 87) | ||
| Age, mean (SD), y | 53.4 (10.6) | 52.8 (10.4) | 52.5 (9.1) | 51.3 (10.6) |
| Sex | ||||
| Female | 48 (55.2) | 56 (60.9) | 57 (60.0) | 41 (47.1) |
| Male | 39 (44.8) | 36 (39.1) | 38 (40.0) | 46 (52.9) |
| Race/ethnicity | ||||
| White non-Hispanic | 35 (40.2) | 30 (32.6) | 37 (38.9) | 41 (47.1) |
| Black non-Hispanic | 45 (51.7) | 52 (56.5) | 50 (52.6) | 38 (43.7) |
| Othera | 7 (8.0) | 10 (10.9) | 8 (8.4) | 8 (9.2) |
| Educational level | ||||
| Some high school | 2 (2.3) | 5 (5.4) | 1 (1.1) | 2 (2.3) |
| High school graduate | 7 (8.0) | 6 (6.5) | 13 (13.7) | 10 (11.5) |
| Some college or specialized training | 34 (39.1) | 32 (34.8) | 37 (38.9) | 32 (36.8) |
| College graduate | 44 (50.6) | 49 (53.3) | 44 (46.3) | 43 (49.4) |
| Annual household income, $ | ||||
| <30 000 | 14 (16.1) | 19 (20.7) | 20 (21.1) | 15 (17.2) |
| 30 000-60 000 | 23 (26.4) | 19 (20.7) | 18 (18.9) | 20 (23.0) |
| 60 001-100 000 | 13 (14.9) | 18 (19.6) | 24 (25.3) | 15 (17.2) |
| >100 000 | 22 (25.3) | 19 (20.7) | 15 (15.8) | 25 (28.7) |
| Declined to answer | 15 (17.2) | 17 (18.5) | 18 (18.9) | 12 (13.8) |
| Marital status | ||||
| Single | 29 (33.3) | 25 (27.2) | 32 (33.7) | 38 (43.7) |
| Married | 47 (54.0) | 55 (59.8) | 52 (54.7) | 37 (42.5) |
| Other | 11 (12.6) | 12 (13.0) | 11 (11.6) | 12 (13.8) |
| Daily step count, mean (SD) | 4410 (2263) | 4353 (2439) | 4122 (2817) | 4681 (2893) |
| Weight, mean (SD), kg | 106.8 (22.5) | 103.4 (18.2) | 110.8 (21.4) | 108.3 (20.7) |
| BMI, mean (SD) | 37.2 (6.7) | 36.7 (6.3) | 38.0 (6.6) | 36.6 (6.9) |
| Hemoglobin A1c, mean (SD), % | 9.5 (1.5) | 9.5 (1.5) | 9.9 (1.7) | 9.7 (1.6) |
| LDL-C, mean (SD), mg/dL | 99.9 (31.2) | 101.7 (41.8) | 97.9 (32.4) | 90.0 (38.7) |
| Charlson Comorbidity Index, median (IQR) | 2 (1-3) | 2 (1-4) | 2 (1-4) | 2 (1-4) |
| Currently smoking | 4 (4.6) | 2 (2.2) | 6 (6.3) | 4 (4.6) |
| Currently using other tobacco products | 5 (5.7) | 4 (4.3) | 5 (5.3) | 7 (8.0) |
| Health status | ||||
| Excellent | 0 | 0 | 0 | 0 |
| Very good | 12 (13.8) | 6 (6.5) | 3 (3.2) | 4 (4.6) |
| Good | 37 (42.5) | 42 (45.7) | 40 (42.1) | 33 (37.9) |
| Fair | 32 (36.8) | 40 (43.5) | 45 (47.4) | 40 (46.0) |
| Poor | 6 (6.9) | 4 (4.3) | 7 (7.4) | 10 (11.5) |
| Prescribed medications | ||||
| Oral diabetes | 32 (36.8) | 36 (39.1) | 43 (45.3) | 33 (37.9) |
| Insulin | 65 (74.7) | 63 (68.5) | 72 (75.8) | 61 (70.1) |
| Statin | 38 (43.7) | 49 (53.3) | 44 (46.3) | 48 (55.2) |
| Prior use of smartphone or wearable to track step counts | 47 (54.0) | 54 (58.7) | 55 (57.9) | 46 (52.9) |
| Prior use of wireless scale to track weight | 7 (8.0) | 7 (7.6) | 6 (6.3) | 6 (6.9) |
Abbreviations: BMI, body mass index (calculated as weight in kilograms divided by height in meters squared); IQR, interquartile range; LDL-C, low-density lipoprotein cholesterol.
SI conversion factors: To convert hemoglobin A1c to proportion of total hemoglobin, multiply by 0.01; LDL-C to millimoles per liter, multiply by 0.0259.
Other represents a convenience label without further clarification of categories.
Figure 2. Unadjusted Outcomes
Depicted are outcome measures using imputed data as the mean number of daily steps for each arm by month (A); mean weight at baseline, 6 months, and 12 months (B); and mean hemoglobin A1c level at baseline, 6 months, and 12 months. To convert hemoglobin A1c to proportion of total hemoglobin, multiply by 0.01.
Adjusted Differences in Outcome Measures
| Outcome | Mean (SD) | |||
|---|---|---|---|---|
| Control | Gamification | |||
| With support | With collaboration | With competition | ||
| Baseline | 4410 (2263) | 4353 (2439) | 4122 (2817) | 4681 (2893) |
| Months 1-6 | 4202 (2185) | 4854 (2539) | 4445 (2669) | 5066 (2882) |
| Difference relative to control (95% CI) | NA | 691 (267 to 1115) | 468 (43 to 892) | 639 (204 to 1074) |
|
| NA | .001 | .03 | .004 |
| Months 1-12 | 4196 (2017) | 4655 (2355) | 4257 (2388) | 5007 (2733) |
| Difference relative to control (95% CI) | NA | 503 (103 to 903) | 280 (−115 to 674) | 606 (201 to 1011) |
|
| NA | .01 | .16 | .003 |
| Baseline | 106.8 (22.5) | 103.4 (18.2) | 110.8 (21.4) | 108.3 (20.7) |
| Month 6 | 104.4 (22.9) | 99.9 (17.6) | 108.1 (21.4) | 106.6 (21.3) |
| Difference relative to control (95% CI) | NA | −1.4 (−3.0 to 0.3) | 0.0 (−1.6 to 1.6) | 0.7 (−1.0 to 2.4) |
|
| NA | .11 | 1.00 | .43 |
| Month 12 | 105.1 (22.9) | 99.7 (17.7) | 107.5 (21.0) | 105.4 (21.0) |
| Difference relative to control (95% CI) | NA | −1.9 (−4.2 to 0.3) | −1.5 (−3.8 to 0.9) | −1.1 (−3.5 to 1.3) |
|
| NA | .09 | .22 | .36 |
| Baseline | 9.5 (1.5) | 9.5 (1.5) | 9.9 (1.7) | 9.7 (1.6) |
| Month 6 | 8.8 (1.7) | 9.1 (1.7) | 8.7 (1.8) | 8.8 (1.6) |
| Difference relative to control (95% CI) | NA | 0.31 (−0.36 to 0.98) | −0.24 (−0.80 to 0.31) | −0.14 (−0.80 to 0.53) |
|
| NA | .35 | .38 | .68 |
| Month 12 | 8.8 (1.7) | 8.9 (1.7) | 8.8 (2.1) | 8.7 (1.8) |
| Difference relative to control (95% CI) | NA | 0.05 (−0.56 to 0.65) | −0.14 (−0.80 to 0.52) | −0.32 (−0.91 to 0.27) |
|
| NA | .88 | .68 | .28 |
| Baseline | 99.9 (31.2) | 101.7 (41.8) | 97.9 (32.4) | 90.0 (38.7) |
| Month 6 | 93.6 (33.0) | 96.2 (36.1) | 89.7 (32.2) | 87.5 (34.6) |
| Difference relative to control (95% CI) | NA | 1.1 (−10.5 to 12.7) | −0.6 (−10.9 to 9.7) | 1.1 (−7.2 to 9.5) |
|
| NA | .85 | .91 | .79 |
| Month 12 | 100.5 (31.8) | 96.8 (31.0) | 91.9 (28.5) | 94.2 (32.9) |
| Difference relative to control (95% CI) | NA | −4.6 (−18.6 to 9.4) | −8.2 (−24.7 to 8.2) | −3.9 (−18.1 to 10.4) |
|
| NA | .50 | .29 | .57 |
Abbreviations: LDL-C, low-density lipoprotein cholesterol; NA, not applicable.
SI conversion factors: To convert hemoglobin A1c to proportion of total hemoglobin, multiply by 0.01; LDL-C to millimoles per liter, multiply by 0.0259.
Adjusted models used imputed data and adjusted for baseline outcome measure, calendar month, and study arm to report differences relative to controls.
Figure 3. Smart Weight Scale Use
Depicted are the proportion of participants who weighed in at least once per week by trial arm.