| Literature DB >> 27549134 |
Stefanie Painter1, Gary Ditsch, Rezwan Ahmed, Nicholas Buck Hanson, Kevin Kachin, Jan Berger.
Abstract
BACKGROUND: Obesity is the leading cause of preventable death costing the health care system billions of dollars. Combining self-monitoring technology with personalized behavior change strategies results in clinically significant weight loss. However, there is a lack of real-world outcomes in commercial weight-loss program research.Entities:
Keywords: BMI; behavior; body mass index; engagement; fitness; obesity; overweight; self-monitoring; weight loss
Year: 2016 PMID: 27549134 PMCID: PMC5011555 DOI: 10.2196/mhealth.5873
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Figure 1Study population with exclusion, with restrictions at each time point. BMI: body mass index.
Criteria for identifying participants’ weight at specific time points in the program.
| Accepted days for selecting known weight | Milestone | ||
| 6 Months | 12 Months | 24 Months | |
| Target | Day 180 | Day 360 | Day 720 |
| Range | Days 159-187 | Days 300-367 | Days 660-727 |
Figure 2Percentage of male and female participants who lost ≥5% of starting weight at 6, 12, and 24 months. Error bars indicate 95% confidence intervals.
Baseline demographics.
| Demographics | 6 Months, | 12 Months, | 24 Months, | ||||||
| Male | Female | Male | Female | Male | Female | ||||
| Age, | 47.3 | 47.2 | .85 | 47.6 | 47.6 | .99 | 48.3 | 48.3 | .99 |
| Starting weight, | 109.5 | 91.3 | <.001 | 108.9 | 90.9 | <.001 | 105.3 | 88.47 | <.001 |
| Starting BMIa, kg/m2 | 33.8 | 33.5 | .40 | 33.6 | 33.4 | .61 | 33.0 | 32.9 | .87 |
aBMI: body mass index.
Weight-loss outcomes.
| Outcomes | 6 Months | 12 Months | 24 Months | ||||||
| Male | Female | Male | Female | Male | Female | ||||
| Weight change, | -6.17 | -4.44 | <.001 | -7.03 | -4.90 | <.001 | -5.68 | -2.78 | 0.002 |
| Weight change, % | −5.55 | −4.86 | .01 | −6.28 | −5.37 | .02 | −5.03 | −3.15 | .03 |
| BMIa change, kg/m2
| −2.09 | −1.83 | .009 | −2.37 | −1.99 | .009 | −2.04 | −1.28 | .02 |
| % With ≥5% weight loss | 50.6% | 45.2% | .045 | 56.3% | 48.8% | .02 | 44.0% | 39.4% | .39 |
| % With ≥10% weight loss | 17.2% | 14.3% | .16 | 22.4% | 21.9% | .92 | 16.7% | 20.7% | .42 |
aBMI: body mass index.
Characteristics of high performers versus remaining participants at 12 months.
| Characteristics | Male, mean (SD) | Female, mean (SD) | ||||
| High performers (n=105) | Remaining (n=364) | High performers (n=133) | Remaining (n=473) | |||
| Age, years | 46.9 (11.3) | 47.9 (11.4) | .44 | 50.3 (11.0) | 46.9 (10.7) | .001 |
| Starting weight, kilograms | 112.7 (22.11) | 107.8 (21.84) | .045 | 91.1 (18.2) | 90.8 (19.9) | 0.87 |
| Starting BMIa, kg/m2 | 34.6 (6.37) | 33.3 (6.37) | .06 | 33.3 (5.9) | 33.4 (7.05) | .94 |
aBMI: body mass index.
Figure 3One-way analysis of variance: female age groups and percentage of weight lost (P=.002). The bold horizontal line is the median, the bottom and top borders of the boxes are 25th and 75th percentiles, respectively; the vertical lines below and above the boxes extend up to 2.5th and 97.5th percentiles, respectively; the black circles are outliers.
Self-monitoring and engagement.
| Male, mean (SE) | Female, mean (SE) | |||||
| High performers (n=105) | Remaining (n=364) | High performers (n=133) | Remaining (n=473) | |||
| Weigh-in daysa | 197.3 (9.97) | 165.4 (4.39) | .001 | 222 (8.47) | 167 (4.12) | <.001 |
| Activity tracker daysb | 297.1 (8.71) | 255.3 (5.60) | <.001 | 304.7 (6.81) | 266.6 (4.52) | <.001 |
| Daily step count | 9099.3 (289.7) | 8251.4 (148.7) | .008 | 8380.9 (268.5) | 7059.7 (115.1) | <.001 |
| Total coaching conversationsc | 260.2 (14.02) | 236 (7.87) | .14 | 341.4 (15.7) | 301.1 (8.9) | .03 |
| Coaching conversation daysd | 100.9 (3.60) | 95.9 (2.21) | .27 | 118 (4.10) | 108 (2.17) | .03 |
| Coaching conversation lengthe | 239.1 (6.93) | 262 (5.13) | .03 | 232.4 (5.31) | 247.6 (3.61) | .04 |
| Number of coaching sessions attendedf | 18.7 (0.62) | 16.7 (0.43) | .008 | 19.7 (0.57) | 17.7 (0.34) | .003 |
aWeigh-in day: day where participant reported weigh-in via Wi-Fi scale or self-report.
bActivity tracker day: day where participant’s activity tracker recorded more than one step count.
cCoaching conversation: online communication between expert and participant in the form of an electronic message, excludes communication between coach and participant in live one-on-one coaching sessions.
dCoaching conversation days: a day where a participant or expert posted an electronic message.
eCoaching conversation length: the number of characters of an electronic message.
fNumber of coaching sessions attended: the total number of one-on-one coaching sessions a participant attended, includes both 30-minute sessions and 15-minute check-ins.