| Literature DB >> 26441467 |
Noah Wayne1, Daniel F Perez, David M Kaplan, Paul Ritvo.
Abstract
BACKGROUND: Adoptions of health behaviors are crucial for maintaining good health after type 2 diabetes mellitus (T2DM) diagnoses. However, adherence to glucoregulating behaviors like regular exercise and balanced diet can be challenging, especially for people living in lower-socioeconomic status (SES) communities. Providing cost-effective interventions that improve self-management is important for improving quality of life and the sustainability of health care systems.Entities:
Keywords: RCT; diabetes mellitus, type 2; health coaching; mHealth; randomized controlled trial; telehealth
Mesh:
Substances:
Year: 2015 PMID: 26441467 PMCID: PMC4642794 DOI: 10.2196/jmir.4871
Source DB: PubMed Journal: J Med Internet Res ISSN: 1438-8871 Impact factor: 5.428
Baseline characteristics (as per study protocol).
| Baseline characteristics | Whole sample (n=97), mean (SD) or n (%)a | Intervention group (n=48), mean (SD) or n (%)a | Control croup (n=49), mean (SD) or n (%)a | |
| Age in years, mean (SD) | 53.2 (11.3) | 53.1 (10.9) | 53.3 (11.9) | |
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| Site #1: BCCHCb | 90 (93) | 46 (96) | 44 (90) |
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| Site #2: NYFHTc | 7 (7) | 2 (4) | 5 (10) |
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| Male | 27 (28) | 17 (35) | 10 (20) |
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| Female | 70 (72) | 31 (65) | 39 (80) |
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| First Nations | 1 (1) | 0 (0) | 1 (2) |
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| Black: African | 5 (5) | 3 (6) | 2 (4) |
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| Black: Caribbean | 39 (40) | 19 (40) | 20 (41) |
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| Caucasian | 26 (27) | 12 (25) | 14 (29) |
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| Hispanic | 9 (9) | 4 (8) | 5 (10) |
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| South Asian | 4 (4) | 3 (6) | 1 (2) |
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| South East Asian | 4 (4) | 2 (4) | 2 (4) |
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| West Indian | 6 (6) | 3 (6) | 3 (6) |
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| Other | 3 (3) | 2 (4) | 1 (2) |
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| Less than high school | 22 (23) | 10 (21) | 12 (24) |
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| High school diploma | 35 (36) | 17 (35) | 18 (37) |
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| College or vocational training | 25 (26) | 11 (23) | 14 (29) |
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| University degree | 12 (12) | 8 (17) | 4 (8) |
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| Not disclosed | 3 (3) | 2 (4) | 1 (2) |
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| Unemployed | 35 (36) | 16 (33) | 19 (39) |
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| Student | 4 (4) | 3 (6) | 1 (2) |
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| Part time | 6 (6) | 1 (2) | 5 (10) |
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| Full time | 25 (26) | 13 (27) | 12 (25) |
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| Retired | 11 (11) | 6 (13) | 5 (10) |
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| Self-employed | 9 (9) | 6 (13) | 3 (6) |
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| Work in home (eg, take care of children) | 4 (4) | 2 (4) | 2 (4) |
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| Not disclosed | 3 (3) | 1 (2) | 2 (4) |
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| $0-$9999 | 21 (22) | 9 (19) | 12 (25) |
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| $10,000-$25,000 | 23 (24) | 10 (21) | 13 (27) |
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| $25,000-$50,000 | 20 (21) | 12 (25) | 8 (16) |
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| $50,000-$75,000 | 9 (9) | 3 (6) | 6 (12) |
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| $75,000 and higher | 5 (5) | 4 (8) | 1 (2) |
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| Not disclosed | 19 (20) | 10 (21) | 2 (4) |
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| Owns a car | 35 (36) | 19 (40) | 16 (33) |
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| Has access to car | 12 (12) | 9 (19) | 3 (6) |
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| No access to car | 48 (50) | 19 (40) | 29 (59) |
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| Not disclosed | 2 (2) | 1 (2) | 1 (2) |
aPercentages may not add up to 100% due to rounding.
bBlack Creek Community Health Centre (BCCHC).
cNorth York Family Health Team (NYFHT).
Figure 1Experimental design and timing of data collection.
Figure 2Screenshot of blood glucose tracker on the Connected Wellness Platform from NexJ Systems, Inc.
Figure 3Screenshot of exercise tracker on the Connected Wellness Platform from NexJ Systems, Inc.
Figure 4Screenshot of food tracker on the Connected Wellness Platform from NexJ Systems, Inc.
Figure 5Screenshot of mood tracker on the Connected Wellness Platform from NexJ Systems, Inc.
Figure 6Flowchart of enrollment.
Independent samples t test measuring differences in HbA1c levels from baseline to 6 months.
| Type of analysis | n | Intervention group, | Control group, | Difference |
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| HbA1c: per protocol | 97 | -0.815 (1.050) | -0.759 (1.390) | 0.055 | .83 |
| HbA1c: intention to treat | 131 | -0.642 (1.040) | -0.974 (1.400) | 0.152 | .48 |
Between-group analysis of variance measuring differences in HbA1c levels.
| Type of analysis | n | Type II sum of squares | df | Mean square |
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| Partial eta squared |
| HbA1c: per protocol | 97 | 3.004 | 1 | 3.004 | 3.002 | .09 | .034 |
| HbA1c: intention to treat | 131 | 1.463 | 1 | 1.463 | 1.142 | .29 | .009 |
Change in HbA1c levels by group.
| Measurement time point | Intervention group | Control group | |||||
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| n | Mean % (SD or 95% CI) | Total value | n | Mean % (SD or 95% CI) | Total value |
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| Baseline, mean (SD) | 48 | 8.69 (1.32) | 71.5 | 49 | 8.89 (1.30) | 73.7 |
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| 6 months, mean (SD) | 48 | 7.88 (1.17) | 62.6 | 49 | 8.13 (1.27) | 65.4 |
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| Change from baseline to 6 months, mean (95% CI) | 48 | 0.82 (0.46-1.17)a | 8.9 | 49 | 0.76 (0.41-1.11)a | 8.3 |
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| Baseline, mean (SD) | 45 | 8.60 (1.19) | 70.5 | 44 | 8.88 (1.32) | 73.6 |
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| 3 months, mean (SD) | 45 | 7.74 (1.06) | 61.1 | 44 | 8.26 (1.16) | 66.8 |
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| 6 months, mean (SD) | 45 | 7.76 (1.00) | 61.3 | 44 | 8.07 (1.29) | 64.7 |
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| Change from baseline to 3 months, mean (95% CI) | 45 | 0.86 (0.47-1.26)a | 9.4 | 44 | 0.62 (0.23-1.03)a | 6.8 |
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| Change from baseline to 6 months, mean (95% CI) | 45 | 0.84 (0.38-1.26)a | 9.2 | 44 | 0.81 (0.34-1.28)a | 8.9 |
aSignificant at the P=.001 level.
bAnalysis of variance (ANOVA).
HbA1c values for participants with and without 3-month measurements.
| Measurement | Intervention group | Control group | ||||
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| 3-month measure absent (n=3) | 3-month measure present (n=45) |
| 3-month measure absent (n=5) | 3-month measure present (n=44) |
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| Baseline HbA1c, mean % (SD) | 9.97 (2.64) | 8.60 (1.19) | .47 | 8.92 (1.19) | 8.88 (1.33) | .95 |
| Total HbA1c value (mmol/mol) | 85.5 | 70.5 |
| 74 | 73.6 |
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| Change in HbA1c | -0.40 (0.46) | -0.84 (1.08) | .47 | -0.28 (0.19) | -0.81 (1.45) | .03 |
Time-point comparison of HbA1c levels for intervention versus control groups.
| Time point | Between-group difference of % HbA1c (95% CI) |
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| Baseline | 0.280 (-0.250 to 0.810) | .30 |
| 3 months | 0.515 (0.500 to 0.990) | .03 |
| 6 months | 0.308 (-0.180 to 0.800) | .21 |
Baseline, follow-up, and change values for all secondary outcomes.
| Variable by group | n | Baseline, | 6-month follow-up, mean (SD or 95% CI) | Change, |
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| Intervention | 41 | 93.66 (20.23) | 92.44 (20.24) | -1.22 (0.35-2.08)a | .006 |
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| Control | 39 | 98.76 (24.02) | 99.21 (24.77) | +0.45 (-1.33 to 0.44) | .32 |
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| Difference between groups |
| 5.10 (-4.78 to 14.98) | 6.76 (-3.29 to 16.81) |
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| .31 | .18 |
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| Intervention | 40 | 112.11 (14.50) | 109.88 (14.82) | -2.23 (0.53-3.93)a | .01 |
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| Control | 37 | 113.88 (17.04) | 114.00 (18.12) | +0.122 (-1.89 to 1.64) | .89 |
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| Difference between groups |
| 1.78 (-5.39 to 8.94) | 4.13 (-3.36 to 11.62) |
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| .62 | .28 |
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| Intervention | 39 | 33.74 (6.70) | 33.53 (6.80) | -0.21 (-0.24 to 0.66) | .35 |
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| Control | 36 | 37.00 (7.92) | 37.21 (8.22) | -0.21 (-0.68 to 0.25) | .37 |
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| Difference between groups |
| 3.26 (-0.11 to 6.63) | 3.69 (0.22-7.15)a |
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| .06 | .04 |
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| Intervention | 32 | 20.50 (7.71) | 24.22 (6.33) | +3.72 (1.50-5.94)b | .001 |
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| Control | 26 | 18.04 (7.01) | 21.81 (7.15) | +3.77 (1.30-6.24)b | .003 |
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| Difference between groups |
| -2.46 (-1.46 to 6.38) | -2.41 (-1.14 to 5.96) |
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| .21 | .18 |
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| Intervention | 33 | 7.39 (4.53) | 6.27 (4.18) | -1.12 (-2.29 to 0.05) | .06 |
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| Control | 30 | 9.50 (4.49) | 8.00 (5.06) | -1.50 (-2.73 to -0.27)a | .02 |
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| Difference between groups |
| 2.11 (-0.17 to 4.39) | 1.73 (-0.60 to 4.06) |
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| .07 | .14 |
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| Intervention | 32 | 6.25 (3.99) | 4.44 (3.32) | -1.81 (-2.81 to -0.82)b | .001 |
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| Control | 30 | 7.77 (4.06) | 6.07 (4.38) | -1.70 (-2.73 to -0.67)b | .002 |
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| Difference between groups |
| 1.52 (-0.53 to 3.56) | 1.63 (-0.34 to 3.60) |
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| .14 | .10 |
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| Intervention | 30 | 34.43 (8.46) | 36.03 (7.65) | +1.60 (-1.00 to 4.20) | .22 |
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| Control | 27 | 31.22 (10.29) | 31.67 (9.71) | +0.44 (-2.30 to 3.18) | .75 |
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| Difference between groups |
| -3.21 (-1.77 to 8.19) | -4.37 (-0.25 to 8.98) |
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| .20 | .06 |
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| Intervention | 31 | 16.58 (7.85) | 14.55 (5.03) | -2.03 (-4.87 to 0.80) | .16 |
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| Control | 28 | 20.39 (9.57) | 19.82 (9.04) | -0.57 (-3.55 to 2.41) | .70 |
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| Difference between groups |
| 3.81 (-0.73 to 8.36) | 5.27 (1.51-9.04)a |
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| .10 | .007 |
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| Intervention | 34 | 42.89 (8.69) | 45.57 (7.54) | +2.69 (0.21-5.17)a | .03 |
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| Control | 29 | 41.63 (10.08) | 44.55 (10.89) | +2.92 (0.24-5.60)a | .03 |
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| Difference between groups |
| 1.25 (-3.48 to 5.98) | 1.02 (-3.65 to 5.68) |
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| .60 | .66 |
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| Intervention | 34 | 47.74 (11.11) | 50.22 (10.29) | +2.48 (-1.10 to 6.05) | .17 |
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| Control | 29 | 41.68 (11.82) | 44.50 (10.15) | +2.82 (-1.05 to 6.69) | .15 |
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| Difference between groups |
| 6.06 (0.28-11.85)a | 5.72 (0.56-10.89)a |
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| .04 | .03 |
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aThe change is significant, P<.05.
bThe change is significant, P<.005.
cHospital Anxiety and Depression Scale (HADS).
dPositive and Negative Affect Schedule (PANAS).
eShort Form Health Survey-12 (SF-12).
Figure 7HbA1c levels for the control and intervention groups over time.