Table 2.
The effectiveness of lifestyle intervention including nutrition education for diabetes prevention: effect size according to delivery agent (dietitian vs non-dietitian) and delivery channel (in-person vs technology-delivered) over time, in the active intervention and overall (active + maintenance study phases)
| Outcome | 3 months | 6 months | 12 months | 13–60 months | ||||
|---|---|---|---|---|---|---|---|---|
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| Active Intervention Phase | ||||||||
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| Delivery Agent | ||||||||
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| ||||||||
| Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | |
| Weight | −0.27*** (−0.36, −0.19)a | −0.20*** (−0.28, −0.12)a | −1.40 (−4.05, 1.24)a | −0.44*** (−0.56, −0.31)a | −0.16*** (−0.24, −0.07)a | −0.27*** (−0.45, −0.08)a | - | - |
|
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| 96.68b (95.38, 97.61)c | 90.61b (86.02, 93.70)c | 99.72b (99.64, 99.79)c | 90.38b (84.82, 93.90)c | 84.75b (71.74, 91.77)c | 95.62b (92.73, 97.36)c | - | - | |
|
| ||||||||
| FBGd | −0.18 (−0.44, 0.07)a | −0.30*** (−0.51, −0.10)a | −1.81 (−5.78, 2.16)a | −0.35** (−0.66, −0.04)a | −0.49 (−1.15, 0.16)a | 0.01 (−0.41, 0.43)a | - | - |
|
|
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| 94.18b (89.26, 96.85)c | 52.11b (0.00, 78.51)c | 99.87b (99.84, 99.90)c | 69.70b (28.92, 87.08)c | 97.39b (96.24, 98.19)c | 93.85b (85.43, 97.41)c | - | - | |
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| ||||||||
| 2-h BGe | - | - | 0.06f,g (−0.08, 0.20)a | −0.22**f,g (−0.42, −0.01)a | −1.38 (−3.43, 0.68)a | −0.08f (−0.28, 0.12)a | - | - |
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| - | - | 0b (-) c | 0b (-)c | 99.77b (99.72, 99.81)c | 78.46b (30.76, 93.30)c | - | - | |
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| ||||||||
| HbA1ch | - | −0.10f,g (−1.43, 1.23)a | - | −0.16f,g (−0.37, 0.04)a | −0.69g (−1.52, 0.14)a | - | - | |
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| - | 95.12b | - | 30.99b (0.00, 75.12)c | 99.77b (99.72, 99.81)c | - | - | ||
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| Delivery Channel | ||||||||
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| ||||||||
| IPi | TECHj | IP | TECH | IP | TECH | IP | TECH | |
|
| ||||||||
| Weight | −0.22*** (−0.28, −0.15)a | −0.32*** (−0.50, −0.13)a | −0.88*** (−1.21, −0.55)a | −0.92** (−1.68, −0.15)a | −0.15*** (−0.22, −0.08)a | −0.63***g (−0.97, −0.29)a | - | - |
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| 96.26b (95.10, 97.15)c | 85.59b (73.55,92.15)c | 99.31b (99.16, 99.43)c | 89.64b (72.08, 96.16)c | 88.80b (82.36, 92.90)c | - | - | - | |
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| ||||||||
| IP | TECH | IP | TECH | IP | TECH | IP | TECH | |
|
| ||||||||
| FBG | −0.25*** (−0.42, −0.07)a | −0.27g,g (−0.87, 0.34)a | −0.95 (−2.71, 0.80)a | - | −0.34 (−0.84, 0.15)a | - | - | - |
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| 88.01b (80.01, 92.81)c | 78.61b (31.37, 93.34)c | 99.58b (99.49, 99.65)c | - | 97.35b (96.34, 98.09)c | - | - | - | |
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| ||||||||
| 2-h BG | - | - | −0.03f (−0.14, 0.09)a | - | −1.03 (−2.32, 0.26)a | - | - | - |
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| - | - | 40.72b (0.00, 79.95)c | - | 99.70b (99.64, 99.74)c | - | - | - | |
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| HbA1c | - | −0.10f (−1.43, 1.23)a | −0.11f,g (−0.33, 0.11)a | - | −0.69f (−1.52, 0.14)a | - | - | - |
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| - | 95.12b (− )c | 34.70b (0.00, 78.75)c | - | 88.13b (− )c | - | - | - | |
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| Overall Intervention Phase | ||||||||
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| ||||||||
| Delivery Agent | ||||||||
|
| ||||||||
| Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | |
|
| ||||||||
| Weight | −0.26*** (−0.34, −0.18)a | −0.20*** (−0.28, −0.12)a | −0.99 (−2.11, 0.12)a | −0.28** (−0.36, −0.19)a | −0.30*** (−0.40, −0.21)a | −0.26*** (−0.34, −0.18)a | −0.24** (−0.44, −0.04)a | −0.04**f (−0.08, −0.01)a |
|
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| 96.44b (95.09, 97.42)c | 90.61b (86.02, 93.70)c | 99.60b (99.50, 99.67)c | 88.51b (82.73, 92.35)c | 91.72b (88.29, 94.14)c | 94.71b (93.06, 95.96)c | 88.13b (81.51, 92.38)c | 56.71b (0.00 85.64)c | |
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| FBG | −0.18 (−0.44, 0.07)a | −0.34*** (−0.54, −0.14)a | −1.81f (−5.78, 2.16)a | −0.47**g (−0.78, −0.15)a | −0.42*** (−0.70, −0.14)a | −0.17 (−0.37, 0.04)a | −0.21***f,g (−0.29, −0.12)a | 0.04g (−0.07, 0.15)a |
|
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| 94.18b (89.26, 96.85)c | 53.46b (1.17, 78.09)c | 99.87b (99.84, 99.90)c | 69.28b (35.91, 85.28)c | 95.68b (94.14, 96.81)c | 87.61b (80.60, 92.09)c | 0.00b (0.00, 74.62)c | 0.00b (0.00, 89.60)c | |
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| 2-h BG | - | - | 0.06 (−0.08, 0.20)a | −0.22*** (−0.42, −0.01)a | −0.44*** (−0.51, −0.38)a | −0.09 (−0.22, 0.05)a | −0.13**g (−0.23, −0.04)a | 0.02f,g (−0.09, 0.12)a |
|
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| - | - | - | - | 99.65b (99.58, 99.70)c | 70.10b (30.02, 87.22)c | 0.00b (0.00, 79.20)c | - | |
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| Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | Dietitian | Non-dietitian | |
|
| ||||||||
| HbA1c | −0.10f (−1.43, 1.23)a | - | - | −0.16g (−0.37, 0.04)a | −0.43*** (−0.70, −0.16)a | −0.26* (−0.55, 0.03)a | −0.38***f,g (−0.55, −0.20)a | - |
|
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| 95.12b (-)c | - | - | 30.99b (0.00, 75.12)c | 62.30b (0.00, 87.33)c | 74.29b (41.49, 88.71)c | 30.80b (-)c | - | |
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| Delivery Channel | ||||||||
|
| ||||||||
| IP | TECH | IP | TECH | IP | TECH | IP | TECH | |
|
| ||||||||
| Weight | −0.21*** (−0.27, −0.15)a | −0.32*** (−0.50, −0.13)a | −0.67*** (−0.86, −0.48)a | −0.62*** (−1.02, −0.22)a | −0.24*** (−0.30, −0.18)a | −0.41*** (−0.68, −0.14)a | −0.16*** (−0.31, −0.01)a | −0.21**g (−0.27, −0.15)a |
|
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| 96.09b (94.89, 97.01)c | 85.59b (73.55, 92.15)c | 99.02b (98.83, 99.18)c | 89.18b (77.50, 94.80)c | 92.81b (90.83, 94.36)c | 93.66b (89.35, 96.22)c | 89.01b (83.33, 92.76)c | 96.09b (94.89, 97.01)c | |
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| ||||||||
| FBG | −0.27*** (−0.45, −0.10)a | −0.27f,g (−0.87, 0.34)a | −1.02 (−2.58, 0.53)a | − | −0.33*** (−0.55, −0.12)a | −0.33** (−0.58, −0.08)a | −0.13***g (−0.20, −0.06)a | |
|
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| 87.25b (79.10, 92.22)c | 78.61b (31.37, 93.34)c | 99.46b (99.34, 99.55)c | - | 94.96b (93.53, 96.07)c | 80.32b (48.11, 92.54)c | 40.58b (0.00, 73.76)c | - | |
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| ||||||||
| 2-h BG | - | - | −0.03f,g (−0.14, 0.09)a | - | −0.71* (−1.42, 0.00)a | −0.27**f,g (−0.41, −0.13)a | −0.06g (−0.13, 0.02)a | - |
|
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| - | - | 40.72b (0.00, 79.95)c | - | 99.49b (99.40, 99.57)c | 0b (-)c | 46.63b (0.00, 78.87) | - | |
|
| ||||||||
| HbA1c | - | −0.10f (−1.43, 1.23)a | −0.11g (−0.33, 0.11)a | - | −0.40f,g (−0.62, −0.18)a | - | −0.29 (−0.59, 0.01)a | - |
|
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| - | 95.12b (-)c | 34.70b (0.00, 78.75)c | - | 68.90b (37.78, 84.46)c | - | 67.99b (0.00, 91.72)c | - | |
The 95% confidence intervals of effect size are in the parenthesis.
I square in heterogeneity test
The 95% confidence intervals of I square
FBG=fasting blood glucose
2-h BG=2-hour blood glucose
The number of studies is less than 4.
Indicates that fixed-effect model was used to calculate the summary mean difference in outcomes.
HbA1c=hemoglobin A1c
IP=in-person intervention
TECH=technology-delivered intervention with/without in-person contact
Statistical significance at 10% level
Statistical significance at 5% level.
Statistical significance at 1% level.
- Insufficient data for meta-analysis