Variables | Subgroups | Number of effect sizes | Pooled WMD | 95% CI | I2 (%) | Between-study I2 (%) | |
---|---|---|---|---|---|---|---|
FPG | Participants’ age | Adult | 12 | − 0.30 | −1.29, 0.69 | 90.3 | < 0.001 |
Adult+Elderly | 8 | −3.79 | −4.65, −2.93 | 86.0 | |||
Participants’ health condition | Healthy | 12 | −2.12 | − 2.87, −1.37 | 90.9 | 0.40 | |
Chronic disease | 8 | −2.76 | −4.05, −1.47 | 89.8 | |||
Intervention type | Isolated | 6 | 0.35 | −1.57, 2.28 | 76.8 | < 0.01 | |
Whey proteins | 14 | −2.72 | −3.43, − 2.01 | 92.0 | |||
Study duration | < 12 week | 9 | −1.62 | −2.64, −0.60 | 90.6 | 0.09 | |
≥12 week | 11 | −2.74 | −3.58, −1.89 | 90.3 | |||
Sample size | n < 50 | 13 | −2.05 | −2.89, −1.22 | 91.7 | 0.38 | |
n ≥ 50 | 7 | −2.64 | −3.67, −1.61 | 86.5 | |||
Type of control | Placebo product | 3 | −1.22 | −3.33, 1.43 | 00.0 | < 0.001 | |
Carbohydrate supplementation | 13 | −0.73 | −1.61, 0.15 | 88.9 | |||
Non-intervention | 4 | −4.54 | −5.56, −3.51 | 92.8 | |||
HbA1C | Participants’ age | Adult | 3 | −0.15 | −0.21, − 0.08 | 96.2 | 0.16 |
Adult+Elderly | 3 | −0.09 | −0.14, − 0.04 | 36.6 | |||
Participants’ health condition | Healthy | 3 | −0.08 | −0.12, − 0.03 | 00.0 | 0.02 | |
Chronic disease | 3 | −0.17 | −0.23, − 0.10 | 96.1 | |||
Study duration | < 12 week | 3 | −0.06 | −0.10, − 0.01 | 49.4 | < 0.001 | |
≥12 week | 3 | −0.33 | −0.42, − 0.24 | 91.2 | |||
Sample size | n < 50 | 3 | −0.11 | −0.16, − 0.06 | 94.7 | 0.91 | |
n ≥ 50 | 3 | −0.11 | −0.17, − 0.05 | 20.1 | |||
Insulin | Participants’ age | Adult | 9 | −1.43 | −2.21, 0.65 | 48.0 | 0.01 |
Adult+Elderly | 5 | −0.34 | −0.74, 0.07 | 7.09 | |||
Participants’ health condition | Healthy | 10 | −0.39 | −0.078, − 0.00 | 63.6 | 0.01 | |
Chronic disease | 4 | −1.67 | −2.63, −0.70 | 33.4 | |||
Intervention type | Isolated | 4 | −1.15 | −2.10, −0.20 | 67.2 | 0.09 | |
Whey proteins | 10 | −0.42 | − 0.81, − 0.03 | 62.9 | |||
Study duration | < 12 week | 7 | −0.49 | −0.95, − 0.03 | 68.5 | 0.59 | |
≥12 week | 7 | −0.69 | −1.27, − 0.11 | 61.7 | |||
Sample size | n < 50 | 7 | −0.60 | −1.17, − 0.02 | 69.8 | 0.89 | |
n ≥ 50 | 7 | −0.55 | −1.01, − 0.09 | 60.3 | |||
Type of control | Placebo product | 2 | −3.30 | −5.18, 1.42 | 00.0 | 0.01 | |
Carbohydrate supplementation | 9 | −0.64 | −1.16, − 0.11 | 56..8 | |||
Non-intervention | 5 | −0.30 | −0.81, 0.21 | 70.6 | |||
HOMA-IR | Participants’ age | Adult | 9 | −0.25 | − 0.38, − 0.11 | 64.9 | 0.02 |
Adult+Elderly | 4 | −0.07 | −0.13, − 0.01 | 64.8 | |||
Participants’ health condition | Healthy | 8 | −0.07 | − 0.13, − 0.01 | 59.6 | < 0.001 | |
Chronic disease | 5 | −0.48 | −0.70, − 0.26 | 42.2 | |||
Intervention type | Isolated | 4 | −0.20 | −0.33, − 0.06 | 72.8 | 0.04 | |
Whey proteins | 9 | −0.07 | − 0.13, − 0.01 | 64.1 | |||
Study duration | < 12 week | 7 | −0.04 | −0.14, 0.06 | 80.2 | < 0.18 | |
≥12 week | 6 | −0.12 | −0.19, − 0.06 | 00.0 | |||
Sample size | n < 50 | 6 | −0.11 | −0.19, − 0.04 | 74.2 | 0.47 | |
n ≥ 50 | 7 | −0.07 | −0.16, 0.01 | 64.1 | |||
Type of control | Placebo product | 2 | −0.86 | −1.43, − 0.29 | 00.0 | < 0.01 | |
Carbohydrate supplementation | 8 | −0.22 | −0.35, − 0.10 | 61.6 | |||
Non-intervention | 3 | −0.06 | −0.12, 0.01 | 66.1 | |||
TC | Participants’ age | Adult | 12 | −12.86 | −16.11, −9.61 | 81.7 | 0.06 |
Adult+Elderly | 10 | −9.07 | −11.39, −6.74 | 96.1 | |||
Participants’ health condition | Healthy | 15 | −8.75 | −10.87, −6.63 | 94.3 | 0.001 | |
Chronic disease | 7 | −16.40 | −20.53, − 12.27 | 84.7 | |||
Intervention type | Isolated | 7 | −9.67 | −12.52, −6.82 | 95.6 | 0.10 | |
Whey proteins | 15 | − 11.77 | −14.43, −9.11 | 99.5 | |||
Study duration | < 12 week | 10 | −15.83 | −18.33, − 13.34 | 96.1 | < 0.001 | |
≥12 week | 12 | −3.01 | −5.90, −0.12 | 40.6 | |||
Sample size | n < 50 | 14 | −11.24 | − 13.32, −9.15 | 95.3 | 0.04 | |
n ≥ 50 | 8 | −6.21 | −10.71, − 1.71 | 44.1 | |||
Type of control | Placebo product | 2 | −1.99 | −10.44, 6.47 | 00.0 | 0.07 | |
Carbohydrate supplementation | 16 | −11.49 | −13.76, −9.22 | 91.0 | |||
Non-intervention | 4 | −8.92 | −12.63, −5.20 | 97.5 | |||
TG | Participants’ age | Adult | 11 | −6.78 | −10.71, −2.85 | 76.4 | < 0.001 |
Adult+Elderly | 11 | − 21.43 | − 24.28, −18.58 | 94.2 | |||
Participants’ health condition | Healthy | 15 | −15.58 | − 17.99, − 13.16 | 94.1 | 0.02 | |
Chronic disease | 7 | −25.04 | −32.96, −17.11 | 1.0 | |||
Intervention type | Isolated | 7 | −13.90 | − 16.94, 10.87 | 97.0 | 0.04 | |
Whey proteins | 15 | −19.86 | −23.47, − 16.25 | 69.8 | |||
Study duration | < 12 week | 9 | −15.63 | −18.60, − 12.66 | 96.2 | 0.43 | |
≥12 week | 13 | −17.52 | −21.19, − 13.85 | 66.3 | |||
Sample size | n < 50 | 13 | −17.05 | −19.50, − 14.59 | 94.9 | 0.11 | |
n ≥ 50 | 9 | −11.33 | −18.06, −4.59 | 36.9 | |||
Type of control | Placebo product | 2 | −25.36 | −41.44, −0.29 | 00.0 | 0.20 | |
Carbohydrate supplementation | 16 | −15.14 | −17.90, − 12.38 | 93.9 | |||
Non-intervention | 4 | −18.81 | −23.18, − 14.44 | 00.0 | |||
LDL | Participants’ age | Adult | 9 | −1.73 | −5.32, 1.87 | 47.1 | 0.001 |
Adult+ Elderly | 10 | −8.9 | −10.98, −6.81 | 96.9 | |||
Participants’ health condition | Healthy | 14 | − 8.31 | − 10.25, − 6.36 | 95.7 | 0.001 | |
Chronic disease | 5 | 0.45 | −4.39, 5.29 | 20.7 | |||
Intervention type | Isolated | 5 | −10.49 | −13.75, −7.22 | 88.7 | < 0.01 | |
Whey proteins | 14 | −6.41 | −8.67, −4.15 | 96.1 | |||
Study duration | < 12 week | 8 | −18.51 | −21.39, − 15.62 | 96.1 | < 0.001 | |
≥12 week | 11 | 0.22 | −2.09, 2.52 | 73.7 | |||
Sample size | n < 50 | 11 | −5.88 | −7.98, −3.79 | 94.9 | 0.02 | |
n ≥ 50 | 8 | −10.56 | −14.11, − 7.02 | 94.1 | |||
Type of control | Placebo product | 2 | 4.36 | −2.84, 11.56 | 54.4 | < 0.01 | |
Carbohydrate supplementation | 14 | −7.75 | −10.28, 5.23 | 81.3 | |||
Non-intervention | 3 | −7.98 | −10.74, −5.22 | 99.2 | |||
HDL | Participants’ age | Adult | 11 | −1.65 | −2.41, −0.89 | 34.4 | < 0.001 |
Adult+ Elderly | 10 | 1.40 | 1.10, 1.71 | 94.3 | |||
Participants’ health condition | Healthy | 14 | 1.48 | 1.17, 1.79 | 94.5 | < 0.001 | |
Chronic disease | 7 | −1.94 | −2.68, −1.20 | 87.1 | |||
Intervention type | Isolated | 6 | 1.57 | 1.25, 1.89 | 97.7 | < 0.001 | |
Whey proteins | 15 | −1.15 | −1.79, −0.51 | 83.6 | |||
Study duration | < 12 week | 9 | 1.05 | 0.76, 1.35 | 97.6 | 0.13 | |
≥12 week | 12 | 0.32 | −0.58, 1.22 | 34.9 | |||
Sample size | n < 50 | 13 | 1.15 | 0.85, 1.44 | 96.3 | < 0.001 | |
n ≥ 50 | 8 | −0.66 | −1.59, 0.28 | 56.0 | |||
Type of control | Placebo product | 2 | 1.61 | −0.09, 3.32 | 78.0 | 0.15 | |
Carbohydrate supplementation | 16 | 1.04 | 0.74, 1.33 | 95.5 | |||
Non-intervention | 3 | 0.03 | −1.03, 1.09 | 70.6 |