| Literature DB >> 35191588 |
Pedro Lopez1,2, Dennis R Taaffe1,2, Daniel A Galvão1,2, Robert U Newton1,2, Elisa R Nonemacher3, Victória M Wendt3, Renata N Bassanesi3, Douglas J P Turella4,5, Anderson Rech5.
Abstract
To systematically review and analyze the effects of resistance-based exercise programs on body composition, regional adiposity, and body weight in individuals with overweight/obesity across the lifespan. Using PRISMA guidelines, randomized controlled trials were searched in nine electronic databases up to December 2020. Meta-analyses were performed using random-effects model. One-hundred sixteen articles describing 114 trials (n = 4184 participants) were included. Interventions involving resistance training and caloric restriction were the most effective for reducing body fat percentage (ES = -3.8%, 95% CI: -4.7 to -2.9%, p < 0.001) and whole-body fat mass (ES = -5.3 kg, 95% CI: -7.2 to -3.5 kg, p < 0.001) compared with groups without intervention. Significant results were also observed following combined resistance and aerobic exercise (ES = -2.3% and -1.4 kg, p < 0.001) and resistance training alone (ES = -1.6% and -1.0 kg, p < 0.001) compared with no training controls. Resistance training alone was the most effective for increasing lean mass compared with no training controls (ES = 0.8 kg, 95% CI: 0.6 to 1.0 kg, p < 0.001), whereas lean mass was maintained following interventions involving resistance training and caloric restriction (ES = ~ - 0.3 kg, p = 0.550-0.727). Results were consistently observed across age and sex groups (p = 0.001-0.011). Reductions in regional adiposity and body weight measures were also observed following combined resistance and aerobic exercise and programs including caloric restriction (p < 0.001). In conclusion, this study provides evidence that resistance-based exercise programs are effective and should be considered within any multicomponent therapy program when caloric restriction is utilized in individuals with overweight or obesity.Entities:
Keywords: body composition; obesity; resistance training
Mesh:
Year: 2022 PMID: 35191588 PMCID: PMC9285060 DOI: 10.1111/obr.13428
Source DB: PubMed Journal: Obes Rev ISSN: 1467-7881 Impact factor: 10.867
FIGURE 1Flow chart of study selection process
Overall and subgroup analyses of resistance‐based exercise effects on body fat percentage and whole‐body fat mass in participants who are overweight or obese
| Random effect meta‐analysis | Heterogeneity | ||||||
|---|---|---|---|---|---|---|---|
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| ES | 95% CI |
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| |
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| Overall effect | 99 | −2.3 | −2.7 to −1.9 | <0.001 | 651.2 | 85% | <0.001 |
| Without outlier | 89 | −2.2 | −2.4 to −2.0 | <0.001 | 95.6 | 8% | 0.273 |
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| |||||||
| Children/adolescent | 19 | −2.1 | −2.8 to −1.3 | <0.001 | 26.4 | 32% | 0.090 |
| Young adults | 26 | −2.7 | −3.7 to −1.7 | <0.001 | 24.2 | 0% | 0.507 |
| Middle‐aged adults | 27 | −2.4 | −2.5 to −2.3 | <0.001 | 19.7 | 0% | 0.805 |
| Older adults | 19 | −1.9 | −2.4 to −1.4 | <0.001 | 36.3 | 51% | 0.006 |
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| Female | 45 | −2.4 | −2.5 to −2.3 | <0.001 | 41.1 | 0% | 0.599 |
| Male | 25 | −2.8 | −3.4 to −2.2 | <0.001 | 35.3 | 32% | 0.064 |
| Mixed | 20 | −1.7 | −2.1 to −1.2 | <0.001 | 17.0 | 0% | 0.593 |
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| RET | 45 | −1.6 | −1.9 to −1.2 | <0.001 | 46.8 | 6% | 0.360 |
| RET + Caloric restriction | 3 | −3.8 | −4.7 to −2.9 | <0.001 | 0.4 | 0% | 0.817 |
| COMB | 40 | −2.3 | −2.7 to −1.9 | <0.001 | 45.2 | 14% | 0.229 |
| COMB + Caloric restriction | 6 | −3.0 | −4.1 to −1.8 | <0.001 | 4.8 | 0% | 0.439 |
| COMB + Healthy diet | 2 | −2.3 | −2.8 to −1.8 | <0.001 | 1.6 | 38% | 0.203 |
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| Overall effect | 63 | −2.1 | −2.7 to −1.6 | <0.001 | 219.0 | 72% | <0.001 |
| Without outlier | 52 | −1.6 | −1.9 to −1.3 | <0.001 | 39.5 | 0% | 0.879 |
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| Children/adolescent | 13 | −1.9 | −2.9 to −0.8 | <0.001 | 20.8 | 42% | 0.053 |
| Young adults | 14 | −1.0 | −1.4 to −0.5 | <0.001 | 11.9 | 0% | 0.540 |
| Middle‐aged adults | 14 | −1.2 | −2.1 to −0.4 | 0.003 | 17.8 | 27% | 0.166 |
| Older adults | 17 | −1.7 | −2.3 to −1.2 | <0.001 | 22.7 | 30% | 0.121 |
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| Female | 26 | −1.0 | −1.3 to −0.7 | <0.001 | 23.3 | 0% | 0.558 |
| Male | 15 | −2.6 | −3.8 to −1.4 | <0.001 | 22.1 | 37% | 0.076 |
| Mixed | 17 | −2.0 | −2.6 to −1.5 | <0.001 | 20.8 | 23% | 0.186 |
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| RET | 33 | −1.0 | −1.4 to −0.7 | <0.001 | 22.0 | 0% | 0.908 |
| RET + Caloric restriction | 5 | −5.1 | −6.3 to −3.8 | <0.001 | 8.5 | 53% | 0.074 |
| RET + Low‐sugar diet | 2 | 0.2 | −1.7 to 2.0 | 0.880 | 0.1 | 0% | 0.782 |
| RET + Protein supplementation | 2 | −0.7 | −3.4 to 2.1 | 0.640 | 0.0 | 0% | 0.889 |
| COMB | 22 | −1.4 | −2.0 to −0.8 | <0.001 | 38.3 | 45% | 0.012 |
| COMB + Caloric restriction | 7 | −5.3 | −7.2 to −3.5 | <0.001 | 23.6 | 75% | <0.001 |
Abbreviations: COMB, combined resistance and aerobic exercise; ES, effect size; I 2, percentage of variation across studies that is due to heterogeneity; k, number of studies; Q, Cochran's Q test of heterogeneity; RET, resistance training.
Exercise modalities excluded due to insufficient evidence for body fat percentage: RET + Ginger supplementation, ES = −4.9% (95% CI: −13.4 to 3.6); RET + Green tea, ES = −12.4% (95% CI: −15.3 to −9.5); RET + Protein supplementation, ES = −0.8% (95% CI: −3.1 to −1.6); COMB + Amino acids, ES = −0.3% (95% CI: −2.5 to 1.9); COMB + Caffeine supplementation, ES = −0.6% (95% CI: −3.4 to 2.1); COMB + Caloric restriction + Protein supplementation, ES = −2.7% (95% CI: −5.5 to 0.1); COMB + Fatty acids, ES = −1.2% (95% CI: −5.9 to 3.5); COMB + Isoflavones supplementation, ES = −2.0% (95% CI: −4.9 to 0.9); COMB + Protein supplementation, ES = −2.1% (95% CI: −3.2 to −1.0).
Exercise modalities excluded due to insufficient evidence for fat mass: RET + Ginger supplementation, ES = −3.1 kg (95% CI: −10.2 to 4.0); RET + Green tea, ES = −11.7 kg (95% CI: −15.3 to −8.1); COMB + Amino acids, ES = −0.2 kg (95% CI: −2.4 to 2.0); COMB + Caffeine supplementation, ES = 0.3 kg (95% CI: −4.9 to 5.5); COMB + Caloric restriction + Protein supplementation, ES = −3.8 kg (95% CI: −8.7 to 1.1); COMB + Fatty acids, ES = −1.8 kg (95% CI: −7.0 to 3.4); COMB + Healthy diet, ES = −2.0 kg (95% CI: −3.4 to −0.6); COMB + Isoflavones supplementation, ES = 1.1 kg (95% CI: −1.9 to 4.1); COMB + Low‐sugar diet, ES = −1.8 kg (95% CI: −3.0 to −0.6); COMB + Protein supplementation, ES = −2.3 kg (95% CI: −3.4 to −1.2).
Adjustment after omitting studies in which the confidence intervals did not overlap the estimated pooled effect.
FIGURE 2Mean difference effects of resistance‐based exercise compared with control on body fat percentage in children/adolescents (A), young adults (B), middle‐aged adults (C), and older adults with overweight/obesity (D). Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray
FIGURE 3Mean difference effects of resistance‐based exercise compared with control on whole‐body fat mass in children/adolescents (A), young adults (B), middle‐aged adults (C), and older adults with overweight/obesity (D). Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray
Overall and subgroup analyses of resistance‐based exercise effects on trunk fat mass, visceral adipose tissue and subcutaneous adipose tissue in participants who are overweight or obese
| Random effect meta‐analysis | Heterogeneity | ||||||
|---|---|---|---|---|---|---|---|
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| ES | 95% CI |
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| Overall effect | 7 | −0.4 | −1.1 to 0.2 | 0.219 | 1.3 | 0% | 0.970 |
| Without outlier | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ |
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| Children/adolescent | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ |
| Young adults | 1 | −0.3 | −1.4 to 0.8 | ‐ | ‐ | ‐ | ‐ |
| Middle‐aged adults | 2 | −1.0 | −2.8 to 0.9 | 0.308 | 0.1 | 0% | 0.772 |
| Older adults | 4 | −0.3 | −1.2 to 0.5 | 0.431 | 0.8 | 0% | 0.841 |
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| Female | 5 | −0.4 | −1.2 to 0.4 | 0.346 | 0.9 | 0% | 0.919 |
| Male | 1 | −0.3 | −1.4 to 0.8 | ‐ | ‐ | ‐ | ‐ |
| Mixed | 1 | −1.3 | −4.2 to 1.6 | ‐ | ‐ | ‐ | ‐ |
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| RET | 3 | −0.5 | −1.5 to 0.5 | 0.298 | 0.5 | 0% | 0.776 |
| COMB | 3 | −0.3 | −1.3 to 0.7 | 0.577 | 0.1 | 0% | 0.963 |
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| Overall effect | 15 | −0.7 | −1.1 to −0.3 | <0.001 | 88.5 | 84% | <0.001 |
| Without outlier | 13 | −0.4 | −0.5 to −0.2 | <0.001 | 12.0 | 0% | 0.446 |
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| Children/adolescent | 1 | −0.3 | −1.0 to 0.4 | ‐ | ‐ | ‐ | ‐ |
| Young adults | 3 | 0.8 | −2.1 to 0.5 | 0.221 | 23.0 | 91% | <0.001 |
| Middle‐aged adults | 7 | −0.3 | −0.6 to −0.1 | 0.005 | 5.5 | 0% | 0.485 |
| Older adults | 3 | −0.5 | −0.9 to −0.1 | 0.011 | 5.1 | 61% | 0.080 |
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| Female | 7 | −0.3 | −0.5 to −0.1 | <0.001 | 4.7 | 0% | 0.582 |
| Male | 1 | −0.3 | −1.1 to 0.5 | ‐ | ‐ | ‐ | ‐ |
| Mixed | 5 | −0.4 | −0.8 to −0.0 | 0.032 | 6.3 | 36% | 0.179 |
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| RET | 6 | −0.4 | −0.6 to −0.1 | 0.002 | 2.5 | 0% | 0.772 |
| RET + Caloric restriction | 2 | −0.5 | −1.2 to 0.2 | 0.142 | 0.0 | 0% | 0.932 |
| COMB | 9 | −0.7 | −1.2 to −0.2 | 0.005 | 40.3 | 80% | <0.001 |
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| Overall effect | 9 | −0.4 | −0.5 to −0.2 | <0.001 | 7.5 | 0% | 0.485 |
| Without outlier | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ | ‐ |
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| Children/adolescent | 1 | −0.6 | −1.3 to 0.1 | ‐ | ‐ | ‐ | ‐ |
| Young adults | 2 | −0.2 | −0.7 to 0.4 | 0.475 | 0.0 | 0% | 0.936 |
| Middle‐aged adults | 3 | −0.3 | −0.5 to 0.0 | 0.067 | 0.1 | 0% | 0.965 |
| Older adults | 3 | −0.5 | −0.9 to −0.1 | 0.011 | 5.1 | 61% | 0.080 |
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| Female | 4 | −0.3 | −0.5 to −0.1 | 0.003 | 1.0 | 0% | 0.808 |
| Male | 1 | −0.2 | −1.0 to 0.6 | ‐ | ‐ | ‐ | ‐ |
| Mixed | 4 | −0.6 | −0.9 to −0.2 | 0.004 | 3.9 | 24% | 0.269 |
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| RET | 6 | −0.3 | −0.6 to −0.1 | 0.003 | 2.3 | 0% | 0.813 |
| COMB | 6 | −0.5 | −0.9 to −0.2 | 0.002 | 9.7 | 49% | 0.084 |
Abbreviations: COMB, combined resistance and aerobic exercise; ES, effect size; I 2, percentage of variation across studies that is due to heterogeneity; k, number of studies; Q, Cochran's Q test of heterogeneity; RET, resistance training; SMD, standardized mean difference.
Exercise modalities excluded due to insufficient evidence for trunk fat mass: COMB + Amino acids, ES = 0.0 kg (95% CI: −1.2 to 1.2); COMB + Fatty acids, ES = −1.3 kg (95% CI: −4.2 to 1.6); COMB + Isoflavones, ES = −0.9 kg (95% CI: −4.0 to 2.2).
Exercise modalities excluded due to insufficient evidence for visceral adipose tissue: COMB + Caloric restriction, ES = −0.2 SMD (95% CI: −1.3 to 0.9); COMB + Fatty acids, ES = −0.0 SMD (95% CI: −0.8 to 0.8).
Adjustment after omitting studies in which the confidence intervals did not overlap the estimated pooled effect.
FIGURE 4Mean difference effects of resistance‐based exercise compared with control on trunk fat mass (A), visceral adipose tissue (B), and subcutaneous adipose tissue (C) in participants who are overweight or obese participants. Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray
Overall and subgroup analyses of resistance‐based exercise effects on lean mass in participants who are overweight or obese
| Random effect meta‐analysis | Heterogeneity | ||||||
|---|---|---|---|---|---|---|---|
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| ES | 95% CI |
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| Overall effect | 71 | 0.9 | 0.4 to 1.4 | 0.001 | 636.4 | 89% | <0.001 |
| Without outlier | 67 | 0.7 | 0.5 to 0.8 | <0.001 | 40.9 | 0% | 0.994 |
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| Children/adolescent | 15 | 0.8 | 0.4 to 1.1 | <0.001 | 10.4 | 0% | 0.731 |
| Young adults | 15 | 1.4 | 0.9 to 1.9 | <0.001 | 10.1 | 0% | 0.755 |
| Middle‐aged adults | 18 | 0.3 | 0.1 to 0.6 | 0.009 | 6.9 | 0% | 0.985 |
| Older adults | 20 | 0.8 | 0.6 to 1.1 | <0.001 | 9.7 | 0% | 0.960 |
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| Female | 33 | 0.6 | 0.4 to 0.9 | <0.001 | 6.7 | 0% | 0.999 |
| Male | 17 | 0.5 | −0.1 to 1.0 | 0.087 | 5.4 | 0% | 0.994 |
| Mixed | 17 | 0.8 | 0.4 to 1.2 | <0.001 | 28.1 | 43% | 0.031 |
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| RET | 34 | 0.8 | 0.6 to 1.0 | <0.001 | 20.8 | 0% | 0.951 |
| RET + Caloric restriction | 5 | −0.2 | −1.2 to 0.8 | 0.727 | 7.6 | 47% | 0.108 |
| RET + Low‐sugar diet | 2 | 1.2 | −0.4 to 2.7 | 0.143 | 0.1 | 0% | 0.761 |
| COMB | 28 | 0.6 | 0.3 to 0.9 | <0.001 | 17.2 | 0% | 0.927 |
| COMB + Caloric restriction | 7 | −0.3 | −1.4 to 0.8 | 0.550 | 28.4 | 79% | <0.001 |
Abbreviations: COMB, combined resistance and aerobic exercise; ES, effect size; I 2, percentage of variation across studies that is due to heterogeneity; k, number of studies; Q, Cochran's Q test of heterogeneity; RET, resistance training.
Exercise modalities excluded due to insufficient evidence for lean mass: RET + Ginger supplementation, ES = 3.0 kg (95% CI: −22.0 to 28.0); RET + Green tea, ES = 8.9 kg (95% CI: 6.1 to 11.7); RET + Protein supplementation, ES = 0.8 kg (95% CI: −5.6 to 7.2); COMB + Caffeine supplementation, ES = 2.0 kg (95% CI: −6.8 to 10.7); COMB + Caloric restriction + Protein supplementation, ES = −0.3 kg (95% CI: −4.4 to 3.7); COMB + Fatty acids, ES = −0.6 kg (95% CI: −5.1 to 3.9); COMB + Healthy diet, ES = 0.6 kg (95% CI: −0.5 to 1.7); COMB + Isoflavones supplementation, ES = 1.1 kg (95% CI: −1.9 to 4.1); COMB + Low‐sugar diet, ES = 0.6 kg (95% CI: −0.7 to 1.9); 95% CI, 95% confidence interval; COMB + Protein supplementation, ES = 0.8 kg (95% CI: −0.3 to 1.9).
Adjustment after omitting studies in which the confidence intervals did not overlap the estimated pooled effect.
FIGURE 5Mean difference effects of resistance‐based exercise compared with control on lean mass in children/adolescents (A), young adults (B), middle‐aged adults (C), and older adults with overweight/obesity (D). Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray
Overall and subgroup analyses of resistance‐based exercise effects on body weight and body mass index in participants who are overweight or obese
| Random effect meta‐analysis | Heterogeneity | ||||||
|---|---|---|---|---|---|---|---|
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| ES | 95% CI |
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| Overall effect | 103 | −1.8 | −2.6 to −1.0 | <0.001 | 815.8 | 88% | <0.001 |
| Without outlier | 93 | −1.6 | −1.9 to −1.3 | <0.001 | 60.5 | 0% | 0.996 |
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| Children/adolescent | 21 | −1.1 | −2.2 to −0.0 | 0.043 | 33.4 | 40% | 0.031 |
| Young adults | 23 | −1.4 | −2.1 to −0.8 | <0.001 | 10.5 | 0% | 0.981 |
| Middle‐aged adults | 33 | −0.6 | −1.0 to −0.1 | 0.021 | 30.4 | 0% | 0.549 |
| Older adults | 20 | −1.7 | −2.2 to −1.2 | <0.001 | 14.6 | 0% | 0.748 |
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| Female | 48 | −1.4 | −1.9 to −0.9 | <0.001 | 31.7 | 0% | 0.958 |
| Male | 26 | −1.1 | −2.1 to −0.1 | 0.032 | 32.9 | 24% | 0.133 |
| Mixed | 23 | −1.2 | −1.8 to −0.6 | <0.001 | 29.6 | 26% | 0.128 |
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| RET | 50 | −0.1 | −0.5 to 0.3 | 0.511 | 30.1 | 0% | 0.985 |
| RET + Caloric restriction | 6 | −5.3 | −7.6 to −3.0 | <0.001 | 17.0 | 71% | 0.005 |
| RET + Low‐sugar diet | 2 | 2.7 | 1.1 to 4.3 | 0.001 | 0.2 | 0% | 0.676 |
| COMB | 44 | −1.9 | −2.5 to −1.3 | <0.001 | 65.1 | 34% | 0.017 |
| COMB + Caloric restriction | 8 | −5.6 | −7.8 to −3.4 | <0.001 | 36.7 | 81% | <0.001 |
| COMB + Healthy diet | 2 | −3.1 | −7.1 to 0.9 | 0.127 | 3.1 | 68% | 0.078 |
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| Overall effect | 83 | −0.6 | −0.9 to −0.3 | <0.001 | 396.2 | 79% | <0.001 |
| Without outlier | 74 | −0.6 | −0.7 to −0.5 | <0.001 | 33.7 | 0% | 0.999 |
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| Children/adolescent | 18 | −0.3 | −0.8 to 0.1 | 0.163 | 30.7 | 45% | 0.022 |
| Young adults | 22 | −0.5 | −0.8 to −0.2 | 0.003 | 19.3 | 0% | 0.563 |
| Middle‐aged adults | 27 | −0.5 | −0.8 to −0.2 | 0.001 | 37.8 | 31% | 0.064 |
| Older adults | 14 | −0.6 | −0.8 to −0.4 | <0.001 | 3.2 | 0% | 0.997 |
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| Female | 37 | −0.4 | −0.6 to −0.2 | <0.001 | 24.5 | 0% | 0.928 |
| Male | 19 | −0.5 | −0.8 to −0.2 | <0.001 | 15.5 | 0% | 0.630 |
| Mixed | 21 | −0.5 | −0.7 to −0.2 | <0.001 | 21.8 | 8% | 0.351 |
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| RET | 43 | −0.1 | −0.3 to 0.1 | 0.209 | 25.6 | 0% | 0.978 |
| RET + Caloric restriction | 2 | −2.1 | −3.8 to −0.4 | 0.017 | 0.2 | 0% | 0.622 |
| RET + Low‐sugar diet | 2 | 1.6 | 1.0 to 2.1 | <0.001 | 0.5 | 0% | 0.497 |
| RET + Protein supplementation | 2 | −0.0 | −1.3 to 1.3 | 0.980 | 0.0 | 0% | 0.879 |
| COMB | 36 | −0.7 | −0.9 to −0.6 | <0.001 | 31.6 | 0% | 0.632 |
| COMB + Caloric restriction | 3 | −1.2 | −1.8 to −0.6 | <0.001 | 1.1 | 0% | 0.588 |
Abbreviations: COMB, combined resistance and aerobic exercise; ES, effect size; I 2, percentage of variation across studies that is due to heterogeneity; k, number of studies; Q, Cochran's Q test of heterogeneity; RET, resistance training.
Exercise modalities excluded due to insufficient evidence for body weight: RET + Green tea, ES = 1.7 kg (95% CI: −3.0 to 6.4); RET + Protein supplementation, ES = 0.1 kg (95% CI: −8.3 to 8.5); COMB + + Caloric restriction + Protein supplementation, ES = −4.1 kg (95% CI: −11.7 to 3.4); COMB + Fatty acids, ES = −1.5 kg (95% CI: −8.7 to 5.7); COMB + Isoflavones supplementation, ES = −0.2 kg (95% CI: −8.0 to 7.6); COMB + Low‐sugar diet, ES = −0.5 kg (95% CI: −2.0 to 1.0); COMB + Protein supplementation, ES = −1.5 kg (95% CI: −3.7 to 0.7).
Exercise modalities excluded due to insufficient evidence for body mass index: RET + Ginger supplementation, ES = −0.4 kg·m2 (95% CI: −7.3 to 6.5); RET + Green tea, ES = 1.6 kg·m2 (95% CI: 0.2 to 3.3); COMB + Fatty acids, ES = −0.6 kg·m2 (95% CI: −3.1 to 1.9); COMB + Isoflavones supplementation, ES = −0.1 kg·m2 (95% CI: −2.2 to 2.0).
Adjustment after omitting studies in which the confidence intervals did not overlap the estimated pooled effect.
FIGURE 6Mean difference effects of resistance‐based exercise compared with control on body weight in children/adolescents (A), young adults (B), middle‐aged adults (C), and older adults with overweight/obesity (D). Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray
FIGURE 7Mean difference effects of resistance‐based exercise compared with control on body mass index in children/adolescents (A), young adults (B), middle‐aged adults (C), and older adults with overweight/obesity (D). Overall subgroup analyses conducted with a random‐effects model. I 2 represents the heterogeneity test; diamonds represent pooled estimates of random‐effect meta‐analysis; studies deemed outliers are highlighted in gray