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TTM-based interventions significantly reduce BMI and waist circumference in individuals with overweight or obesityTTM Based Interventions Show Potential for Weight Loss

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Key Takeaway
Note that TTM-based interventions show significant BMI reduction in ORMDs but lack statistical significance in RCTs.

This meta-analysis evaluated the impact of Transtheoretical model (TTM)-based interventions on BMI, body weight, and waist circumference in 1,736 individuals with overweight or obesity across 20 studies. The analysis highlights a significant reduction in BMI (Hedges' g = -0.467; 95% CI -0.763, -0.171) and body weight (Hedges' g = -0.323; 95% CI -0.563, -0.084) in one-group repeated measures designs (ORMDs). Additionally, waist circumference showed a significant reduction (Hedges' g = -0.375; 95% CI -0.542, -0.209) in ORMDs.

A critical finding noted by the authors is that these improvements were not statistically significant in randomized controlled trials (RCTs). The researchers suggest this discrepancy may be due to study design, as ORMDs can be susceptible to expectancy and maturation effects while RCTs are more conservative.

Clinical practice relevance suggests that for optimal BMI reduction, interventions should combine nutritional education with exercise. However, the lack of significant results in RCTs suggests caution when interpreting the magnitude of effect in diverse clinical settings.

How this fits prior evidence

This meta-analysis addresses a gap in non-pharmacological management for weight and obesity. While prior coverage noted that oral white kidney bean extract reduces weight by 1.62 kg, this study focuses on behavioral interventions using the Transtheoretical model (TTM). The findings extend the understanding of lifestyle-based interventions, though the results are notably more robust in one-group repeated measures designs than in randomized controlled trials.

Researchers looked at 20 different studies involving 1,736 people who were living with overweight or obesity. They specifically looked at how a program called the Transtheoretical Model (TTM) affected body mass index (BMI), weight, and waist size.

The results showed that some types of study designs found significant reductions in BMI, body weight, and waist circumference. However, these positive results were only seen in one-group repeated measures designs. When looking at more controlled trials, the changes in BMI were not statistically significant. This suggests that how a study is designed can change what the data shows.

Because of these mixed results, it is important to be cautious about how much weight loss these programs guarantee. The findings suggest that combining nutritional education with regular exercise may be the best way to manage body mass index. You should talk to your doctor to see if this specific approach fits your personal health goals.

What this means for you:
Some studies show TTM interventions can reduce BMI, but results vary depending on how the study was designed.

Common questions

What are the results for weight loss in these studies?

The analysis found significant reductions in body weight and waist circumference in specific study designs. However, these improvements were only observed in one-group repeated measures designs. Results from randomized controlled trials did not show a statistically significant change in BMI.

Who is this approach for?

The studies focused on individuals who are living with overweight or obesity. The research suggests that combining nutritional education with exercise may be the best way to help these individuals reduce their body mass index (BMI).

Why were the results different across studies?

The study highlights that one-group repeated measures designs showed significant improvements, while randomized controlled trials did not. This suggests that the specific way a study is designed can impact whether it detects changes in body weight or BMI.

Study Details

Study typeMeta analysis
EvidenceLevel 1
PublishedJun 2026
View Original Abstract ↓
Globally, an estimated 2.2 billion adults and 430 million children and adolescents are affected by overweight or obesity. Interventions based on the transtheoretical model (TTM) have demonstrated efficacy in modifying dietary behaviors, reducing body mass index (BMI), and improving other health outcomes in overweight or obese populations. However, the magnitude of these effects varies across studies and study designs. This study aimed to systematically evaluate the impact of TTM-based interventions on BMI and other physical health indicators among individuals with overweight or obesity, with separate analyses for randomized controlled trials (RCTs) and one-group repeated measures designs (ORMDs). A systematic review was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, searching six databases—CNKI, PubMed, Web of Science, Cochrane Library, EBSCO, and Scopus—from their inception through March 30, 2025. Studies were eligible if they employed TTM-based interventions and reported BMI outcomes in overweight or obese populations. Hedges’ g served as the effect size measure. For ORMDs, sensitivity analyses were conducted using pre-post correlation coefficients of r = 0.3, 0.5, and 0.7. Random-effects meta-analyses (REML estimator) were performed separately for RCTs and ORMDs. Subgroup analyses and meta-regression were conducted for BMI outcomes to explore sources of heterogeneity. Publication bias was assessed using funnel plots and Egger’s test, and sensitivity was evaluated using leave-one-out analyses. A total of 20 studies (1,736 participants) were included, comprising 9 RCTs and 11 ORMDs. Among ORMDs, TTM-based interventions significantly reduced BMI [k = 11, g = −0.467, 95% CI (−0.763, −0.171), p = 0.002, I2 = 86.6%], body weight [k = 5, g = −0.323, 95% CI (−0.563, −0.084), p = 0.008, I2 = 78.9%], and waist circumference [k = 2, g = −0.375, 95% CI (−0.542, −0.209), p  TTM-based interventions showed significant improvements in BMI, body weight, waist circumference, and self-efficacy when evaluated using ORMDs, with effects robust to assumptions about pre-post correlation. However, these improvements were not statistically significant under the more conservative between-group comparisons of RCTs. The discrepancy highlights the importance of study design in evaluating behavioral interventions. ORMDs may capture within-person change that RCT between-group contrasts fail to detect, but are also susceptible to expectancy and maturation effects. Future research should prioritize well-controlled RCTs with adequate blinding and intention-to-treat analyses, and interventions combining nutritional education with exercise are recommended for optimal BMI reduction.
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