Abstract
Aim
This study was conducted to determine the effects of the methods used in the management of maternal obesity on pregnancy and birth outcomes.
Materials and methods
This study was conducted following the PRISMA Statement. The articles to be used in the meta-analysis were searched in PubMed, National Thesis Center, DergiPark, MEDLINE, Cochrane Library and EBSCO search engines in October 2021 and updated in September 2023. The methodological qualities of the studies were evaluated using ROB2. The data were synthesized using meta-analysis, and the GRADE approach was used to rate the certainty of the evidence and the strength of the recommendations. Twenty-one studies published between 2013 and 2021 were included in the study. The total sample size of the studies was 7695.
Results
Weight management interventions significantly reduced weight gain during pregnancy (p < 0.001) and birth weight (p < 0.01). Did not affect other adverse pregnancy outcomes included in the synthesis (p > 0.05). The subgroup analyses showed that the method of handing out brochures resulted in lower levels of birth weight (p < 0.01) and weight gained during pregnancy (p < 0.001); the use of metformin was associated with a significant drop in admissions to the neonatal intensive care unit (p < 0.01); the method of exercise was associated with lower in gestational diabetes (p < 0.001), weight gained during pregnancy (p < 0.001), birth weight (p = 0.01) and large-for-gestational-age baby birth (p < 0.05), while and the combination of diet and exercise significantly reduced weight gained during pregnancy (p = 0.001). The certainty of evidence assessed using GRADE for all 15 critical outcomes was high 15 outcomes.
Conclusion
The study revealed that methods used in the treatment of maternal obesity may reduce some negative maternal and newborn outcomes, but it is more important to start pregnancy with an ideal weight.
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Introduction
The World Health Organization (WHO) regards obesity as an epidemic with serious social and psychological consequences, defining it as “excessive fat accumulation in the body that can impair health, in addition to its effects on physical health” [1, 2]. The prevalence of obesity among women of reproductive age increases maternal obesity rates, which have short- and long-term negative consequences for maternal and infant health [3]. The prevalence of maternal obesity varies by country and country income levels [4,5,6,7,8,9,10]. Obesity can affect the whole of a woman’s life during the periods of pre-pregnancy, pregnancy, birth, and postpartum, posing a fundamental problem for mother-baby health [11, 12]. Maternal obesity is associated with a higher risk of pregnancy and poor perinatal outcomes. It is also known that pregnant women with obesity may be exposed to discrimination and stigmatization during this period when they should be cheerful and happy [13], and the rates of antepartum and postpartum depression are higher among these pregnant women [12]. Therefore, women with obesity should be considered at elevated risk and should be carefully managed [3]. The WHO highlights few specific policies that are thought to be effective in reducing obesity; these policies include pre-pregnancy and gestational care along with maternal obesity management [14]. It has also been reported that the management of maternal obesity is beneficial to neonatal health, in addition to the health of mothers with overweight and obesity [15]. Moreover, it was reported in a study that women are motivated to adopt healthy behavioral changes and lifestyles because they believe that by doing so, they will protect the health of their children during pregnancy, and the obesity cycle that can last for generations can be broken with lifestyle programs [16]. To reduce the burden of maternal obesity, women with obesity need support in losing weight in the pre-pregnancy period and in minimizing weight gain during pregnancy. Health professionals are effective in managing maternal obesity and can break the obesity cycle. To provide this support and plan quality care, evidence comprising up-to-date data is needed. It is reported in a Cochrane review published in 2013 on prenatal interventions for weight loss to improve pregnancy outcomes in women with obesity, it is reported that there are no studies on weight management interventions to be applied in pregnancy and that therefore more studies are needed to investigate potential benefits and risks [17]. There have been randomized controlled trials (RCT) based on strong evidence that have been published in the literature after this date in used in the management of obesity during pregnancy are employed. In these studies, the effectiveness of interventions such as diet, physical activity, metformin use, and lifestyle changes were analyzed.
When the current meta-analysis studies were examined, pregnant women with overweight and higher body weight were studied together and/or only one method of intervention was examined [18, 19]. This study was initiated upon the observation that there was a need for high levels of evidence-based knowledge that would include the results of current RCTs and all intervention methods used. In addition, it is important to update data in today’s world, especially in view of the increase in communication tools and accessibility, the many changes in lifestyles and nutritional habits that are related to maternal obesity. It was for these reasons that this systematic review and meta-analysis aimed to seek out the strong evidence-based results of current studies that were performed only on pregnant women with obesity and that used all the methods mentioned. It is believed that the obtained information can contribute to reducing the negative pregnancy outcomes associated with maternal obesity and breaking the obesity cycle. This systematic review and meta-analysis aimed to determine the effectiveness of approaches for the management of maternal obesity based on previous primary studies. This research aimed to answer the following question: What are the effects of the methods used in the management of maternal obesity on mother-infant health?
Materials and methods
The “PRISMA Statement: Preferred Reporting Items” checklist was followed in creating the study protocol of this systematic review and meta-analysis and in writing the article [20]. The study protocol was registered in PROSPERO under the registration number CRD42021226482 dated 22.01.2021. In this systematic review, the scans, the selection of the studies, the first author, and a volunteer researcher independently performed data extraction and quality assessment.
Conformity criteria
Studies eligible for this systematic review were determined according to the following PICOS criteria: Patient: Pregnant women with obesity and their babies. Intervention: Interventions used for weight management in pregnancy such as exercise, diet, metformin use, handing out brochures. Comparison: pregnant women with obesity and their infants who did not use methods for managing maternal obesity. Outcomes: Maternal and neonatal outcomes reported in the studies. Study design: RCTs published in Turkish and English were included in the study.
Exclusion criteria
Studies whose research findings were not suitable for meta-analysis, that displayed that had small sample sizes (n = 10), those that were conducted with groups with chronic diseases in addition to obesity, and where Body Mass Index (BMI) was not evaluated according to the WHO criteria, studies other than RCT and were not included in this study. Studies with inappropriate statistical analyses, pilot studies, studies without full-text access, studies with different outcome outcomes, and studies with different samples were not included in the synthesis of this systematic review.
Search strategy
The scans were independently conducted by the first investigator and a volunteer researcher between September and October 2021 and were updated in September 2023. The PubMed, MEDLINE, Cochrane Library, EBSCO, Web of Science, National Thesis Center, and DergiPark. The words and phrases Obesity* AND (pregnancy* OR “babies health” OR “maternal Health” OR management) were used in the scans. For additional searches, studies included in the systematic review and reference lists of previous systematic reviews were checked.
Selection of articles
The studies included in this systematic review were determined by removing repetitive studies in the scans and selecting them according to title, abstract, and full text. Two researchers independently selected the articles, and when there was a difference of opinion about any study, a consensus was reached through discussion with the second author.
Evaluation of the methodological quality of the studies
The methodological quality of the studies was evaluated using RoB2, the Cochrane bias risk tool developed for RCTs [21]. In addition, the GRADE program proposed by the Cochrane working group was used to evaluate the certainty of the evidence for all critical outcomes identified in the research questions and to rate the strength of the recommendations [22].
Data extraction
The data extraction tool developed by the Joanna Briggs Institute [2020] was used to obtain the research data, with suitable changes made for the study [23]. Data extraction was performed independently by two researchers and was converted into a single text in a joint session.
Synthesis of the data
Review Manager 5.4.1 was used for the meta-analysis. The heterogeneity test, Cochran’s Q test and Higgins I² were used for the evaluation; a rate of >50% for I² was accepted as indicating significant heterogeneity. Random Effects results were used if I² was more than 50%, and Fixed Effects results were used if I2 was 50%. The Odds Ratio was calculated for categorical variables and the Mean Difference for continuous variables. All tests were calculated on a two-tailed basis, and a p value of less than 0.05 was set to indicate statistical significance. In addition, subgroup analysis was performed for sensitivity analysis according to the type of intervention [21].
Results
Searching results
In this study, 1413 records were obtained from the scans made from the databases, and five records were obtained from the additional scans. As a result of the removal of repetitive records and analysis according to title and summary, 39 studies were selected to be examined in the full text. After examining the full texts of these studies according to the inclusion criteria, 21 studies were included in the meta-analysis (Fig. 1).
Characteristics of studies and participants
All studies included in this systematic review were RCTs. In addition, three studies had two intervention groups, and the results of both interventions were analyzed [24,25,26]. It was found that the countries where the studies were conducted were England [26,27,28,29,30,31,32], Norway [33,34,35], Denmark [36,37,38], Belgium [24, 25], United States [39, 40], China [41], Italy [42], Brazil [43], and England & Scotland [44]. Studies were conducted between 2007 and 2017 and published between 2013 and 2021. The total sample size of the studies was 7695 (intervention group: 4070; control group: 3625). The mean BMI of the mothers in the study sample was at the lowest 33.09 ± 7.34, at the highest 39.00 ± 26.20, and the lowest mean age was 28.67 ± 3.68; the highest was 32.50 ± 4.91 (Supplementary-File Table 1).
Features of the intervention
Of the studies included in this systematic review and meta-analysis, lifestyle interventions consisting of diet and exercise were used in 14 [24, 25, 28,29,30,31,32, 36,37,38,39,40, 42, 44], exercise in five [26, 33,34,35, 41], diet in one [26], brochure distribution in two [24, 25], and metformin in two studies [27, 43]. Interventions for women were initiated and applied during pregnancy. It was determined that the time the intervention was started in the studies was at gestational weeks 7–21; in five studies, the intervention was started at gestational weeks 15–19 [28,29,30,31, 44] (Supplementary-File Table 1).
Results of the quality assessment of the studies
In the methodological quality evaluation of the studies included in the meta-analysis, low risk was determined in 11 studies [24,25,26,27,28, 33, 34, 36, 41,42,43], and moderate risk was determined in 10 studies [29,30,31,32, 35, 37,38,39,40, 44]. In studies at moderate risk, there was no information that any remote or centrally managed method was used to assign participants to interventions during the randomization process or that the separation process was controlled by an external unit or organization independent of the enrollment staff (Fig. 2).
Meta-analysis results
In this meta-analysis, which was based on the findings of 21 RCTs, information on the effects of diet, exercise, diet-exercise, brochure distribution, and metformin used in the management of maternal obesity, data were revealed on a total of 31 outcome variables related to mother/infant health.
In the 13 studies reviewed [24, 27, 29,30,31,32,33, 37, 40,41,42,43,44], results were reported regarding the effect of applying the treatment to pregnant women with obesity on gestational diabetes. In the meta-analysis, interventions applied to pregnant women with obesity reduced the occurrence of gestational diabetes, but the finding was not statistically significant (z = 1.90, p = 0.06). In the subgroup analysis performed by intervention type, it was found that the exercise intervention statistically and significantly reduced the occurrence of gestational diabetes (z = 3.42, p = 0.0006), but the other methods were not effective (Table 1, Supplementary-File-Fig. 1).
In the meta-analysis, it was determined that the incidence of gestational hypertension was lower in the intervention group, but this result was not statistically significant (z = 0.45, p = 0.65). The subgroup analysis according to the type of intervention applied yielded similar results (Table 1, Supplementary-File-Fig. 2).
The meta-analysis showed that the interventions implemented did not affect the development of preeclampsia and eclampsia (respectively; z = 0.54, p = 0.59; z = 1.02, p = 0.31; Table 1, Supplementary-File-Fig. 3).
The meta-analysis showed that weight management interventions did not affect miscarriage (z = 1.36, p = 0.17). Similar results were obtained in the subgroup analysis according to the type of intervention (Table 1, Supplementary-File-Fig. 4).
This meta-analysis found that weight management interventions significantly reduced weight gain during pregnancy (z = 4.10, P < 0.0001). In the subgroup analysis based on the type of intervention, it was determined that the metformin intervention did not affect weight gain. However, weight gain during pregnancy decreased significantly in the groups that received leaflets, practiced diet exercise, and participated in an exercise intervention (z = 1.03, p = 0.30; z = 3.12, p = 0.002; z = 3.23, p = 0.001; z = 5.18, p < 0.00001, respectively). In addition, showed that the intervention did not statistically affect the number of pregnant women who gained excessive weight during pregnancy (z = 0.20, p = 0.84; Table 1, Supplementary-File-Fig. 5).
The meta-analysis showed that interventions did not affect spontaneous vaginal and instrumental delivery (respectively; z = 0.49, p = 0.62; z = 0.26, p = 0.80). The results of subgroup analyses according to the type of intervention applied were similar (Table 1, Supplementary-File-Fig. 6).
In the meta-analysis based, it was found applied in pregnancies with obesity did not affect the rates of elective cesarean, emergency cesarean (respectively; z = 0.16, p = 0.87; z = 0.54, p = 0.59; Table 1, Supplementary-File-Fig. 7), or cesarean section delivery (z = 1.66, p = 0.10). Subgroup analyses by intervention type also showed that the intervention didn’t affect cesarean delivery rate (Table 1, Supplementary-File-Fig. 8).
In the meta-analysis, it was found that the interventions did not have an effect on the use of labor induction (z = 1.13, p = 0.26). The subgroup analyses according to the type of intervention also showed similar results (Table 1, Supplementary-File-Fig. 9).
In the meta-analysis, the interventions did not have an impact on preterm births (z = 0.36, p = 0.72). Subgroup analyses according to the type of intervention also yielded similar results (Table 1, Supplementary-File-Fig. 10).
Researchers reported postpartum hemorrhage in two studies [27, 32] and third- to fourth degree perineal laceration in another study [34] in which weight management interventions were applied to pregnant women with higher body weight. The pooled results of these interventions did not exhibit statistically significant differences (respectively; z = 1.64, p = 0.10; z = 0.14, p = 0.89; Table 1, Supplementary-File-Fig. 11).
The meta-analysis showed that weight management interventions for pregnant women with higher body weight statistically and significantly resulted in reduced birth weight (z = 2.99, p = 0.003). In the subgroup analysis, it was determined that giving brochures and exercise interventions were effective (respectively; z = 1018.82, p < 0.00001; z = 46, p = 0.01) but diet exercise, diet, and metformin interventions had no impact in this respect (respectively; z = 0.83, p = 0.41; z = 0.32, p = 0.75; z = 0.02, p = 0.99; Table 1, Supplementary-File-Fig. 12).
According to the findings of this meta-analysis, the intervention did not affect the LGA and SGA birth rates. However, in the subgroup analysis based on type of intervention, it was observed that the diet-exercise and diet interventions did not affect the risk of giving birth to an LGA, whereas the exercise intervention significantly lowered the risk (respectively; z = 0.73, p = 0.47; z = 0.78, p = 0.44; z = 2.19, p = 0.03; Table 1, Supplementary-File-Fig. 13). Results for LBW were reported in two studies [27, 28] (z = 0.57, p = 0.57) and for macrosomia in nine studies [26, 28, 32, 34, 38, 40, 41, 44, 45] (z = 1.09, p = 0.28) reviewed in this systematic review. The pooled results of these studies showed no differences between the intervention and control groups in terms of these factors (Table 1, Supplementary-File-Fig. 14).
In two studies [27, 32] included in this review, it was found that the diet-exercise and metformin interventions reduced the risk of congenital anomaly, but the difference between the groups was not statistically significant (z = 0.43, p = 0.67). The results of the diet-exercise and metformin interventions in the subgroup analysis according to the type of intervention were similar to those of the meta-analysis (Table 1, Supplementary-File-Fig. 15).
In the meta-analysis, it was found that weight management interventions addressing pregnant women with obesity had no effect on either admission to the neonatal intensive care unit or on perinatal deaths (respectively; z = 1.02, p = 0.31; z = 0.85, p = 0.39). In the subgroup analysis based on the type of intervention, it was found that diet, exercise, and exercise did not affect admissions to the neonatal intensive care unit, but the metformin intervention was a statistically and significantly mitigating factor (z = 2.40, p = 0.02; Table 1, Supplementary-File-Fig. 15). The pooling of the findings showed that the intervention did not have a statistically significant impact on the development of breastfeeding problems (z = 1.21, p = 0.22; Table 1, Supplementary-File-Fig. 16).
Overall Evidence
The degrees of the quality of evidence and the strength of recommendations as assessed by GRADE for all critical results obtained in this systematic review and meta-analysis are presented in Table 2. The certainty of evidence was high in 15 of the outcomes, medium in 13, and low in two.
Publication bias
In findings with a sufficient number of studies ( > 10) reporting the same outcome, funnel plots can be used to screen for publication bias [21]. In this meta-analysis, there were three outcomes that met these criteria, and funnel plots were created for these outcomes. In our study, we adapted existing methods for assessing publication bias in standard systematic reviews by creating a funnel plot for each of the relevant comparisons and overlaying these plots on top of each other while aligning the reference lines. This is called a comparison adjusted funnel plot [20]. There was a small asymmetry in the outcome outcomes of cesarean delivery and gestational diabetes due to the size of the effect, but since these outcomes were homogeneous, it was thought that there was no publication bias. The same category applies to the birth weight outcome, but the group is heterogeneous (Supplementary-File-Fig. 17). To reduce the effect of this outcome, a random effects model was used in the analysis. No obvious asymmetry was observed in the comparison. The reasons for these asymmetries can be explained.
Discussion
We determined in our study that the exercise program used in the management of maternal obesity statistically significantly reduced the risk of developing gestational diabetes, but that the methods of diet, diet-exercise, leaflet distribution, and metformin administration were relatively ineffective. These findings are consistent with the literature [45, 46]. The findings suggest that the use of exercise interventions in the management of maternal obesity may reduce the development of gestational diabetes.
We found in our study that the methods used in the management of obesity reduced the risk of developing gestational hypertension, but this result was not statistically significant. Similar results were reported by Menichini et al. [45]. However, in the subgroup analysis performed according to the type of intervention in our study, it was determined that the diet exercise intervention had only a borderline effect on reducing the development of gestational hypertension. There are meta-analyses in the literature reporting that different methods have different effects [15, 46, 47]. These results indicate that weight management is necessary in pregnant women with higher body weight; individualized, combined methods will be more effective, and thus complications that may develop due to gestational hypertension can be reduced. It has been reported in the literature that the methods used in the management of obesity do not affect the risk of preeclampsia [45] eclampsia, or abortion [48]. The findings of this study also support the literature. In addition, a recent meta-analysis reported, in contrast to our study, that lifestyle interventions and bariatric surgery reduce the risk of preeclampsia [47] The fact that these results were obtained from the data of a small number of studies indicates that they may be coincidental and that more comprehensive, well designed RCTs are needed on the subject.
We found in our study that the weight loss intervention applied to pregnant women with obesity decreased the weight gained during pregnancy. In the subgroup analyses, leaflet distribution, diet, exercise, and exercise interventions significantly and significantly reduced weight gain during pregnancy, but the use of metformin had no effect. These findings support the existing literature [15, 49] and that health professionals should consider the individual characteristics of pregnant women when selecting the method to apply.
In this meta-analysis, interventions applied to pregnant women with obesity did not statistically affect excess weight gain during pregnancy. In this meta-analysis, interventions applied to pregnant women with higher body weight did not statistically affect excess weight gain during pregnancy. The subgroup analysis also showed that none of the interventions examined affected excessive weight gain during pregnancy. Menichin et al. [45] reported that similarly applied interventions did not prevent excessive weight gain. However, based on the evidence uncovered in a Cochrane study, exercise is of vital importance in preventing excessive weight gain during pregnancy [16]. These findings show that although the methods used in the management of obesity prevent excessive weight gain during pregnancy, they do not reduce it sufficiently according to the Institute of Medicine (IOM) criteria [50]. IOM recommends that pregnant women with obese gain less weight during pregnancy. Although interventions applied before pregnancy have been shown to reduce adverse pregnancy outcomes [47], the fact that similar interventions during pregnancy do not have the same effect is thought to be due to the need for weight gain to be individualized and the excessive weight gain of pregnant women beyond the limits set by the IOM. It is suggested that well-designed further studies are needed to clarify this situation in pregnant women who gain weight according to the IOM guidelines. Moreover, based on this result, it can be concluded that health professionals should identify and implement more effective approaches in this regard.
In this meta-analysis, interventions applied to pregnant women with obesity had no effect on spontaneous vaginal and instrumental delivery. These findings support the literature [46, 49]. The higher rate of vaginal delivery in pregnant women with normal weight [50] shows that performing weight loss interventions before pregnancy may increase the rate of vaginal delivery in women with obesity.
It was determined in this meta-analysis that interventions applied to pregnant women with obesity decreased the rate of cesarean section and that the diet-exercise intervention also brought down the rate of emergency cesarean section, but this was not statistically significant. The findings of our study support the literature [45, 46, 49]. The results that healthcare professionals creating individual weight management intervention programs for pregnant women with obesity may decrease the rates of cesarean delivery and emergency cesarean sections.
Similar to the findings of this study, previous studies have revealed that weight management interventions in pregnant women with maternal obesity do not affect preterm birth [45, 46]. The results of studies and the fact that the rate of preterm birth is lower in normal-weight pregnant women [51, 52] points to how important it is for health professionals to implement weight management interventions before pregnancy to ensure a lower preterm birth rate and to make sure that women are at their ideal weight when they become pregnant.
In this study, it was shown that exercise intervention statistically and significantly reduced the percentage of babies with LGA. In this meta-analysis, interventions applied to pregnant women with obesity did not have an impact on small-for-gestational-age (SGA) births and LBW. Results that are consistent with our study have also been reported in the literature [45, 46, 49]. These results show that weight management interventions are not effective in preventing SGA and LBW. It was further found in this meta-analysis that weight management interventions applied to pregnant women with higher body weight did not affect fetal macrosomia. Our study supports the literature [45]. However, in a study, previous bariatric surgery was reported to have reduced complications, such as macrosomia, in mothers with higher body weight [53]. The differences between these results indicate that more studies are needed on this subject.
In the analysis of this study, we determined that interventions applied to pregnant women with obesity did not have an effect on congenital anomalies, admissions of new-borns to intensive care units, or perinatal death. However, previous studies have reported different findings [12, 45, 49]. This difference may be related to the characteristics of the sample group in the studies that were conducted, as well as the characteristics of the individual interventions; it is clear that there is a need for well-designed studies on these important issues.
The meta-analysis showed that interventions applied to pregnant women with obesity, specifically leaflet distribution and exercise interventions, had a statistically significant impact on reducing birth weight. It has been reported in the literature that diet, exercise, and lifestyle interventions applied to pregnant women with obesity do not affect birth weight [45, 46], but weight loss before pregnancy can in fact reduce birth weight [48]. According to these results, health professionals who provide antenatal care to pregnant women with obesity can use methods such as distributing brochures and implementing exercise programs to reduce the risk of macrosomia.
We determined, in line with the literature [48], that interventions applied to pregnant women with obesity did not affect the risk of postpartum hemorrhage. On the other hand, another study reported that obesity increased the risk of postpartum bleeding [54]. Again, in this study; it was found that the exercise intervention applied to pregnant women with obesity had no effect on perineal laceration. The fact that these results were obtained from a small number of studies that the data is insufficient for conclusions, indicating that more RCTs are needed.
Maternal obesity may cause breastfeeding difficulties [55]. This meta-analysis showed that interventions applied to pregnant women with obesity did not affect the emergence of breastfeeding problems. These results indicate that special counseling on this issue during pregnancy and the postpartum period may increase the success of breastfeeding, especially for women with high pre-pregnancy BMI. This information can help health professionals identify pregnant women who are less likely to breastfeed and target early intervention.
Strengths and limitations of the study
The strengths of this study are that it is based on extensive screening resources; the studies examined are of RCT design and are up-to-date; most of them were conducted in various developed countries. In addition, the risk of bias was low, and the findings included in the analysis were determined by concrete and measurable methods. The inability to include studies published in languages other than English and Turkish, the fact that meta-analyses for some results are based on studies with small numbers and a small sample size, the high heterogeneity between the studies, and the differences in the month of pregnancy in which the intervention started may be limitations.
Conclusions
The study revealed that methods used in the treatment of maternal obesity may reduce some negative maternal and newborn outcomes, but it is more important to start pregnancy at an ideal weight. Based on these results, it can be suggested that women’s health service providers should strive for the early detection of maternal obesity before and during pregnancy, implement individual-specific methods, encourage individuals to achieve behavioral change, and evaluate the results of the practice. Raising awareness among health professionals, mothers-to-be, families and the community about the management of obesity and its effects on mother-infant health through the work of health professionals in formal and non-formal education services may benefit the protection and improvement of health. Health administrators can create, implement, and evaluate health policies that can improve the effects of maternal obesity on mother-infant health. In addition, it is recommended that more experimental and meta-analysis studies are conducted with a high level of evidence to enable the determination of individual-specific methods with higher efficiency and applicability in the management of maternal obesity.
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Kurnaz, D., Karaçam, Z. The effect of methods used in the management of maternal obesity on pregnancy and birth outcomes: a systematic review with meta-analysis. Int J Obes 49, 1013–1023 (2025). https://doi.org/10.1038/s41366-025-01748-y
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DOI: https://doi.org/10.1038/s41366-025-01748-y