This repository contains the materials and findings from a comprehensive meta-analysis conducted on the effectiveness of maternal nutrition interventions in reducing the incidence of low birth weight (LBW) in developing countries. The meta-analysis focused on interventions such as iron and folic acid (IFA) supplementation, maternal hemoglobin (Hb) levels, and dietary diversity scores (DDS).
This meta-analysis examines the effectiveness of maternal nutrition interventions in reducing the incidence of low birth weight (LBW) in developing countries. The findings highlight the significant associations between IFA supplementation, maternal Hb levels, DDS, and LBW outcomes. Maternal malnutrition, influenced by socio-economic and environmental factors like limited access to nutritious food and inadequate healthcare infrastructure, remains a significant challenge, particularly in regions with heightened obstacles. Improving maternal nutrition is crucial for enhancing maternal and neonatal health outcomes.
- Iron and Folic Acid (IFA) Supplementation:
- Significant association with increased odds of LBW (Odds Ratio: 3.32, 95% CI: 0.81 to 13.35).
- Substantial heterogeneity observed (Tau^2 = 2.32, x^2 = 106.40, p < 0.00001).
- Maternal Hemoglobin (Hb) Levels:
- Significant association with increased odds of LBW (Odds Ratio: 3.97, 95% CI: 1.88 to 8.38).
- Substantial heterogeneity observed (Tau square = 0.99, x^2 = 141.19, p < 0.00001).
- Dietary Diversity Score (DDS) Supplementation:
- Plausible correlation with the likelihood of LBW (Odds Ratio: 1.14, 95% CI: 1.10 to 11.19).
- Negligible heterogeneity observed (x^2 = 1.96, p = 0.38).
- IFA Supplementation:
- Age emerged as a significant factor influencing variability within the dataset (p = 0.012).
- Maternal Hb Levels:
- Sample size (p = 0.0234) and duration (p = 0.0353) were identified as significant covariates.
- Funnel plots exhibited symmetry, suggesting the probable absence of publication bias.
- Egger’s regression analysis yielded non-significant p-values for both IFA supplementation and maternal Hb levels.
Our analysis revealed significant correlations between maternal nutrition interventions and LBW. Iron and folic acid (IFA) supplementation, maternal hemoglobin (Hb) levels, and dietary diversity score (DDS) emerged as key focal points. The forest plot analysis indicated varying effect sizes and degrees of heterogeneity. Despite substantial heterogeneity, IFA supplementation showed a notable association with increased odds of LBW. Maternal Hb levels also exhibited a significant association with LBW risk, emphasizing the importance of addressing maternal anemia. Additionally, DDS supplementation showed a plausible correlation with LBW risk, though further research is needed to confirm these findings.
- Data Extraction.xlsx: Excel file containing extracted data from the included studies.
- Final_code.ipynb: Jupyter Notebook file containing the code used for assessing heterogenity using meta regression and visualization.
- Maternal nutrition for low birth weight.rm5: Open this code in RevMan version 5.4.1 to play with the extracted data from the included studies.
- PPT stats.pdf: Presentation slides summarizing the statistical analysis and findings.
- PRISMA flow chart.pdf: PRISMA flow chart illustrating the systematic review process.
- Quality assessment.docx: Document outlining the quality assessment of included studies.
- plots.zip: Zip file containing all the plots generated during the analysis.
This meta-analysis underscores the pivotal role of maternal nutrition interventions in addressing LBW in developing nations. By identifying key interventions and highlighting areas for further research, our findings contribute to the evidence base for public health policy and practice aimed at improving maternal and neonatal health outcomes. Addressing maternal malnutrition through targeted interventions holds promise in mitigating the prevalence of LBW and related complications in developing nations. Implementing strategies such as IFA supplementation, enhancing maternal Hb levels, and promoting dietary diversity could significantly impact maternal and neonatal health outcomes. However, contextual factors like socio-economic status, cultural norms, and healthcare accessibility may influence the efficacy of these interventions.
If you have any questions or suggestions, please feel free to reach out to me at nvarjunmani07@gmail.com.