Addressing these limitations would strengthen the robustness and applicability of the meta-analysis, providing a more comprehensive and nuanced understanding of the relationship between TCF7L2 and CAPN10 gene polymorphisms and GDM across different geographical regions. Here, TCF7L2 is linked to gestational diabetes.