First-trimester assessment of biochemical markers, particularly CRP and PPBS, combined with clinical risk factors such as history of PCOS and family history of diabetes, provides a robust and early prediction model for GDM in South Indian women. This evidence concerns the gene CRP and diabetes mellitus.