Through serum metabolomics analysis, potential protein targets for EGCG in preventing obesity-induced precocious puberty—namely, PISD, PLD, and PTDSS—were identified. This evidence concerns the gene GPLD1 and obesity due to melanocortin 4 receptor deficiency.