In both overweight individuals and those with obesity, HALP scores showed inverse correlations with SII, NLR, and PLR, suggesting that reduced nutritional status is associated with increased inflammation (Table 3 and Table 4). Here, NAT10 is linked to obesity due to melanocortin 4 receptor deficiency.