Among individuals with obesity, miscarriage rates were positively correlated with BMI (r = 0.231, P = 0.028), LH (r = 0.244, P = 0.020) and TSTO (r = 0.249, P = 0.017) levels. Here, PLOD1 is linked to Obesity.