In our study, we found that patients with a lower BMI, a higher ALB concentration, and a higher HGB concentration had a better response to NAC, which proves that obesity, hypoalbuminemia, and anemia are all risk factors for the pCR. This evidence concerns the gene CYGB and Obesity.