Patients with a high IINS had an older age (p < 0.001), a higher TNM stage (p = 0.001), a larger tumor area (p = 0.031) and a higher number of positive axillary lymph nodes (p < 0.001), higher level of PLR (p < 0.001), higher level of high-sensitivity C-reactive protein (p < 0.001) and higher platelet counts (p < 0.001), and patients with high IINS had lower levels of BMI (p = 0.001) and lower levels of albumin (p < 0.001), lymphocytes (p < 0.001), and PNI (p < 0.001). This evidence concerns the gene ALB and neoplasm.