In addition, higher ctDNA was associated with worse performance status/ECOG score of 2 + (P < 0.001), albumin below the lower limit of normal (P = 0.047), anemia (P = 0.012), elevation in ALK (P < 0.001), and higher NLR (P = 0.006). The gene discussed is ALB; the disease is anemia (phenotype).