LPD patients were older, predominantly female, had a higher BMI, smoked more, had worse eGFR, lower serum albumin, and higher rates of hypertension, diabetes, anemia, and hyperlipidemia (P < 0.05) (Table 1). Here, ALB is linked to anemia (phenotype).