Rose et al. found that younger age, female sex, lower income, black race, frequent hospitalizations, polypharmacy, active cancer, substance abuse, psychiatric disorders, dementia, and chronic liver disease were all independently associated with lower TTR [10, 21]. This evidence concerns the gene TTR and cancer.