Qualifying patients being initiated on warfarin therapy with a target INR of 1.5-2.5, 2-3, or 2.5-3.5 will be invited to participate and sign informed consent. Enrolled patients will receive DNA sampling by buccal swab, and samples will be processed and a PG-guided initial dose calculated with a goal of <6 hours (maximum, 24 hours). Dosing and dose adjustments will be managed through the Urban Central Region (IMC/LDSH) anticoagulation management service (AMS). Dose adjustments through day 8 will use a PG-modified algorithm, after which modification will revert to the standard IHC algorithm. AMS pharmacists and study coordinators will ascertain warfarin doses, INRs, dose changes, and adverse events, and record information on case report forms.