Physical Therapist Student Loan Repayment Eligibility Act of 2011 - Amends the Public Health Service Act to include physical therapy within the definition of "primary health services" for purposes of the National Health Service Corps. Makes physical therapists eligible for repayment of their educational loans in order to ensure an adequate supply of physical therapists.