Taxane-induced peripheral neuropathy (TIPN) is one of the common but serious adverse events occurring in breast cancer patients receiving taxane chemotherapy. TIPN is generally described as a symmetrical “dying-back” phenomenon, meaning it affects the toes or fingertips first. The mild symptom is paresthesia of the extremities and the severe neuropathy occurs in the motor or autonomic systems to sometimes even interfere with the daily activities and reduce patient's quality of life. Therefore, nurses should pay more attention to this issue. This article aims to review the pathophysiologic mechanisms, clinical manifestations, TIPN related factors, and assessment tools including both subjective and objective ones. The purposes of this literature review are to help nurses identify TIPN and to provide reference for clinical care.