Abstract: Described herein are compounds of Formula I and methods of using said compounds for treating, ameliorating, and/or preventing cancer. The compounds are cyanine dyes, and have increased effects in hypoglycemic environments.

Abstract: A method and system for generating a therapy plan for a patient is described. The method includes providing a knowledgebase of annotated disease treatment information, a patient history database including disease types for a plurality of patients and a molecular database including molecular data associated with patients, selecting at least one of the plurality of patients for analysis, identifying a list of one or more candidate therapy plans from the knowledgebase based on at least one of the disease type and the molecular data for the at least one patient, and scoring each of the one or more candidate therapy plans by combining a molecular vector, a disease-specific vector and a patient history vector. The therapy plan with the highest score can then be selected for implementation. The system includes various hardware components for implementing the various functions as defined by the method for generating the treatment plan.