Individuals with pre-existing renal or liver impairment, elderly patients, and those with a history of alcohol abuse are at higher risk for methotrexate toxicity. Patients on concurrent medications that affect renal or liver function or those taking drugs that displace methotrexate from protein binding sites are also more susceptible.