Recommendation 1: NSAIDs should be considered as a treatment of chronic LBP (Strength: Strong). There is evidence demonstrating favorable effectiveness, but also significant side effects that may have meaningful clinical consequences. Recommendation 2: Opioids may be considered in the treatment of chronic LBP but should be avoided if possible (Strength: Weak). There is evidence demonstrating favorable effectiveness compared to placebo, similar effectiveness compared to NSAIDs, and with significant side effects including decreasing effectiveness related to habituation when used long-term. Recommendation 3: Antidepressants should not be routinely used for the treatment of chronic LBP (Strength: Strong). There is evidence that they are not more effective than placebo with respect to pain, functional status, or depression. Based on the hypothesis that chronic LBP is a symptom reflective of a heterogeneous group of disorders, categorization of certain patient specific subgroups may be helpful in guiding future treatment decision making. It is likely that inclusion of subgroup factors in future RCTs will provide information needed to improve the strength and specificity of future clinical recommendations.