The invention provides methods for using the expression levels and subcellular localization of non-coding mitochondrial RNAs to select individuals or subpopulation of individuals for treatment with an anticancer therapy for multiple myeloma. Additional methods provided herein are useful for determining whether an individual in remission for multiple myeloma following successful treatment will be likely to suffer a relapse as well as to identify individuals who have suffered a relapse of multiple myeloma.