Gene expression profiling through use of microarray has been used in an attempt to identify biomarkers that are predictive of TKI failure, with analysis of CML CD34+ cells revealing that genes associated with adhesion are consistently upregulated in TKI nonresponders [74]. Here, CD34 is linked to chronic myelogenous leukemia, BCR-ABL1 positive.