In addition, we further validated the expression patterns observed in our transcriptomic analysis, identifying increased expression of LAG-3 and CD69 as characteristic features of the CD49a+ ‘tumor -retained’ state (Fig. 2H–J). Here, CD69 is linked to neoplasm.