Our results show that CLL cells exhibit limited and non-recurrent genetic changes at progression while CD8+ T cells display increased exhaustion features, potentially induced by IL-10 secreted by malignant B cells, and a differential transcriptome at progression. Here, CD8A is linked to B-cell chronic lymphocytic leukemia.