Collectively, our findings indicate that at clinical progression CLL cells exhibit limited genetic changes from diagnosis, while CD8+ T cells show increased exhaustion that can be induced by IL-10 secreted by malignant B cells. This evidence concerns the gene CD8A and B-cell chronic lymphocytic leukemia.