The decrease in CD8+ cytotoxic T cells, which play a vital role in directly attacking and eliminating cancer cells, suggests that the absence of DDR1 might impact the recruitment or proliferation of CD8+ cytotoxic T cells, leading to reduced tumor cell killing. The gene discussed is DDR1; the disease is cancer.