HTLV-1 is a retrovirus that integrates its genetic material into the DNA of host cells. Over time, the viral genes can disrupt normal cell functions, leading to uncontrolled cell proliferation and eventually, cancer. The exact mechanism of how HTLV-1 induces ATLL is complex and involves a combination of genetic mutations, immune system evasion, and chronic inflammation.