HIV infection significantly increases the risk of Kaposi's sarcoma, a cancer caused by HHV-8, and certain lymphomas. Among the options listed, cervical cancer has the strongest documented link to HIV - women with HIV have higher rates of cervical dysplasia and cancer due to reduced ability to fight HPV, which causes cervical cancer. The other cancers (leukemia, breast, thyroid) are not specifically HIV-associated.