Provided herein are methods of identifying and using compounds that modulate an AIM2 polypeptide-mediated immune response. Further provided herein are methods of treating disease comprising administering to a patient a compound that decreases expression of an AIM2 polypeptide. Further provided herein are methods of providing gene therapy to a patient comprising administering to the patient a gene therapy agent and a compound that decreases expression of an AIM2 polypeptide. In certain embodiments, a compound that decreases expression of an AIM2 polypeptide comprises an siRNA or an shRNA.