Conversely, the upregulated gene subset (e.g., SIM2, HJURP, IQGAP3, KIF18B) showed predominantly negative correlations with many IRGs, potentially reflecting an association with the suppression of anti-tumor immune responses. Here, IQGAP3 is linked to neoplasm.