Overall, our analysis using a random forest classifier, feature importance and SHAP plots identified distinct immune signatures, including CD8+ T‐bet, NKT cells, CD8+ IFNγ+Perf+, CD8+ Perf+ and Vδ2+Vγ9+ in IBM patients compared to healthy donors. This evidence concerns the gene CD8A and inclusion body myositis.