Relapse-Enriched Gene Expression Signature of Prognostic Relevance in Pediatric Acute Myeloid Leukemia

Acute myeloid leukemia (AML) is a hematologic malignancy characterized by the abnormal proliferation and accumulation of immature myeloid cells. While standard induction therapy achieves remission in a substantial proportion of AML patients, relapse rates remain high, particularly in children (approximately 40%) and adults (around 70%). Despite advancements in AML treatment strategies, the management of relapsed and refractory disease remains significant clinical challenge, resulting in dismal outcomes with a three-year survival rate below 10%. Therefore, there is an urgent need to identify predictive markers for relapse and refractory AML to improve treatment outcomes. To address this urgent need, we evaluated differential gene expression in relapse vs diagnosis and its impact on outcomes. RNA sequencing data from bone marrow samples were obtained from pediatric AML patients enrolled in four Children's Oncology Group clinical trials: AAML0531 (NCT00372593), AAML1031 (NCT01371981), AAML03P19 (NCT00070174), and CCG2961 (NCT00003790) through the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) initiative. Gene expression data was batch corrected using Combat. RNA-seq data from 1441 patients available at https://portal.gdc.cancer.gov/projects/TARGET-AML were included in the current analysis of which 31 had RNA-seq data from both diagnosis and relapse and 1420 had RNA-seq data from only from diagnosis. In step 1, we identified genes differentially expressed at relapse using RNA-seq data from 31 matched diagnosis and relapse samples using wilcoxon signed rank test. At p-values