RNA-seq-based miRNA signature as an independent predictor of relapse in pediatric B-cell acute lymphoblastic leukemia.
Hirohito KubotaHiroo UenoKeiji TasakaTomoya IsobeSatoshi SaidaItaru KatoKatsutsugu UmedaMitsuteru HiwatariDaiichiro HasegawaToshihiko ImamuraNobuyuki KakiuchiYasuhito NannyaSeishi OgawaHidefumi HiramatsuJunko TakitaPublished in: Blood advances (2024)
Aberrant micro-RNA (miRNA) expression profiles have been associated with disease progression and clinical outcome in pediatric cancers. However, few studies have analyzed genome-wide dysregulation of miRNAs and messenger RNAs (mRNAs) in pediatric B-cell precursor acute lymphoblastic leukemia (BCP-ALL). To identify novel prognostic factors, we comprehensively investigated miRNA and mRNA sequencing (miRNA-seq and mRNA-seq) data in pediatric BCP-ALL samples with poor outcome. We analyzed 180 patients, including 43 matched pairs at diagnosis and relapse. Consensus clustering of miRNA expression data revealed a distinct profile characterized by mainly downregulation of miRNAs (referred to as an miR-low cluster [MLC]). The MLC profile was not associated with any known genetic subgroups. Intriguingly, patients classified as MLC had significantly shorter event-free survival (median 21 vs 33 months; log-rank P = 3 ×10-5). Furthermore, this poor prognosis was retained even in hyperdiploid ALL. This poor prognostic MLC profiling was confirmed in the validation cohort. Notably, non-MLC profiling at diagnosis (n = 9 of 23; Fisher exact test, P = .039) often changed into MLC profiling at relapse for the same patient. Integrated analysis of miRNA-seq and mRNA-seq data revealed that the transcriptional profile of MLC was characterized by enrichment of MYC target and oxidative phosphorylation genes, reduced intron retention, and low expression of DICER1. Thus, our miRNA-mRNA integration approach yielded a truly unbiased molecular stratification of pediatric BCP-ALL cases based on a novel prognostic miRNA signature, which may lead to better clinical outcomes.
Keyphrases
- single cell
- rna seq
- poor prognosis
- genome wide
- prognostic factors
- acute lymphoblastic leukemia
- free survival
- long non coding rna
- end stage renal disease
- dna methylation
- chronic kidney disease
- ejection fraction
- newly diagnosed
- binding protein
- cell proliferation
- electronic health record
- gene expression
- big data
- copy number
- case report
- signaling pathway
- mass spectrometry
- patient reported
- heat shock
- heat stress
- density functional theory
- childhood cancer