lncRNAs-mRNAs Co-Expression Network Underlying Childhood B-Cell Acute Lymphoblastic Leukaemia: A Pilot Study

被引:15
作者
Affinito, Ornella [1 ]
Pane, Katia [1 ]
Smaldone, Giovanni [1 ]
Orlandella, Francesca Maria [1 ]
Mirabelli, Peppino [1 ,2 ]
Beneduce, Giuliana [2 ]
Parasole, Rosanna [2 ]
Ripaldi, Mimmo [2 ]
Salvatore, Marco [1 ]
Franzese, Monica [1 ]
机构
[1] IRCCS SDN, Via E Gianturco 113, I-80143 Naples, Italy
[2] Santobono Pausilipon Hosp, Dept Paediat Hematol Oncol, I-80143 Naples, Italy
关键词
RNA-Sequencing; long non-coding RNA; leukaemia; diagnostic; bioinformatics; biomarker; NGS; network; co-expression; feature extraction; LONG NONCODING RNA; ACUTE MYELOID-LEUKEMIA; EXPRESSION; PREDICTION; IDENTIFICATION; PROGNOSIS; SIGNATURE; SURVIVAL;
D O I
10.3390/cancers12092489
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Simple Summary Acute lymphoblastic leukemia (ALL) is one of the most common childhood cancers. The ALL onset involves abnormal proliferation and arrest of differentiation of B or T cell progenitors. Recently, long non-coding RNAs (lncRNAs) gained great interest in the B-ALL leukemogenesis, however, so far few "omic" studies investigate lncRNAs and protein-coding gene networks. In our retrospective study, we conceived an integrated bioinformatic approach, by using NGS platform, to discover lncRNAs strongly correlated with aberrantly expressed protein-coding genes. We provided dysregulated lncRNA-mRNA pairs potentially underlying B-ALL pathogenesis. Diagnosis incidence peak of ALL appears approximatively between 1 and 19 years old. lncRNAs may be of clinical utility as non-invasive biomarker for B-ALL onset or therapy response in support of precision medicine. The identification of lncRNA as key regulators in B-ALL could lead to the identification of the altered pathways able to sustain the leukemic growth. Long non-coding RNAs (lncRNAs) are emerging as key gene regulators in the pathogenesis and development of various cancers including B lymphoblastic leukaemia (B-ALL). In this pilot study, we used RNA-Seq transcriptomic data for identifying novel lncRNA-mRNA cooperative pairs involved in childhood B-ALL pathogenesis. We conceived a bioinformatic pipeline based on unsupervised PCA feature extraction approach and stringent statistical criteria to extract potential childhood B-ALL lncRNA signatures. We then constructed a co-expression network of the aberrantly expressed lncRNAs (30) and protein-coding genes (754). We cross-validated our in-silico findings on an independent dataset and assessed the expression levels of the most differentially expressed lncRNAs and their co-expressed mRNAs through ex vivo experiments. Using the guilt-by-association approach, we predicted lncRNA functions based on their perfectly co-expressed mRNAs (Spearman's correlation) that resulted closely disease-associated. We shed light on 24 key lncRNAs and their co-expressed mRNAs which may play an important role in B-ALL pathogenesis. Our results may be of clinical utility for diagnostic and/or prognostic purposes in paediatric B-ALL management.
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页码:1 / 20
页数:20
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