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MicroRNA expression profiles discriminate childhood T- from B-acute lymphoblastic leukemia

机译:microRNA表达概况鉴别B-急性淋巴细胞白血病的儿童T-

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MicroRNAs (miRNAs) play a critical role on biological and cellular processes; the search for functional markers may be of importance for differential diagnosis, prognosis, and development of new therapeutic regimens. In this context, we evaluated the bone marrow miRNA profile of Brazilian children exhibiting T- or B-cell acute lymphoblastic leukemia (T-ALL or B-ALL), using massive parallel sequencing, using the HiSeq 2500 platform (Illumina). The differential expression analysis was conducted considering a leave-one-out approach and FDR <= 0.05. Machine learning algorithms were applied to search for the disease subset biomarkers. Target prediction, functional enrichment, and classification of biological categories were also performed. Sixteen miRNAs were differentially expressed between T- and B-ALL, of which 10 (miR-708-5p, miR-497-5p, miR-151a-5p, miR-151b, miR-371b-5p, miR-455-5p, miR-195-5p, miR-1266-5p, miR-574-5p, and miR-425-5p) were downregulated and six (miR-450b-5p, miR-450a-5p, miR-542-5p, miR-424-5p, miR-629-5p, and miR-29c-5p) were upregulated in childhood T-ALL. These miRNAs may be used for distinguishing childhood lymphoblastic leukemia subtypes, since it provided the clear separation of patients in these two distinct groups. Six relevant biological pathways were identified according to their role in leukemia, namely, viral carcinogenesis, cell cycle, and B-cell receptor signaling pathways for induced miRNAs and TGF-beta signaling, apoptosis, and NF-kappa B signaling for the repressed miRNAs, of which several miRNA gene targets participate in cell differentiation and hematopoiesis processes. Machine learning analysis pointed out miR-29c-5p expression as the best discriminator between childhood T- and B-ALL, which is involved in calcium signaling, critical for B-cell lymphocyte fate. Further studies are needed to assure the role of the 16 miRNAs and miR-29c-5p on acute lymphoblastic leukemia subtypes and on disease prognosis.
机译:MicroRNA(miRNA)在生物和细胞过程中发挥关键作用;寻找功能标记可能对新治疗方案的差异诊断,预后和开发具有重要性。在这种情况下,我们评估了使用Hiseq 2500平台(Illumina)的大规模平行测序,评估了表现出T型或B细胞急性淋巴细胞白血病(T-全部或B-全部)的巴西儿童的骨髓MiRNA谱。考虑休假方法和FDR <= 0.05进行差异表达分析。应用机器学习算法以搜索疾病子集生物标志物。还进行了目标预测,功能性富集和生物类别的分类。十六次miRNA在T-和B-All之间表达,其中10(miR-708-5p,miR-497-5p,miR-151a-5p,miR-151b,miR-371b-5p,miR-455-5p ,MiR-195-5P,MIR-1266-5P,MIR-574-5P和MIR-425-5P)下调,六(MIR-450B-5P,MIR-450A-5P,MIR-542-5P,MIR -424-5p,miR-629-5p和miR-29c-5p)在儿童时期的t-all上上调。这些miRNA可用于区分儿童淋巴细胞白血病亚型,因为它提供了在这两个不同群体中的患者的清晰分离。根据其在白血病中的作用,即病毒致癌,细胞周期和B细胞受体信号传导途径,用于诱导的miRNA和TGF-β信号传导,细胞凋亡和NF-Kappa B信用,根据抑制miRNA,六种相关的生物途径其中几种miRNA基因靶标参与细胞分化和血液缺陷过程。机器学习分析指出了MIR-29C-5P表达,作为儿童时期T-和B-All之间的最佳鉴别器,其参与钙信号传导,对于B细胞淋巴细胞命运临界临界。需要进一步的研究来确保16 miRNA和miR-29c-5p对急性淋巴细胞白血病亚型和疾病预后的作用。

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