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Published on: October 4, 2019
Identification of miRNA-mRNA Network Associated with Acute Myeloid Leukemia Survival
Chunmei Zhang1, Guanchen Bai1, Weijie Zhu2
1Department of Hematology, Taian City Central Hospital, Taian, Shandong, China (mainland).
Abstract:
BACKGROUND Acute myeloid leukemia (AML) is a common hematologic malignancy of adults. The pathophysiological mechanism of AML is not well understood. The purpose of this study was to examine the crucial miRNAs and mRNAs associated with AML survival. MATERIAL AND METHODS The full clinical dataset of miRNA and mRNA expression profiling of AML patients was downloaded from The Cancer Genome Atlas database. Univariate Cox regression analysis was performed to obtain those miRNAs and mRNAs associated with AML survival. A miRNA-mRNA interaction network was constructed. The underlying functions of mRNAs were predicted through Kyoto Encyclopedia of Genes and Genomes (KEEG) pathway enrichment. The expression levels of miRNAs and mRNAs were detected by quantitative real-time polymerase chain reaction (qRT-PCR). RESULTS Fourteen miRNAs and 830 mRNAs associated with AML survival were identified. Of the 14 miRNAs, hsa-mir-425, hsa-mir-1201, and hsa-mir-1978 were identified as risk factors and the other 11 miRNAs were identified as protective factors of AML survival. For target-genes of miRNAs, GTSF1, RTN4R, and CD44 were the top risk factor target-genes associated with AML survival. An interaction network was constructed that including 607 miRNA-target gene pairs associated with AML survival. Target-genes associated with AML survival were significantly enriched in several pathways including pancreatic secretion, calcium signaling pathway, natural killer cell mediated cytotoxicity, and Alzheimer's disease. The qRT-PCR results were consistent with our bioinformatics analyses. CONCLUSIONS The miRNA hsa-mir-425 was identified as the top risk factor miRNA of AML survival and CD44 was identified as one of the top three risk factor target-genes associated with AML survival. Both hsa-mir-425 and CD44 may play key roles in progression and development of AML through calcium signaling pathway and natural killer cell mediated cytotoxicity.
Insights
This study identifies key microRNAs (miRNAs) and messenger RNAs (mRNAs) linked to acute myeloid leukemia (AML) survival. Hsa-mir-425 and CD44 are highlighted as significant risk factors potentially driving AML progression.
Area of Science:
- Oncology
- Genetics
- Bioinformatics
Background:
- Acute myeloid leukemia (AML) is a prevalent adult hematologic malignancy.
- The precise pathophysiological mechanisms underlying AML remain incompletely understood.
- Identifying molecular markers is crucial for understanding AML progression and survival.
Purpose of the Study:
- To identify critical microRNAs (miRNAs) and messenger RNAs (mRNAs) associated with patient survival in acute myeloid leukemia (AML).
- To construct a miRNA-mRNA interaction network to elucidate molecular mechanisms in AML.
- To explore the functional pathways implicated in AML survival.
Main Methods:
- Utilized The Cancer Genome Atlas (TCGA) database for miRNA and mRNA expression profiling in AML patients.
- Performed univariate Cox regression analysis to identify survival-associated miRNAs and mRNAs.
- Constructed a miRNA-mRNA interaction network and employed Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis.
- Validated findings using quantitative real-time polymerase chain reaction (qRT-PCR).
Main Results:
- Identified 14 miRNAs and 830 mRNAs significantly associated with AML survival.
- Hsa-mir-425, hsa-mir-1201, and hsa-mir-1978 were identified as risk factor miRNAs; 11 were protective.
- Top risk factor target genes included GTSF1, RTN4R, and CD44.
- The miRNA-mRNA network comprised 607 pairs; enriched pathways included calcium signaling and natural killer cell mediated cytotoxicity.
Conclusions:
- Hsa-mir-425 emerged as the primary risk factor miRNA, and CD44 as a key risk factor target gene in AML survival.
- These molecules may significantly influence AML progression and development.
- The calcium signaling pathway and natural killer cell mediated cytotoxicity are implicated in AML pathogenesis.
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