mirTarRnaSeq: An R/Bioconductor Statistical Package for miRNA-mRNA Target Identification and Interaction Analysis

被引:4
作者
Movassagh, Mercedeh [1 ,2 ]
Morton, Sarah U. [3 ,4 ]
Hehnly, Christine [5 ]
Smith, Jasmine [5 ]
Doan, Trang T. [5 ,6 ,7 ,8 ,9 ,10 ,11 ]
Irizarry, Rafael [1 ,2 ]
Broach, James R. [5 ]
Schiff, Steven J. [6 ,7 ,8 ,9 ,10 ,11 ]
Bailey, Jeffrey A. [12 ]
Paulson, Joseph N. [5 ]
机构
[1] Dana Farber Canc Inst, Boston, MA 02115 USA
[2] Harvard TH Chan Sch Publ Hlth, Boston, MA USA
[3] Boston Childrens Hosp, Boston, MA USA
[4] Harvard Med Sch, Boston, MA 02115 USA
[5] Penn State Univ, Coll Med, Inst Personalized Med, Dept Biochem & Mol Biol, Hershey, PA 17033 USA
[6] Penn State Univ, Ctr Neural Engn, Dept Engn Sci & Mech, State Coll, PA 16802 USA
[7] Penn State Univ, Ctr Neural Engn, Dept Neurosurg, State Coll, PA 16802 USA
[8] Penn State Univ, Ctr Neural Engn, Dept Phys, State Coll, PA 16802 USA
[9] Penn State Univ, Ctr Infect Dis Dynam, Dept Engn Sci & Mech, State Coll, PA 16802 USA
[10] Penn State Univ, Ctr Infect Dis Dynam, Dept Neurosurg, State Coll, PA 16802 USA
[11] Penn State Univ, Ctr Infect Dis Dynam, Dept Phys, State Coll, PA 16802 USA
[12] Brown Univ, Warren Alpert Med Sch, Providence, RI 02912 USA
关键词
NONCODING RNAS; IN-VITRO; GENES; EXPRESSION; MICRORNAS; PROTEINS; COVID-19; ROLES;
D O I
10.1186/s12864-022-08558-w
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
We introduce mirTarRnaSeq, an R/Bioconductor package for quantitative assessment of miRNA-mRNA relationships within sample cohorts. mirTarRnaSeq is a statistical package to explore predicted or pre-hypothesized miRNA-mRNA relationships following target prediction. We present two use cases applying mirTarRnaSeq. First, to identify miRNA targets, we examined EBV miRNAs for interaction with human and virus transcriptomes of stomach adenocarcinoma. This revealed enrichment of mRNA targets highly expressed in CD105+ endothelial cells, monocytes, CD4+ T cells, NK cells, CD19+ B cells, and CD34 cells. Next, to investigate miRNA-mRNA relationships in SARS-CoV-2 (COVID-19) infection across time, we used paired miRNA and RNA sequenced datasets of SARS-CoV-2 infected lung epithelial cells across three time points (4, 12, and 24 hours post-infection). mirTarRnaSeq identified evidence for human miRNAs targeting cytokine signaling and neutrophil regulation immune pathways from 4 to 24 hours after SARS-CoV-2 infection. Confirming the clinical relevance of these predictions, three of the immune specific mRNA-miRNA relationships identified in human lung epithelial cells after SARS-CoV-2 infection were also observed to be differentially expressed in blood from patients with COVID-19. Overall, mirTarRnaSeq is a robust tool that can address a wide-range of biological questions providing improved prediction of miRNA-mRNA interactions.
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页数:17
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