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RNA-Seq Data-Mining Allows the Discovery of Two Long Non-Coding RNA Biomarkers of Viral Infection in Humans.
- Source :
-
International journal of molecular sciences [Int J Mol Sci] 2020 Apr 15; Vol. 21 (8). Date of Electronic Publication: 2020 Apr 15. - Publication Year :
- 2020
-
Abstract
- There is a growing interest in unraveling gene expression mechanisms leading to viral host invasion and infection progression. Current findings reveal that long non-coding RNAs (lncRNAs) are implicated in the regulation of the immune system by influencing gene expression through a wide range of mechanisms. By mining whole-transcriptome shotgun sequencing (RNA-seq) data using machine learning approaches, we detected two lncRNAs (ENSG00000254680 and ENSG00000273149) that are downregulated in a wide range of viral infections and different cell types, including blood monocluclear cells, umbilical vein endothelial cells, and dermal fibroblasts. The efficiency of these two lncRNAs was positively validated in different viral phenotypic scenarios. These two lncRNAs showed a strong downregulation in virus-infected patients when compared to healthy control transcriptomes, indicating that these biomarkers are promising targets for infection diagnosis. To the best of our knowledge, this is the very first study using host lncRNAs biomarkers for the diagnosis of human viral infections.
- Subjects :
- Adult
Asian People
Biomarkers blood
Biomarkers metabolism
Child, Preschool
Data Mining
Down-Regulation
Endothelial Cells microbiology
Escherichia coli Infections genetics
Escherichia coli Infections metabolism
Fibroblasts microbiology
Human Umbilical Vein Endothelial Cells
Humans
Influenza, Human genetics
Influenza, Human metabolism
Machine Learning
Mexico
Monocytes microbiology
Monocytes virology
RNA, Long Noncoding genetics
RNA, Long Noncoding metabolism
RNA-Seq
Rotavirus Infections genetics
Rotavirus Infections metabolism
Varicella Zoster Virus Infection genetics
Varicella Zoster Virus Infection metabolism
Virus Diseases genetics
White People
Endothelial Cells metabolism
Fibroblasts metabolism
Monocytes metabolism
RNA, Long Noncoding blood
Virus Diseases metabolism
Subjects
Details
- Language :
- English
- ISSN :
- 1422-0067
- Volume :
- 21
- Issue :
- 8
- Database :
- MEDLINE
- Journal :
- International journal of molecular sciences
- Publication Type :
- Academic Journal
- Accession number :
- 32326627
- Full Text :
- https://doi.org/10.3390/ijms21082748