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Jowhar Z, Xu A, Venkataramanan S, Dossena F, Hoye ML, Silver DL, Floor SN, Calviello L. A ubiquitous GC content signature underlies multimodal mRNA regulation by DDX3X. Mol Syst Biol 2024; 20:276-290. [PMID: 38273160 PMCID: PMC10912769 DOI: 10.1038/s44320-024-00013-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Revised: 12/21/2023] [Accepted: 01/03/2024] [Indexed: 01/27/2024] Open
Abstract
The road from transcription to protein synthesis is paved with many obstacles, allowing for several modes of post-transcriptional regulation of gene expression. A fundamental player in mRNA biology is DDX3X, an RNA binding protein that canonically regulates mRNA translation. By monitoring dynamics of mRNA abundance and translation following DDX3X depletion, we observe stabilization of translationally suppressed mRNAs. We use interpretable statistical learning models to uncover GC content in the coding sequence as the major feature underlying RNA stabilization. This result corroborates GC content-related mRNA regulation detectable in other studies, including hundreds of ENCODE datasets and recent work focusing on mRNA dynamics in the cell cycle. We provide further evidence for mRNA stabilization by detailed analysis of RNA-seq profiles in hundreds of samples, including a Ddx3x conditional knockout mouse model exhibiting cell cycle and neurogenesis defects. Our study identifies a ubiquitous feature underlying mRNA regulation and highlights the importance of quantifying multiple steps of the gene expression cascade, where RNA abundance and protein production are often uncoupled.
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Affiliation(s)
- Ziad Jowhar
- Department of Cell and Tissue Biology, UCSF, San Francisco, USA
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, 94158, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, 94158, USA
| | - Albert Xu
- Department of Cell and Tissue Biology, UCSF, San Francisco, USA
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, 94158, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, 94158, USA
| | | | | | - Mariah L Hoye
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, USA
| | - Debra L Silver
- Department of Molecular Genetics and Microbiology, Duke University Medical Center, Durham, USA
- Department of Cell Biology, Duke University Medical Center, Durham, USA
- Duke Regeneration Center, Duke University Medical Center, Durham, USA
- Department of Neurobiology, Duke University Medical Center, Durham, USA
- Duke Institute for Brain Sciences, Duke University Medical Center, Durham, USA
| | - Stephen N Floor
- Department of Cell and Tissue Biology, UCSF, San Francisco, USA.
- Helen Diller Family Comprehensive Cancer Center, San Francisco, USA.
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