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Okada N, Oshima K, Maruko A, Sekine M, Ito N, Wakasugi A, Mori E, Odaguchi H, Kobayashi Y. Intron retention as an excellent marker for diagnosing depression and for discovering new potential pathways for drug intervention. Front Psychiatry 2024; 15:1450708. [PMID: 39364384 PMCID: PMC11446786 DOI: 10.3389/fpsyt.2024.1450708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 08/20/2024] [Indexed: 10/05/2024] Open
Abstract
Background Peripheral inflammation is often associated with depressive disorders, and immunological biomarkers of depression remain a focus of investigation. Methods We performed RNA-seq analysis of RNA transcripts of human peripheral blood mononuclear cells from a case-control study including subjects with self-reported depression in the pre-symptomatic state of major depressive disorder and analyzed differentially expressed genes (DEGs) and the frequency of intron retention (IR) using rMATS. Results Among the statistically significant DEGs identified, the 651 upregulated DEGs were particularly enriched in the term "bacterial infection and phagocytosis", whereas the 820 downregulated DEGs were enriched in the terms "antigen presentation" and "T-cell proliferation and maturation". We also analyzed 158 genes for which the IR was increased (IncIR) and 211 genes for which the IR was decreased (DecIR) in the depressed subjects. Although the Gene Ontology terms associated with IncIR and DecIR were very similar to those of the up- and downregulated genes, respectively, IR genes appeared to be particularly enriched in genes with sensor functions, with a preponderance of the term "ciliary assembly and function". The observation that IR genes specifically interact with innate immunity genes suggests that immune-related genes, as well as cilia-related genes, may be excellent markers of depression. Re-analysis of previously published RNA-seq data from patients with MDD showed that common IR genes, particularly our predicted immune- and cilia-related genes, are commonly detected in populations with different levels of depression, providing validity for using IR to detect depression. Conclusion Depression was found to be associated with activation of the innate immune response and relative inactivation of T-cell signaling. The DEGs we identified reflect physiological demands that are controlled at the transcriptional level, whereas the IR results reflect a more direct mechanism for monitoring protein homeostasis. Accordingly, an alteration in IR, namely IncIR or DecIR, is a stress response, and intron-retained transcripts are sensors of the physiological state of the cytoplasm. The results demonstrate the potential of relative IR as a biomarker for the immunological stratification of depressed patients and the utility of IR for the discovery of novel pathways involved in recovery from depression.
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Affiliation(s)
- Norihiro Okada
- School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Kenshiro Oshima
- School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Akiko Maruko
- School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Mariko Sekine
- Kitasato University Kitasato Institute Hospital, Minato-ku, Tokyo, Japan
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Naoki Ito
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Akino Wakasugi
- Kitasato University Kitasato Institute Hospital, Minato-ku, Tokyo, Japan
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Eiko Mori
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Hiroshi Odaguchi
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
| | - Yoshinori Kobayashi
- School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
- Oriental Medicine Research Center, School of Pharmacy, Kitasato University, Minato-ku, Tokyo, Japan
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Barutcu AR, Black MB, Samuel R, Slattery S, McMullen PD, Nong A. Integrating gene expression and splicing dynamics across dose-response oxidative modulators. Front Genet 2024; 15:1389095. [PMID: 38846964 PMCID: PMC11155298 DOI: 10.3389/fgene.2024.1389095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Accepted: 05/06/2024] [Indexed: 06/09/2024] Open
Abstract
Toxicological risk assessment increasingly utilizes transcriptomics to derive point of departure (POD) and modes of action (MOA) for chemicals. One essential biological process that allows a single gene to generate several different RNA isoforms is called alternative splicing. To comprehensively assess the role of splicing dysregulation in toxicological evaluation and elucidate its potential as a complementary endpoint, we performed RNA-seq on A549 cells treated with five oxidative stress modulators across a wide dose range. Differential gene expression (DGE) showed limited pathway enrichment except at high concentrations. However, alternative splicing analysis revealed variable intron retention events affecting diverse pathways for all chemicals in the absence of significant expression changes. For instance, diazinon elicited negligible gene expression changes but progressive increase in the number of intron retention events, suggesting splicing alterations precede expression responses. Benchmark dose modeling of intron retention data highlighted relevant pathways overlooked by expression analysis. Systematic integration of splicing datasets should be a useful addition to the toxicogenomic toolkit. Combining both modalities paint a more complete picture of transcriptomic dose-responses. Overall, evaluating intron retention dynamics afforded by toxicogenomics may provide biomarkers that can enhance chemical risk assessment and regulatory decision making. This work highlights splicing-aware toxicogenomics as a possible additional tool for examining cellular responses.
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Gómez-Montalvo J, de Obeso Fernández del Valle A, De la Cruz Gutiérrez LF, Gonzalez-Meljem JM, Scheckhuber CQ. Replicative aging in yeast involves dynamic intron retention patterns associated with mRNA processing/export and protein ubiquitination. MICROBIAL CELL (GRAZ, AUSTRIA) 2024; 11:69-78. [PMID: 38414808 PMCID: PMC10897858 DOI: 10.15698/mic2024.02.816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 01/25/2024] [Accepted: 02/01/2024] [Indexed: 02/29/2024]
Abstract
Saccharomyces cerevisiae (baker's yeast) has yielded relevant insights into some of the basic mechanisms of organismal aging. Among these are genomic instability, oxidative stress, caloric restriction and mitochondrial dysfunction. Several genes are known to have an impact on the aging process, with corresponding mutants exhibiting short- or long-lived phenotypes. Research dedicated to unraveling the underlying cellular mechanisms can support the identification of conserved mechanisms of aging in other species. One of the hitherto less studied fields in yeast aging is how the organism regulates its gene expression at the transcriptional level. To our knowledge, we present the first investigation into alternative splicing, particularly intron retention, during replicative aging of S. cerevisiae. This was achieved by utilizing the IRFinder algorithm on a previously published RNA-seq data set by Janssens et al. (2015). In the present work, 44 differentially retained introns in 43 genes were identified during replicative aging. We found that genes with altered intron retention do not display significant changes in overall transcript levels. It was possible to functionally assign distinct groups of these genes to the cellular processes of mRNA processing and export (e.g., YRA1) in early and middle-aged yeast, and protein ubiquitination (e.g., UBC5) in older cells. In summary, our work uncovers a previously unexplored layer of the transcriptional program of yeast aging and, more generally, expands the knowledge on the occurrence of alternative splicing in baker's yeast.
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Affiliation(s)
- Jesús Gómez-Montalvo
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Ave. Eugenio Garza Sada 2501, Monterrey, N.L., México
| | | | | | - Jose Mario Gonzalez-Meljem
- Tecnologico de Monterrey, Escuela de Ingeniería y Ciencias, Ave. Eugenio Garza Sada 2501, Monterrey, N.L., México
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