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Das JK, Banskota N, Candia J, Griswold ME, Orenduff M, de Cabo R, Corcoran DL, Das SK, De S, Huffman KM, Kraus VB, Kraus WE, Martin C, Racette SB, Redman LM, Schilling B, Belsky D, Ferrucci L. Calorie restriction modulates the transcription of genes related to stress response and longevity in human muscle: The CALERIE study. Aging Cell 2023; 22:e13963. [PMID: 37823711 PMCID: PMC10726900 DOI: 10.1111/acel.13963] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 07/28/2023] [Accepted: 08/01/2023] [Indexed: 10/13/2023] Open
Abstract
The lifespan extension induced by 40% caloric restriction (CR) in rodents is accompanied by postponement of disease, preservation of function, and increased stress resistance. Whether CR elicits the same physiological and molecular responses in humans remains mostly unexplored. In the CALERIE study, 12% CR for 2 years in healthy humans induced minor losses of muscle mass (leg lean mass) without changes of muscle strength, but mechanisms for muscle quality preservation remained unclear. We performed high-depth RNA-Seq (387-618 million paired reads) on human vastus lateralis muscle biopsies collected from the CALERIE participants at baseline, 12- and 24-month follow-up from the 90 CALERIE participants randomized to CR and "ad libitum" control. Using linear mixed effect model, we identified protein-coding genes and splicing variants whose expression was significantly changed in the CR group compared to controls, including genes related to proteostasis, circadian rhythm regulation, DNA repair, mitochondrial biogenesis, mRNA processing/splicing, FOXO3 metabolism, apoptosis, and inflammation. Changes in some of these biological pathways mediated part of the positive effect of CR on muscle quality. Differentially expressed splicing variants were associated with change in pathways shown to be affected by CR in model organisms. Two years of sustained CR in humans positively affected skeletal muscle quality, and impacted gene expression and splicing profiles of biological pathways affected by CR in model organisms, suggesting that attainable levels of CR in a lifestyle intervention can benefit muscle health in humans.
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Affiliation(s)
- Jayanta Kumar Das
- Longitudinal Studies Section, Translation Gerontology BranchNational Institute on Aging, National Institutes of HealthBaltimoreMarylandUSA
| | - Nirad Banskota
- Computational Biology and Genomics CoreNational Institute on Aging, National Institutes of HealthBaltimoreMarylandUSA
| | - Julián Candia
- Longitudinal Studies Section, Translation Gerontology BranchNational Institute on Aging, National Institutes of HealthBaltimoreMarylandUSA
| | | | - Melissa Orenduff
- Duke Molecular Physiology Institute and Department of MedicineDuke University School of MedicineDurhamNorth CarolinaUSA
| | - Rafael de Cabo
- Translation Gerontology Branch, National Institute on AgingNational Institutes of HealthBaltimoreMarylandUSA
| | - David L. Corcoran
- Department of GeneticsUniversity of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Sai Krupa Das
- Energy Metabolism, Jean Mayer USDA Human Nutrition Research Center on AgingTufts UniversityBostonMassachusettsUSA
| | - Supriyo De
- Computational Biology and Genomics CoreNational Institute on Aging, National Institutes of HealthBaltimoreMarylandUSA
| | - Kim Marie Huffman
- Duke Molecular Physiology Institute and Department of MedicineDuke University School of MedicineDurhamNorth CarolinaUSA
| | - Virginia B. Kraus
- Duke Molecular Physiology Institute and Department of MedicineDuke University School of MedicineDurhamNorth CarolinaUSA
| | - William E. Kraus
- Duke Molecular Physiology Institute and Department of MedicineDuke University School of MedicineDurhamNorth CarolinaUSA
| | - Corby K. Martin
- Pennington Biomedical Research CenterLouisiana State UniversityBaton RougeLouisianaUSA
| | - Susan B. Racette
- College of Health SolutionsArizona State UniversityPhoenixArizonaUSA
| | - Leanne M. Redman
- Pennington Biomedical Research CenterLouisiana State UniversityBaton RougeLouisianaUSA
| | | | - Daniel W. Belsky
- Department of Epidemiology & Butler Columbia Aging CenterColumbia University Mailman School of Public HealthNew York CityNew YorkUSA
| | - Luigi Ferrucci
- Longitudinal Studies Section, Translation Gerontology BranchNational Institute on Aging, National Institutes of HealthBaltimoreMarylandUSA
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Lin X, Liu F, Meng K, Liu H, Zhao Y, Chen Y, Hu W, Luo D. Comprehensive Transcriptome Analysis Reveals Sex-Specific Alternative Splicing Events in Zebrafish Gonads. Life (Basel) 2022; 12:life12091441. [PMID: 36143477 PMCID: PMC9501657 DOI: 10.3390/life12091441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Revised: 09/12/2022] [Accepted: 09/14/2022] [Indexed: 11/21/2022] Open
Abstract
Alternative splicing is an important way of regulating gene functions in eukaryotes. Several key genes involved in sex determination and gonadal differentiation, such as nr5a1 and ddx4, have sex-biased transcripts between males and females, suggesting a potential regulatory role of alternative splicing in gonads. Currently, the sex-specific alternative splicing events and genes have not been comprehensively studied at the genome-wide level in zebrafish. In this study, through global splicing analysis on three independent sets of RNA-seq data from matched zebrafish testes and ovaries, we identified 120 differentially spliced genes shared by the three datasets, most of which haven’t been reported before. Functional enrichment analysis showed that the GO terms of mRNA processing, mRNA metabolism and microtubule-based process were strongly enriched. The testis- and ovary-biased alternative splicing genes were identified, and part of them (tp53bp1, tpx2, mapre1a, kif2c, and ncoa5) were further validated by RT-PCR. Sequence characteristics analysis suggested that the lengths, GC contents, and splice site strengths of the alternative exons or introns may have different influences in different types of alternative splicing events. Interestingly, we identified an unexpected high proportion (over 70%) of non-frameshift exon-skipping events, suggesting that in these cases the two protein isoforms derived from alternative splicing may both have functions. Furthermore, as a representative example, we found that the alternative splicing of ncoa5 causes the loss of a conserved RRM domain in the short transcript predominantly produced in testes. Our study discovers novel sex-specific alternative splicing events and genes with high reliabilities in zebrafish testes and ovaries, which would provide attractive targets for follow-up studies to reveal the biological significances of alternative splicing events and genes in sex determination and gonadal differentiation.
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Affiliation(s)
- Xing Lin
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Fei Liu
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- Correspondence: (F.L.); (D.L.)
| | - Kaifeng Meng
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
| | - Hairong Liu
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
| | - Yuanli Zhao
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
| | - Yuanyuan Chen
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wei Hu
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Zhanjiang 524088, China
| | - Daji Luo
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, The Innovative Academy of Seed Design, Hubei Hongshan Laboratory, University of Chinese Academy of Sciences, Wuhan 430072, China
- College of Advanced Agricultural Sciences, University of Chinese Academy of Sciences, Beijing 100049, China
- College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
- Southern Marine Science and Engineering Guangdong Laboratory (Zhanjiang), Zhanjiang 524088, China
- Correspondence: (F.L.); (D.L.)
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