Home LiteratureArticle Details
PMID: 39800693 Published · epublish English Journal Article

Unravelling the transcriptomic symphony of muscle ageing: key pathways and hub genes altered by ageing and caloric restriction in rat muscle revealed by RNA sequencing.

BMC genomics ·Vol. 26 ·No. 1 ·2025-01-13 ·Pages 29

Altab G, Merry BJ, Beckett CW, Raina P, Lopes I, Goljanek-Whysall K, de Magalhães JP

Abstract

Age-related muscle wasting, sarcopenia is an extensive loss of muscle mass and strength with age and a major cause of disability and accidents in the elderly. Mechanisms purported to be involved in muscle ageing and sarcopenia are numerous but poorly understood, necessitating deeper study. Hence, we employed high-throughput RNA sequencing to survey the global changes in protein-coding gene expression occurring in skeletal muscle with age. Caloric restriction (CR) is a known prophylactic intervention against sarcopenia. Therefore, total RNA was isolated from the muscle tissue of both rats fed ad libitum and CR rats. RNA-seq data were subjected to Gene Ontology, pathway, co-expression, and interaction network analyses. This revealed the functional pathways most activated by both ageing and CR, as well as the key "hub" proteins involved in their activation.RNA-seq revealed 442 protein-coding genes to be upregulated and 377 to be downregulated in aged muscle, compared to young muscle. Upregulated genes were commonly involved in protein folding and immune responses; meanwhile, downregulated genes were often related to developmental biology. CR was found to suppress 69.7% and rescue 57.8% of the genes found to be upregulated and downregulated in aged muscle, respectively. In addition, CR uniquely upregulated 291 and downregulated 304 protein-coding genes. Hub genes implicated in both ageing and CR included Gc, Plg, Irf7, Ifit3, Usp18, Rsad2, Blm and RT1-A2, whilst those exclusively implicated in CR responses included Alb, Apoa1, Ambp, F2, Apoh, Orm1, Mx1, Oasl2 and Rtp4. Hub genes involved in ageing but unaffected by CR included Fgg, Fga, Fgb and Serpinc1. In conclusion, this comprehensive RNA sequencing study highlights gene expression patterns, hub genes and signalling pathways most affected by ageing in skeletal muscle. This data may provide the initial evidence for several targets for potential future therapeutic interventions against sarcopenia.

Keywords
Diet Functional genomics Nutrigenomics Sarcopenia
MeSH Terms
Animals Caloric Restriction Aging/genetics Rats Muscle, Skeletal/metabolism Transcriptome Sequence Analysis, RNA Gene Expression Profiling Male Gene Regulatory Networks Signal Transduction/genetics Gene Ontology Sarcopenia/genetics
Authors & Affiliations
7 authors, click to expand affiliations / ORCID
Altab Gulam
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Merry Brian J
Institute of Integrative Biology, University of Liverpool, Liverpool, L69 3BX, UK.
Beckett Charles W
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Raina Priyanka
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Lopes Inês
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK.
Goljanek-Whysall Katarzyna
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK. | College of Medicine, Nursing and Health Sciences, University of Galway, Galway, H91 TK33, Ireland.
de Magalhães João Pedro
Integrative Genomics of Ageing Group, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8TX, UK. [email protected]. | Institute of Inflammation and Ageing, University of Birmingham, Queen Elizabeth Hospital, Mindelsohn Way, Birmingham, B15 2WB, UK. [email protected].
Conflict of Interest

Declarations. Ethics approval and consent to participate: The animal study from which samples were collected [25] received ethical approval from the University of Liverpool’s Animal Welfare Committee and adhered to the Animal (Scientific Procedures) Act 1986 and its amendments. The research proposal underwent an ethical review and scoring process before grant submission, followed by additional review from the funding body. After funding approval, a Project Licence (PPL 40/2533), classified as "Mild," was obtained from the Home Office Animal Inspectorate, which involved detailed scrutiny and compliance with the principles of Replace, Reduce, and Refine. The Home Office conducted unannounced visits to ensure adherence to protocols, and animals were humanely euthanised by cervical dislocation after stunning, as required by law. The process was overseen by licensed officials to maintain high standards of animal welfare and ethical compliance. Consent for publication: Not applicable. Competing interests: JPM is CSO of YouthBio Therapeutics, an advisor/consultant for the BOLD Longevity Growth Fund, 199 Biotechnologies, and NOVOS, and the founder of Magellan Science Ltd, a company providing consulting services in longevity science. There are no competing interests declared by any other authors. There are no competing interests declared by any other authors.

References (70)
70 references, click to expand
  1. Sarcopenia: definition, epidemiology, and pathophysiology.
    J Bone Metab. 2013 May;20(1):1-10 PMID: 24524049
  2. Life-long calorie restriction in Fischer 344 rats attenuates age-related loss in skeletal muscle-specific force and reduces extracellular space.
    J Appl Physiol (1985). 2003 Dec;95(6):2554-62 PMID: 12972444
  3. Early-onset calorie restriction conserves fiber number in aging rat skeletal muscle.
    FASEB J. 2004 Mar;18(3):580-1 PMID: 14734642
  4. Influences of aging and caloric restriction on the transcriptional profile of skeletal muscle from rhesus monkeys.
    Proc Natl Acad Sci U S A. 2001 Apr 24;98(9):5093-8 PMID: 11309484
  5. Sarcopenia.
    Lancet. 2019 Jun 29;393(10191):2636-2646 PMID: 31171417
  6. Transcriptome analysis in calorie-restricted rats implicates epigenetic and post-translational mechanisms in neuroprotection and aging.
    Genome Biol. 2015 Dec 22;16:285 PMID: 26694192
  7. Nuclear factor-kappa B signaling in skeletal muscle atrophy.
    J Mol Med (Berl). 2008 Oct;86(10):1113-26 PMID: 18574572
  8. Resistance exercise reverses aging in human skeletal muscle.
    PLoS One. 2007 May 23;2(5):e465 PMID: 17520024
  9. Age-related decline of interferon-gamma responses in macrophage impairs satellite cell proliferation and regeneration.
    J Cachexia Sarcopenia Muscle. 2020 Oct;11(5):1291-1305 PMID: 32725722
  10. Caloric restriction delays disease onset and mortality in rhesus monkeys.
    Science. 2009 Jul 10;325(5937):201-4 PMID: 19590001
  11. The ups and downs of caloric restriction and fasting: from molecular effects to clinical application.
    EMBO Mol Med. 2022 Jan 11;14(1):e14418 PMID: 34779138
  12. Applications of multi-omics analysis in human diseases.
    MedComm (2020). 2023 Jul 31;4(4):e315 PMID: 37533767
  13. Shedding Light on the Effects of Calorie Restriction and its Mimetics on Skin Biology.
    Nutrients. 2020 May 24;12(5): PMID: 32456324
  14. Functions of BLM Helicase in Cells: Is It Acting Like a Double-Edged Sword?
    Front Genet. 2021 Mar 12;12:634789 PMID: 33777104
  15. Skeletal Muscle Gene Expression Profile in Response to Caloric Restriction and Aging: A Role for SirT1.
    Genes (Basel). 2021 May 05;12(5): PMID: 34063079
  16. The Role of Inflammation in Age-Related Sarcopenia.
    Front Physiol. 2017 Dec 12;8:1045 PMID: 29311975
  17. Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes.
    Genome Biol. 2002 Jun 18;3(7):RESEARCH0034 PMID: 12184808
  18. Does long-term intermittent treatment with glutamine improve the well-being of fed and fasted very old rats?
    JPEN J Parenter Enteral Nutr. 2007 Nov-Dec;31(6):456-62 PMID: 17947599
  19. cytoHubba: identifying hub objects and sub-networks from complex interactome.
    BMC Syst Biol. 2014;8 Suppl 4:S11 PMID: 25521941
  20. Calorie restriction in humans inhibits the PI3K/AKT pathway and induces a younger transcription profile.
    Aging Cell. 2013 Aug;12(4):645-51 PMID: 23601134
  21. Targeted clearance of senescent cells using an antibody-drug conjugate against a specific membrane marker.
    Sci Rep. 2021 Oct 13;11(1):20358 PMID: 34645909
  22. clusterProfiler: an R package for comparing biological themes among gene clusters.
    OMICS. 2012 May;16(5):284-7 PMID: 22455463
  23. Identification of an MHC class I ligand for the single member of a killer cell lectin-like receptor family, KLRH1.
    J Immunol. 2012 Dec 1;189(11):5178-84 PMID: 23100519
  24. Prolonged caloric restriction ameliorates age-related atrophy in slow and fast muscle fibers of rat soleus muscle.
    Exp Gerontol. 2021 Oct 15;154:111519 PMID: 34416335
  25. Reduced satellite cell numbers and myogenic capacity in aging can be alleviated by endurance exercise.
    PLoS One. 2010 Oct 12;5(10):e13307 PMID: 20967266
  26. Non-apoptotic functions of BCL-2 family proteins.
    Cell Death Differ. 2017 Aug;24(8):1348-1358 PMID: 28234359
  27. PERK Signaling Controls Myoblast Differentiation by Regulating MicroRNA Networks.
    Front Cell Dev Biol. 2021 May 28;9:670435 PMID: 34124052
  28. Prevalence, incidence, and clinical impact of sarcopenia: facts, numbers, and epidemiology-update 2014.
    J Cachexia Sarcopenia Muscle. 2014 Dec;5(4):253-9 PMID: 25425503
  29. Mechanisms underlying the effects of caloric restriction on hypertension.
    Biochem Pharmacol. 2022 Jun;200:115035 PMID: 35427570
  30. Overexpression of IFN-induced protein with tetratricopeptide repeats 3 (IFIT3) in pancreatic cancer: cellular "pseudoinflammation" contributing to an aggressive phenotype.
    Oncotarget. 2015 Feb 20;6(5):3306-18 PMID: 25650658
  31. Age-related sarcopenia and its pathophysiological bases.
    Inflamm Regen. 2016 Sep 7;36:17 PMID: 29259690
  32. Sarcopenia: revised European consensus on definition and diagnosis.
    Age Ageing. 2019 Jan 1;48(1):16-31 PMID: 30312372
  33. Cellular Stress in the Pathogenesis of Muscular Disorders-From Cause to Consequence.
    Int J Mol Sci. 2020 Aug 13;21(16): PMID: 32823799
  34. Skeletal muscle autophagy and apoptosis during aging: effects of calorie restriction and life-long exercise.
    Exp Gerontol. 2010 Feb;45(2):138-48 PMID: 19903516
  35. Sarcopenia definition, diagnosis and treatment: consensus is growing.
    Age Ageing. 2022 Oct 6;51(10): PMID: 36273495
  36. Role of FoxO1 and apoptosis in pulmonary vascular remolding in a rat model of chronic thromboembolic pulmonary hypertension.
    Sci Rep. 2017 May 23;7(1):2270 PMID: 28536427
  37. Programmatic features of aging originating in development: aging mechanisms beyond molecular damage?
    FASEB J. 2012 Dec;26(12):4821-6 PMID: 22964300
  38. Autophagy Dysfunction, Cellular Senescence, and Abnormal Immune-Inflammatory Responses in AMD: From Mechanisms to Therapeutic Potential.
    Oxid Med Cell Longev. 2019 May 22;2019:3632169 PMID: 31249643
  39. Mechanism of KLF4 Protection against Acute Liver Injury via Inhibition of Apelin Signaling.
    Oxid Med Cell Longev. 2019 Oct 10;2019:6140360 PMID: 31687083
  40. Caloric restriction delays aging-induced cellular phenotypes in rhesus monkey skeletal muscle.
    Exp Gerontol. 2011 Jan;46(1):23-9 PMID: 20883771
  41. VRK-1 extends life span by activation of AMPK via phosphorylation.
    Sci Adv. 2020 Jul 1;6(27): PMID: 32937443
  42. Ageing transcriptome meta-analysis reveals similarities and differences between key mammalian tissues.
    Aging (Albany NY). 2021 Feb 11;13(3):3313-3341 PMID: 33611312
  43. Beneficial Effects on Brain Micro-Environment by Caloric Restriction in Alleviating Neurodegenerative Diseases and Brain Aging.
    Front Physiol. 2021 Nov 25;12:715443 PMID: 34899367
  44. mRNA-Seq reveals complex patterns of gene regulation and expression in the mouse skeletal muscle transcriptome associated with calorie restriction.
    Physiol Genomics. 2012 Mar 19;44(6):331-44 PMID: 22274562
  45. Age-related gene expression signatures from limb skeletal muscles and the diaphragm in mice and rats reveal common and species-specific changes.
    Skelet Muscle. 2023 Jul 12;13(1):11 PMID: 37438807
  46. Skeletal muscle transcriptome in healthy aging.
    Nat Commun. 2021 Apr 1;12(1):2014 PMID: 33795677
  47. Dietary lipoic acid supplementation can mimic or block the effect of dietary restriction on life span.
    Mech Ageing Dev. 2008 Jun;129(6):341-8 PMID: 18486188
  48. Human Ageing Genomic Resources: new and updated databases.
    Nucleic Acids Res. 2018 Jan 4;46(D1):D1083-D1090 PMID: 29121237
  49. Impaired proteostasis during skeletal muscle aging.
    Free Radic Biol Med. 2019 Feb 20;132:58-66 PMID: 30194981
  50. Aging increases the oxidation of dichlorohydrofluorescein in single isolated skeletal muscle fibers at rest, but not during contractions.
    Am J Physiol Regul Integr Comp Physiol. 2013 Aug 15;305(4):R351-8 PMID: 23697797
  51. Skeletal muscle in aged mice reveals extensive transformation of muscle gene expression.
    BMC Genet. 2018 Aug 8;19(1):55 PMID: 30089464
  52. The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets.
    Nucleic Acids Res. 2021 Jan 8;49(D1):D605-D612 PMID: 33237311
  53. PGC-1alpha is a key regulator of glucose-induced proliferation and migration in vascular smooth muscle cells.
    PLoS One. 2009;4(1):e4182 PMID: 19142226
  54. Chronic treatment with dexamethasone alters clock gene expression and melatonin synthesis in rat pineal gland at night.
    Nat Sci Sleep. 2018 Jul 17;10:203-215 PMID: 30046256
  55. The acute phase reactant orosomucoid-1 is a bimodal regulator of angiogenesis with time- and context-dependent inhibitory and stimulatory properties.
    PLoS One. 2012;7(8):e41387 PMID: 22916107
  56. Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R.
    Bioinformatics. 2008 Mar 1;24(5):719-20 PMID: 18024473
  57. Satellite-cell pool size does matter: defining the myogenic potency of aging skeletal muscle.
    Dev Biol. 2006 Jun 1;294(1):50-66 PMID: 16554047
  58. WGCNA: an R package for weighted correlation network analysis.
    BMC Bioinformatics. 2008 Dec 29;9:559 PMID: 19114008
  59. The effects of β-adrenergic stimulation and exercise on NR4A3 protein expression in rat skeletal muscle.
    J Physiol Sci. 2011 Jan;61(1):1-11 PMID: 20936441
  60. Caloric Restriction Reprograms the Single-Cell Transcriptional Landscape of Rattus Norvegicus Aging.
    Cell. 2020 Mar 5;180(5):984-1001.e22 PMID: 32109414
  61. Muscle Mass Assessed by the D3-Creatine Dilution Method and Incident Self-reported Disability and Mortality in a Prospective Observational Study of Community-Dwelling Older Men.
    J Gerontol A Biol Sci Med Sci. 2021 Jan 1;76(1):123-130 PMID: 32442245
  62. USP18 is an essential regulator of muscle cell differentiation and maturation.
    Cell Death Dis. 2023 Mar 31;14(3):231 PMID: 37002195
  63. PAI-1, the Plasminogen System, and Skeletal Muscle.
    Int J Mol Sci. 2020 Sep 25;21(19): PMID: 32993026
  64. Calorie restriction modulates the transcription of genes related to stress response and longevity in human muscle: The CALERIE study.
    Aging Cell. 2023 Dec;22(12):e13963 PMID: 37823711
  65. Mitochondrial energetics is impaired in vivo in aged skeletal muscle.
    Aging Cell. 2014 Feb;13(1):39-48 PMID: 23919652
  66. Mechanisms of vitamin D action in skeletal muscle.
    Nutr Res Rev. 2019 Dec;32(2):192-204 PMID: 31203824
  67. Interferon regulatory factor 7 impairs cellular metabolism in aging adipose-derived stromal cells.
    J Cell Sci. 2021 Jun 1;134(11): PMID: 34096605
  68. Putative Cut-Points in Sarcopenia Components and Incident Adverse Health Outcomes: An SDOC Analysis.
    J Am Geriatr Soc. 2020 Jul;68(7):1429-1437 PMID: 32633824
  69. Fatigue-induced Orosomucoid 1 Acts on C-C Chemokine Receptor Type 5 to Enhance Muscle Endurance.
    Sci Rep. 2016 Jan 07;6:18839 PMID: 26740279
  70. Effects of aging and caloric restriction on extracellular matrix biosynthesis in a model of injury repair in rats.
    J Gerontol A Biol Sci Med Sci. 1995 Jan;50A(1):B40-7 PMID: 7814778
Full Text / Full Text
PMC full text available locally, click to read

Loading full text...

Article Info
Journal
BMC genomics
Abbr.
BMC Genomics
ISSN
1471-2164
Published
2025-01-13
Epub
2025-00-13
Pages
29
Language
English
Region
England
NLM ID
100965258
PMCID
PMC11727704
Subset
IM
Grants
Medical Research Council · MR/R502182/1 · United Kingdom
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]