Abstract
Subjective well-being (SWB) is an important measure for mental health status. Previous research has shown that physical activity can affect an individual’s well-being, yet the underlying molecular mechanism remains to be clarified. In this study, we aim to evaluate the potential interactions between mitochondrial genes and physical activity (PA) as well as their combined effects on individual well-being. SWB phenotype data in UK Biobank were enrolled for this study including nine aspects such as work/job satisfaction, health satisfaction, family relationship satisfaction, friendships satisfaction, financial situation satisfaction, ever depressed for a whole week, general happiness, general happiness with own health and belief that own life is meaningful. We made analysis for each aspects separately. Firstly, mitochondria-wide association studies (MiWAS) was conducted to assess the association of mitochondrial Single Nucleotide Polymorphisms SNP with each aspect of SWB. Then an interaction analysis of mitochondrial DNA (mtDNA) mutation and PA was performed to evaluate their joint effect on SWB status. Meanwhile, these two analysis were made for female and male group separately as well as the total samples, all under the control of possible confounding factors including gender, age, Townsend Deprivation Index (TDI), education, alcohol consumption, smoking habits, and 10 principal components. MiWAS analysis identified 45 mtSNPs associated with 9 phenotypes of SWB. For example, m.15218A > G on MT-CYB in the health satisfaction phenotype of the total subjects. Gender-specific analyses found 30 mtSNPs in females and 58 in males, involving 13 mtGenes. In mtDNA-PA interaction analysis, we also identified 10 significant mtDNA-PA interaction sets for SWB. For instance, m.13020 T > C (MT-ND5) was associated with the SWB financial situation satisfaction phenotype in all subjects (P = 0.00577). In addition, MiWAS analysis identified 12 mtGene variants associated with SWB, as MT-ND1 and MT-ND2. However, in mtDNA-PA interactions we detected 7 mtDNA affecting psychiatric disorders occurring, as in the friendships satisfaction phenotype (m.3394 T > C on MT-ND1). Our study results suggest an implication of the interaction between mitochondrial function and physical activity in the risk of psychiatric disorder development.
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Data availability
The UK Biobank data are available through the UK Biobank Access Management System https://www.ukbiobank.ac.uk/. We will return the derived data fields following UK Biobank policy; in due course, they will be available through the UK Biobank Access Management System.
References
Diener E, Lucas RE, Oishi S (2018) Advances and open questions in the science of subjective well-being. Collabra Psychol. https://doi.org/10.1525/collabra.115
Calman KC (1984) Quality of life in cancer patients–an hypothesis. J Med Ethics 10:124–127
Diener E, Oishi S, Tay L (2018) Advances in subjective well-being research. Nat Hum Behav 2:253–260
Rodríguez-Fernández A (2017) Quality of life and physical activity: their relationship with physical and psychological well-being. In: Quality of life and quality of working life. IntechOpen, sine loco
Martin-Maria N, Lara E, Forsman AK (2023) Relationship between subjective well-being and mental disorders across the lifespan. Front Psychol. https://doi.org/10.3389/fpsyg.2023.1268287
Nes RB, Roysamb E (2017) Happiness in behaviour genetics: an update on heritability and changeability. J Happiness Stud 18:1533–1552
Nes RB, Roysamb E, Tambs K, Harris JR, Reichborn-Kjennerud T (2006) Subjective well-being: genetic and environmental contributions to stability and change. Psychol Med 36:1033–1042
Ni P, Chung S (2020) Mitochondrial dysfunction in schizophrenia. BioEssays 42:e1900202
Gray MW, Burger G, Lang BF (1999) Mitochondrial evolution. Science 283:1476–1481
Wallace DC (2012) Mitochondria and cancer. Nat Rev Cancer 12:685–698
Henze K, Martin W (2003) Evolutionary biology: essence of mitochondria. Nature 426:127–128
Büttiker P, Weissenberger S, Esch T, Anders M, Raboch J, Ptacek R, Kream RM, Stefano GB (2023) Dysfunctional mitochondrial processes contribute to energy perturbations in the brain and neuropsychiatric symptoms. Front Pharmacol. https://doi.org/10.3389/fphar.2022.1095923
Scaini G, Mason BL, Diaz AP, Jha MK, Soares JC, Trivedi MH, Quevedo J (2022) Dysregulation of mitochondrial dynamics, mitophagy and apoptosis in major depressive disorder: does inflammation play a role? Mol Psychiatry 27:1095–1102
Sequeira A, Martin MV, Rollins B, Moon EA, Bunney WE, Macciardi F, Lupoli S, Smith EN, Kelsoe J, Magnan CN, van Oven M, Baldi P, Wallace DC, Vawter MP (2012) Mitochondrial mutations and polymorphisms in psychiatric disorders. Front Genet 3:103
Kumar P, Efstathopoulos P, Millischer V, Olsson E, Wei YB, Brüstle O, Schalling M, Villaescusa JC, Ösby U, Lavebratt C (2018) Mitochondrial DNA copy number is associated with psychosis severity and anti-psychotic treatment. Sci Rep-UK. https://doi.org/10.1038/s41598-018-31122-0
Wang X, Memon AA, Palmer K, Hedelius A, Sundquist J, Sundquist K (2022) The association of mitochondrial DNA copy number with incident mental disorders in women: a population-based follow-up study. J Affect Disord 308:111–115
Kandola A, Ashdown-Franks G, Hendrikse J, Sabiston CM, Stubbs B (2019) Physical activity and depression: towards understanding the antidepressant mechanisms of physical activity. Neurosci Biobehav R 107:525–539
Román JEI, Ekholm O, Algren MH, Koyanagi A, Stewart-Brown S, Hall EE, Stubbs B, Koushede V, Thygesen LC, Santini ZI (2023) Mental wellbeing and physical activity levels: a prospective cohort study. Ment Health Phys Act. https://doi.org/10.1016/j.neubiorev.2019.09.040
Zhang ZJ, Chen WY (2019) A systematic review of the relationship between physical activity and happiness. J Happiness Stud 20:1305–1322
Castellanos-García P, Lera-López F, Sánchez-Santos JM (2023) Light, moderate and vigorous physical activities: new insights into a virtuous circle with happiness. Eur J Sport Sci 23:1345–1355
Strohle A (2009) Physical activity, exercise, depression and anxiety disorders. J Neural Transm (Vienna) 116:777–784
Grevendonk L, Connell NJ, McCrum C, Fealy CE, Bilet L, Bruls YMH, Mevenkamp J, Schrauwen-Hinderling VB, Jorgensen JA, Moonen-Kornips E, Schaart G, Havekes B, den Bosch JDV, Bragt MCE, Meijer K, Schrauwen P, Hoeks J (2021) Impact of aging and exercise on skeletal muscle mitochondrial capacity, energy metabolism, and physical function. Nat Commun 12:4773
Sudlow C, Gallacher J, Allen N, Beral V, Burton P, Danesh J, Downey P, Elliott P, Green J, Landray M, Liu B, Matthews P, Ong G, Pell J, Silman A, Young A, Sprosen T, Peakman T, Collins R (2015) UK Biobank: an open access resource for identifying the causes of a wide range of complex diseases of middle and old age. PLoS Med 12:e1001779
Cheng SQ, Qi X, Ma M, Zhang L, Cheng BL, Liang CJ, Liu L, Li P, Kafle OP, Wen Y, Zhang F (2020) Assessing the relationship between gut microbiota and bone mineral density. Front Genetics. https://doi.org/10.3389/fgene.2020.00006
Bycroft C, Freeman C, Petkova D, Band G, Elliott LT, Sharp K, Motyer A, Vukcevic D, Delaneau O, O’Connell J, Cortes A, Welsh S, Young A, Effingham M, McVean G, Leslie S, Allen N, Donnelly P, Marchini J (2018) The UK Biobank resource with deep phenotyping and genomic data. Nature 562:203–209
Yonova-Doing E, Calabrese C, Gomez-Duran A, Schon K, Wei W, Karthikeyan S, Chinnery PF, Howson JMM (2021) An atlas of mitochondrial DNA genotype-phenotype associations in the UK Biobank. Nat Genet 53:982–993
Bradbury KE, Guo W, Cairns BJ, Armstrong ME, Key TJ (2017) Association between physical activity and body fat percentage, with adjustment for BMI: a large cross-sectional analysis of UK Biobank. BMJ Open 7:e011843
Manichaikul A, Mychaleckyj JC, Rich SS, Daly K, Sale M, Chen WM (2010) Robust relationship inference in genome-wide association studies. Bioinformatics 26:2867–2873
Iob E, Pingault JB, Munafo MR, Stubbs B, Gilthorpe MS, Maihofer AX, Danese A (2023) Testing the causal relationships of physical activity and sedentary behaviour with mental health and substance use disorders: a Mendelian randomisation study. Mol Psychiatry 28:3429–3443
Magana JC, Deus CM, Baldellou L, Avellanet M, Gea-Rodriguez E, Enriquez-Calzada S, Laguna A, Martinez-Vicente M, Hernandez-Vara J, Gine-Garriga M, Pereira SP, Montane J (2023) Investigating the impact of physical activity on mitochondrial function in Parkinson’s disease (parkex): study protocol for a randomized controlled clinical trial. PLoS ONE 18:e0293774
Sousa JS, D’Imprima E, Vonck J (2018) Mitochondrial respiratory chain complexes. Subcell Biochem 87:167–227
Kopinski PK, Singh LN, Zhang S, Lott MT, Wallace DC (2021) Mitochondrial DNA variation and cancer. Nat Rev Cancer 21:431–445
Clemente-Suarez VJ, Redondo-Florez L, Beltran-Velasco AI, Ramos-Campo DJ, Belinchon-deMiguel P, Martinez-Guardado I, Dalamitros AA, Yanez-Sepulveda R, Martin-Rodriguez A, Tornero-Aguilera JF (2023) Mitochondria and brain disease: a comprehensive review of pathological mechanisms and therapeutic opportunities. Biomedicines. https://doi.org/10.3390/biomedicines11092488
Goyal S, Chaturvedi RK (2021) Mitochondrial protein import dysfunction in pathogenesis of neurodegenerative diseases. Mol Neurobiol 58:1418–1437
Sorriento D, Di Vaia E, Iaccarino G (2021) Physical exercise: a novel tool to protect mitochondrial health. Front Physiol 12:660068
Smeitink J, van den Heuvel L, DiMauro S (2001) The genetics and pathology of oxidative phosphorylation. Nat Rev Genet 2:342–352
Shi Y, Hu Y, Wang J, Elzo MA, Yang X, Lai S (2018) Genetic diversities of mt-nd1 and mt-nd2 genes are associated with high-altitude adaptation in yak. Mitochondrial DNA A DNA Mapp Seq Anal 29:485–494
Bennett JP, Keeney PM (2020) Alzheimer’s and Parkinson’s brain tissues have reduced expression of genes for mtDNA oxphos proteins, mitobiogenesis regulator pgc-1α protein and mtRNA stabilizing protein lrpprc (lrp130). Mitochondrion 53:154–157
Wang XL, Wang WZ, Li L, Perry G, Lee HG, Zhu XW (2014) Oxidative stress and mitochondrial dysfunction in Alzheimer’s disease. Bba-Mol Basis Dis 1842:1240–1247
Bose C, Kshirsagar S, Vijayan M, Kumar S, Singh SP, Hindle A, Reddy PH (2024) The role of rlip76 in oxidative stress and mitochondrial dysfunction: evidence based on autopsy brains from Alzheimer’s disease patients. Bba-Mol Basis Dis 1870:166932
Bhatt S, Nagappa AN, Patil CR (2020) Role of oxidative stress in depression. Drug Discov Today 25:1270–1276
Salim S (2014) Oxidative stress and psychological disorders. Curr Neuropharmacol 12:140–147
Wallace L, Mehrabi S, Bacanamwo M, Yao X, Aikhionbare FO (2016) Expression of mitochondrial genes mt-nd1, mt-nd6, mt-cyb, mt-coi, mt-atp6, and 12s/mt-rnr1 in colorectal adenopolyps. Tumour Biol 37:12465–12475
Chong M, Mohammadi-Shemirani P, Perrot N, Nelson W, Morton R, Narula S, Lali R, Khan I, Khan M, Judge C, Machipisa T, Cawte N, O’Donnell M, Pigeyre M, Akhabir L, Pare G (2022) Gwas and Exwas of blood mitochondrial DNA copy number identifies 71 loci and highlights a potential causal role in dementia. Elife. https://doi.org/10.7554/eLife.70382
Acknowledgements
This study was conducted using the UK Biobank Resource (Application 46478).
Funding
The National Natural Scientific Foundation of China (82273753, 81922059) and The Natural Science Basic Research Plan in Shaanxi Province of China (2021JCW-08).
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Panxing Shi had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis. Yan Wen and Feng Zhang conceptualized and designed the study. All authors contributed in acquisition, analysis, and interpretation of the data. Panxing Shi drafted the manuscript. Yan Wen helped with critical revision of the manuscript for important intellectual content. Yan Wen and Bingyi Wang performed statistical analysis. Yan Wen supervised the study.
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This study has been approved by UKB (Application 46478) and obtained health-related records of participants.
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Informed consent was obtained from all subjects involved in the study.
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406_2024_1822_MOESM1_ESM.docx
Supplementary file1 SWB has nine phenotypes which are work/job satisfaction, health satisfaction, family relationship satisfaction, friendships satisfaction, financial situation satisfaction, ever depressed for a whole week, general happiness, general happiness with own health and belief that own life is meaningful (DOCX 18 KB)
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Shi, P., Wang, B., Shi, S. et al. Assessing the joint effects of mitochondrial genes and physical activity on the psychiatric phenotype of subjective well-being based on the UK Biobank data. Eur Arch Psychiatry Clin Neurosci (2024). https://doi.org/10.1007/s00406-024-01822-y
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DOI: https://doi.org/10.1007/s00406-024-01822-y