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Distinct functional brain abnormalities in insomnia disorder and obstructive sleep apnea

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Abstract

Insomnia disorder (ID) and obstructive sleep apnea (OSA) are the two most prevalent sleep disorders worldwide, but the pathological mechanism has not been fully understood. Functional neuroimaging findings indicated regional abnormal neural activities existed in both diseases, but the results were inconsistent. This meta-analysis aimed to explore concordant regional functional brain changes in ID and OSA, respectively. We conducted a coordinate-based meta-analysis (CBMA) of resting-state functional magnetic resonance imaging (rs-fMRI) studies using the anisotropic effect-size seed‐based d mapping (AES-SDM) approach. Studies that applied regional homogeneity (ReHo), amplitude of low-frequency fluctuations (ALFF) or fractional ALFF (fALFF) to analyze regional spontaneous brain activities in ID or OSA were included. Meta-regressions were then applied to investigate potential associations between demographic variables and regional neural activity alterations. Significantly increased brain activities in the left superior temporal gyrus (STG.L) and right superior longitudinal fasciculus (SLF.R), as well as decreased brain activities in several right cerebral hemisphere areas were identified in ID patients. As for OSA patients, more distinct and complicated functional activation alterations were identified. Several neuroimaging alterations were functionally correlated with mean age, duration or illness severity in two patients groups revealed by meta-regressions. These functionally altered areas could be served as potential targets for non-invasive brain stimulation methods. This present meta-analysis distinguished distinct brain function changes in ID and OSA, improving our knowledge of the neuropathological mechanism of these two most common sleep disturbances, and also provided potential orientations for future clinical applications.

Registration number: CRD42022301938.

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References

  1. Khazaie H, Veronese M, Noori K, Emamian F, Zarei M, Ashkan K et al (2017) Functional reorganization in obstructive sleep apnoea and insomnia: a systematic review of the resting-state fMRI. Neurosci Biobehav Rev 77:219–231

    Article  PubMed  PubMed Central  Google Scholar 

  2. Fasiello E, Gorgoni M, Scarpelli S, Alfonsi V, Ferini Strambi L, De Gennaro L (2022) Functional connectivity changes in insomnia disorder: a systematic review. Sleep Med Rev 61:101569

    Article  PubMed  Google Scholar 

  3. Morin CM, Drake CL, Harvey AG, Krystal AD, Manber R, Riemann D, et al. Insomnia disorder. Nature Reviews Disease Primers. 2015;1(1).

  4. Tahmasian M, Rosenzweig I, Eickhoff SB, Sepehry AA, Laird AR, Fox PT et al (2016) Structural and functional neural adaptations in obstructive sleep apnea: an activation likelihood estimation meta-analysis. Neurosci Biobehav Rev 65:142–156

    Article  PubMed  PubMed Central  Google Scholar 

  5. Franklin KA, Lindberg E (2015) Obstructive sleep apnea is a common disorder in the population-a review on the epidemiology of sleep apnea. J Thorac Dis 7(8):1311–1322

    PubMed  PubMed Central  Google Scholar 

  6. Ohayon MM, Reynolds CF 3rd (2009) Epidemiological and clinical relevance of insomnia diagnosis algorithms according to the DSM-IV and the International Classification of Sleep Disorders (ICSD). Sleep Med 10(9):952–960

    Article  PubMed  PubMed Central  Google Scholar 

  7. de Souza RJ, Cao X-L, Wang S-B, Zhong B-L, Zhang L, Ungvari GS et al (2017) The prevalence of insomnia in the general population in China: a meta-analysis. PLoS ONE 12(2):e0170772

    Article  Google Scholar 

  8. Wu Y, Zhuang Y, Qi J (2020) Explore structural and functional brain changes in insomnia disorder: a PRISMA-compliant whole brain ALE meta-analysis for multimodal MRI. Medicine 99(14):e19151

    Article  PubMed  PubMed Central  Google Scholar 

  9. Levy P, Kohler M, McNicholas WT, Barbe F, McEvoy RD, Somers VK et al (2015) Obstructive sleep apnoea syndrome. Nat Rev Dis Primers 1:15015

    Article  PubMed  Google Scholar 

  10. Chellappa SL, Aeschbach D (2022) Sleep and anxiety: from mechanisms to interventions. Sleep Med Rev 61:101583

    Article  PubMed  Google Scholar 

  11. Sarsour K, Morin C, Foley K, Kalsekar A, Walsh J (2010) Association of insomnia severity and comorbid medical and psychiatric disorders in a health plan-based sample: insomnia severity and comorbidities. Sleep Med 11(1):69–74

    Article  PubMed  Google Scholar 

  12. Budhiraja R, Roth T, Hudgel D, Budhiraja P, Drake C (2011) Prevalence and polysomnographic correlates of insomnia comorbid with medical disorders. Sleep 34(7):859–867

    Article  PubMed  PubMed Central  Google Scholar 

  13. McCall WV, Benca RM, Rumble ME, Case D, Rosenquist PB, Krystal AD (2019) Prevalence of obstructive sleep apnea in suicidal patients with major depressive disorder. J Psychiatr Res 116:147–150

    Article  PubMed  PubMed Central  Google Scholar 

  14. Zhang M, Ma Y, Du L, Wang K, Li Z, Zhu W et al (2022) Sleep disorders and non-sleep circadian disorders predict depression: a systematic review and meta-analysis of longitudinal studies. Neurosci Biobehav Rev 134:104532

    Article  PubMed  Google Scholar 

  15. Fox MD, Raichle ME (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8(9):700–711

    Article  CAS  PubMed  Google Scholar 

  16. Snyder AZ, Raichle ME (2012) A brief history of the resting state: the Washington University perspective. Neuroimage 62(2):902–910

    Article  PubMed  Google Scholar 

  17. Wang Q, Wang C, Deng Q, Zhan L, Tang Y, Li H et al (2022) Alterations of regional spontaneous brain activities in anxiety disorders: a meta-analysis. J Affect Disord 296:233–240

    Article  PubMed  Google Scholar 

  18. Zang YF, Zuo XN, Milham M, Hallett M (2015) Toward a meta-analytic synthesis of the resting-state fmri literature for clinical populations. Biomed Res Int 2015:435265

    Article  PubMed  PubMed Central  Google Scholar 

  19. Salvia E, Tissier C, Charron S, Herent P, Vidal J, Lion S et al (2019) The local properties of bold signal fluctuations at rest monitor inhibitory control training in adolescents. Dev Cogn Neurosci 38:100664

    Article  PubMed  PubMed Central  Google Scholar 

  20. Aydin S (2011) Computer based synchronization analysis on sleep EEG in insomnia. J Med Syst 35(4):517–520

    Article  PubMed  Google Scholar 

  21. Aksahin M, Aydin S, Firat H, Erogul O (2012) Artificial apnea classification with quantitative sleep EEG synchronization. J Med Syst 36(1):139–144

    Article  PubMed  Google Scholar 

  22. Aydin S, Tunga MA, Yetkin S (2015) Mutual information analysis of sleep EEG in detecting psycho-physiological insomnia. J Med Syst 39(5):43

    Article  PubMed  Google Scholar 

  23. Zhang Y, Zhang Z, Wang Y, Zhu F, Liu X, Chen W et al (2021) Dysfunctional beliefs and attitudes about sleep are associated with regional homogeneity of left inferior occidental gyrus in primary insomnia patients: a preliminary resting state functional magnetic resonance imaging study. Sleep Med 81:188–193

    Article  PubMed  Google Scholar 

  24. Ji T, Li X, Chen J, Ren X, Mei L, Qiu Y, et al. Brain function in children with obstructive sleep apnea: a resting-state fMRI study. Sleep. 2021;44(8).

  25. Li H, Li L, Kong L, Li P, Zeng Y, Li K et al (2021) Frequency specific regional homogeneity alterations and cognitive function in obstructive sleep apnea before and after short-term continuous positive airway pressure treatment. Nat Sci Sleep 13:2221–2238

    Article  PubMed  PubMed Central  Google Scholar 

  26. Liu J, Cao L, Li H, Gao Y, Bu X, Liang K, et al. Abnormal resting-state functional connectivity in patients with obsessive-compulsive disorder: A systematic review and meta-analysis. Neuroscience and biobehavioral reviews. 2022:104574.

  27. Muller VI, Cieslik EC, Laird AR, Fox PT, Radua J, Mataix-Cols D et al (2018) Ten simple rules for neuroimaging meta-analysis. Neurosci Biobehav Rev 84:151–161

    Article  PubMed  Google Scholar 

  28. Tang S, Lu L, Zhang L, Hu X, Bu X, Li H et al (2018) Abnormal amygdala resting-state functional connectivity in adults and adolescents with major depressive disorder: A comparative meta-analysis. EBioMedicine 36:436–445

    Article  PubMed  PubMed Central  Google Scholar 

  29. Radua J, Mataix-Cols D, Phillips ML, El-Hage W, Kronhaus DM, Cardoner N et al (2012) A new meta-analytic method for neuroimaging studies that combines reported peak coordinates and statistical parametric maps. Eur Psychiatry 27(8):605–611

    Article  CAS  PubMed  Google Scholar 

  30. Radua J, Mataix-Cols D (2009) Voxel-wise meta-analysis of grey matter changes in obsessive-compulsive disorder. Br J Psychiatry 195(5):393–402

    Article  PubMed  Google Scholar 

  31. Radua J, Rubia K, Canales-Rodriguez EJ, Pomarol-Clotet E, Fusar-Poli P, Mataix-Cols D (2014) Anisotropic kernels for coordinate-based meta-analyses of neuroimaging studies. Front Psych 5:13

    Google Scholar 

  32. Zhou C, Li J, Dong M, Ping L, Lin H, Wang Y et al (2021) Altered white matter microstructures in type 2 diabetes mellitus: a coordinate-based meta-analysis of diffusion tensor imaging studies. Front Endocrinol (Lausanne) 12:658198

    Article  PubMed  Google Scholar 

  33. Gong J, Wang J, Luo X, Chen G, Huang H, Huang R et al (2020) Abnormalities of intrinsic regional brain activity in first-episode and chronic schizophrenia: a meta-analysis of resting-state functional MRI. J Psychiatry Neurosci 45(1):55–68

    Article  PubMed  Google Scholar 

  34. Tahmasian M, Noori K, Samea F, Zarei M, Spiegelhalder K, Eickhoff SB et al (2018) A lack of consistent brain alterations in insomnia disorder: an activation likelihood estimation meta-analysis. Sleep Med Rev 42:111–118

    Article  PubMed  PubMed Central  Google Scholar 

  35. Jiang B, He D, Guo Z, Gao Z (2019) Effect-size seed-based d mapping of resting-state fMRI for persistent insomnia disorder. Sleep Breathing 24(2):653–659

    Article  PubMed  Google Scholar 

  36. Ma X, Liu J, Liu T, Ma L, Wang W, Shi S et al (2019) Altered resting-state functional activity in medication-naive patients with first-episode major depression disorder vs healthy control: a quantitative meta-analysis. Front Behav Neurosci 13:89

    Article  PubMed  PubMed Central  Google Scholar 

  37. Wang J, Zhang JR, Zang YF, Wu T. Consistent decreased activity in the putamen in Parkinson's disease: a meta-analysis and an independent validation of resting-state fMRI. GigaScience. 2018;7(6).

  38. Liu J, Li Y, Yang X, Xu H, Ren J, Zhou P (2021) Regional spontaneous neural activity alterations in type 2 diabetes mellitus: a meta-analysis of resting-state functional MRI studies. Front Aging Neurosci 13:678359

    Article  PubMed  PubMed Central  Google Scholar 

  39. Moher D, Liberati A, Tetzlaff J, Altman DG, Group TP (2009) Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. J Clin Epidemiol 62(10):1006–1012

    Article  Google Scholar 

  40. Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gotzsche PC, Ioannidis JP et al (2009) The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration. BMJ 339:b2700

    Article  PubMed  PubMed Central  Google Scholar 

  41. Moher, David, Liberati, Alessandro, Tetzlaff, Jennifer, et al. Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement. PLoS Medicine. 2009.

  42. Albajes-Eizagirre A, Solanes A, Vieta E, Radua J (2019) Voxel-based meta-analysis via permutation of subject images (PSI): Theory and implementation for SDM. Neuroimage 186:174–184

    Article  PubMed  Google Scholar 

  43. Gao X, Zhang W, Yao L, Xiao Y, Liu L, Liu J et al (2018) Association between structural and functional brain alterations in drug-free patients with schizophrenia: a multimodal meta-analysis. J Psychiatry Neurosci 43(2):131–142

    Article  PubMed  Google Scholar 

  44. Qing X, Gu L, Li D (2021) Abnormalities of localized connectivity in obsessive-compulsive disorder: a voxel-wise meta-analysis. Front Hum Neurosci 15:739175

    Article  PubMed  PubMed Central  Google Scholar 

  45. Yao L, Yang C, Zhang W, Li S, Li Q, Chen L et al (2021) A multimodal meta-analysis of regional structural and functional brain alterations in type 2 diabetes. Front Neuroendocrinol 62:100915

    Article  PubMed  Google Scholar 

  46. Dai XJ, Peng DC, Gong HH, Wan AL, Nie X, Li HJ et al (2014) Altered intrinsic regional brain spontaneous activity and subjective sleep quality in patients with chronic primary insomnia: a resting-state fMRI study. Neuropsychiatr Dis Treat 10:2163–2175

    Article  PubMed  PubMed Central  Google Scholar 

  47. Wang T, Li S, Jiang G, Lin C, Li M, Ma X et al (2016) Regional homogeneity changes in patients with primary insomnia. Eur Radiol 26(5):1292–1300

    Article  PubMed  Google Scholar 

  48. Dai XJ, Nie X, Liu X, Pei L, Jiang J, Peng DC et al (2016) Gender differences in regional brain activity in patients with chronic primary insomnia: evidence from a resting-state fMRI study. J Clin Sleep Med 12(3):363–374

    Article  PubMed  PubMed Central  Google Scholar 

  49. Li C, Ma X, Dong M, Yin Y, Hua K, Li M et al (2016) Abnormal spontaneous regional brain activity in primary insomnia: a resting-state functional magnetic resonance imaging study. Neuropsychiatr Dis Treat 12:1371–1378

    PubMed  PubMed Central  Google Scholar 

  50. Ran Q, Chen J, Li C, Wen L, Yue F, Shu T et al (2017) Abnormal amplitude of low-frequency fluctuations associated with rapid-eye movement in chronic primary insomnia patients. Oncotarget 8(49):84877–84888

    Article  PubMed  PubMed Central  Google Scholar 

  51. Wang YK, Shi XH, Wang YY, Zhang X, Liu HY, Wang XT et al (2020) Evaluation of the age-related and gender-related differences in patients with primary insomnia by fractional amplitude of low-frequency fluctuation: a resting-state functional magnetic resonance imaging study. Medicine 99(3):e18786

    Article  PubMed  PubMed Central  Google Scholar 

  52. Zhao B, Bi Y, Li L, Zhang J, Hong Y, Zhang L et al (2020) The instant spontaneous neuronal activity modulation of transcutaneous auricular vagus nerve stimulation on patients with primary insomnia. Front Neurosci 14:205

    Article  PubMed  PubMed Central  Google Scholar 

  53. Feng Y, Fu S, Li C, Ma X, Wu Y, Chen F et al (2022) Interaction of gut microbiota and brain function in patients with chronic insomnia: a regional homogeneity study. Front Neurosci 15:804843

    Article  PubMed  PubMed Central  Google Scholar 

  54. Santarnecchi E, Sicilia I, Richiardi J, Vatti G, Polizzotto NR, Marino D et al (2013) Altered cortical and subcortical local coherence in obstructive sleep apnea: a functional magnetic resonance imaging study. J Sleep Res 22(3):337–347

    Article  PubMed  Google Scholar 

  55. Peng DC, Dai XJ, Gong HH, Li HJ, Nie X, Zhang W (2014) Altered intrinsic regional brain activity in male patients with severe obstructive sleep apnea: a resting-state functional magnetic resonance imaging study. Neuropsychiatr Dis Treat 10:1819–1826

    PubMed  PubMed Central  Google Scholar 

  56. Li HJ, Dai XJ, Gong HH, Nie X, Zhang W, Peng DC (2015) Aberrant spontaneous low-frequency brain activity in male patients with severe obstructive sleep apnea revealed by resting-state functional MRI. Neuropsychiatr Dis Treat 11:207–214

    CAS  PubMed  PubMed Central  Google Scholar 

  57. Kang D, Qin Z, Wang W, Zheng Y, Hu H, Bao Y et al (2020) Brain functional changes in tibetan with obstructive sleep apnea hypopnea syndrome: a resting state fMRI study. Medicine 99(7):e18957

    Article  PubMed  PubMed Central  Google Scholar 

  58. Qin Z, Kang D, Feng X, Kong D, Wang F, Bao H (2020) Resting-state functional magnetic resonance imaging of high altitude patients with obstructive sleep apnoea hypopnoea syndrome. Sci Rep 10(1):15546

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  59. Zhou L, Shan X, Peng Y, Liu G, Guo W, Luo H et al (2020) Reduced regional homogeneity and neurocognitive impairment in patients with moderate-to-severe obstructive sleep apnea. Sleep Med 75:418–427

    Article  PubMed  Google Scholar 

  60. Bai J, Wen H, Tai J, Peng Y, Li H, Mei L et al (2021) Altered spontaneous brain activity related to neurologic and sleep dysfunction in children with obstructive sleep apnea syndrome. Front Neurosci 15:595412

    Article  PubMed  PubMed Central  Google Scholar 

  61. Santarnecchi E, Sprugnoli G, Sicilia I, Dukart J, Neri F, Romanella SM, et al. Thalamic altered spontaneous activity and connectivity in obstructive sleep apnea syndrome. J Neuroimaging. 2021.

  62. Riemann D, Spiegelhalder K, Feige B, Voderholzer U, Berger M, Perlis M et al (2010) The hyperarousal model of insomnia: a review of the concept and its evidence. Sleep Med Rev 14(1):19–31

    Article  PubMed  Google Scholar 

  63. Sha Z, Wager TD, Mechelli A, He Y (2019) Common dysfunction of large-scale neurocognitive networks across psychiatric disorders. Biol Psychiat 85(5):379–388

    Article  PubMed  Google Scholar 

  64. Regen W, Kyle SD, Nissen C, Feige B, Baglioni C, Hennig J et al (2016) Objective sleep disturbances are associated with greater waking resting-state connectivity between the retrosplenial cortex/ hippocampus and various nodes of the default mode network. J Psychiatry Neurosci 41(5):295–303

    Article  PubMed  PubMed Central  Google Scholar 

  65. Cai W, Zhao M, Liu J, Liu B, Yu D, Yuan K. Right arcuate fasciculus and superior longitudinal fasciculus abnormalities in primary insomnia. Brain imaging and behavior. 2019.

  66. Pisner DA, Shumake J, Beevers CG, Schnyer DM (2019) The superior longitudinal fasciculus and its functional triple-network mechanisms in brooding. NeuroImage Clin 24:101935

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  67. Sanjari Moghaddam H, Mohammadi E, Dolatshahi M, Mohebi F, Ashrafi A, Khazaie H et al (2021) White matter microstructural abnormalities in primary insomnia: a systematic review of diffusion tensor imaging studies. Prog Neuropsychopharmacol Biol Psychiatry 105:110132

    Article  PubMed  Google Scholar 

  68. Hu X, Liu Q, Li B, Tang W, Sun H, Li F et al (2016) Multivariate pattern analysis of obsessive-compulsive disorder using structural neuroanatomy. Eur Neuropsychopharmacol 26(2):246–254

    Article  CAS  PubMed  Google Scholar 

  69. Ramnani N (2012) Frontal lobe and posterior parietal contributions to the cortico-cerebellar system. Cerebellum 11(2):366–383

    Article  PubMed  Google Scholar 

  70. Schmahmann JD, Weilburg JB, Sherman JC (2007) The neuropsychiatry of the cerebellum—insights from the clinic. Cerebellum 6(3):254–267

    Article  PubMed  Google Scholar 

  71. Hampshire A, Chamberlain SR, Monti MM, Duncan J, Owen AM (2010) The role of the right inferior frontal gyrus: inhibition and attentional control. Neuroimage 50(3):1313–1319

    Article  PubMed  Google Scholar 

  72. Marklund P, Persson J (2012) Context-dependent switching between proactive and reactive working memory control mechanisms in the right inferior frontal gyrus. Neuroimage 63(3):1552–1560

    Article  PubMed  Google Scholar 

  73. Wang S, Wang H, Liu X, Yan W, Wang M, Zhao R. A resting-state functional MRI study in patients with vestibular migraine during interictal period. Acta neurologica Belgica. 2021.

  74. Jiang CG, Zhang T, Yue FG, Yi ML, Gao D (2013) Efficacy of repetitive transcranial magnetic stimulation in the treatment of patients with chronic primary insomnia. Cell Biochem Biophys 67(1):169–173

    Article  CAS  PubMed  Google Scholar 

  75. Arens R, Sin S, Nandalike K, Rieder J, Khan UI, Freeman K et al (2011) Upper airway structure and body fat composition in obese children with obstructive sleep apnea syndrome. Am J Respir Crit Care Med 183(6):782–787

    Article  PubMed  Google Scholar 

  76. Drager LF, Togeiro SM, Polotsky VY, Lorenzi-Filho G (2013) Obstructive sleep apnea: a cardiometabolic risk in obesity and the metabolic syndrome. J Am Coll Cardiol 62(7):569–576

    Article  PubMed  PubMed Central  Google Scholar 

  77. Inge T, King W, Jenkins T, Courcoulas A, Mitsnefes M, Flum D et al (2013) The effect of obesity in adolescence on adult health status. Pediatrics 132(6):1098–1104

    Article  PubMed  PubMed Central  Google Scholar 

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Acknowledgements

This study was supported by the Key Research and Development Plan of Jining City (2021YXNS024), the Medical and Health Science and Technology Development Plan of Shandong Province (202003061210), the Cultivation Plan of High-level Scientific Research Projects of Jining Medical University (JYGC2021KJ006), the National Natural Science Foundation of China (81901358), the Natural Science Foundation of Shandong Province (ZR2019BH001 and ZR2021YQ55), the Young Taishan Scholars of Shandong Province (tsqn201909146), and the Supporting Fund for Teachers’ Research of Jining Medical University (600903001).

Funding

Key Research and Development Plan of Jining City, 2021YXNS024, Cong Zhou, Medical and Health Science and Technology Development Plan of Shandong Province, 202003061210, Cong Zhou, Cultivation Plan of High-level Scientific Research Projects of Jining Medical University, JYGC2021KJ006, Cong Zhou, National Natural Science Foundation of China, 81901358, Hao Yu, Natural Science Foundation of Shandong Province, ZR2019BH001, Hao Yu,ZR2021YQ55, Hao Yu, Taishan Scholar Foundation of Shandong Province, tsqn201909146, Hao Yu, Supporting Fund for Teachers’ Research of Jining Medical University, 600903001, Cong Zhou

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Duan, W., Liu, X., Ping, L. et al. Distinct functional brain abnormalities in insomnia disorder and obstructive sleep apnea. Eur Arch Psychiatry Clin Neurosci 273, 493–509 (2023). https://doi.org/10.1007/s00406-022-01485-7

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