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Altered white matter structural connectivity in primary Sjögren’s syndrome: a link-based analysis

  • Functional Neuroradiology
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Abstract

Purpose

Cognitive impairment has been revealed in primary Sjögren’s syndrome (pSS). However, the underlying white matter structural connectivity (SC) changes have not been studied. This study aimed to investigate the altered white matter brain network in patients with pSS using diffusion tensor imaging (DTI).

Methods

Forty-one pSS patients and sixty matched healthy controls (HCs) underwent neuropsychological tests and the subsequent MRI examinations. The clinical data were gathered from the medical record. The structural brain network was established using DTI, and a link-based comparison was performed between patients with pSS and HCs (false discovery rate correction, P < 0.05). Furthermore, the mean fractional anisotropy (FA) of the altered SCs was correlated with the neuropsychological tests and clinical data in patients with pSS (Bonferroni correction, P < 0.05).

Results

Compared with HCs, patients with pSS mainly exhibited decreased SC in the frontal and parietal lobes and some parts of the temporal and occipital lobes. In addition, increased SC was found between the right caudate nucleus and right median cingulate/paracingulate gyri. Specifically, the reduced SC between the left middle temporal gyrus and left middle occipital gyrus was negatively correlated with white matter high signal intensity (WMH).

Conclusions

Patients with pSS showed diffusely decreased SC mainly in the frontoparietal network and exhibited a negative correlation between the reduced SC and WMH. SC represents a potential biomarker for preclinical brain impairment in patients with pSS.

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Abbreviations

MRI:

Magnetic resonance imaging

pSS:

Primary Sjögren’s syndrome

DTI:

Diffusion tensor imaging

SC:

Structural connectivity

References

  1. Nocturne G, Mariette X (2013) Advances in understanding the pathogenesis of primary Sjogren’s syndrome. Nat Rev Rheumatol 9(9):544–556. https://doi.org/10.1038/nrrheum.2013.110

    Article  CAS  PubMed  Google Scholar 

  2. Soliotis FC, Mavragani CP, Moutsopoulos HM (2014) Central nervous system involvement in Sjogren’s syndrome. Ann Rheum Dis 63(6):616–620. https://doi.org/10.1136/ard.2003.019497

    Article  Google Scholar 

  3. Koçer B, Tezcan ME, Batur HZ, Haznedaroğlu Ş, Göker B, İrkeç C, Çetinkaya R (2016) Cognition, depression, fatigue, and quality of life in primary Sjögren’s syndrome: correlations. Brain Behav 6(12):e00586. https://doi.org/10.1002/brb3.586

    Article  PubMed  PubMed Central  Google Scholar 

  4. Mekinian A, Tennenbaum J, Lahuna C, Dellal A, Belfeki N, Capron J, Januel E, Stankoff B, Alamowitch S, Fain O (2020) Primary Sjögren’s syndrome: central and peripheral nervous system involvements. Clin Exp Rheumatol 38 Suppl 126(4):103–109. Epub 2020 Oct 22.

  5. Akasbi M, Berenguer J, Saiz A, Brito-Zerón P, Pérez-De-Lis M, Bové A, Diaz-Lagares C, Retamozo S, Blanco Y, Perez-Alvarez R, Bosch X, Sisó A, Graus F, Ramos-Casals M (2012) White matter abnormalities in primary Sjögren syndrome. QJM 105(5):433–443. https://doi.org/10.1093/qjmed/hcr218

    Article  CAS  PubMed  Google Scholar 

  6. Tzarouchi LC, Tsifetaki N, Konitsiotis S, Zikou A, Astrakas L, Drosos A, Argyropoulou MI (2011) CNS involvement in primary Sjogren syndrome: assessment of gray and white matter changes with MRI and voxel-based morphometry. AJR Am J Roentgenol 197(5):1207–1212. https://doi.org/10.2214/AJR.10.5984

    Article  PubMed  Google Scholar 

  7. Lauvsnes MB, Beyer MK, Appenzeller S, Greve OJ, Harboe E, Gøransson LG, Tjensvoll AB, Omdal R (2014) Loss of cerebral white matter in primary Sjögren’s syndrome: a controlled volumetric magnetic resonance imaging study. Eur J Neurol 21(10):1324–1329. https://doi.org/10.1111/ene.12486

    Article  CAS  PubMed  Google Scholar 

  8. Lauvsnes MB, Beyer MK, Kvaløy JT, Greve OJ, Appenzeller S, Kvivik I, Harboe E, Tjensvoll AB, Gøransson LG, Omdal R (2014) Association of hippocampal atrophy with cerebrospinal fluid antibodies against the NR2 subtype of the N-methyl-D-aspartate receptor in patients with systemic lupus erythematosus and patients with primary Sjögren’s syndrome. Arthritis Rheumatol 66(12):3387–3394. https://doi.org/10.1002/art.38852

    Article  CAS  PubMed  Google Scholar 

  9. Segal BM, Mueller BA, Zhu X, Prosser R, Pogatchnik B, Holker E, Carpenter AF, Lim KO (2010) Disruption of brain white matter microstructure in primary Sjögren’s syndrome: evidence from diffusion tensor imaging. Rheumatology (Oxford) 49(8):1530–1539. https://doi.org/10.1093/rheumatology/keq070

    Article  Google Scholar 

  10. Tzarouchi LC, Zikou AK, Tsifetaki N, Astrakas LG, Konitsiotis S, Voulgari P, Drosos A, Argyropoulou MI (2014) White matter water diffusion changes in primary Sjögren syndrome. AJNR Am J Neuroradiol 35(4):680–685. https://doi.org/10.3174/ajnr.A3756

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Andrianopoulou A, Zikou AK, Astrakas LG, Gerolymatou N, Xydis V, Voulgari P, Kiortsis DN, Argyropoulou MI (2020) Functional connectivity and microstructural changes of the brain in primary Sjögren syndrome: the relationship with depression. Acta Radiol 61(12):1684–1694. https://doi.org/10.1177/0284185120909982

    Article  PubMed  Google Scholar 

  12. Xing W, Shi W, Leng Y, Sun X, Guan T, Liao W, Wang X (2018) Resting-state fMRI in primary Sjögren syndrome. Acta Radiol 59(9):1091–1096. https://doi.org/10.1177/0284185117749993

    Article  PubMed  Google Scholar 

  13. Zhang XD, Zhao LR, Zhou JM, Su YY, Ke J, Cheng Y, Li JL, Shen W (2020) Altered hippocampal functional connectivity in primary Sjögren syndrome: a resting-state fMRI study. Lupus 29(5):446–454. https://doi.org/10.1177/0961203320908936

    Article  PubMed  Google Scholar 

  14. Zhang XD, Ke J, Li JL, Su YY, Zhou JM, Zhao LR, Huang LX, Cheng Y, Shen W (2021) Different cerebral functional segregation in Sjogren’s syndrome with or without systemic lupus erythematosus revealed by amplitude of low-frequency fluctuation. Acta Radiol 20:2841851211032441. https://doi.org/10.1177/02841851211032441

    Article  Google Scholar 

  15. Sporns O, Tononi G, Kötter R (2005) The human connectome: a structural description of the human brain. PLoS Comput Biol 1(4):e42. https://doi.org/10.1371/journal.pcbi.0010042

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. de Lange SC, Scholtens LH, Alzheimer’s Disease Neuroimaging Initiative, van den Berg LH, Boks MP, Bozzali M, Cahn W, Dannlowski U, Durston S, Geuze E, van Haren NEM, Hillegers MHJ, Koch K, Jurado MÁ, Mancini M, Marqués-Iturria I, Meinert S, Ophoff RA, Reess TJ, Repple J, Kahn RS, van den Heuvel MP, (2019) Shared vulnerability for connectome alterations across psychiatric and neurological brain disorders. Nat Hum Behav 3(9):988–998. https://doi.org/10.1038/s41562-019-0659-6

    Article  PubMed  Google Scholar 

  17. Sierk A, Daniels JK, Manthey A, Kok JG, Leemans A, Gaebler M, Lamke JP, Kruschwitz J, Walter H (2018) White matter network alterations in patients with depersonalization/derealization disorder. J Psychiatry Neurosci 43(5):347–357. https://doi.org/10.1503/jpn.170110

    Article  PubMed  PubMed Central  Google Scholar 

  18. Zhang LJ, Zheng G, Zhang L, Zhong J, Wu S, Qi R, Li Q, Wang L, Lu G (2012) Altered brain functional connectivity in patients with cirrhosis and minimal hepatic encephalopathy: a functional MR imaging study. Radiology 265(2):528–536. http:// doi.org/ https://doi.org/10.1148/radiol.12120185.

  19. Shiboski CH, Shiboski SC, Seror R, Criswell LA, Labetoulle M, Lietman TM, Rasmussen A, Scofield H, Vitali C, Bowman SJ, Mariette X; International Sjögren’s Syndrome Criteria Working Group (2017) 2016 American College of Rheumatology/European League Against Rheumatism classification criteria for primary Sjogren’s syndrome: a consensus and data-driven methodology involving three international patient cohorts. Ann Rheum Dis 69(1):35–45. https://doi.org/10.1002/art.39859

    Article  Google Scholar 

  20. Fazekas F, Chawluk JB, Alavi A, Hurtig HI, Zimmerman RA (1987) MR signal abnormalities at 1.5 T in Alzheimer’s dementia and normal aging. AJR Am J Roentgenol 149(2):351–356. https://doi.org/10.2214/ajr.149.2.351.

  21. Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15(1):273–289. https://doi.org/10.1006/nimg.2001.0978

    Article  CAS  PubMed  Google Scholar 

  22. Li SJ, Wang Y, Qian L, Liu G, Liu SF, Zou LP, Zhang JS, Hu N, Chen XQ, Yu SY, Guo SL, Li K, He MW, Wu HT, Qiu JX, Zhang L, Wang YL, Lou X, Ma L (2018) Alterations of white matter connectivity in preschool children with autism spectrum disorder. Radiology 288(1):209–217. https://doi.org/10.1148/radiol.2018170059

    Article  PubMed  Google Scholar 

  23. Wang Y, Deng F, Jia Y, Wang J, Zhong S, Huang H, Chen L, Chen G, Hu H, Huang L, Huang R (2019) Disrupted rich club organization and structural brain connectome in unmedicated bipolar disorder. Psychol Med 49(3):510–518. https://doi.org/10.1017/S0033291718001150

    Article  PubMed  Google Scholar 

  24. Lim KO, Helpern JA (2002) Neuropsychiatric applications of DTI — a review. NMR Biomed 15(7–8):587–593. https://doi.org/10.1002/nbm.789

    Article  CAS  PubMed  Google Scholar 

  25. Gong G, Rosa-Neto P, Carbonell F, Chen ZJ, He Y, Evans AC (2009) Age- and gender-related differences in the cortical anatomical network. J Neurosci 29(50):15684–15693. https://doi.org/10.1523/JNEUROSCI.2308-09.2009

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  26. Davies K, Mirza K, Tarn J, Howard-Tripp N, Bowman SJ, Lendrem D, Primary UK, Sjögren’s Syndrome Registry, Ng WF, (2019) Fatigue in primary Sjögren’s syndrome (pSS) is associated with lower levels of proinflammatory cytokines: a validation study. Rheumatol Int 39(11):1867–1873. https://doi.org/10.1007/s00296-019-04354-0

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Pierpaoli C, Barnett A, Pajevic S, Chen R, Penix LR, Virta A, Basser P (2001) Water diffusion changes in Wallerian degeneration and their dependence on white matter architecture. Neuroimage 13(6 Pt 1):1174–1185. https://doi.org/10.1006/nimg.2001.0765

    Article  CAS  PubMed  Google Scholar 

  28. Estiasari R, Matsushita T, Masaki K, Akiyama T, Yonekawa T, Isobe N, Kira J (2012) Comparison of clinical, immunological and neuroimaging features between anti-aquaporin-4 antibody-positive and antibody-negative Sjogren’s syndrome patients with central nervous system manifestations. Mult Scler 18(6):807–816. https://doi.org/10.1177/1352458511431727 (Epub 2012 Jan 30 PMID: 22291033)

    Article  CAS  PubMed  Google Scholar 

  29. Alexander EL, Neurologic disease in Sjögren’s syndrome: mononuclear inflammatory vasculopathy affecting central, peripheral nervous system and muscle, (1993) A clinical review and update of immunopathogenesis. Rheum Dis Clin North Am 19(4):869–908

    Article  CAS  Google Scholar 

  30. Retamozo S, Flores-Chavez A, Consuegra-Fernández M, Lozano F, Ramos-Casals M, Brito-Zerón P (2018) Cytokines as therapeutic targets in primary Sjögren syndrome. Pharmacol Ther 184:81–97. https://doi.org/10.1016/j.pharmthera.2017.10.019

    Article  CAS  PubMed  Google Scholar 

  31. Le Guern V, Belin C, Henegar C, Moroni C, Maillet D, Lacau C, Dumas JL, Vigneron N, Guillevin L (2010) Cognitive function and 99mTc-ECD brain SPECT are significantly correlated in patients with primary Sjogren syndrome: a case-control study. Ann Rheum Dis 69(1):132–137. https://doi.org/10.1136/ard.2008.090811

    Article  PubMed  Google Scholar 

  32. Reginold W, Sam K, Poublanc J, Fisher J, Crawley A, Mikulis DJ (2018) Impact of white matter hyperintensities on surrounding white matter tracts. Neuroradiology 60(9):933–944. https://doi.org/10.1007/s00234-018-2053-x

    Article  PubMed  Google Scholar 

  33. Tullberg M, Fletcher E, DeCarli C, Mungas D, Reed BR, Harvey DJ, Weiner MW, Chui HC, Jagust WJ (2004) White matter lesions impair frontal lobe function regardless of their location. Neurology 63(2):246–253. https://doi.org/10.1212/01.wnl.0000130530.55104.b5

    Article  CAS  PubMed  Google Scholar 

  34. Chen H, Huang L, Yang D, Ye Q, Guo M, Qin R, Luo C, Li M, Ye L, Zhang B, Xu Y (2019) Nodal Global Efficiency in Front-Parietal Lobe Mediated Periventricular White Matter Hyperintensity (PWMH)-Related Cognitive Impairment. Front Aging Neurosci 11:347. https://doi.org/10.3389/fnagi.2019.00347

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. Meijer KA, Steenwijk MD, Douw L, Schoonheim MM, Geurts JJG (2020) Long-range connections are more severely damaged and relevant for cognition in multiple sclerosis. Brain 143(1):150–160. https://doi.org/10.1093/brain/awz355

    Article  PubMed  Google Scholar 

  36. Lee SH, Niznikiewicz M, Asami T, Otsuka T, Salisbury DF, Shenton ME, McCarley RW (2016) Initial and progressive gray matter abnormalities in insular gyrus and temporal pole in first-episode schizophrenia contrasted with first-episode affective psychosis. Schizophr Bull 42(3):790–801. https://doi.org/10.1093/schbul/sbv177

    Article  PubMed  Google Scholar 

  37. Wisniewski I, Wendling AS, Manning L, Steinhoff BJ (2012) Visuo-spatial memory tests in right temporal lobe epilepsy foci: clinical validity. Epilepsy Behav 23(3):254–260. https://doi.org/10.1016/j.yebeh.2011.12.006

    Article  PubMed  Google Scholar 

  38. De Benedictis A, Duffau H, Paradiso B, Grandi E, Balbi S, Granieri E, Colarusso E, Chioffi F, Marras CE, Sarubbo S (2014) Anatomo-functional study of the temporo-parieto-occipital region: dissection, tractographic and brain mapping evidence from a neurosurgical perspective. J Anat 225(2):132–151. https://doi.org/10.1111/joa.12204

    Article  PubMed  PubMed Central  Google Scholar 

  39. Acheson A, Robinson JL, Glahn DC, Lovallo WR, Fox PT (2009) Differential activation of the anterior cingulate cortex and caudate nucleus during a gambling simulation in persons with a family history of alcoholism: studies from the Oklahoma Family Health Patterns Project. Drug Alcohol Depend 100(1–2):17–23. https://doi.org/10.1016/j.drugalcdep.2008.08.019

    Article  PubMed  Google Scholar 

  40. Martínez S, Cáceres C, Mataró M, Escudero D, Latorre P, Dávalos A (2010) Is there progressive cognitive dysfunction in Sjögren syndrome? A preliminary study Acta Neurol Scand 122(3):182–188. https://doi.org/10.1111/j.1600-0404.2009.01293.x

    Article  PubMed  Google Scholar 

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Funding

This study was supported by the National Natural Science Foundation of China (No: 81701679 to X. D. Zhang and No: 62176181 to J. H. Xu), Natural Science Foundation of Tianjin (19JCQNJC09800 to X. D. Zhang), and Tianjin Key Medical Discipline (Specialty) Construction Project.

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All the authors participated in the conception and design, execution, data analysis and interpretation, drafting and revising of the manuscript, and approval of the final version.

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Correspondence to Jun-Hai Xu or Yue Cheng.

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All procedures performed in our studies involving human participants were in accordance with the ethical standards of the medical research committee and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

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Zhang, XD., Li, JL., Zhou, JM. et al. Altered white matter structural connectivity in primary Sjögren’s syndrome: a link-based analysis. Neuroradiology 64, 2011–2019 (2022). https://doi.org/10.1007/s00234-022-02970-5

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