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Choroid plexus and perivascular space enlargement in neuropsychiatric systemic lupus erythematosus

Abstract

Choroid plexus (CP) enlargement is proposed as a marker of neuroinflammation in immune-mediated conditions. CP involvement has also been hypothesized in the immunopathology of systemic lupus erythematosus (SLE). We investigated whether CP enlargement occurs in SLE patients and its association with neuropsychiatric involvement. Additionally, we explored abnormalities along the glymphatic system in SLE patients through enlarged perivascular space (PVS) quantification. Clinical assessment and 3 Tesla brain dual-echo and T1-weighted MRI scans were obtained from 32 SLE patients and 32 sex and age-matched healthy controls (HC). CPs were manually segmented on 3D T1-weighted sequence and enlarged PVS (ePVS) were assessed through Potter’s score. Compared to HC, SLE patients showed higher normalized CP volume (nCPV) (p = 0.023), with higher CP enlargement in neuropsychiatric SLE (NPSLE) (n = 12) vs. non-NPSLE (p = 0.027) patients. SLE patients with antiphospholipid antibodies (APA) positivity (n = 18) had higher nCPV compared to HC (p = 0.012), while APA negative ones did not. SLE patients also had higher Potter’s score than HC (p < 0.001), with a tendency towards a higher number of basal ganglia ePVS in NPSLE vs. non-NPSLE patients. Using a random forest analysis, nCPV emerged as a significant predictor of NPSLE, together with T2-hyperintense white matter (WM) lesion volume (LV) and APA positivity (out-of-bag AUC 0.81). Our findings support the hypothesis of a role exerted by the CP in SLE physiopathology, especially in patients with neuropsychiatric involvement. The higher prevalence of ePVS in SLE patients, compared to HC, suggests the presence of glymphatic system impairment in this population.

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Fig. 1: Choroid plexus segmentation and between-group comparison.
Fig. 2: Enlarged perivascular space identification and Potter’s score distribution.
Fig. 3: Random forest informative predictors of neuropsychiatric involvement in patients with systemic lupus erythematosus (SLE).

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Data availability

The anonymized dataset used and analysed during the current study is available from the corresponding author on reasonable request.

References

  1. The American College of Rheumatology nomenclature and case definitions for neuropsychiatric lupus syndromes. Arthritis Rheum. 1999;42:599–608.

  2. Govoni M, Bortoluzzi A, Padovan M, Silvagni E, Borrelli M, Donelli F, et al. The diagnosis and clinical management of the neuropsychiatric manifestations of lupus. J Autoimmun. 2016;74:41–72.

    Article  CAS  PubMed  Google Scholar 

  3. Schwartz N, Stock AD, Putterman C. Neuropsychiatric lupus: new mechanistic insights and future treatment directions. Nat Rev Rheumatol. 2019;15:137–52.

    Article  PubMed  PubMed Central  Google Scholar 

  4. Jacob A, Hack B, Chen P, Quigg RJ, Alexander JJ. C5a/CD88 signaling alters blood-brain barrier integrity in lupus through NFκb. J Neurochem. 2011;119:1041–51.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Mahajan SD, Parikh NU, Woodruff TM, Jarvis JN, Lopez M, Hennon T, et al. C5a alters blood-brain barrier integrity in a human in vitro model of systemic lupus erythematosus. Immunology. 2015;146:130–43.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Abbott NJ, Mendonça LLF, Dolman DEM. The blood-brain barrier in systemic lupus erythematosus. Lupus. 2003;12:908–15.

    Article  CAS  PubMed  Google Scholar 

  7. Duarte-Delgado NP, Vásquez G, Ortiz-Reyes BL. Blood-brain barrier disruption and neuroinflammation as pathophysiological mechanisms of the diffuse manifestations of neuropsychiatric systemic lupus erythematosus. Autoimmun Rev. 2019;18:426–32.

    Article  CAS  PubMed  Google Scholar 

  8. Hanly JG, Legge A, Kamintsky L, Friedman A, Hashmi JA, Beyea SD, et al. Role of autoantibodies and blood-brain barrier leakage in cognitive impairment in systemic lupus erythematosus. Lupus Sci Med. 2022;9:e000668.

    Article  PubMed  PubMed Central  Google Scholar 

  9. Meeker RB, Williams K, Killebrew DA, Hudson LC. Cell trafficking through the choroid plexus. Cell Adhes Migr. 2012;6:390–6.

    Article  Google Scholar 

  10. Carlos TM, Clark RS, Franicola-Higgins D, Schiding JK, Kochanek PM. Expression of endothelial adhesion molecules and recruitment of neutrophils after traumatic brain injury in rats. J Leukoc Biol. 1997;61:279–85.

    Article  CAS  PubMed  Google Scholar 

  11. Steffen BJ, Breier G, Butcher EC, Schulz M, Engelhardt B. ICAM-1, VCAM-1, and MAdCAM-1 are expressed on choroid plexus epithelium but not endothelium and mediate binding of lymphocytes in vitro. Am J Pathol. 1996;148:1819–38.

    CAS  PubMed  PubMed Central  Google Scholar 

  12. Bergsland N, Dwyer MG, Jakimovski D, Tavazzi E, Benedict RHB, Weinstock-Guttman B, et al. Association of Choroid Plexus inflammation on MRI with clinical disability progression over 5 years in patients with multiple Sclerosis. Neurology. 2023;100:e911–e920.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  13. Fleischer V, Gonzalez-Escamilla G, Ciolac D, Albrecht P, Küry P, Gruchot J, et al. Translational value of choroid plexus imaging for tracking neuroinflammation in mice and humans. Proc Natl Acad Sci USA. 2021;118:e2025000118.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. Ricigliano VAG, Morena E, Colombi A, Tonietto M, Hamzaoui M, Poirion E, et al. Choroid plexus enlargement in inflammatory multiple Sclerosis: 3.0-T MRI and Translocator protein PET evaluation. Radiology. 2021;301:166–77.

    Article  PubMed  Google Scholar 

  15. Moore E, Huang MW, Reynolds CA, Macian F, Putterman C. Choroid Plexus-infiltrating T cells as drivers of murine neuropsychiatric lupus. Arthritis Rheumatol. 2022;74:1796–807.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Stock AD, Der E, Gelb S, Huang M, Weidenheim K, Ben-Zvi A, et al. Tertiary lymphoid structures in the choroid plexus in neuropsychiatric lupus. JCI insight. 2019;4:e124203.

    Article  PubMed  PubMed Central  Google Scholar 

  17. Vanarsa K, Sasidharan P, Duran V, Gokaraju S, Nidhi M, Titus ASCLS, et al. Aptamer-based screen of Neuropsychiatric Lupus Cerebrospinal fluid reveals potential biomarkers that overlap with the Choroid Plexus Transcriptome. Arthritis Rheumatol. 2022;74:1223–34.

    Article  CAS  PubMed  Google Scholar 

  18. Atkins CJ, Kondon J, Quismorio F, Friou G. The choroid plexus in systemic lupus erythematosus. Ann Rheum Dis. 1971;30:333.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. Duprez T, Nzeusseu A, Peeters A, Houssiau FA. Selective involvement of the choroid plexus on cerebral magnetic resonance images: a new radiological sign in patients with systemic lupus erythematosus with neurological symptoms. J Rheumatol. 2001;28:387–91.

    CAS  PubMed  Google Scholar 

  20. Gershwin ME, Hyman LR, Steinberg AD. The choroid plexus in CNS involvement of systemic lupus erythematosus. J Pediatr. 1975;87:588–90.

    Article  CAS  PubMed  Google Scholar 

  21. Iliff JJ, Wang M, Liao Y, Plogg BA, Peng W, Gundersen GA, et al. A paravascular pathway facilitates CSF flow through the brain parenchyma and the clearance of interstitial solutes, including amyloid β. Sci Transl Med. 2012;4:147ra111.

    Article  PubMed  PubMed Central  Google Scholar 

  22. Wardlaw JM, Benveniste H, Nedergaard M, Zlokovic BV, Mestre H, Lee H, et al. Perivascular spaces in the brain: anatomy, physiology and pathology. Nat Rev Neurol. 2020;16:137–53.

    Article  PubMed  Google Scholar 

  23. Granberg T, Moridi T, Brand JS, Neumann S, Hlavica M, Piehl F, et al. Enlarged perivascular spaces in multiple sclerosis on magnetic resonance imaging: a systematic review and meta-analysis. J Neurol. 2020;267:3199–212.

    Article  PubMed  PubMed Central  Google Scholar 

  24. Cacciaguerra L, Carotenuto A, Pagani E, Mistri D, Radaelli M, Martinelli V, et al. Magnetic resonance imaging evaluation of perivascular space abnormalities in Neuromyelitis Optica. Ann Neurol. 2022;92:173–83.

    Article  PubMed  PubMed Central  Google Scholar 

  25. Gertje EC, van Westen D, Panizo C, Mattsson-Carlgren N, Hansson O. Association of enlarged perivascular spaces and measures of small vessel and Alzheimer disease. Neurology. 2021;96:e193–e202.

    Article  CAS  PubMed  Google Scholar 

  26. Chen W, Song X, Zhang Y, Initiative AsDN. Assessment of the Virchow-Robin spaces in Alzheimer disease, mild cognitive impairment, and normal aging, using high-field MR imaging. AJNR Am J Neuroradiol. 2011;32:1490–5.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  27. Wuerfel J, Haertle M, Waiczies H, Tysiak E, Bechmann I, Wernecke KD, et al. Perivascular spaces-MRI marker of inflammatory activity in the brain? Brain. 2008;131:2332–40.

    Article  PubMed  Google Scholar 

  28. Wiseman SJ, Bastin ME, Jardine CL, Barclay G, Hamilton IF, Sandeman E, et al. Cerebral small vessel disease burden is increased in Systemic Lupus Erythematosus. Stroke. 2016;47:2722–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. Miyata M, Kakeda S, Iwata S, Nakayamada S, Ide S, Watanabe K, et al. Enlarged perivascular spaces are associated with the disease activity in systemic lupus erythematosus. Sci Rep. 2017;7:12566.

    Article  PubMed  PubMed Central  Google Scholar 

  30. Hochberg MC. Updating the American College of Rheumatology revised criteria for the classification of systemic lupus erythematosus. Arthritis Rheum. 1997;40:1725.

    Article  CAS  PubMed  Google Scholar 

  31. Petri M, Orbai A-M, Alarcón GS, Gordon C, Merrill JT, Fortin PR, et al. Derivation and validation of the Systemic Lupus International Collaborating Clinics classification criteria for systemic lupus erythematosus. Arthritis Rheum. 2012;64:2677–86.

    Article  PubMed  PubMed Central  Google Scholar 

  32. Bortoluzzi A, Scirè CA, Bombardieri S, Caniatti L, Conti F, De Vita S, et al. Development and validation of a new algorithm for attribution of neuropsychiatric events in systemic lupus erythematosus. Rheumatology. 2015;54:891–8.

    Article  CAS  PubMed  Google Scholar 

  33. Gladman DD, Ibañez D, Urowitz MB. Systemic lupus erythematosus disease activity index 2000. J Rheumatol. 2002;29:288–91.

    PubMed  Google Scholar 

  34. Mosca M, Bencivelli W, Vitali C, Carrai P, Neri R, Bombardieri S. The validity of the ECLAM index for the retrospective evaluation of disease activity in systemic lupus erythematosus. Lupus. 2000;9:445–50.

    Article  CAS  PubMed  Google Scholar 

  35. Yee C-S, Cresswell L, Farewell V, Rahman A, Teh L-S, Griffiths B, et al. Numerical scoring for the BILAG-2004 index. Rheumatology. 2010;49:1665–9.

    Article  PubMed  PubMed Central  Google Scholar 

  36. Urowitz MB, Gladman DD, Ibañez D, Fortin PR, Bae SC, Gordon C, et al. Evolution of disease burden over five years in a multicenter inception systemic lupus erythematosus cohort. Arthritis Care Res. 2012;64:132–7.

    Article  CAS  Google Scholar 

  37. Margoni M, Gueye M, Meani A, Pagani E, Moiola L, Preziosa P, et al. Choroid plexus enlargement in paediatric multiple sclerosis: clinical relevance and effect of sex. J Neurol Neurosurg Psychiatry. 2023;94:181–8.

    Article  PubMed  Google Scholar 

  38. Horsburgh A, Kirollos RW, Massoud TF. Bochdalek’s flower basket: applied neuroimaging morphometry and variants of choroid plexus in the cerebellopontine angles. Neuroradiology. 2012;54:1341–6.

    Article  PubMed  Google Scholar 

  39. Potter GM, Chappell FM, Morris Z, Wardlaw JM. Cerebral perivascular spaces visible on magnetic resonance imaging: development of a qualitative rating scale and its observer reliability. Cerebrovasc Dis. 2015;39:224–31.

    Article  PubMed  PubMed Central  Google Scholar 

  40. Kosmidis I, Firth D. Multinomial logit bias reduction via the Poisson log-linear model. Biometrika. 2011;98:755–9.

    Article  Google Scholar 

  41. Kursa MB, Rudnicki WR. Feature selection with the Boruta Package. J Stat Softw. 2010;36:1–13.

    Article  Google Scholar 

  42. Smith HR, Hansen CL, Rose R, Canoso RT. Autoimmune MRL-1 pr/1pr mice are an animal model for the secondary antiphospholipid syndrome. J Rheumatol. 1990;17:911–5.

    CAS  PubMed  Google Scholar 

  43. Simantov R, Lo SK, Gharavi A, Sammaritano LR, Salmon JE, Silverstein RL. Antiphospholipid antibodies activate vascular endothelial cells. Lupus. 1996;5:440–1.

    Article  CAS  PubMed  Google Scholar 

  44. Millward JM, Ramos Delgado P, Smorodchenko A, Boehmert L, Periquito J, Reimann HM, et al. Transient enlargement of brain ventricles during relapsing-remitting multiple sclerosis and experimental autoimmune encephalomyelitis. JCI insight. 2020;5:e140040.

    Article  PubMed  PubMed Central  Google Scholar 

  45. Karimy JK, Zhang J, Kurland DB, Theriault BC, Duran D, Stokum JA, et al. Inflammation-dependent cerebrospinal fluid hypersecretion by the choroid plexus epithelium in posthemorrhagic hydrocephalus. Nat Med. 2017;23:997–1003.

    Article  CAS  PubMed  Google Scholar 

  46. Cox JG, de Groot M, Cole JH, Williams SCR, Kempton MJ. A meta-analysis of structural MRI studies of the brain in systemic lupus erythematosus (SLE). Clin Rheumatol. 2023;42:319–26.

    Article  PubMed  Google Scholar 

  47. Hanly JG, Urowitz MB, Sanchez-Guerrero J, Bae SC, Gordon C, Wallace DJ, et al. Neuropsychiatric events at the time of diagnosis of systemic lupus erythematosus: an international inception cohort study. Arthritis Rheum. 2007;56:265–73.

    Article  CAS  PubMed  Google Scholar 

  48. Ricigliano VAG, Louapre C, Poirion E, Colombi A, Yazdan Panah A, Lazzarotto A, et al. Imaging characteristics of Choroid Plexuses in Presymptomatic Multiple Sclerosis: A retrospective study. Neurol Neuroimmunol Neuroinflamm. 2022;9:e200026.

    Article  PubMed  PubMed Central  Google Scholar 

  49. Li Y, Li M, Yang L, Qin W, Yang S, Yuan J, et al. The relationship between blood–brain barrier permeability and enlarged perivascular spaces: a cross-sectional study. Clin Interv Aging. 2019;14:871–8.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  50. Lindblom J, Mohan C, Parodis I. Biomarkers in neuropsychiatric systemic Lupus Erythematosus: A systematic literature review of the last decade. Brain Sci. 2022;12:192.

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Prof. Rocca and Prof Filippi had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis. -Concept and design: Preziosa, Rocca, Filippi. -Acquisition, analysis, or interpretation of data: All authors. -Drafting of the manuscript: Gueye, Preziosa, Margoni, Meani, Rocca, Filippi. -Critical revision of the manuscript for important intellectual content: All authors. -Statistical analysis: Meani. -Supervision: Rocca.

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Correspondence to Maria A. Rocca.

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Gueye, M., Preziosa, P., Ramirez, G.A. et al. Choroid plexus and perivascular space enlargement in neuropsychiatric systemic lupus erythematosus. Mol Psychiatry (2023). https://doi.org/10.1038/s41380-023-02332-4

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