[en] [en] BACKGROUND: Perivascular space (PVS) enlargement in ageing and Alzheimer's disease (AD) and the drivers of such a structural change in humans require longitudinal investigation. Elucidating the effects of demographic factors, hypertension, cerebrovascular dysfunction, and AD pathology on PVS dynamics could inform the role of PVS in brain health function as well as the complex pathophysiology of AD.
METHODS: We studied PVS in centrum semiovale (CSO) and basal ganglia (BG) computationally over three to four annual visits in 503 participants (255 females; meanage = 70.78 ± 5.78) of the ongoing observational multicentre "DZNE Longitudinal Cognitive Impairment and Dementia Study" (DELCODE) cohort. We analysed data from subjects who were cognitively unimpaired (n = 401), had amnestic mild cognitive impairment (n = 71), or had AD (n = 31). We used linear mixed-effects modelling to test for changes of PVS volumes in relation to cross-sectional and longitudinal age, as well as sex, years of education, hypertension, white matter hyperintensities, AD diagnosis, and cerebrospinal-fluid-derived amyloid (A) and tau (T) status (available for 46.71%; A-T-/A + T-/A + T + n = 143/48/39).
RESULTS: PVS volumes increased significantly over follow-ups (CSO: B = 0.03 [0.02, 0.05], p < 0.001; BG: B = 0.05 [0.03, 0.07], p < 0.001). PVS enlargement rates varied substantially across subjects and depended on the participant's age, white matter hyperintensities volumes, and amyloid and tau status. PVS volumes were higher across elderly participants, regardless of region of interest (CSO: B = 0.12 [0.02, 0.21], p = 0.017; BG: B = 0.19 [0.09, 0.28], p < 0.001). Faster BG-PVS enlargement related to lower baseline white matter hyperintensities volumes (ρspearman = -0.17, pFDR = 0.001) and was more pronounced in individuals who presented with combined amyloid and tau positivity versus negativity (A + T + > A-T-, pFDR = 0.004) or who were amyloid positive but tau negative (A + T + > A + T-, pFDR = 0.07). CSO-PVS volumes increased at a faster rate with amyloid positivity as compared to amyloid negativity (A + T-/A + T + > A-T-, pFDR = 0.021).
CONCLUSION: Our longitudinal evidence supports the relevance of PVS enlargement in presumably healthy ageing as well as in AD pathology. We further discuss the region-specific involvement of white matter hyperintensities and neurotoxic waste accumulation in PVS enlargement and the possibility of additional factors contributing to PVS progression. A comprehensive understanding of PVS dynamics could facilitate the understanding of pathological cascades and might inform targeted treatment strategies.
TRIAL REGISTRATION: German Clinical Trials Register DRKS00007966. Registered 04.05.2015 - retrospectively registered, https://drks.de/search/en/trial/DRKS00007966 .
Disciplines :
Neurology
Author, co-author :
Menze, Inga; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany. inga.menze@dzne.de ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany. inga.menze@dzne.de
Bernal, Jose; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany ; Centre for Clinical Brain Sciences, The University of Edinburgh, 49 Little France Crescent, Edinburgh, EH16 4SB, UK ; UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh Bioquarter, 49 Little France Crescent, Edinburgh Bioquarter, Edinburgh, EH16 4SB, UK
Kaya, Pinar; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Aki, Çağla; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Pfister, Malte; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Geisendörfer, Jonas; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Yakupov, Renat; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
Coello, Roberto Duarte; Centre for Clinical Brain Sciences, The University of Edinburgh, 49 Little France Crescent, Edinburgh, EH16 4SB, UK ; UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh Bioquarter, 49 Little France Crescent, Edinburgh Bioquarter, Edinburgh, EH16 4SB, UK
Valdés-Hernández, Maria D C; Centre for Clinical Brain Sciences, The University of Edinburgh, 49 Little France Crescent, Edinburgh, EH16 4SB, UK ; UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh Bioquarter, 49 Little France Crescent, Edinburgh Bioquarter, Edinburgh, EH16 4SB, UK
HENEKA, Michael ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Brosseron, Frederic; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany
Schmid, Matthias C; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Institute for Medical Biometry, Informatics and Epidemiology, University Hospital Bonn, Venusberg-Campus 1, Bonn, 53127, Germany
Glanz, Wenzel; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
Incesoy, Enise I; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany ; Department of Psychiatry and Psychotherapy, University Hospital Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
Butryn, Michaela; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
Rostamzadeh, Ayda; Department of Psychiatry, Medical Faculty, University of Cologne, Kerpener Strasse 62, Cologne, 50924, Germany
Meiberth, Dix; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Department of Psychiatry, Medical Faculty, University of Cologne, Kerpener Strasse 62, Cologne, 50924, Germany
Peters, Oliver; German Centre for Neurodegenerative Diseases (DZNE), Charitéplatz 1, Berlin, 10117, Germany ; Institute of Psychiatry and Psychotherapy, Freie Universität Berlin and Humboldt-Universität zu Berlin, Hindenburgdamm 30, Berlin, 12203, Germany
Preis, Lukas; Institute of Psychiatry and Psychotherapy, Freie Universität Berlin and Humboldt-Universität zu Berlin, Hindenburgdamm 30, Berlin, 12203, Germany
Lammerding, Dominik; Institute of Psychiatry and Psychotherapy, Freie Universität Berlin and Humboldt-Universität zu Berlin, Hindenburgdamm 30, Berlin, 12203, Germany
Gref, Daria; Institute of Psychiatry and Psychotherapy, Freie Universität Berlin and Humboldt-Universität zu Berlin, Hindenburgdamm 30, Berlin, 12203, Germany
Priller, Josef; UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh Bioquarter, 49 Little France Crescent, Edinburgh Bioquarter, Edinburgh, EH16 4SB, UK ; German Centre for Neurodegenerative Diseases (DZNE), Charitéplatz 1, Berlin, 10117, Germany ; Department of Psychiatry and Psychotherapy, Charité, Charitéplatz 1, Berlin, 10117, Germany ; School of Medicine, Department of Psychiatry and Psychotherapy, Technical University of Munich, Ismaninger Str. 22, Munich, 81675, Germany
Spruth, Eike J; German Centre for Neurodegenerative Diseases (DZNE), Charitéplatz 1, Berlin, 10117, Germany ; Department of Psychiatry and Psychotherapy, Charité, Charitéplatz 1, Berlin, 10117, Germany
Altenstein, Slawek; German Centre for Neurodegenerative Diseases (DZNE), Charitéplatz 1, Berlin, 10117, Germany ; Department of Psychiatry and Psychotherapy, Charité, Charitéplatz 1, Berlin, 10117, Germany
Lohse, Andrea; Department of Psychiatry and Psychotherapy, Charité, Charitéplatz 1, Berlin, 10117, Germany
Hetzer, Stefan; Berlin Center for Advanced Neuroimaging, Charité, Charitéplatz 1, Berlin, 10117, Germany
Schneider, Anja; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Department of Neurodegenerative Disease and Geriatric Psychiatry/Psychiatry, University of Bonn Medical Center, Venusberg-Campus 1, Bonn, 53127, Germany
Fliessbach, Klaus; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Department of Neurodegenerative Disease and Geriatric Psychiatry/Psychiatry, University of Bonn Medical Center, Venusberg-Campus 1, Bonn, 53127, Germany
Kimmich, Okka; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany
Vogt, Ina R; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany
Wiltfang, Jens; German Centre for Neurodegenerative Diseases (DZNE), Von-Siebold-Str. 3a, 37075, Goettingen, Germany ; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Von-Siebold-Str. 5, Goettingen, 37075, Germany ; Neurosciences and Signaling Group, Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Campus Universitário de Santiago, Aveiro, 3810-193, Portugal
Bartels, Claudia; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Von-Siebold-Str. 5, Goettingen, 37075, Germany
Schott, Björn H; German Centre for Neurodegenerative Diseases (DZNE), Von-Siebold-Str. 3a, 37075, Goettingen, Germany ; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Von-Siebold-Str. 5, Goettingen, 37075, Germany ; Leibniz Institute for Neurobiology, Brenneckestraße 6, Magdeburg, 39118, Germany
Hansen, Niels; Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Von-Siebold-Str. 5, Goettingen, 37075, Germany
Dechent, Peter; Department of Cognitive Neurology, MR-Research in Neurosciences, Georg-August-University Goettingen, Robert-Koch-Straße 40, Göttingen, 37075, Germany
Buerger, Katharina; German Centre for Neurodegenerative Diseases (DZNE), Feodor-Lynen-Strasse 17, Munich, 81377, Germany ; Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Feodor-Lynen-Strasse 17, Munich, 81377, Germany
Janowitz, Daniel; Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Feodor-Lynen-Strasse 17, Munich, 81377, Germany
Perneczky, Robert; German Centre for Neurodegenerative Diseases (DZNE), Feodor-Lynen-Strasse 17, Munich, 81377, Germany ; Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Nußbaumstraße 7, Munich, München, 80336 , Germany ; Munich Cluster for Systems Neurology (SyNergy), Feodor-Lynen-Str. 17, Munich, 81377, Germany ; Ageing Epidemiology Research Unit (AGE), School of Public Health, Imperial College London, Charing Cross Hospital, St Dunstan's Road, London, W6 8RP, UK
Rauchmann, Boris-Stephan; Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Nußbaumstraße 7, Munich, München, 80336 , Germany ; Sheffield Institute for Translational Neuroscience (SITraN), University of Sheffield, 385a Glossop Rd, Sheffield, Broomhall, Sheffield, S10 2HQ, UK ; Department of Neuroradiology, University Hospital LMU, Marchioninistr. 15, Munich, 81377, Germany
Teipel, Stefan; German Centre for Neurodegenerative Diseases (DZNE), Gehlsheimer Straße 20, Rostock, 18147, Germany ; Department of Psychosomatic Medicine, Rostock University Medical Center, Gehlsheimer Straße 20, Rostock, 18147, Germany
Kilimann, Ingo; German Centre for Neurodegenerative Diseases (DZNE), Gehlsheimer Straße 20, Rostock, 18147, Germany ; Department of Psychosomatic Medicine, Rostock University Medical Center, Gehlsheimer Straße 20, Rostock, 18147, Germany
Goerss, Doreen; German Centre for Neurodegenerative Diseases (DZNE), Gehlsheimer Straße 20, Rostock, 18147, Germany ; Department of Psychosomatic Medicine, Rostock University Medical Center, Gehlsheimer Straße 20, Rostock, 18147, Germany
Laske, Christoph; German Centre for Neurodegenerative Diseases (DZNE), Otfried-Müller-Straße 23, Tübingen, 72076, Germany ; Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, Osianderstraße 24, Tübingen, 72076, Germany
Munk, Matthias H; German Centre for Neurodegenerative Diseases (DZNE), Otfried-Müller-Straße 23, Tübingen, 72076, Germany ; Department of Psychiatry and Psychotherapy, University of Tübingen, Osianderstraße 24, Tübingen, 72076 , Germany
Sanzenbacher, Carolin; German Centre for Neurodegenerative Diseases (DZNE), Otfried-Müller-Straße 23, Tübingen, 72076, Germany
Hinderer, Petra; German Centre for Neurodegenerative Diseases (DZNE), Otfried-Müller-Straße 23, Tübingen, 72076, Germany
Scheffler, Klaus; Department for Biomedical Magnetic Resonance, University of Tübingen, Otfried-Müller-Straße 51, Tübingen, 72076, Germany
Spottke, Annika; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Department of Neurology, University of Bonn, Venusberg-Campus 1, Bonn, 53127, Germany
Roy-Kluth, Nina; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany
Lüsebrink, Falk; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany
Neumann, Katja; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Wardlaw, Joanna; Centre for Clinical Brain Sciences, The University of Edinburgh, 49 Little France Crescent, Edinburgh, EH16 4SB, UK ; UK Dementia Research Institute Centre at the University of Edinburgh, Edinburgh Bioquarter, 49 Little France Crescent, Edinburgh Bioquarter, Edinburgh, EH16 4SB, UK
Jessen, Frank; German Centre for Neurodegenerative Diseases (DZNE), Venusberg-Campus 1, Bonn, 53127, Germany ; Department of Psychiatry, Medical Faculty, University of Cologne, Kerpener Strasse 62, Cologne, 50924, Germany ; Excellence Cluster On Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Joseph-Stelzmann-Straße 26, Cologne, 50931, Germany
Schreiber, Stefanie; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Department of Neurology, University Hospital Magdeburg, Leipziger Str. 44, 39120, Magdeburg, Germany
Düzel, Emrah; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
Ziegler, Gabriel; German Centre for Neurodegenerative Diseases (DZNE), Leipziger Str. 44, Magdeburg, 39120, Germany ; Institute of Cognitive Neurology and Dementia Research, Otto-Von-Guericke University Magdeburg, Leipziger Str. 44, Magdeburg, 39120, Germany
We would like to express our gratitude to all DELCODE participants. We also thank the Max Delbr\u00FCck Centre for Molecular Medicine in the Helmholtz Association (MDC), Freie Universit\u00E4t Berlin Centre for Cognitive Neuroscience Berlin (CCNB), Bernstein Center f\u00FCr Computional Neuroscience Berlin, Universit\u00E4tsmedizin G\u00F6ttingen Core Facility MR-Research G\u00F6ttingen, Institut f\u00FCr Klinische Radiologie Klinikum der Universit\u00E4t M\u00FCnchen, and Universit\u00E4tsklinikum T\u00FCbingen MR-Forschungszentrum. We would like to thank Dr. Farshid Sepehrband for sharing his insights on PVS segmentation with us at the early stages of this project. ED and GZ are funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) \u2013\u00A0Project-ID 425899996.Open Access funding enabled and organized by Projekt DEAL. This research was supported by the German Centre for Neurodegenerative Diseases (Deutsches Zentrum f\u00FCr Neurodegenerative Erkrankungen, DZNE; reference number BN012). The computational PVS quantification was supported by The Galen and Hilary Weston Foundation under the Novel Biomarkers 2019 scheme (ref UB190097) administered by the Weston Brain Institute and the Row Fogo Charitable Trust (ref no. BRO-D. FID3668413). The funding bodies played no role in the design of the study or collection, analysis, or interpretation of data or in writing the manuscript.We would like to thank Dr. Farshid Sepehrband for sharing his insights on PVS segmentation with us at the early stages of this project. ED and GZ are funded by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) \u2013 Project-ID 425899996.
Troili F, Cipollini V, Moci M, Morena E, Palotai M, Rinaldi V, et al. Perivascular unit: this must be the place. The anatomical crossroad between the immune, vascular and nervous system. Front Neuroanat. 2020;14. Available from: https://www.frontiersin.org/article/10.3389/fnana.2020.00017/full.
J.M. Wardlaw H. Benveniste M. Nedergaard B.V. Zlokovic H. Mestre H. Lee et al. Perivascular spaces in the brain: anatomy, physiology and pathology Nat Rev Neurol 2020 16 3 137 53 10.1038/s41582-020-0312-z 32094487
O.H. Del Brutto R.M. Mera A.F. Costa D.A. Rumbea B.Y. Recalde V.J. Del Brutto Patterns of progression of cerebral small vessel disease markers in older adults of Amerindian ancestry: a population-based, longitudinal prospective cohort study Aging Clin Exp Res 2022 34 11 2751 9 10.1007/s40520-022-02223-8 35999426 9398047
F. Francis L. Ballerini J.M. Wardlaw Perivascular spaces and their associations with risk factors, clinical disorders and neuroimaging features: a systematic review and meta-analysis Int J Stroke 2019 14 4 359 71 30762496 10.1177/1747493019830321 http://journals.sagepub.com/doi/https://doi.org/10.1177/1747493019830321
Y. Li G. Kalpouzos E.J. Laukka S. Dekhtyar L. Bäckman L. Fratiglioni et al. Progression of neuroimaging markers of cerebral small vessel disease in older adults: A 6-year follow-up study Neurobiol Aging. 2022 112 204 11 1:CAS:528:DC%2BB38XhtlWgtbrP 35231847 10.1016/j.neurobiolaging.2022.01.006 Available from: https://doi.org/10.1016/j.neurobiolaging.2022.01.006
T. Vikner N. Karalija A. Eklund J. Malm A. Lundquist N. Gallewicz et al. 5-year associations among cerebral arterial pulsatility, perivascular space dilation, and white matter lesions Ann Neurol. 2022 92 5 871 81 1:CAS:528:DC%2BB38Xit1WqtrrM 36054261 9804392 10.1002/ana.26475 Available from: https://onlinelibrary.wiley.com/doi/https://doi.org/10.1002/ana.26475
H.G. Kim N.-Y. Shin Y. Nam E. Yun U. Yoon H.S. Lee et al. MRI-visible dilated perivascular space in the brain by age: the human connectome project Radiology. 2023 306 3 1 9 10.1148/radiol.213254 http://pubs.rsna.org/doi/https://doi.org/10.1148/radiol.213254
K.M. Lynch F. Sepehrband A.W. Toga J. Choupan Brain perivascular space imaging across the human lifespan Neuroimage. 2023 271 120009 36907282 10.1016/j.neuroimage.2023.120009 Available from: https://linkinghub.elsevier.com/retrieve/pii/S1053811923001556
H. Mestre J. Tithof T. Du W. Song W. Peng A.M. Sweeney et al. Flow of cerebrospinal fluid is driven by arterial pulsations and is reduced in hypertension Nat Commun 2018 9 1 4878 1:CAS:528:DC%2BC1cXit1ynur7L 10.1038/s41467-018-07318-3 30451853 6242982
Z. Ungvari P. Toth S. Tarantini C.I. Prodan F. Sorond B. Merkely et al. Hypertension-induced cognitive impairment: from pathophysiology to public health Nat Rev Nephrol 2021 17 10 639 54 10.1038/s41581-021-00430-6 34127835 8202227
J.D. Spence Blood pressure gradients in the brain: Their importance to understanding pathogenesis of cerebral small vessel disease Brain Sci 2019 9 2 1 8 10.3390/brainsci9020021
S.V. Okar F. Hu R.T. Shinohara E.S. Beck D.S. Reich B.V. Ineichen The etiology and evolution of magnetic resonance imaging-visible perivascular spaces: Systematic review and meta-analysis Front Neurosci. 2023 17 March 1 13 Available from: https://www.frontiersin.org/articles/10.3389/fnins.2023.1038011/full
B.S. Aribisala S. Wiseman Z. Morris M.C. Valdés-Hernández N.A. Royle S.M. Maniega et al. Circulating inflammatory markers are associated with magnetic resonance imaging-visible perivascular spaces but not directly with white matter hyperintensities Stroke. 2014 45 2 605 7 1:CAS:528:DC%2BC2cXitFynu78%3D 24399375 3906539 10.1161/STROKEAHA.113.004059 https://www.ahajournals.org/doi/10.1161/STROKEAHA.113.004059
C.L. Satizabal Y.-C. Zhu C. Dufouil C. Tzourio Inflammatory proteins and the severity of dilated virchow-robin spaces in the elderly J Alzheimer’s Dis 2012 33 2 323 8 10.3233/JAD-2012-120874 https://www.medra.org/servlet/aliasResolver?alias=iospressanddoi=https://doi.org/10.3233/JAD-2012-120874
J.J. Iliff M. Wang Y. Liao B.A. Plogg W. Peng G.A. Gundersen 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 4 147 1 12 10.1126/scitranslmed.3003748
M.K. Rasmussen H. Mestre M. Nedergaard The glymphatic pathway in neurological disorders Lancet Neurol 2018 17 11 1016 24 1:CAS:528:DC%2BC1cXhvFeisrvM 10.1016/S1474-4422(18)30318-1 30353860 6261373
J.M. Tarasoff-Conway R.O. Carare R.S. Osorio L. Glodzik T. Butler E. Fieremans et al. Clearance systems in the brain - Implications for Alzheimer disease Nat Rev Neurol 2015 11 8 457 470 1:CAS:528:DC%2BC2MXht1Wqt73N 26195256 4694579 10.1038/nrneurol.2015.119
Braun M, Iliff JJ. The impact of neurovascular, blood-brain barrier, and glymphatic dysfunction in neurodegenerative and metabolic diseases. In: International Review of Neurobiology. 1st ed. Elsevier Inc.; 2020. p. 413–36. https://doi.org/10.1016/bs.irn.2020.02.006
S.M. Greenberg B.J. Bacskai M. Hernandez-Guillamon J. Pruzin R. Sperling S.J. van Veluw Cerebral amyloid angiopathy and Alzheimer disease — one peptide, two pathways Nat Rev Neurol 2020 16 1 30 42 1:CAS:528:DC%2BC1MXitlyntL3N 10.1038/s41582-019-0281-2 31827267
N. Vilor-Tejedor I. Ciampa G. Operto C. Falcón M. Suárez-Calvet M. Crous-Bou et al. Perivascular spaces are associated with tau pathophysiology and synaptic dysfunction in early Alzheimer’s continuum Alzheimers Res Ther 2021 13 1 135 1:CAS:528:DC%2BB3MXitVylsLvO 34353353 8340485 10.1186/s13195-021-00878-5 https://alzres.biomedcentral.com/articles/10.1186/s13195-021-00878-5
M.L. Wang M.M. Yu X.E. Wei W.B. Li Y.H. Li Association of enlarged perivascular spaces with Aβ and tau deposition in cognitively normal older population Neurobiol Aging 2021 100 32 8 1:CAS:528:DC%2BB3MXitlSlsL8%3D 33477009 10.1016/j.neurobiolaging.2020.12.014 https://linkinghub.elsevier.com/retrieve/pii/S0197458020304255
A. Charidimou G. Boulouis M. Pasi E. Auriel E.S. van Etten K. Haley et al. MRI-visible perivascular spaces in cerebral amyloid angiopathy and hypertensive arteriopathy Neurology 2017 88 12 1157 64 1:CAS:528:DC%2BC2sXksVegsLg%3D 28228568 5373782 10.1212/WNL.0000000000003746 https://www.neurology.org/lookup/doi/10.1212/WNL.0000000000003746
V. Perosa J. Oltmer L.P. Munting W.M. Freeze C.A. Auger A.A. Scherlek et al. Perivascular space dilation is associated with vascular amyloid-β accumulation in the overlying cortex Acta Neuropathol 2022 143 3 331 48 1:CAS:528:DC%2BB38XhtVWkt7fF 10.1007/s00401-021-02393-1 34928427
S.J. Van Veluw G.J. Biessels W.H. Bouvy W.G.M. Spliet J.J.M. Zwanenburg P.R. Luijten et al. Cerebral amyloid angiopathy severity is linked to dilation of juxtacortical perivascular spaces J Cereb Blood Flow Metab 2016 36 3 576 580 26661250 10.1177/0271678X15620434
F. Sepehrband G. Barisano N. Sheikh-Bahaei J. Choupan R.P. Cabeen K.M. Lynch et al. Volumetric distribution of perivascular space in relation to mild cognitive impairment Neurobiol Aging 2021 99 28 43 1:CAS:528:DC%2BB3MXitlSltb4%3D 33422892 10.1016/j.neurobiolaging.2020.12.010
G. Banerjee H.J. Kim Z. Fox H.R. Jäger D. Wilson A. Charidimou et al. MRI-visible perivascular space location is associated with Alzheimer’s disease independently of amyloid burden Brain 2017 140 4 1107 16 28335021 10.1093/brain/awx003 Available from: https://academic.oup.com/brain/article/140/4/1107/3003279
J. Ramirez C. Berezuk A.A. McNeely C.J.M. Scott F. Gao S.E. Black Visible virchow-robin spaces on magnetic resonance imaging of alzheimer’s disease patients and normal elderly from the sunnybrook dementia study J Alzheimer’s Dis. 2014 43 2 415 24 10.3233/JAD-132528 Available from: https://www.medra.org/servlet/aliasResolver?alias=iospressanddoi=10.3233/JAD-132528
C.R. Jack D.A. Bennett K. Blennow M.C. Carrillo B. Dunn S.B. Haeberlein et al. NIA-AA research framework: toward a biological definition of Alzheimer’s disease Alzheimer’s Dement 2018 14 4 535 62 10.1016/j.jalz.2018.02.018
M.D. Sweeney K. Kisler A. Montagne A.W. Toga B.V. Zlokovic The role of brain vasculature in neurodegenerative disorders Nat Neurosci 2018 21 10 1318 31 1:CAS:528:DC%2BC1cXhslymtrfM 10.1038/s41593-018-0234-x 30250261 6198802
E.C. Gertje D. van Westen C. Panizo N. Mattsson-Carlgren O. Hansson Association of enlarged perivascular spaces and measures of small vessel and Alzheimer disease Neurol. 2021 96 193 202
S.H. Jeong J. Cha M. Park J.H. Jung B.S. Ye Y.H. Sohn et al. Association of Enlarged Perivascular Spaces With Amyloid Burden and Cognitive Decline in Alzheimer Disease Continuum Neurology 2022 99 16 E1791 E1802 1:CAS:528:DC%2BB38XisleqtLrO 35985826 10.1212/WNL.0000000000200989
E.E. Smith G.J. Biessels F. De Guio F.E. de Leeuw S. Duchesne M. Düring et al. Harmonizing brain magnetic resonance imaging methods for vascular contributions to neurodegeneration Alzheimer’s Dementia: Diagn Assess Dis Monit 2019 11 191 204 Elsevier Inc
X. Luo Y. Jiaerken X. Yu P. Huang T. Qiu Y. Jia et al. Associations between APOE genotype and cerebral small-vessel disease: A longitudinal study Oncotarget 2017 8 27 44477 44489 28574812 5546495 10.18632/oncotarget.17724
Barnes A, Ballerini L, Valdés Hernández M del C, Chappell FM, Muñoz Maniega S, Meijboom R, et al. Topological relationships between perivascular spaces and progression of white matter hyperintensities: A pilot study in a sample of the Lothian Birth Cohort 1936. Front Neurol. 2022;13. Available from: https://www.frontiersin.org/articles/10.3389/fneur.2022.889884/full.
P. Benjamin S. Trippier A.J. Lawrence C. Lambert E. Zeestraten O.A. Williams et al. Lacunar infarcts, but not perivascular spaces, are predictors of cognitive decline in cerebral small-vessel disease Stroke 2018 49 3 586 593 29438074 5832012 10.1161/STROKEAHA.117.017526
F. Jessen A. Spottke H. Boecker F. Brosseron K. Buerger C. Catak et al. Design and first baseline data of the DZNE multicenter observational study on predementia Alzheimer’s disease (DELCODE) Alzheimer’s Res Ther 2018 10 1 1 10
J. Bernal S. Schreiber I. Menze A. Ostendorf M. Pfister J. Geisendörfer et al. Arterial hypertension and β-amyloid accumulation have spatially overlapping effects on posterior white matter hyperintensity volume: a cross-sectional study Alzheimers Res Ther 2023 15 1 97 1:CAS:528:DC%2BB3sXht1Sju7vL 37226207 10207740 10.1186/s13195-023-01243-4 https://alzres.biomedcentral.com/articles/10.1186/s13195-023-01243-4
F. Jessen S. Wolfsgruber L. Kleineindam A. Spottke S. Altenstein C. Bartels et al. Subjective cognitive decline and stage 2 of Alzheimer disease in patients from memory centers Alzheimer’s Dement. 2023 19 2 487 97 10.1002/alz.12674 https://onlinelibrary.wiley.com/doi/10.1002/alz.12674
O. Puonti J.E. Iglesias K. Van Leemput Fast and sequence-adaptive whole-brain segmentation using parametric Bayesian modeling Neuroimage 2016 143 235 49 10.1016/j.neuroimage.2016.09.011 27612647
F. Dubost P. Yilmaz H. Adams G. Bortsova M.A. Ikram W. Niessen et al. Enlarged perivascular spaces in brain MRI: Automated quantification in four regions Neuroimage. 2018 2019 185 534 44 10.1016/j.neuroimage.2018.10.026
P. Huang Z. Zhu R. Zhang X. Wu Y. Jiaerken S. Wang et al. Factors associated with the dilation of perivascular space in healthy elderly subjects Front Aging Neurosci 2021 13 March 1 9 https://www.frontiersin.org/articles/10.3389/fnagi.2021.624732/full
Q. Zeng K. Li X. Luo S. Wang X. Xu Y. Jiaerken et al. The association of enlarged perivascular space with microglia-related inflammation and Alzheimer’s pathology in cognitively normal elderly Neurobiol Dis 2022 170 May 105755 1:CAS:528:DC%2BB38XitVOjtrvP 35577066 10.1016/j.nbd.2022.105755 https://linkinghub.elsevier.com/retrieve/pii/S0969996122001474
Valdés Hernández MDC, Ballerini L, Glatz, A, Aribisala BS, Bastin ME, Dickie DA, Duarte Coello R, Munoz Maniega S, Wardlaw JM. Step-by-step pipeline for segmenting enlarged perivascular spaces from 3D T2-weighted MRI, 2018-2023 [software]. University of Edinburgh. College of Medicine and Veterinary Medicine. Centre for Clinical Brain Scie. 2023. https://doi.org/10.7488/ds/7486.
Valds Hernández M del C, Duarte Coello R, Xu W, Bernal J, Cheng Y, Ballerini L, et al. Influence of threshold selection and image sequence in in-vivo segmentation of enlarged perivascular spaces. J Neurosci Methods. 2024;403(December 2023):110037. Available from: https://linkinghub.elsevier.com/retrieve/pii/S016502702300256X
G.M. Potter F.M. Chappell Z. Morris J.M. Wardlaw Cerebral perivascular spaces visible on magnetic resonance imaging: Development of a qualitative rating scale and its observer reliability Cerebrovasc Dis 2015 39 3–4 224 231 25823458 4386144 10.1159/000375153
M. Duering G.J. Biessels A. Brodtmann C. Chen C. Cordonnier F.-E. de Leeuw et al. Neuroimaging standards for research into small vessel disease—advances since 2013 Lancet Neurol. 2023 22 7 602 18 37236211 10.1016/S1474-4422(23)00131-X https://linkinghub.elsevier.com/retrieve/pii/S147444222300131X
Frangi AF, Niessen WJ, Vincken KL, Viergever MA. Multiscale vessel enhancement filtering. In: Lecture Notes in Computer Science. 1998. p. 130–7. Available from: http://link.springer.com/10.1007/BFb0056195.
L. Ballerini R. Lovreglio M.D.C. Valdés Hernández J. Ramirez B.J. MacIntosh S.E. Black et al. Perivascular Spaces Segmentation in Brain MRI Using Optimal 3D Filtering Sci Rep 2018 8 1 1 11 1:CAS:528:DC%2BC1cXhs1ersbbK 10.1038/s41598-018-19781-5
Bernal J, Valdés-Hernández MDC, Escudero J, Duarte R, Ballerini L, Bastin ME, et al. Assessment of perivascular space filtering methods using a three dimensional computational model. Magn Reson Imaging [Internet]. 2022;93(April):33–51. Available from: https://linkinghub.elsevier.com/retrieve/pii/S0730725X22001345.
M. Valdés Hernández R.J. Piper X. Wang I.J. Deary J.M. Wardlaw Towards the automatic computational assessment of enlarged perivascular spaces on brain magnetic resonance images: a systematic review J Magn Reson Imaging. 2013 38 4 774 85 10.1002/jmri.24047 Available from: https://onlinelibrary.wiley.com/doi/10.1002/jmri.24047
Singer JD, Willett JB. A Framework for Investigating Change over Time. In: Applied Longitudinal Data Analysis. Oxford University PressNew York; 2003. p. 3–15. Available from: https://academic.oup.com/book/41753/chapter/354169957.
P.J. Curran K. Obeidat D. Losardo Twelve frequently asked questions about growth curve modeling J Cogn Dev 2010 11 2 121 36 10.1080/15248371003699969 21743795 3131138
Ghisletta P, Renaud O, Jacot N, Courvoisier D. Linear mixed-effects and latent curve models for longitudinal life course analyses. In: A life course perspective on health trajectories and transitions. 2015. p. 155–78. Available from: http://link.springer.com/10.1007/978-3-319-20484-0_8.
B. Guillaume X. Hua P.M. Thompson L. Waldorp T.E. Nichols Fast and accurate modelling of longitudinal and repeated measures neuroimaging data Neuroimage 2014 94 287 302 10.1016/j.neuroimage.2014.03.029 24650594
T. Van der Meer M. Te Grotenhuis B. Pelzer Influential cases in multilevel modeling: a methodological comment Am Sociol Rev 2010 75 1 173 8 10.1177/0003122409359166 http://journals.sagepub.com/10.1177/0003122409359166
R Core Team R: A language and environment for statistical computing 2020
P.A. Yushkevich J. Piven H.C. Hazlett R.G. Smith S. Ho J.C. Gee et al. User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability Neuroimage 2006 31 3 1116 1128 16545965 10.1016/j.neuroimage.2006.01.015
Brudfors M, Balbastre Y, Flandin G, Nachev P, Ashburner J. Flexible Bayesian modelling for nonlinear image registration. 2020. Available from: http://arxiv.org/abs/2006.02338.
M. Brudfors Y. Balbastre J. Ashburner Groupwise Multimodal Image Registration Using Joint Total Variation Commun Comput Inf Sci. 2020 1248CCIS 184 94
J. Ashburner K.J. Friston Diffeomorphic registration using geodesic shooting and Gauss-Newton optimisation Neuroimage 2011 55 3 954 67 10.1016/j.neuroimage.2010.12.049 21216294
N.T. Markov C.A. Lindbergh A.M. Staffaroni K. Perez M. Stevens K. Nguyen et al. Age-related brain atrophy is not a homogenous process: different functional brain networks associate differentially with aging and blood factors Proc Natl Acad Sci U S A 2022 119 49 e2207181119 1:CAS:528:DC%2BB38XjtFCiu73O 36459652 9894212 10.1073/pnas.2207181119
T.E. Evans M.J. Knol P. Schwingenschuh K. Wittfeld S. Hilal M.A. Ikram et al. Determinants of perivascular spaces in the general population Neurology 2023 100 2 e107 22 1:CAS:528:DC%2BB3sXns1Ghug%3D%3D 36253103 9841448 10.1212/WNL.0000000000201349 https://journals.lww.com/https://doi.org/10.1212/WNL.0000000000201349
S. Martinez-Ramirez O.M. Pontes-Neto A.P. Dumas E. Auriel A. Halpin M. Quimby et al. Topography of dilated perivascular spaces in subjects from a memory clinic cohort Neurology. 2013 80 17 1551 6 23553482 3662325 10.1212/WNL.0b013e31828f1876 https://www.neurology.org/lookup/doi/10.1212/WNL.0b013e31828f1876
C.M.J. Loos P. Klarenbeek R.J. van Oostenbrugge J. Staals Association between perivascular spaces and progression of white matter hyperintensities in lacunar stroke patients. Hendrikse J, editor PLoS One 2015 10 9 e0137323 1:CAS:528:DC%2BC28Xht12gs7w%3D 10.1371/journal.pone.0137323 26352265 4564273
J.M. Wardlaw C. Smith M. Dichgans Small vessel disease: mechanisms and clinical implications Lancet Neurol 2019 18 7 684 96 10.1016/S1474-4422(19)30079-1 31097385
G.M. Potter F.N. Doubal C.A. Jackson F.M. Chappell C.L. Sudlow M.S. Dennis et al. Enlarged perivascular spaces and cerebral small vessel disease Int J Stroke. 2015 10 3 376 81 23692610 10.1111/ijs.12054 Available from: http://journals.sagepub.com/doi/10.1111/ijs.12054
X. Zhang L. Ding L. Yang W. Qin J. Yuan S. Li et al. Brain atrophy correlates with severe enlarged perivascular spaces in basal ganglia among lacunar stroke patients PLoS ONE 2016 11 2 1 9 10.1371/journal.pone.0149593
O.C. Reddy Y.D. van der Werf The sleeping brain: Harnessing the power of the glymphatic system through lifestyle choices Brain Sci 2020 10 11 1 16 10.3390/brainsci10110868
M.G. Duperron M.J. Knol Q. Le Grand T.E. Evans A. Mishra A. Tsuchida et al. Genomics of perivascular space burden unravels early mechanisms of cerebral small vessel disease Nat Med 2023 29 4 950 62 1:CAS:528:DC%2BB3sXnvFertLg%3D 37069360 10115645 10.1038/s41591-023-02268-w https://www.nature.com/articles/s41591-023-02268-w
B.V. Ineichen S.V. Okar S.T. Proulx B. Engelhardt H. Lassmann D.S. Reich Perivascular spaces and their role in neuroinflammation Neuron 2022 110 21 3566 81 1:CAS:528:DC%2BB38Xisl2gsrnM 10.1016/j.neuron.2022.10.024 36327898 9905791
F.L.H. Mogensen C. Delle M. Nedergaard The glymphatic system (En)during inflammation Int J Mol Sci 2021 22 14 1 20 10.3390/ijms22147491
F. Leng P. Edison Neuroinflammation and microglial activation in Alzheimer disease: where do we go from here? Nat Rev Neurol 2021 17 3 157 72 10.1038/s41582-020-00435-y 33318676
A. Low E. Mak M. Malpetti L. Passamonti N. Nicastro J.D. Stefaniak et al. In vivo neuroinflammation and cerebral small vessel disease in mild cognitive impairment and Alzheimer’s disease J Neurol Neurosurg Psychiatry 2021 92 1 45 52 10.1136/jnnp-2020-323894 https://jnnp.bmj.com/lookup/doi/https://doi.org/10.1136/jnnp-2020-323894
M.D. Sweeney A.P. Sagare B.V. Zlokovic Blood–brain barrier breakdown in Alzheimer disease and other neurodegenerative disorders Nat Rev Neurol 2018 14 3 133 50 1:CAS:528:DC%2BC1cXhvVeqtbk%3D 10.1038/nrneurol.2017.188 29377008 5829048
M.T. Heneka M.J. Carson K.J. El Khoury J G.E. Landreth F. Brosseron D.L. Feinstein et al. Neuroinflammation in Alzheimer’s disease Lancet Neurol 2015 14 4 388 405 1:CAS:528:DC%2BC2MXkvVSksrw%3D 25792098 5909703 10.1016/S1474-4422(15)70016-5 https://linkinghub.elsevier.com/retrieve/pii/S1474442215700165
J.W. Kinney S.M. Bemiller A.S. Murtishaw A.M. Leisgang A.M. Salazar B.T. Lamb Inflammation as a central mechanism in Alzheimer’s disease Alzheimer’s Dement Transl Res Clin Interv 2018 4 575 90 10.1016/j.trci.2018.06.014
E.L. Boespflug D.L. Schwartz D. Lahna J. Pollock J.J. Iliff J.A. Kaye et al. MR imaging-based multimodal autoidentification of perivascular spaces (mMAPS): Automated morphologic segmentation of enlarged perivascular spaces at clinical field strength Radiology 2018 286 2 632 642 28853674 10.1148/radiol.2017170205
S. Hilal C.S. Tan H.H.H. Adams M. Habes V. Mok N. Venketasubramanian et al. Enlarged perivascular spaces and cognition Neurology 2018 91 9 e832 e842 30068634 6133622 10.1212/WNL.0000000000006079
J. Wuerfel M. Haertle H. Waiczies E. Tysiak I. Bechmann K.D. Wernecke et al. Perivascular spaces- -MRI marker of inflammatory activity in the brain? Brain 2008 131 9 2332 40 18676439 10.1093/brain/awn171 https://academic.oup.com/brain/article-lookup/doi/10.1093/brain/awn171