Cited by 22Advanced Neuroimaging Techniques and ApplicationsCerebrospinal fluid and hydrocephalusAdvanced MRI Techniques and Applications

Diffusion tensor image analysis along the perivascular space (DTI-ALPS): Redefining its interpretation and role

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Taoka, Toshiaki, Ito, Rintaro, Nakamichi, Rei, Nakane, Toshiki, Naganawa, Shinji·2026·Japanese Journal of Radiology

Abstract

Diffusion tensor image analysis along the perivascular space (DTI-ALPS) was originally developed and defined as a noninvasive diffusion MRI method intended to evaluate glymphatic function and is now widely used in neuroimaging research. However, accumulating evidence suggests that the biological meaning of the ALPS index is more complex than initially assumed as a simple marker of glymphatic function. The ALPS index does not directly measure whole-brain fluid transport but rather reflects localized directional diffusivity based on the Brownian motion of water molecules. Its value is strongly influenced by white matter microstructure, including fiber orientation, crossing fibers, extracellular geometry, and age-related diffusivity changes. In addition, because the ALPS index is a ratio-based measure derived from directional diffusivity components, its alterations may arise from different combinations of numerator and denominator diffusivity changes, indicating that similar ALPS index reductions may reflect distinct underlying microstructural mechanisms. White matter microstructure may represent not merely a confounding factor, but a structural substrate guiding interstitial fluid transport itself. White matter hydraulic permeability exhibits strong anisotropy, and brain fluid transport may occur preferentially along white matter tracts. Thus, the structure dependence of the ALPS index may reflect physiologically relevant interactions between white matter architecture and interstitial fluid dynamics rather than simple measurement bias. In this review, we propose redefining the ALPS index not as a direct marker of glymphatic function, but as a “spatially fixed-point biomarker” evaluating directional diffusivity within anatomically defined regions. Within this framework, the ALPS index can be understood as a composite biomarker reflecting interactions among white matter microstructure, extracellular environment, vascular geometry, and neurofluid-related tissue environment. Because the ALPS index has been associated with aging, sleep, and various diseases, it may function less as a disease-specific marker and more as an adjunctive imaging marker relevant to brain health assessment and the brain tissue environment.

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  1. [1]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 beta. Sci Transl Med. 2012;4(147):147ra11. PMC3551275 22896675 · DOI · Paper page
  2. [2]Bohr T, Hjorth PG, Holst SC, Hrabetova S, Kiviniemi V, Lilius T, et al. The glymphatic system: Current understanding and modeling. iScience. 2022;25(9):104987. PMC9460186 36093063 · DOI
  3. [3]Naganawa S, Taoka T, Ito R, Kawamura M. The Glymphatic System in Humans: Investigations With Magnetic Resonance Imaging. Invest Radiol. 2024;59(1):1–12. PMC11805491 36897826 · DOI
  4. [4]Ghaderi S, Mohammadi S, Jouzdani AF, Ahmadzadeh AM, Fatehi F. A systematic review and meta-analysis on glymphatic flow dysfunction in Parkinson’s disease and Parkinsonism spectrum. NPJ Parkinsons Dis. 2025;11(1):306. PMC12550064 41131042 · DOI
  5. [5]Satpathi S, Reid RI, Przybelski SA, Raghavan S, Cogswell PM, Meyer NK, et al. Evaluation and interpretation of DTI-ALPS, a proposed surrogate marker for glymphatic clearance, in a large population-based sample. Alzheimers Res Ther. 2025;17(1):191. PMC12362905 40830522 · DOI
  6. [6]Zhang S, Yu W, Zhang X, Cheng H, Zhang Z, Gao S, et al. Glymphatic dysfunction as a biomarker for post-stroke cognitive impairment. Sci Rep. 2025;15(1):19382. PMC12134357 40461672 · DOI
  7. [7]Ren X, Wang H, He Y, Wu C, Chen K, Zhou F, et al. Impaired meningeal lymphatic drainage correlates with headache intensity in episodic migraine. J Headache Pain. 2025;26(1):265. PMC12632139 41266984 · DOI
  8. [8]Hladky SB, Barrand MA. The glymphatic hypothesis: the theory and the evidence. Fluids Barriers CNS. 2022;19(1):9. PMC8815211 35115036 · DOI
  9. [9]Rasmussen MK, Mestre H, Nedergaard M. Fluid transport in the brain. Physiol Rev. 2022;102(2):1025–151. PMC8897154 33949874 · DOI
  10. [10]Louveau A, Plog BA, Antila S, Alitalo K, Nedergaard M, Kipnis J. Understanding the functions and relationships of the glymphatic system and meningeal lymphatics. J Clin Invest. 2017;127(9):3210–9. PMC5669566 28862640 · DOI · Paper page
  11. [11]Pan J, Fu Y, Yang P, Li W, Luo Z, Zhang A, et al. The Cerebral Lymphatic System: Function, Controversies, and Therapeutic Approaches for Central Nervous System Diseases. Cell Mol Neurobiol. 2025;45(1):80. PMC12364799 40828342 · DOI
  12. [12]Naganawa S, Taoka T. The Glymphatic System: A Review of the Challenges in Visualizing its Structure and Function with MR Imaging. Magn Reson Med Sci. 2022;21(1):182–94. PMC9199971 33250472 · DOI
  13. [13]Taoka T, Naganawa S. Imaging for central nervous system (CNS) interstitial fluidopathy: disorders with impaired interstitial fluid dynamics. Jpn J Radiol. 2021;39(1):1–14. PMC7813706 32653987 · DOI
  14. [14]Taoka T, Ito R, Nakamichi R, Nakane T, Kawai H, Naganawa S. Interstitial Fluidopathy of the Central Nervous System: An Umbrella Term for Disorders with Impaired Neurofluid Dynamics. Magn Reson Med Sci. 2024;23(1):1–13. PMC10838724 36436975 · DOI
  15. [15]Taoka T, Masutani Y, Kawai H, Nakane T, Matsuoka K, Yasuno F, et al. Evaluation of glymphatic system activity with the diffusion MR technique: diffusion tensor image analysis along the perivascular space (DTI-ALPS) in Alzheimer’s disease cases. Jpn J Radiol. 2017;35(4):172–8. 28197821 · DOI
  16. [16]Bae YJ, Choi BS, Kim JM, Choi JH, Cho SJ, Kim JH. Altered glymphatic system in idiopathic normal pressure hydrocephalus. Parkinsonism Relat Disord. 2021;82:56–60. 33248394 · DOI
  17. [17]Chen HL, Chen PC, Lu CH, Tsai NW, Yu CC, Chou KH, et al. Associations among Cognitive Functions, Plasma DNA, and Diffusion Tensor Image along the Perivascular Space (DTI-ALPS) in Patients with Parkinson’s Disease. Oxid Med Cell Longev. 2021;2021:4034509. PMC7904342 33680283 · DOI
  18. [18]Taoka T, Ito R, Nakamichi R, Nakane T, Sakai M, Ichikawa K, et al. Diffusion-weighted image analysis along the perivascular space (DWI-ALPS) for evaluating interstitial fluid status: age dependence in normal subjects. Jpn J Radiol. 2022;40(9):894–902. PMC9441421 35474438 · DOI
  19. [19]Kamagata K, Andica C, Takabayashi K, Saito Y, Taoka T, Nozaki H, et al. Association of MRI Indices of Glymphatic System With Amyloid Deposition and Cognition in Mild Cognitive Impairment and Alzheimer Disease. Neurology. 2022;99(24):e2648–60. PMC9757870 36123122 · DOI
  20. [20]Morita Y, Kamagata K, Andica C, Takabayashi K, Kikuta J, Fujita S, et al. Glymphatic system impairment in nonathlete older male adults who played contact sports in their youth associated with cognitive decline: A diffusion tensor image analysis along the perivascular space study. Front Neurol. 2023;14:1100736. PMC9977161 36873446 · DOI
  21. [21]Andica C, Kamagata K, Takabayashi K, Kikuta J, Kaga H, Someya Y, et al. Neuroimaging findings related to glymphatic system alterations in older adults with metabolic syndrome. Neurobiol Dis. 2023;177:105990. 36621631 · DOI
  22. [22]Schirge PM, Perneczky R, Taoka T, Ruiz-Rizzo AL, Ersoezlue E, Forbrig R, et al. Perivascular space and white matter hyperintensities in Alzheimer’s disease: associations with disease progression and cognitive function. Alzheimers Res Ther. 2025;17(1):62. PMC11917016 40098158 · DOI
  23. [23]Zhuo J, Raghavan P, Li J, Roys S, Njonkou Tchoquessi RL, Chen H, et al. Longitudinal assessment of glymphatic changes following mild traumatic brain injury: Insights from perivascular space burden and DTI-ALPS imaging. Front Neurol. 2024;15:1443496. PMC11335690 39170078 · DOI
  24. [24]Roy B, Nunez A, Aysola RS, Kang DW, Vacas S, Kumar R. Impaired Glymphatic System Actions in Obstructive Sleep Apnea Adults. Front Neurosci. 2022;16:884234. PMC9120580 35600625 · DOI
  25. [25]Chen Y, Yang L, Li M, Liang P, Cheng Z, Wang N, et al. Exploring cerebral small vessel disease, choroid plexus, demographics and vascular risk factors that affect glymphatic function. Jpn J Radiol. 2025;43(12):1942–52. 40864350 · DOI
  26. [26]Kikuta J, Nagai Y, Kamagata K, Chen H, Yamada Y, Kitagawa T, et al. Association between frontal pole atrophy and glymphatic dysfunction in patients with bipolar disorder. J Affect Disord. 2025;389:119686. 40513707 · DOI
  27. [27]Hara S, Kikuta J, Takabayashi K, Kamagata K, Hayashi S, Inaji M, et al. Decreased diffusivity along the perivascular space and cerebral hemodynamic disturbance in adult moyamoya disease. J Cereb Blood Flow Metab. 2024;44(10):1787–800. PMC11494833 38574287 · DOI
  28. [28]Ko J, Son G, Seo HE, Cho J, Kim JY, Lee SY, et al. Tau PET imaging as a mediator between glymphatic dysfunction and cognitive decline: a cross-sectional and longitudinal study. Eur J Nucl Med Mol Imaging. 2026;53(5):3391–407. PMC13013317 41578064 · DOI
  29. [29]Villacis G, Schmidt A, Rudolf JC, Schwenke H, Kuchler J, Schramm P, et al. Evaluating the glymphatic system via magnetic resonance diffusion tensor imaging along the perivascular spaces in brain tumor patients. Jpn J Radiol. 2024;42(10):1146–56. PMC11442616 38819694 · DOI
  30. [30]Piantino JA, Iliff JJ, Lim MM, Levendovszky SR. Reader Response: Association of Sleep, Neuropsychological Performance, and Gray Matter Volume With Glymphatic Function in Community-Dwelling Older Adults. Neurology. 2023;100(7):355–6. PMC9969923 36781291 · DOI
  31. [31]Haller S, Moy L, Anzai Y. Evaluation of Diffusion Tensor Imaging Analysis Along the Perivascular Space as a Marker of the Glymphatic System. Radiology. 2024;310(1):e232899. 38289215 · DOI
  32. [32]Ringstad G. Glymphatic imaging: a critical look at the DTI-ALPS index. Neuroradiology. 2024;66(2):157–60. 38197950 · DOI
  33. [33]Taoka T, Ito R, Nakamichi R, Nakane T, Kawai H, Naganawa S. Diffusion Tensor Image Analysis ALong the Perivascular Space (DTI-ALPS): Revisiting the Meaning and Significance of the Method. Magn Reson Med Sci. 2024;23(3):268–90. PMC11234944 38569866 · DOI
  34. [34]Wright AM, Wu YC, Chen NK, Wen Q. Exploring Radial Asymmetry in MR Diffusion Tensor Imaging and Its Impact on the Interpretation of Glymphatic Mechanisms. J Magn Reson Imaging. 2024;60(4):1432–41. PMC11213825 38156600 · DOI
  35. [35]Mossige I, Valnes LM, Storas TH, Emblem KE, Eide PK, Ringstad G. Comparing Glymphatic Function Measures: Diffusion Tensor Image Analysis Along Perivascular Spaces (DTI-ALPS) versus Intrathecal Contrast-Enhanced MRI. Radiology. 2026;318(2):e252070. 41631990 · DOI
  36. [36]Taoka T, Fukusumi A, Miyasaka T, Kawai H, Nakane T, Kichikawa K, et al. Structure of the Medullary Veins of the Cerebral Hemisphere and Related Disorders. Radiographics. 2017;37(1):281–97. 28076020 · DOI
  37. [37]Taoka T, Ito R, Nakamichi R, Kamagata K, Sakai M, Kawai H, et al. Reproducibility of diffusion tensor image analysis along the perivascular space (DTI-ALPS) for evaluating interstitial fluid diffusivity and glymphatic function: CHanges in Alps index on Multiple conditiON acquIsition eXperiment (CHAMONIX) study. Jpn J Radiol. 2022;40(2):147–58. PMC8803717 34390452 · DOI
  38. [38]Yokota H, Vijayasarathi A, Cekic M, Hirata Y, Linetsky M, Ho M, et al. Diagnostic Performance of Glymphatic System Evaluation Using Diffusion Tensor Imaging in Idiopathic Normal Pressure Hydrocephalus and Mimickers. Curr Gerontol Geriatr Res. 2019;2019:5675014. PMC6609364 31320896 · DOI
  39. [39]Meng JC, Shen MQ, Lu YL, Feng HX, Chen XY, Xu DQ, et al. Correlation of glymphatic system abnormalities with Parkinson’s disease progression: a clinical study based on non-invasive fMRI. J Neurol. 2024;271(1):457–71. 37755462 · DOI
  40. [40]Zhou L, Yang W, Liu Y, Zheng Y, Ge X, Ai K, et al. Moderating effect of education on glymphatic function and cognitive performance in mild cognitive impairment. Front Aging Neurosci. 2024;16:1399943. PMC11096465 38756534 · DOI
  41. [41]Hagiwara A, Uchida W, Ozawa T, Takabayashi K, Zou R, Ellingson BM, et al. Contralateral neurofluid dynamics predict survival in IDH wild-type glioblastoma: A DTI-ALPS and free water imaging study. Neuro Oncol. 2026;28(1):299–310. PMC12962648 41075167 · DOI
  42. [42]Miyata M, Kamagata K, Saito Y, Uchida W, Takabayashi K, Moriguchi S, et al. Diffusion Tensor Image Analysis Along the Perivascular Space in Former Professional Athletes with Repetitive Mild Traumatic Brain Injury History. Acad Radiol. 2025;32(8):4777–84. 40318971 · DOI
  43. [43]Hasegawa S, Yoshimaru D, Hayashi N, Shibukawa S, Takagi M, Murai H. Analyzing the relationship between specific brain structural changes and the diffusion tensor image analysis along the perivascular space index in idiopathic normal pressure hydrocephalus. J Neurol. 2024;272(1):56. 39666072 · DOI
  44. [44]Ota M, Maki H, Takahashi Y, Shigemoto Y, Kimura Y, Matsuda H, et al. Relationships between neuroimaging biomarkers and glymphatic-system activity in dementia with Lewy bodies. Neurosci Lett. 2024;842:137995. 39307177 · DOI
  45. [45]Okazawa H, Nogami M, Ishida S, Makino A, Mori T, Kiyono Y, et al. PET/MRI multimodality imaging to evaluate changes in glymphatic system function and biomarkers of Alzheimer’s disease. Sci Rep. 2024;14(1):12310. PMC11137097 38811627 · DOI
  46. [46]Tomizawa Y, Hagiwara A, Hoshino Y, Nakaya M, Kamagata K, Cossu D, et al. The glymphatic system as a potential biomarker and therapeutic target in secondary progressive multiple sclerosis. Mult Scler Relat Disord. 2024;83:105437. 38244527 · DOI
  47. [47]Andica C, Kamagata K, Takabayashi K, Mahemuti Z, Hagiwara A, Aoki S. Reduced Diffusivity along Perivascular Spaces on MR Imaging Associated with Younger Age of First Use and Cognitive Impairment in Recreational Marijuana Users. AJNR Am J Neuroradiol. 2024;45(7):912–9. PMC11286033 38383055 · DOI
  48. [48]Le Bihan D. Looking into the functional architecture of the brain with diffusion MRI. Nat Rev Neurosci. 2003;4(6):469–80. 12778119 · DOI · Paper page
  49. [49]Basser PJ, Jones DK. Diffusion-tensor MRI: theory, experimental design and data analysis - a technical review. NMR Biomed. 2002;15(7–8):456–67. 12489095 · DOI
  50. [50]Basser PJ, Mattiello J, LeBihan D. MR diffusion tensor spectroscopy and imaging. Biophys J. 1994;66(1):259–67. PMC1275686 8130344 · DOI · Paper page
  51. [51]Sykova E, Nicholson C. Diffusion in brain extracellular space. Physiol Rev. 2008;88(4):1277–340. PMC2785730 18923183 · DOI · Paper page
  52. [52]Wang Y, Hu J, Zhang YY, Wang FY, Wu JC, Wang L. Glymphatic System Dysfunction in Elderly Patients with Late-Onset Epilepsy and Comorbid Chronic Insomnia Revealed by Diffusion Tensor Imaging Along the Perivascular Space (DTI-ALPS). Neuropsychiatr Dis Treat. 2025;21:1589–98. PMC12333636 40787617 · DOI
  53. [53]Gao D, Zhang Z, Feng P, Zhou L, Geng Z, Li C, et al. The change of MRI indexes of brain glymphatic function and sleep status before and after repeated transcranial magnetic stimulation in insomnia disorder patients. Front Neurosci. 2025;19:1545885. PMC12162663 40520506 · DOI
  54. [54]Yang G, Deng N, Liu Y, Gu Y, Yao X. Evaluation of Glymphatic System Using Diffusion MR Technique in T2DM Cases. Front Hum Neurosci. 2020;14:300. PMC7456821 32922272 · DOI
  55. [55]Lin LP, Su S, Hou W, Huang L, Zhou Q, Zou M, et al. Glymphatic system dysfunction in pediatric acute lymphoblastic leukemia without clinically diagnosed central nervous system infiltration: a novel DTI-ALPS method. Eur Radiol. 2023;33(5):3726–34. 36882529 · DOI
  56. [56]Cai X, Sun W, Cai M, Li D, Chen Z, Li H, et al. Impaired glymphatic function contributes to high-frequency attacks in patients with episodic migraine. J Headache Pain. 2025;26(1):132. PMC12135552 40461958 · DOI
  57. [57]An SH, Han M, Jung WS, Choi JW, Ha EJ, Park SW et al. Impaired glymphatic function in diffuse axonal injury: evaluation using the diffusion tensor imaging analysis along the perivascular space (DTI-ALPS) method. Magn Reson Med Sci. 2025;24(4):2024–88. PMC12772259 40307056
  58. [58]Du Y, Huang Z, Wu Y, Xue Y, Che Z. Glymphatic system dysfunction associated with cognitive impairment in chronic tinnitus patients. Front Neurosci. 2024;18:1455294. PMC11412960 39308949 · DOI
  59. [59]Wu Q, Chen J, Yang X, Zhang X, He W, Xia J. Associations of ventriculomegaly and white matter hyperintensities with glymphatic dysfunction in idiopathic normal pressure hydrocephalus. Eur Radiol. 2025;35(7):4315–24. PMC12166017 39836203 · DOI
  60. [60]Pang H, Wang J, Yu Z, Yu H, Li X, Bu S, et al. Glymphatic function from diffusion-tensor MRI to predict conversion from mild cognitive impairment to dementia in Parkinson’s disease. J Neurol. 2024;271(8):5598–609. PMC11319419 38913186 · DOI
  61. [61]Lee HJ, Park KM. Structural and functional connectivity in newly diagnosed juvenile myoclonic epilepsy. Acta Neurol Scand. 2019;139(5):469–75. 30758836 · DOI
  62. [62]Fang Y, Luo W, Huang H, Ran L, He Y, Cheng C, et al. Unveiling the glymphatic system’s role in brain aging: A comprehensive biomarker and modifiable intervention target. Proc Natl Acad Sci U S A. 2026;123(18):e2516601123. PMC13142974 42044335 · DOI
  63. [63]Kim J, Lee DA, Lee HJ, Park BS, Ko J, Park SH, et al. Glymphatic system dysfunction in patients with cluster headache. Brain Behav. 2022;12(6):e2631. PMC9226822 35582786 · DOI
  64. [64]Wang A, Chen L, Tian C, Yin X, Wang X, Zhao Y, et al. Evaluation of the Glymphatic System With Diffusion Tensor Imaging-Along the Perivascular Space in Cancer Pain. Front Neurosci. 2022;16:823701. PMC8948468 35341017 · DOI
  65. [65]Jelescu IO, Budde MD. Design and validation of diffusion MRI models of white matter. Front Phys. 2017;28. PMC5947881 29755979
  66. [66]Novikov DS, Fieremans E, Jespersen SN, Kiselev VG. Quantifying brain microstructure with diffusion MRI: Theory and parameter estimation. NMR Biomed. 2019;32(4):e3998. PMC6481929 30321478 · DOI · Paper page
  67. [68]Taoka T, Iwamoto K, Miyata S, Ito R, Kamagata K, Nakamichi R, et al. Contribution of white matter microstructure to diffusion tensor image analysis along perivascular space in obstructive sleep apnea. Jpn J Radiol. 2025;43(12):1926–41. PMC12647286 40705166 · DOI
  68. [69]Zhang W, Zhou Y, Wang J, Gong X, Chen Z, Zhang X, et al. Glymphatic clearance function in patients with cerebral small vessel disease. NeuroImage. 2021;238:118257. 34118396 · DOI
  69. [70]Vidotto M, Bernardini A, Trovatelli M, De Momi E, Dini D. On the microstructural origin of brain white matter hydraulic permeability. Proc Natl Acad Sci U S A. 2021;118:36. PMC8433514 34480003 · DOI
  70. [71]Voges J, Reszka R, Gossmann A, Dittmar C, Richter R, Garlip G, et al. Imaging-guided convection-enhanced delivery and gene therapy of glioblastoma. Ann Neurol. 2003;54(4):479–87. 14520660 · DOI
  71. [72]Jamal A, Mongelli MT, Vidotto M, Madekurozwa M, Bernardini A, Overby DR, et al. Infusion Mechanisms in Brain White Matter and Their Dependence on Microstructure: An Experimental Study of Hydraulic Permeability. IEEE Trans Biomed Eng. 2021;68(4):1229–37. 32931425 · DOI
  72. [73]Taoka T, Ito R, Iwamoto K, Miyata S, Nakamichi R, Nakane T et al. White matter microstructural alterations in obstructive sleep apnea assessed by time-dependent diffusion MRI. Jpn J Radiol. 2026. 10.1007/s11604-026-01991-x. PMC13400672 41989743 · DOI
  73. [74]Kikuta J, Kamagata K, Taoka T, Takabayashi K, Uchida W, Saito Y, et al. Water Diffusivity Changes Along the Perivascular Space After Lumboperitoneal Shunt Surgery in Idiopathic Normal Pressure Hydrocephalus. Front Neurol. 2022;13:843883. PMC8918529 35295837 · DOI
  74. [75]Rovira A, Pareto D. Diffusion Tensor Imaging Analysis along the Perivascular Space and Neurodegeneration. Radiology. 2025;316(3):e252325. 40956164 · DOI
  75. [76]Alfaro-Almagro F, Jenkinson M, Bangerter NK, Andersson JLR, Griffanti L, Douaud G, et al. Image processing and Quality Control for the first 10,000 brain imaging datasets from UK Biobank. NeuroImage. 2018;166:400–24. PMC5770339 29079522 · DOI
  76. [77]Tatekawa H, Matsushita S, Ueda D, Takita H, Horiuchi D, Atsukawa N, et al. Improved reproducibility of diffusion tensor image analysis along the perivascular space (DTI-ALPS) index: an analysis of reorientation technique of the OASIS-3 dataset. Jpn J Radiol. 2023;41(4):393–400. PMC10066136 36472803 · DOI
  77. [78]Liu X, Barisano G, Shao X, Jann K, Ringman JM, Lu H, et al. Cross-Vendor Test-Retest Validation of Diffusion Tensor Image Analysis along the Perivascular Space (DTI-ALPS) for Evaluating Glymphatic System Function. Aging Dis. 2024;15(4):1885–98. PMC11272201 37307817
  78. [79]Csomos M, Vereb D, Kocsis K, Farago P, Toth E, Antal SI, et al. Evaluation of the glymphatic system in relapsing remitting multiple sclerosis by measuring the diffusion along the perivascular space. Magn Reson Imaging. 2025;117:110319. 39756667 · DOI
  79. [80]Saito Y, Kamagata K, Andica C, Taoka T, Tuerxun R, Uchida W, et al. Multisite harmonization of diffusion tensor image analysis along the perivascular space using the COMBined Association Test. Jpn J Radiol. 2023;41(10):1072–83. PMC10543582 37093548 · DOI
  80. [81]Lorenz MW, Markus HS, Bots ML, Rosvall M, Sitzer M. Prediction of clinical cardiovascular events with carotid intima-media thickness: a systematic review and meta-analysis. Circulation. 2007;115(4):459–67. 17242284 · DOI · Paper page
  81. [82]Patton N, Aslam T, Macgillivray T, Pattie A, Deary IJ, Dhillon B. Retinal vascular image analysis as a potential screening tool for cerebrovascular disease: a rationale based on homology between cerebral and retinal microvasculatures. J Anat. 2005;206(4):319–48. PMC1571489 15817102 · DOI
  82. [83]Wong TY, Klein R, Couper DJ, Cooper LS, Shahar E, Hubbard LD, et al. Retinal microvascular abnormalities and incident stroke: the Atherosclerosis Risk in Communities Study. Lancet. 2001;358(9288):1134–40. 11597667 · DOI
  83. [84]Wei YC, Hsu CH, Huang WY, Lin C, Chen CK, Chen YL, et al. Vascular risk factors and astrocytic marker for the glymphatic system activity. Radiol Med. 2023;128(9):1148–61. PMC10474179 37462887 · DOI
  84. [85]Kim M, Choi MS, Hwang I, Park CK, Choi SH, Choi KS. Validation of automated DTI-ALPS and free water index as potential survival stratification markers in IDH-wildtype glioblastoma. Neuroradiology. 2026. 10.1007/s00234-026-03928-7. PMC13407576 41649507 · DOI
  85. [86]Chen Y, Xiao S, Yan L, Gong Z, Huang Y, Tan W, et al. Diffusion tensor imaging along the perivascular space may reveal potential pathological mechanisms underlying disease progression in primary open-angle glaucoma patients. Front Neurol. 2025;16:1659200. PMC12540159 41132877 · DOI
  86. [87]Okada I, Iwamoto K, Miyata S, Fujimoto A, Tanaka M, Amano M, et al. FLUID study: study protocol for an open-label, single-centre pilot study to investigate the efFect of Lemborexant on sleep management in Japanese sUbjects aged 50 years and older with Insomnia Disorder. BMJ Open. 2021;11(11):e054885. PMC8727681 34836909 · DOI
  87. [88]Taoka T, Iwamoto K, Miyata S, Ito R, Nakamichi R, Nakane T et al. MR imaging indices for brain interstitial fluid dynamics and the effects of orexin antagonists on sleep. Magn Reson Med Sci. 2025;24(4):2024–176. PMC12671240 39924214
  88. [89]Broggi M, Barbieri EM, Gans A, Riccardo P, Redaelli V, Aquino D, et al. Implications of the glymphatic system in the diagnostic and surgical workup of normal pressure hydrocephalus. Neurol Sci. 2025;46(9):4433–43. PMC12394288 40524080 · DOI
  89. [90]Zheng X, Peng J, Zhao Q, Li L, Gao JM, Zhou K, et al. Radiation-induced glymphatic dysfunction in patients with nasopharyngeal carcinoma: a study using diffusion tensor image analysis along the perivascular space. Front Neurosci. 2023;17:1321365. PMC10853370 38343708 · DOI
  90. [91]Taoka T, Ito R, Nakamichi R, Nakane T, Kawamura M, Ishihara S, et al. Evaluation of alterations in interstitial fluid dynamics in cases of whole-brain radiation using the diffusion-weighted image analysis along the perivascular space method. NMR Biomed. 2024;37(7):e5030. 37675787 · DOI
  91. [92]Keil SA, Jansson D, Braun M, Iliff JJ. Glymphatic dysfunction in Alzheimer’s disease: A critical appraisal. Science. 2025;389(6756):eadv8269. 40638744 · DOI
  92. [93]Guo Y, Wen S, Tao T, Hou Y, Tenzin Y, Wang X et al. Evaluation of cerebral blood flow and glymphatic function in acute mountain sickness by MRI ASL and DTI ALPS. Sci Rep. 2026;16(1):11788. PMC13065990 41775766
  93. [94]Miao A, Luo T, Hsieh B, Edge CJ, Gridley M, Wong RTC, et al. Brain clearance is reduced during sleep and anesthesia. Nat Neurosci. 2024;27(6):1046–50. PMC11156584 38741022 · DOI
  94. [95]Pla V, Kroesbergen E, Deng S, Giannetto MJ, Hablitz LM, Newbold E, et al. A curious concept of CNS clearance. Nat Neurosci. 2025;28(4):731–3. PMC12340669 40069361 · DOI
  95. [96]Hauglund NL, Andersen M, Tokarska K, Radovanovic T, Kjaerby C, Sorensen FL, et al. Norepinephrine-mediated slow vasomotion drives glymphatic clearance during sleep. Cell. 2025;188(3):606–22.e17. PMC12340670 39788123 · DOI
  96. [97]Duan L, Yu X, Fibroblasts. New players in the central nervous system? Fundam Res. 2024;4(2):262–6. PMC11197739 38933505 · DOI

Cited by

Sorted by citations

Authors
Taoka, T., Ito, R., Nakamichi, R., Nakane, T., & Naganawa, S.
Affiliations
Nagoya University (JP)
Corresponding author
Taoka, Toshiaki
Venue
Japanese Journal of Radiology
Published
2026-06-16
Volume
44
Issue
10
Pages
1707-1725
ISSN
  • 1867-1071 (ISSN-L)
  • 1867-108X
OpenAlex
W7164839391
Cited by
22
References
1
Citations by year
2026: 22
FWCI
28.56
Type
journal article
Language
en
Open access
Locations
  • Japanese Journal of Radiology (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
Funders
Japan Society for the Promotion of Science (24K10855, Japan Society for the Promotion of Science, 23K27545)
Topics
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Cerebrospinal fluid and hydrocephalus
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
Keywords
DTI-ALPS index, perivascular spaces, glymphatic function, white matter microstructure, interstitial fluid flow, aging, sleep
MeSH terms
Glymphatic System, Brain, Humans, Image Interpretation, Computer-Assisted, Diffusion Tensor Imaging, White Matter

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