ArticleScientific reports2019
Image processing approaches to enhance perivascular space visibility and quantification using MRI.
Article in Scientific reports, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 102 papers, 1 of them a synthesis that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
102 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The etiology and evolution of magnetic resonance imaging-visible perivascular spaces: Systematic review and meta-analysis.Frontiers in neuroscience · 2023Pooled it
- Testing effects of paced breathing on plasma Aβ and brain perivascular spaces.International journal of psychophysiology : official journal of the International Organization of Psychophysiology · 2026Trial
- Outdoor Air Pollution, Perivascular Space Morphology, and Cognition in Preadolescence.Biological psychiatry global open science · 2026Article
- Multimodal Characterization of Glymphatic-Related Magnetic Resonance Imaging Markers in Huntington's Disease: A Multi-Cohort Retrospective Study.Annals of neurology · 2026Article
- Glymphatic Dysfunction in Children With Type 2 and 3 Spinal Muscular Atrophy.CNS neuroscience & therapeutics · 2026Article
- Region-specific demographic determinants and hemispheric asymmetry of perivascular space burden in healthy adults: a quantitative 3T neuroimaging study.Neuroradiology · 2026Article
- Periventricular diffusivity at the ventricular-parenchymal interface across healthy controls, episodic migraine, and chronic migraine: a cross-sectional multimodal MRI study.The journal of headache and pain · 2026Article
- Perivascular space, brain functional connectivity and sleep: a healthy aging population study.Npj biological timing and sleep · 2026Article
- A comprehensive framework for automated segmentation of perivascular spaces in brain MRI with the nnU-Net.Neuroradiology · 2026Article
- Dysfunction of cerebrospinal fluid circulation and neurovascular decoupling in end-stage renal disease patients with mild cognitive impairment.GeroScience · 2026Article
- Quantitative MRI analysis of deep gray matter aging: Volumetric, T1/T2 ratio, and blood perfusion alterations.Neuroimage. Reports · 2026Article
- Genetic Architecture of Perivascular Space Morphology in the Pediatric Brain.bioRxiv : the preprint server for biology · 2026Article
- Altered cerebrospinal fluid-based clearance mechanisms in aging autistic adults.Research square · 2026Article
- Multi-Contrast MRI Inputs Enable Self-Consistent Tissue Segmentation & Robust Perivascular Space Identification.bioRxiv : the preprint server for biology · 2026Article
- Increased MRI-derived parenchymal cerebral spinal fluid mapping in untreated obstructive sleep apnea patients.Neurobiology of disease · 2026Article
- Association between MRI indicators of the glymphatic system and cognition in high-risk populations for Alzheimer's disease.The journal of prevention of Alzheimer's disease · 2026Article
- Topography and cognitive impact of brain iron deposition in cerebral amyloid angiopathy: Evidence from 7T quantitative susceptibility mapping.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
- MRI evaluation of cerebral perivascular spaces predicts amyloid-related imaging abnormalities risk in preclinical Alzheimer's disease.Frontiers in dementia · 2026Article
- Free water-mediated associations among choroid plexus enlargement, white matter lesions, and cognitive performance in type 2 diabetes mellitus.Frontiers in endocrinology · 2026Article
- Chronic Migraine Is Associated With Region-Specific High-Grade Enlarged Perivascular Spaces: Retrospective Matched Case-Control Study.Journal of clinical neurology (Seoul, Korea) · 2026Article
42 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
Imaging the perivascular spaces (PVS), also known as Virchow-Robin space, has significant clinical value, but there remains a need for neuroimaging techniques to improve mapping and quantification of the PVS. Current technique for PVS evaluation is a scoring system based on visual reading of visible PVS in regions of interest, and often limited to large caliber PVS. Enhancing the visibility of the PVS could support medical diagnosis and enable novel neuroscientific investigations. Increasing the MRI resolution is one approach to enhance the visibility of PVS but is limited by acquisition time and physical constraints. Alternatively, image processing approaches can be utilized to improve the contrast ratio between PVS and surrounding tissue. Here we combine T1- and T2-weighted images to enhance PVS contrast, intensifying the visibility of PVS. The Enhanced PVS Contrast (EPC) was achieved by combining T1- and T2-weighted images that were adaptively filtered to remove non-structured high-frequency spatial noise. EPC was evaluated on healthy young adults by presenting them to two expert readers and also through automated quantification. We found that EPC improves the conspicuity of the PVS and aid resolving a larger number of PVS. We also present a highly reliable automated PVS quantification approach, which was optimized using expert readings.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.