Perivascular network segmentations derived from high-field MRI and their implications for perivascular and parenchymal mass transport in the rat brain
Open accessAbstract
A custom segmentation workflow was applied to ex vivo high-field MR images of rat brains acquired following in vivo intraventricular contrast agent infusion to generate maps of the perivascular spaces (PVS). The resulting perivascular network segmentations enabled analysis of perivascular connections to the ventricles, parenchymal solute clearance, and dispersive solute transport within PVS. Numerous perivascular connections between the brain surface and the ventricles suggest the ventricles integrate into a PVS-mediated clearance system and raise the possibility of cerebrospinal fluid (CSF) return from the subarachnoid space to the ventricles via PVS. Assuming rapid solute exchange between the PVS and CSF spaces primarily by advection, the extensive perivascular network decreased the mean clearance distance from parenchyma to the nearest CSF compartment resulting in an over 21-fold reduction in the estimated diffusive clearance time scale, irrespective of solute diffusivity. This corresponds to an estimated diffusive clearance time scale under 10 min for amyloid-beta which suggests that the widespread distribution of PVS may render diffusion an effective parenchymal clearance mechanism. Additional analysis of oscillatory solute dispersion within PVS indicates that advection rather than dispersion is likely the primary transport mechanism for dissolved compounds greater than 66 kDa in the long (> 2 mm) perivascular segments identified here, although dispersion may be significant for smaller compounds in shorter perivascular segments.
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Prior studies have shown that albumin-binding dyes have reduced clearance to the periphery after ICV infusion in mice and accumulate in perivascular compartments after ICV injection in rats.
“because prior studies have shown that albumin-binding dyes have reduced clearance to the periphery after ICV infusion in mice [23] and accumulate in perivascular compartments after ICV injection in rats [24, 25].”
From Elucidating brain transport pathways and cell type-dependent gene silencing of a durable lipid–siRNA conjugate administered into cerebrospinal fluid (2025) · cites this paper as [24]
The Results report extensive perivascular uptake after intraventricular infusion in rats, supporting the rat portion of the cited claim. The Methods identify the tracer as gadolinium-labeled albumin (Gd-DTPA-albumin), not an albumin-binding dye. The mouse clearance claim is attached to a different citation [23] and is not assessed here. (LLM, conf=0.86)
Experimental — accuracy not yet measuredAlbumin-binding dyes have reduced clearance to the periphery after ICV infusion in mice and accumulate in perivascular compartments after ICV injection in rats.
“Prior studies have shown that albumin-binding dyes have reduced clearance to the periphery after intracerebroventricular (ICV) infusion in mice28 and accumulate in perivascular compartments after ICV injection in rats.15,29”
From Lipid-siRNA conjugate accesses a perivascular transport mechanism and achieves widespread and durable knockdown in the central nervous system (2024) · cites this paper as [15]
The Results report extensive perivascular uptake after intraventricular infusion in rats, but the tracer was Gd-DTPA-albumin, not an albumin-binding dye (Methods, Magnetic resonance imaging experiments; page unavailable). The mouse-clearance clause is attached to a different citation and is not assessed here. (LLM, conf=0.85)
Experimental — accuracy not yet measuredThe striatum receives the most perivascular CSF flow.
“Intriguingly, multiple orthogonal studies suggest that the striatum receives the most perivascular CSF flow, highlighting the potential of this transport pathway for accessing deep brain structures.15,16”
From Lipid-siRNA conjugate accesses a perivascular transport mechanism and achieves widespread and durable knockdown in the central nervous system (2024) · cites this paper as [15]
The Results report that the striatum had the highest average percentage of segmented perivascular volume after contrast-agent infusion. That measures tracer uptake, not CSF flow; the authors also note that infusion into periventricular tissue in one rat likely increased the striatal measurement. The Discussion says their MRI data do not establish the direction of transport, so the paper does not show that the striatum receives the most perivascular CSF flow. (LLM, conf=0.87)
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Cites
The neuropathological diagnosis of Alzheimer's disease
DeTure, M. A., & Dickson, D. W. (2019) · Molecular Neurodegeneration · doi:10.1186/s13024-019-0333-5 · Cited by 3,329 · see citing works
Cerebral Arterial Pulsation Drives Paravascular CSF–Interstitial Fluid Exchange in the Murine Brain
Iliff, J. J., Wang, M., Zeppenfeld, D. M., Venkataraman, A., Plog, B. A., Liao, Y., Deane, R., & Nedergaard, M. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.1592-13.2013 · Cited by 1,319 · see citing works
The role of brain barriers in fluid movement in the CNS: is there a ‘glymphatic’ system?
Abbott, N. J., Pizzo, M. E., Preston, J. E., Janigro, D., & Thorne, R. G. (2018) · Acta Neuropathologica · doi:10.1007/s00401-018-1812-4 · Cited by 593 · see citing works
Yang, L., Kress, B. T., Weber, H. J., Thiyagarajan, M., Wang, B., Deane, R., Benveniste, H., Iliff, J. J., & Nedergaard, M. (2013) · Journal of Translational Medicine · doi:10.1186/1479-5876-11-107 · Cited by 317 · see citing works
Vascular basement membranes as pathways for the passage of fluid into and out of the brain
Morris, A. W. J., Sharp, M. M., Albargothy, N. J., Fernandes, R., Hawkes, C. A., Verma, A., Weller, R. O., & Carare, R. O. (2016) · Acta Neuropathologica · doi:10.1007/s00401-016-1555-z · Cited by 289 · see citing works
Jin, B.-J., Smith, A. J., & Verkman, A. S. (2016) · Journal of General Physiology · doi:10.1085/jgp.201611684 · Cited by 204 · see citing works
Flagged first, then by citations
Research works printed but not linked: 61
- [1]Wardlaw JM Benveniste H Nedergaard M Zlokovic BV Mestre H Lee HD Perivascular spaces in the brain: anatomy, physiology and pathology Nat. Rev. Neurol. 2020 16 137 153 10.1038/s41582-020-0312-z 32094487 · DOI · Paper page
- [2]Iliff JJ Wang MH Liao YH Plogg BA Peng WG Gundersen GA A paravascular pathway facilitates CSF flow through the brain parenchyma and the clearance of interstitial solutes, including amyloid beta Sci. Transl. Med. 2012 4 11 10.1126/scitranslmed.3003748 PMC3551275 22896675 · DOI · Paper page
- [4]Mestre, H. et al. Flow of cerebrospinal fluid is driven by arterial pulsations and is reduced in hypertension. Nat. Commun.9 (2018). PMC6242982 30451853
- [6]Asgari M de Zelicourt D Kurtcuoglu V Glymphatic solute transport does not require bulk flow Sci. Rep. 2016 6 11 10.1038/srep38635 27929105 PMC5144134 · DOI
- [7]Troyetsky DE Tithof J Thomas JH Kelley DH Dispersion as a waste-clearance mechanism in flow through penetrating perivascular spaces in the brain Sci. Rep. 2021 11 12 33633194 PMC7907360
- [8]Martinac AD Bilston LE Computational modelling of fluid and solute transport in the brain Biomech. Model. Mechanobiol. 2020 19 781 800 10.1007/s10237-019-01253-y 31720888 · DOI
- [9]Xie LL Kang HY Xu QW Chen MJ Liao YH Thiyagarajan M Sleep drives metabolite clearance from the adult brain Science 2013 342 373 377 10.1126/science.1241224 24136970 PMC3880190 · DOI · Paper page
- [10]Foley CP Nishimura N Neeves KB Schaffer CB Olbricht WL Real-time imaging of perivascular transport of nanoparticles during convection-enhanced delivery in the rat cortex Ann. Biomed. Eng. 2012 40 292 303 10.1007/s10439-011-0440-0 22009318 PMC3288849 · DOI
- [11]Pacioni S D'Alessandris QG Buccarelli M Boe A Martini M Larocca LM Brain invasion along perivascular spaces by glioma cells: relationship with blood-brain barrier Cancers 2020 12 17 PMC7017006 31861603
- [12]Watkins S Robel S Kimbrough IF Robert SM Ellis-Davies G Sontheimer H Disruption of astrocyte-vascular coupling and the blood-brain barrier by invading glioma cells Nat. Commun. 2014 5 15 10.1038/ncomms5196 PMC4127490 24943270 · DOI
- [13]Troili F Cipollini V Moci M Morena E Palotai M Rinaldi V Perivascular unit: This must be the place. The anatomical crossroad between the immune, vascular and nervous system Front. Neuroanat. 2020 14 17 10.3389/fnana.2020.00017 32372921 PMC7177187 · DOI
- [14]Smith AJ Yao XM Dix JA Jin BJ Verkman AS Test of the 'glymphatic' hypothesis demonstrates diffusive and aquaporin-4-independent solute transport in rodent brain parenchyma Elife 2017 6 16 10.7554/eLife.27679 PMC5578736 28826498 · DOI · Paper page
- [15]Bedussi B van Lier M Bartstra JW de Vos J Siebes M VanBavel E Clearance from the mouse brain by convection of interstitial fluid towards the ventricular system Fluids Barriers CNS 2015 12 13 10.1186/s12987-015-0019-5 26435380 PMC4593194 · DOI · Paper page
- [16]Magdoom KN Brown A Rey J Mareci TH King MA Sarntinoranont M MRI of whole rat brain perivascular network reveals role for ventricles in brain waste clearance Sci. Rep. 2019 9 11 10.1038/s41598-019-44938-1 31391474 PMC6685961 · DOI · Paper page
- [17]Pizzo ME Wolak DJ Kumar NN Brunette E Brunnquell CL Hannocks MJ Intrathecal antibody distribution in the rat brain: surface diffusion, perivascular transport and osmotic enhancement of delivery J. Physiol. Lond. 2018 596 445 475 10.1113/JP275105 29023798 PMC5792566 · DOI · Paper page
- [18]Iliff JJ Lee H Yu M Feng T Logan J Nedergaard M Brain-wide pathway for waste clearance captured by contrast-enhanced MRI J. Clin. Investig. 2013 123 1299 1309 10.1172/JCI67677 23434588 PMC3582150 · DOI · Paper page
- [19]Koundal S Elkin R Nadeem S Xue YC Constantinou S Sanggaard S Optimal mass transport with lagrangian workflow reveals advective and diffusion driven solute transport in the glymphatic system (vol 10, 1990, 2020) Sci. Rep. 2020 10 1 10.1038/s41598-020-59045-9 32029859 PMC7004986 · DOI
- [20]Park SH Zong XP Gao YZ Lin WL Shen DG Segmentation of perivascular spaces in 7 T MR image using auto-context model with orientation-normalized features Neuroimage 2016 134 223 235 10.1016/j.neuroimage.2016.03.076 27046107 PMC4912922 · DOI
- [21]Zhang J Gao YZ Park SH Zong XP Lin WL Shen D Structured learning for 3-D perivascular space segmentation using vascular features IEEE Trans. Biomed. Eng. 2017 64 2803 2812 10.1109/TBME.2016.2638918 28362579 PMC5749233 · DOI
- [22]Ballerini L Lovreglio R Hernandez MDV Ramirez J MacIntosh BJ Black SE Perivascular spaces segmentation in brain MRI using optimal 3D filtering Sci. Rep. 2018 8 11 10.1038/s41598-018-19781-5 29391404 PMC5794857 · DOI
- [23]Lian CF Zhang J Liu MX Zong XP Hung SC Lin WL Multi-channel multi-scale fully convolutional network for 3D perivascular spaces segmentation in 7T MR images Med. Image Anal. 2018 46 106 117 10.1016/j.media.2018.02.009 29518675 PMC6430123 · DOI
- [24]Boutinaud P Tsuchida A Laurent A Adonias F Hanifehlou Z Nozais V 3D segmentation of perivascular spaces on T1-weighted 3 tesla MR images with a convolutional autoencoder and a U-shaped neural network Front. Neuroinform. 2021 15 21 10.3389/fninf.2021.641600 PMC8273917 34262443 · DOI
- [25]Langan MT Smith DA Verma G Khegai O Saju S Rashid S Semi-automated segmentation and quantification of perivascular spaces at 7 tesla in COVID-19 Front. Neurol. 2022 13 11 10.3389/fneur.2022.846957 PMC9010775 35432151 · DOI
- [26]Frangi AF Niessen WJ Vincken KL Viergever MA Wells WM Colchester A Delp S Multiscale vessel enhancement filtering Medical Image Computing and Computer—Assisted Intervention—Miccai’98 1998 Springer 130 137
- [27]Paxinos G Watson C The Rat Brain in Stereotaxic Coordinates 2007 New York Academic Press
- [28]Waters J The concentration of soluble extracellular amyloid-beta protein in acute brain slices from CRND8 mice PLoS ONE 2010 5 16 10.1371/journal.pone.0015709 PMC3012091 21209950 · DOI
- [29]Benveniste H Liu XD Koundal S Sanggaard S Lee H Wardlaw J The glymphatic system and waste clearance with brain aging: A review Gerontology 2019 65 106 119 10.1159/000490349 29996134 PMC6329683 · DOI · Paper page
- [31]Scremin OU Paxinos G Cerebral vascular system The Rat Nervous System 2015 4 Elsevier 985 1036
- [32]Kirst C Skriabine S Vieites-Prado A Topilko T Bertin P Gerschenfeld G Mapping the fine-scale organization and plasticity of the brain vasculature Cell 2020 180 780-+ 10.1016/j.cell.2020.01.028 32059781 · DOI
- [33]Bonney, S. K. et al. Public volume electron microscopy data: An essential resource to study the brain microvasculature. Front. Cell Dev. Biol.10 (2022). PMC9016339 35450291
- [35]Sykova E Nicholson C Diffusion in brain extracellular space Physiol. Rev. 2008 88 1277 1340 10.1152/physrev.00027.2007 18923183 PMC2785730 · DOI · Paper page
- [37]Holter KE Kehlet B Devor A Sejnowski TJ Dale AM Omholt SW Interstitial solute transport in 3D reconstructed neuropil occurs by diffusion rather than bulk flow Proc. Natl. Acad. Sci. USA 2017 114 9894 9899 10.1073/pnas.1706942114 28847942 PMC5604020 · DOI · Paper page
- [38]Rey J Sarntinoranont M Pulsatile flow drivers in brain parenchyma and perivascular spaces: A resistance network model study Fluids Barriers CNS 2018 15 11 10.1186/s12987-018-0105-6 30012159 PMC6048913 · DOI
- [39]Ray L Iliff JJ Heys JJ Analysis of convective and diffusive transport in the brain interstitium Fluids Barriers CNS 2019 16 18 10.1186/s12987-019-0126-9 30836968 PMC6402182 · DOI
- [41]Thomas JH Fluid dynamics of cerebrospinal fluid flow in perivascular spaces J. R. Soc. Interface 2019 16 20190572 10.1098/rsif.2019.0572 31640500 PMC6833335 · DOI · Paper page
- [42]Chen X Liu X Koundal S Elkin R Zhu X Monte B Cerebral amyloid angiopathy is associated with glymphatic transport reduction and time-delayed solute drainage along the neck arteries Nat. Aging 2022 2 214 223 10.1038/s43587-022-00181-4 36199752 PMC9531841 · DOI
- [43]Boster KAS Tithof J Cook DD Thomas JH Kelley DH Sensitivity analysis on a network model of glymphatic flow J. R. Soc. Interface 2022 19 14 10.1098/rsif.2022.0257 PMC9156905 35642425 · DOI
- [44]Rennels ML Gregory TF Blaumanis OR Fujimoto K Grady PA Evidence for a paravascular fluid circulation in the mammalian central nervous-system, provided by the rapid distribution of tracer protein throughout the brain from the subarachnoid space Brain Res. 1985 326 47 63 10.1016/0006-8993(85)91383-6 3971148 · DOI · Paper page
- [45]Hadaczek P Yamashita Y Mirek H Tamas L Bohn MC Noble C The "perivascular pump" driven by arterial pulsation is a powerful mechanism for the distribution of therapeutic molecules within the brain Mol. Ther. 2006 14 69 78 10.1016/j.ymthe.2006.02.018 16650807 PMC2730223 · DOI
- [46]Ichimura T Fraser PA Cserr HF Distribution of extracellular tracers in perivascular spaces of the rat-brain Brain Res. 1991 545 103 113 10.1016/0006-8993(91)91275-6 1713524 · DOI · Paper page
- [47]Bedussi B Almasian M de Vos J VanBavel E Bakker E Paravascular spaces at the brain surface: Low resistance pathways for cerebrospinal fluid flow J. Cereb. Blood Flow Metab. 2018 38 719 726 10.1177/0271678X17737984 29039724 PMC5888857 · DOI · Paper page
- [48]Wang P Olbricht WL Fluid mechanics in the perivascular space J. Theor. Biol. 2011 274 52 57 10.1016/j.jtbi.2011.01.014 21241713 · DOI
- [49]Daversin-Catty C Vinje V Mardal KA Rognes ME The mechanisms behind perivascular fluid flow PLoS ONE 2020 15 20 10.1371/journal.pone.0244442 PMC7771676 33373419 · DOI
- [50]Aris R On the dispersion of a solute in pulsating flow through a tube Proc. R. Soc. Lond. Ser. A Math. Phys. Sci. 1960 259 370 376
- [51]Sharp MK Carare RO Martin BA Dispersion in porous media in oscillatory flow between flat plates: Applications to intrathecal, periarterial and paraarterial solute transport in the central nervous system Fluids Barriers CNS 2019 16 1 17 31056079 PMC6512764
- [52]Raghunandan A Ladron-de-Guevara A Tithof J Mestre H Du T Nedergaard M Bulk flow of cerebrospinal fluid observed in periarterial spaces is not an artifact of injection Elife 2021 10 15 10.7554/eLife.65958 PMC7979157 33687330 · DOI
- [53]Tao L Nicholson C Diffusion of albumins in rat cortical slices and relevance to volume transmission Neuroscience 1996 75 839 847 10.1016/0306-4522(96)00303-X 8951877 · DOI
- [54]Zhang MQ Zhou L Deng QF Xie YY Xiao TQ Cao YZ Ultra-high-resolution 3D digitalized imaging of the cerebral angioarchitecture in rats using synchrotron radiation Sci. Rep. 2015 5 12 PMC4595735 26443231
- [55]Ma Y Smith D Hof PR Foerster B Hamilton S Blackband SJ In vivo 3D digital atlas database of the adult C57BL/6J mouse brain by magnetic resonance microscopy Front. Neuroanat. 2008 2 10 10.3389/neuro.05.001.2008 PMC2525925 18958199 · DOI
- [56]Mestre H Mori Y Nedergaard M The brain's glymphatic system: current controversies Trends Neurosci. 2020 43 458 466 10.1016/j.tins.2020.04.003 32423764 PMC7331945 · DOI · Paper page
- [57]Du T Mestre H Kress BT Liu GJ Sweeney AM Samson AJ Cerebrospinal fluid is a significant fluid source for anoxic cerebral oedema Brain 2022 145 787 797 10.1093/brain/awab293 34581781 PMC9014743 · DOI
- [58]Ogan MD Schmiedl U Moseley ME Grodd W Paajanen H Brasch RC Albumin labeled with GD-DTPA—an intravascular contrast-enhancing agent for magnetic-resonance blood pool imaging—preparation and characterization Investig. Radiol. 1987 22 665 671 10.1097/00004424-198708000-00008 3667174 · DOI
- [59]Wood, T.C., Lythgoe, D.J. & Williams, S.C.R. rBET: Making BET work for Rodent Brains. Proc. Intl. Soc. Mag. Reson. Med. 21 (2013).
- [60]Swanson LW Brain Maps III: Structure of the Rat Brain 2004 Elsevier
- [61]Jenkinson M Bannister P Brady M Smith S Improved optimization for the robust and accurate linear registration and motion correction of brain images Neuroimage 2002 17 825 841 10.1006/nimg.2002.1132 12377157 · DOI · Paper page
- [62]Schneider CA Rasband WS Eliceiri KW NIH image to ImageJ: 25 years of image analysis Nat. Methods 2012 9 671 675 10.1038/nmeth.2089 22930834 PMC5554542 · DOI · Paper page
- [63]Schindelin J Arganda-Carreras I Frise E Kaynig V Longair M Pietzsch T Fiji: An open-source platform for biological-image analysis Nat. Methods 2012 9 676 682 10.1038/nmeth.2019 22743772 PMC3855844 · DOI · Paper page
- [65]Sato Y Nakajima S Atsumi H Koller T Gerig G Yoshida S Troccaz J Grimson E Mosges R 3D multi-scale line filter for segmentation and visualization of curvilinear structures in medical images Virtual Reality and Robotics in Medicine and Medical Robotics and Computer-Assisted Surgery 1997 Springer 213 222
- [66]Yushkevich PA Piven J Hazlett HC Smith RG Ho S Gee JC User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability Neuroimage 2006 31 1116 1128 10.1016/j.neuroimage.2006.01.015 16545965 · DOI · Paper page
- [67]Maurer CR Qi RS Raghavan V A linear time algorithm for computing exact Euclidean distance transforms of binary images in arbitrary dimensions IEEE Trans. Pattern Anal. Mach. Intell. 2003 25 265 270 10.1109/TPAMI.2003.1177156 · DOI
- [68]Kedarasetti RT Drew PJ Costanzo F Arterial pulsations drive oscillatory flow of CSF but not directional pumping Sci. Rep. 2020 10 12 10.1038/s41598-020-66887-w 32572120 PMC7308311 · DOI
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Sorets, A. G., Schwensen, K. R., Francini, N., Kjar, A., Abdulrahman, A. M., Shostak, A., Katdare, K. A., Schoch, K. M., Cowell, R. P., Park, J. C., et al. (2025) · Nucleic Acids Research · doi:10.1093/nar/gkaf600 · Cited by 6 · see citing works
“…re-versibly binds to albumin would transport effectively throughout the brain because prior studies have shown that albumin-binding dyes have reduced clearance to the periphery after ICV infusion in mice [ 23 ] and accumulate in perivascular compartments after ICV injection in rats [ 24 , 25 ].”
Sorets, A., Schwensen, K., Francini, N., Kjar, A., Abdulrahman, A., Shostak, A., Katdare, K., Schoch, K., Cowell, R., Park, J., et al. (2024) · doi:10.1101/2024.06.09.598079 · Cited by 4 · see citing works
- Authors
- Rey, J. A., Farid, U. M., Najjoum, C. M., Brown, A., Magdoom, K. N., Mareci, T. H., & Sarntinoranont, M.
- Affiliations
- University of Florida (US)
- Corresponding author
- Sarntinoranont, Malisa
- Venue
- Scientific Reports
- Published
- 2023-06-06
- Volume
- 13
- Issue
- 1
- Pages
- 9205-9205
- ISSN
- 2045-2322 (ISSN-L)
- PMC
- PMC10244386
- OpenAlex
- W4379598818
- Cited by
- 8
- References
- 6
- Citations by year
- 2026: 3 · 2025: 2 · 2024: 3
- FWCI
- 0.97
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Scientific Reports (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Science Foundation (1157490)
- U.S. Department of Energy (DMR-1157490)
- McKnight Foundation
- University of Florida
- National High Magnetic Field Laboratory (DMR-1157490, 1157490)
- University of California, San Francisco
- Division of Materials Research (11‐57490, DMR 1157490)
- High Magnetic Field Laboratory, Chinese Academy of Sciences
- State of Florida
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Cerebrospinal fluid and hydrocephalus
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
- Life Sciences › Neuroscience › Neurology › Barrier Structure and Function Studies
- Keywords
- perivascular spaces, high-field MRI, rat brain, cerebrospinal fluid, subarachnoid space, amyloid-beta clearance, advection, solute dispersion, ex vivo brain imaging
- MeSH terms
- Animals, Brain, Contrast Media, Diffusion, Magnetic Resonance Imaging, Subarachnoid Space, Rats
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