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Kadaba Sridhar S, Dysterheft Robb J, Gupta R, Cheong S, Kuang R, Samadani U. Structural neuroimaging markers of normal pressure hydrocephalus versus Alzheimer's dementia and Parkinson's disease, and hydrocephalus versus atrophy in chronic TBI-a narrative review. Front Neurol 2024; 15:1347200. [PMID: 38576534 PMCID: PMC10991762 DOI: 10.3389/fneur.2024.1347200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Accepted: 02/07/2024] [Indexed: 04/06/2024] Open
Abstract
Introduction Normal Pressure Hydrocephalus (NPH) is a prominent type of reversible dementia that may be treated with shunt surgery, and it is crucial to differentiate it from irreversible degeneration caused by its symptomatic mimics like Alzheimer's Dementia (AD) and Parkinson's Disease (PD). Similarly, it is important to distinguish between (normal pressure) hydrocephalus and irreversible atrophy/degeneration which are among the chronic effects of Traumatic Brain Injury (cTBI), as the former may be reversed through shunt placement. The purpose of this review is to elucidate the structural imaging markers which may be foundational to the development of accurate, noninvasive, and accessible solutions to this problem. Methods By searching the PubMed database for keywords related to NPH, AD, PD, and cTBI, we reviewed studies that examined the (1) distinct neuroanatomical markers of degeneration in NPH versus AD and PD, and atrophy versus hydrocephalus in cTBI and (2) computational methods for their (semi-) automatic assessment on Computed Tomography (CT) and Magnetic Resonance Imaging (MRI) scans. Results Structural markers of NPH and those that can distinguish it from AD have been well studied, but only a few studies have explored its structural distinction between PD. The structural implications of cTBI over time have been studied. But neuroanatomical markers that can predict shunt response in patients with either symptomatic idiopathic NPH or post-traumatic hydrocephalus have not been reliably established. MRI-based markers dominate this field of investigation as compared to CT, which is also reflected in the disproportionate number of MRI-based computational methods for their automatic assessment. Conclusion Along with an up-to-date literature review on the structural neurodegeneration due to NPH versus AD/PD, and hydrocephalus versus atrophy in cTBI, this article sheds light on the potential of structural imaging markers as (differential) diagnostic aids for the timely recognition of patients with reversible (normal pressure) hydrocephalus, and opportunities to develop computational tools for their objective assessment.
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Affiliation(s)
- Sharada Kadaba Sridhar
- Department of Bioinformatics and Computational Biology, University of Minnesota, Minneapolis, MN, United States
- Neurotrauma Research Lab, Center for Veterans Research and Education, Minneapolis, MN, United States
| | - Jen Dysterheft Robb
- Neurotrauma Research Lab, Center for Veterans Research and Education, Minneapolis, MN, United States
| | - Rishabh Gupta
- Neurotrauma Research Lab, Center for Veterans Research and Education, Minneapolis, MN, United States
- University of Minnesota Twin Cities Medical School, Minneapolis, MN, United States
| | - Scarlett Cheong
- Department of Bioinformatics and Computational Biology, University of Minnesota, Minneapolis, MN, United States
- Neurotrauma Research Lab, Center for Veterans Research and Education, Minneapolis, MN, United States
| | - Rui Kuang
- Department of Bioinformatics and Computational Biology, University of Minnesota, Minneapolis, MN, United States
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, United States
| | - Uzma Samadani
- Department of Bioinformatics and Computational Biology, University of Minnesota, Minneapolis, MN, United States
- Neurotrauma Research Lab, Center for Veterans Research and Education, Minneapolis, MN, United States
- University of Minnesota Twin Cities Medical School, Minneapolis, MN, United States
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN, United States
- Division of Neurosurgery, Department of Surgery, Minneapolis Veterans Affairs Health Care System, Minneapolis, MN, United States
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Karki P, Murphy MC, Cogswell PM, Senjem ML, Graff-Radford J, Elder BD, Perry A, Graffeo CS, Meyer FB, Jack CR, Ehman RL, Huston J. Prediction of Surgical Outcomes in Normal Pressure Hydrocephalus by MR Elastography. AJNR Am J Neuroradiol 2024; 45:328-334. [PMID: 38272572 PMCID: PMC11286123 DOI: 10.3174/ajnr.a8108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 11/21/2023] [Indexed: 01/27/2024]
Abstract
BACKGROUND AND PURPOSE Normal pressure hydrocephalus is a treatable cause of dementia associated with distinct mechanical property signatures in the brain as measured by MR elastography. In this study, we tested the hypothesis that specific anatomic features of normal pressure hydrocephalus are associated with unique mechanical property alterations. Then, we tested the hypothesis that summary measures of these mechanical signatures can be used to predict clinical outcomes. MATERIALS AND METHODS MR elastography and structural imaging were performed in 128 patients with suspected normal pressure hydrocephalus and 44 control participants. Patients were categorized into 4 subgroups based on their anatomic features. Surgery outcome was acquired for 68 patients. Voxelwise modeling was performed to detect regions with significantly different mechanical properties between each group. Mechanical signatures were summarized using pattern analysis and were used as features to train classification models and predict shunt outcomes for 2 sets of feature spaces: a limited 2D feature space that included the most common features found in normal pressure hydrocephalus and an expanded 20-dimensional (20D) feature space that included features from all 4 morphologic subgroups. RESULTS Both the 2D and 20D classifiers performed significantly better than chance for predicting clinical outcomes with estimated areas under the receiver operating characteristic curve of 0.66 and 0.77, respectively (P < .05, permutation test). The 20D classifier significantly improved the diagnostic OR and positive predictive value compared with the 2D classifier (P < .05, permutation test). CONCLUSIONS MR elastography provides further insight into mechanical alterations in the normal pressure hydrocephalus brain and is a promising, noninvasive method for predicting surgical outcomes in patients with normal pressure hydrocephalus.
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Affiliation(s)
- Pragalv Karki
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Matthew C Murphy
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Petrice M Cogswell
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Matthew L Senjem
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Jonathan Graff-Radford
- Department of Neurology (J.G.-R.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Benjamin D Elder
- Department of Neurologic Surgery (B.D.E., C.S.G., F.B.M.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Avital Perry
- Department of Neurosurgery (A.P.), Sheba Medical Center, Tel Hashomer, Ramat Gan, Israel
| | - Christopher S Graffeo
- Department of Neurologic Surgery (B.D.E., C.S.G., F.B.M.), Mayo Clinic College of Medicine, Rochester, Minnesota
- Department of Neurosurgery (C.S.G.), University of Oklahoma, Oklahoma City, Oklahoma
| | - Fredric B Meyer
- Department of Neurologic Surgery (B.D.E., C.S.G., F.B.M.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Clifford R Jack
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - Richard L Ehman
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
| | - John Huston
- From the Department of Radiology (P.K., M.C.M., P.M.C., M.L.S., J.G.-R., C.R.J., R.L.E., J.H.), Mayo Clinic College of Medicine, Rochester, Minnesota
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Yun SY, Choi KS, Suh CH, Kim SC, Heo H, Shim WH, Jo S, Chung SJ, Lim JS, Lee JH, Kim D, Kim SO, Jung W, Kim HS, Kim SJ, Kim JH. Risk estimation for idiopathic normal-pressure hydrocephalus: development and validation of a brain morphometry-based nomogram. Eur Radiol 2023; 33:6145-6156. [PMID: 37059905 DOI: 10.1007/s00330-023-09612-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 02/10/2023] [Accepted: 03/09/2023] [Indexed: 04/16/2023]
Abstract
OBJECTIVES To develop and validate a nomogram based on MRI features for predicting iNPH. METHODS Patients aged ≥ 60 years (clinically diagnosed with iNPH, Parkinson's disease, or Alzheimer's disease or healthy controls) who underwent MRI including three-dimensional T1-weighted volumetric MRI were retrospectively identified from two tertiary referral hospitals (one hospital for derivation set and the other for validation set). Clinical and imaging features for iNPH were assessed. Deep learning-based brain segmentation software was used for 3D volumetry. A prediction model was developed using logistic regression and transformed into a nomogram. The performance of the nomogram was assessed with respect to discrimination and calibration abilities. The nomogram was internally and externally validated. RESULTS A total of 452 patients (mean age ± SD, 73.2 ± 6.5 years; 200 men) were evaluated as the derivation set. One hundred eleven and 341 patients were categorized into the iNPH and non-iNPH groups, respectively. In multivariable analysis, high-convexity tightness (odds ratio [OR], 35.1; 95% CI: 4.5, 275.5), callosal angle < 90° (OR, 12.5; 95% CI: 3.1, 50.0), and normalized lateral ventricle volume (OR, 4.2; 95% CI: 2.7, 6.7) were associated with iNPH. The nomogram combining these three variables showed an area under the curve of 0.995 (95% CI: 0.991, 0.999) in the study sample, 0.994 (95% CI: 0.990, 0.998) in the internal validation sample, and 0.969 (95% CI: 0.940, 0.997) in the external validation sample. CONCLUSION A brain morphometry-based nomogram including high-convexity tightness, callosal angle < 90°, and normalized lateral ventricle volume can help accurately estimate the probability of iNPH. KEY POINTS • The nomogram with MRI findings (high-convexity tightness, callosal angle, and normalized lateral ventricle volume) helped in predicting the probability of idiopathic normal-pressure hydrocephalus. • The nomogram may facilitate the prediction of idiopathic normal-pressure hydrocephalus and consequently avoid unnecessary invasive procedures such as the cerebrospinal fluid tap test, drainage test, and cerebrospinal fluid shunt surgery.
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Affiliation(s)
- Su Young Yun
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
- Department of Radiology, Busan Paik Hospital, Inje University College of Medicine, Busan, Republic of Korea
| | - Kyu Sung Choi
- Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea
| | - Chong Hyun Suh
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
| | - Soo Chin Kim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Hwon Heo
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Woo Hyun Shim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sungyang Jo
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sun Ju Chung
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jae-Sung Lim
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jae-Hong Lee
- Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Donghyun Kim
- Department of Radiology, Busan Paik Hospital, Inje University College of Medicine, Busan, Republic of Korea
| | - Seon-Ok Kim
- Department of Clinical Epidemiology and Biostatistics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | | | - Ho Sung Kim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sang Joon Kim
- Department of Radiology and Research Institute of Radiology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Ji-Hoon Kim
- Department of Radiology, Seoul National University Hospital, Seoul, Republic of Korea
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Hart M, Conrad J, Barrett E, Legg K, Ivey G, Lee PHU, Yung YC, Shim JW. X-linked hydrocephalus genes: Their proximity to telomeres and high A + T content compared to Parkinson's disease. Exp Neurol 2023; 366:114433. [PMID: 37156332 PMCID: PMC10330542 DOI: 10.1016/j.expneurol.2023.114433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 04/15/2023] [Accepted: 05/05/2023] [Indexed: 05/10/2023]
Abstract
Proximity to telomeres (i) and high adenine and thymine (A + T) content (ii) are two factors associated with high mutation rates in human chromosomes. We have previously shown that >100 human genes when mutated to cause congenital hydrocephalus (CH) meet either factor (i) or (ii) at 91% matching, while two factors are poorly satisfied in human genes associated with familial Parkinson's disease (fPD) at 59%. Using the sets of mouse, rat, and human chromosomes, we found that 7 genes associated with CH were located on the X chromosome of mice, rats, and humans. However, genes associated with fPD were in different autosomes depending on species. While the contribution of proximity to telomeres in the autosome was comparable in CH and fPD, high A + T content played a pivotal contribution in X-linked CH (43% in all three species) than in fPD (6% in rodents or 13% in humans). Low A + T content found in fPD cases suggests that PARK family genes harbor roughly 3 times higher chances of methylations in CpG sites or epigenetic changes than X-linked genes.
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Affiliation(s)
- Madeline Hart
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Joshua Conrad
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Emma Barrett
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Kaitlyn Legg
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Gabrielle Ivey
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Peter H U Lee
- Department of Cardiothoracic Surgery, Southcoast Health, Fall River, MA, United States; Department of Pathology and Laboratory Medicine, Brown University, Providence, RI, United States
| | - Yun C Yung
- Department of Neuroscience, The Scintillon Research Institute, San Diego, CA, United States
| | - Joon W Shim
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States.
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Qiu X, Wang D, Chen L, Huang G, Zhou X, Chen Q, Wang Z. The compensatory mechanism and clinical significance of hydrocephalus after cranioplasty. Front Neurol 2023; 13:1075137. [PMID: 36712427 PMCID: PMC9878597 DOI: 10.3389/fneur.2022.1075137] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 12/21/2022] [Indexed: 01/13/2023] Open
Abstract
Objective Cranioplasty (CP) and ventriculoperitoneal shunt (VPS) are procedures required after decompression of the flap (DC) to protect the cranial frame and prevent hydrocephalus. This study evaluated the safety and efficacy of different surgical sequences of CP and VPS after DC and identified risk factors for necessary permanent VPS. Methods From January 2017 to December 2021, valid follow-up data were collected in 192 cases. The observation group preferred CP, and then evaluated whether to receive VPS according to the progress of hydrocephalus. the control group was prioritized for VPS and continued with CP after 1 week. The improvement of hydrocephalus symptoms, follow-up outcomes, and post-operative complications before and after surgery were compared between the two groups, and univariate analysis was used to determine the risk factors for necessary permanent risk factors for VPS. Results There were 86 cases (44.8%) in the observation group, who received CP first, while 106 cases (55.2%) in the control group received VPS and CP, respectively. There was no significant difference between the two groups according to Barthel index, FMAS, Mrs, GCS, and Evans index, and there was no statistical difference in complications between the two groups. However, in the observation group, hydrocephalus disappeared after CP operation in 29 cases (33.7%), and finally avoided VPS. Univariate analysis showed that the main etiology was related to the size of the skull defect, the distance of the talus margin relative to the flap to the midline, and lumbar puncture pressure was a predictor of the need for permanent VPS. Conclusion This study provides detailed information on the efficacy and complications of different sequences of preferential CP or VPS after DC surgery. We found that priority CP reduced the incidence of VPS surgery without affecting surgical outcomes and complications.
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Affiliation(s)
- Xiansheng Qiu
- The Graduate School of Fujian Medical University, Fuzhou, Fujian, China
| | - Dong Wang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, Jiangxi, China
| | - Li Chen
- Department of Neurosurgery, Fuzhou 900th Hospital of PLA, Fuzhou, Fujian, China
| | - Guanlin Huang
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, Jiangxi, China
| | - Xiaoping Zhou
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, Jiangxi, China
| | - Qiang Chen
- Department of Neurosurgery, Ganzhou People's Hospital, Ganzhou, Jiangxi, China
| | - Zhanxiang Wang
- The Graduate School of Fujian Medical University, Fuzhou, Fujian, China,*Correspondence: Zhanxiang Wang ✉
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White H, Webb R, McKnight I, Legg K, Lee C, Lee PH, Spicer OS, Shim JW. TRPV4 mRNA is elevated in the caudate nucleus with NPH but not in Alzheimer's disease. Front Genet 2022; 13:936151. [PMID: 36406122 PMCID: PMC9670164 DOI: 10.3389/fgene.2022.936151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 10/17/2022] [Indexed: 01/04/2023] Open
Abstract
Symptoms of normal pressure hydrocephalus (NPH) and Alzheimer's disease (AD) are somewhat similar, and it is common to misdiagnose these two conditions. Although there are fluid markers detectable in humans with NPH and AD, determining which biomarker is optimal in representing genetic characteristics consistent throughout species is poorly understood. Here, we hypothesize that NPH can be differentiated from AD with mRNA biomarkers of unvaried proximity to telomeres. We examined human caudate nucleus tissue samples for the expression of transient receptor potential cation channel subfamily V member 4 (TRPV4) and amyloid precursor protein (APP). Using the genome data viewer, we analyzed the mutability of TRPV4 and other genes in mice, rats, and humans through matching nucleotides of six genes of interest and one house keeping gene with two factors associated with high mutation rate: 1) proximity to telomeres or 2) high adenine and thymine (A + T) content. We found that TRPV4 and microtubule associated protein tau (MAPT) mRNA were elevated in NPH. In AD, mRNA expression of TRPV4 was unaltered unlike APP and other genes. In mice, rats, and humans, the nucleotide size of TRPV4 did not vary, while in other genes, the sizes were inconsistent. Proximity to telomeres in TRPV4 was <50 Mb across species. Our analyses reveal that TRPV4 gene size and mutability are conserved across three species, suggesting that TRPV4 can be a potential link in the pathophysiology of chronic hydrocephalus in aged humans (>65 years) and laboratory rodents at comparable ages.
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Affiliation(s)
- Hunter White
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Ryan Webb
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Ian McKnight
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Kaitlyn Legg
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States
| | - Chan Lee
- Department of Anesthesia, Indiana University Health Arnett Hospital, Lafayette, IN, United States
| | - Peter H.U. Lee
- Department of Cardiothoracic Surgery, Southcoast Health, Fall River, MA, United States,Department of Pathology and Laboratory Medicine, Brown University, Providence, RI, United States
| | - Olivia Smith Spicer
- National Institute of Mental Health, National Institute of Health, Bethesda, MD, United States
| | - Joon W. Shim
- Department of Biomedical Engineering, Marshall University, Huntington, WV, United States,*Correspondence: Joon W. Shim,
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Bonney PA, Briggs RG, Wu K, Choi W, Khahera A, Ojogho B, Shao X, Zhao Z, Borzage M, Wang DJJ, Liu C, Lee DJ. Pathophysiological Mechanisms Underlying Idiopathic Normal Pressure Hydrocephalus: A Review of Recent Insights. Front Aging Neurosci 2022; 14:866313. [PMID: 35572128 PMCID: PMC9096647 DOI: 10.3389/fnagi.2022.866313] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 03/28/2022] [Indexed: 01/18/2023] Open
Abstract
The pathophysiologic mechanisms underpinning idiopathic normal pressure hydrocephalus (iNPH), a clinically diagnosed dementia-causing disorder, continue to be explored. An increasing body of evidence implicates multiple systems in the pathogenesis of this condition, though a unifying causative etiology remains elusive. Increased knowledge of the aberrations involved has shed light on the iNPH phenotype and has helped to guide prognostication for treatment with cerebrospinal fluid diversion. In this review, we highlight the central role of the cerebrovasculature in pathogenesis, from hydrocephalus formation to cerebral blood flow derangements, blood-brain barrier breakdown, and glymphatic pathway dysfunction. We offer potential avenues for increasing our understanding of how this disease occurs.
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Affiliation(s)
- Phillip A. Bonney
- Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- *Correspondence: Phillip A. Bonney
| | - Robert G. Briggs
- Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Kevin Wu
- Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Wooseong Choi
- Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Anadjeet Khahera
- Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Brandon Ojogho
- Laboratory of Functional MRI Technology, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- USC Neurorestoration Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Xingfeng Shao
- Laboratory of Functional MRI Technology, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Zhen Zhao
- Department of Physiology & Neuroscience and the Zilkha Neurogenetic Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Matthew Borzage
- Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- Division of Neonatology, Department of Pediatrics, Fetal and Neonatal Institute, Children’s Hospital Los Angeles, Los Angeles, CA, United States
| | - Danny J. J. Wang
- Laboratory of Functional MRI Technology, Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Charles Liu
- Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- USC Neurorestoration Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| | - Darrin J. Lee
- Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
- USC Neurorestoration Center, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
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Antonucci M, McTeague LM, Yazdani M, Benitez A. Callosal Angle Narrowing in Research Data Bases of the Cognitively Impaired. AJNR Am J Neuroradiol 2022; 43:E5-E6. [PMID: 35144933 PMCID: PMC8910822 DOI: 10.3174/ajnr.a7416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
| | - L M McTeague
- Brain Stimulation Laboratory, Department of Psychiatry and Behavioral Sciences
| | - M Yazdani
- Department of Radiology & Radiological Science
| | - A Benitez
- Department of NeurologyMedical University of South CarolinaCharleston, South Carolina
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