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Leon M, Troscianko ET, Woo CC. Inflammation and olfactory loss are associated with at least 139 medical conditions. Front Mol Neurosci 2024; 17:1455418. [PMID: 39464255 PMCID: PMC11502474 DOI: 10.3389/fnmol.2024.1455418] [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: 06/27/2024] [Accepted: 09/16/2024] [Indexed: 10/29/2024] Open
Abstract
Olfactory loss accompanies at least 139 neurological, somatic, and congenital/hereditary conditions. This observation leads to the question of whether these associations are correlations or whether they are ever causal. Temporal precedence and prospective predictive power suggest that olfactory loss is causally implicated in many medical conditions. The causal relationship between olfaction with memory dysfunction deserves particular attention because this sensory system has the only direct projection to memory centers. Mechanisms that may underlie the connections between medical conditions and olfactory loss include inflammation as well as neuroanatomical and environmental factors, and all 139 of the medical conditions listed here are also associated with inflammation. Olfactory enrichment shows efficacy for both prevention and treatment, potentially mediated by decreasing inflammation.
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Affiliation(s)
- Michael Leon
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, United States
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, Irvine, CA, United States
| | - Emily T. Troscianko
- The Oxford Research Centre in the Humanities, University of Oxford, Oxford, United Kingdom
| | - Cynthia C. Woo
- Department of Neurobiology and Behavior, University of California, Irvine, Irvine, CA, United States
- Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, United States
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Wang G, Li ZA, Chen L, Lugar H, Hershey T. Clinical Trials for Wolfram Syndrome Neurodegeneration: Novel Design, Endpoints, and Analysis Models. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.09.10.24313426. [PMID: 39314971 PMCID: PMC11419225 DOI: 10.1101/2024.09.10.24313426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Objective Wolfram syndrome, an ultra-rare condition, currently lacks effective treatment options. The rarity of this disease presents significant challenges in conducting clinical trials, particularly in achieving sufficient statistical power (e.g., 80%). The objective of this study is to propose a novel clinical trial design based on real-world data to reduce the sample size required for conducting clinical trials for Wolfram syndrome. Methods We propose a novel clinical trial design with three key features aimed at reducing sample size and improve efficiency: (i) Pooling historical/external controls from a longitudinal observational study conducted by the Washington University Wolfram Research Clinic. (ii) Utilizing run-in data to estimate model parameters. (iii) Simultaneously tracking treatment effects in two endpoints using a multivariate proportional linear mixed effects model. Results Comprehensive simulations were conducted based on real-world data obtained through the Wolfram syndrome longitudinal observational study. Our simulations demonstrate that this proposed design can substantially reduce sample size requirements. Specifically, with a bivariate endpoint and the inclusion of run-in data, a sample size of approximately 30 per group can achieve over 80% power, assuming the placebo progression rate remains consistent during both the run-in and randomized periods. In cases where the placebo progression rate varies, the sample size increases to approximately 50 per group. Conclusions For rare diseases like Wolfram syndrome, leveraging existing resources such as historical/external controls and run-in data, along with evaluating comprehensive treatment effects using bivariate/multivariate endpoints, can significantly expedite the development of new drugs.
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Affiliation(s)
- Guoqiao Wang
- Department of Neurology, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
- Division of Biostatistics, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
| | - Zhaolong Adrian Li
- Department of Psychiatry, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
| | - Ling Chen
- Division of Biostatistics, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
| | - Heather Lugar
- Department of Neurology, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
- Department of Psychiatry, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
| | - Tamara Hershey
- Department of Neurology, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
- Department of Psychiatry, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
- Department of Radiology, Washington University in St Louis School of Medicine, St Louis, Missouri, USA
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Yu P, Chen W, Jiang L, Jia Y, Xu X, Shen W, Jin N, Du H. Olfactory dysfunction and the role of stem cells in the regeneration of olfactory neurons. Heliyon 2024; 10:e29948. [PMID: 38694081 PMCID: PMC11058886 DOI: 10.1016/j.heliyon.2024.e29948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 04/08/2024] [Accepted: 04/17/2024] [Indexed: 05/03/2024] Open
Abstract
The prevalence of COVID-19 has drawn increasing attention to olfactory dysfunction among researchers. Olfactory dysfunction manifests in various clinical types, influenced by numerous pathogenic factors. Despite this diversity, the underlying pathogenesis remains largely elusive, contributing to a lack of standardized treatment approaches. However, the potential regeneration of olfactory neurons within the nasal cavity presents a promising avenue for addressing olfactory dysfunction effectively. Our review aims to delve into the current research landscape and treatment modalities concerning olfactory dysfunction, emphasizing etiology, pathogenesis, clinical interventions, and the role of stem cells in regenerating olfactory nerves. Through this comprehensive examination, we aim to provide valuable insights into understanding the onset, progression, and treatment of olfactory dysfunction diseases.
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Affiliation(s)
- Pengju Yu
- Department of Otolaryngology, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Weiguan Chen
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Ling Jiang
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Yufeng Jia
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Xiaoyan Xu
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Weiye Shen
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Ni Jin
- Operating Room, Traditional Chinese Medicine Hospital of Kunshan, Jiangsu Province, China
| | - Hongjie Du
- Department of Otolaryngology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, China
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Alfaro R, Nicanor-Carreón JG, Doty T, Lugar H, Hershey T, Pepino MY. Enhancement of taste by retronasal odors in patients with Wolfram syndrome and decreased olfactory function. Chem Senses 2023; 48:bjad004. [PMID: 36798000 PMCID: PMC9992935 DOI: 10.1093/chemse/bjad004] [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: 07/15/2022] [Indexed: 02/18/2023] Open
Abstract
Wolfram syndrome is a rare disease characterized by diabetes, neurodegeneration, loss of vision, and audition. We recently found, in a young sample of participants (mean age 15 years), that Wolfram syndrome was associated with impairment in smell identification with normal smell sensitivity and whole-mouth taste function. However, these senses were assessed separately, and it is unknown whether smell-taste interactions are altered in Wolfram syndrome, which was the focus of this study. Participants with Wolfram syndrome (n = 36; 18.2 ± 6.8 years) and sex-age-equivalent healthy controls (n = 34) were assessed with a battery of sensory tests. Using sip-and-spit methods, participants tasted solutions containing gustatory and olfactory stimuli (sucrose with strawberry extract, citric acid with lemon extract, sodium chloride in vegetable broth, and coffee) with and without nose clips, and rated perceived taste and retronasal smell intensities using the generalized Labeled Magnitude Scale. Participants also completed n-butanol detection thresholds and the University of Pennsylvania Smell Identification Test (UPSIT). Retronasal smell increased taste intensity of sucrose, sodium chloride, and coffee solutions similarly in both groups (P values <0.03). Compared with the control group, participants in the Wolfram group had lower UPSIT scores and reduced smell sensitivity, retronasal intensity, and saltiness (P values <0.03), but rated other taste intensities similarly when wearing the nose clip. Despite impairments in orthonasal smell identification, odor-induced taste enhancement was preserved in participants with Wolfram syndrome who still had some peripheral olfactory function. This finding suggests that odor-induced taste enhancement may be preserved in the presence of reduced olfactory intensity.
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Affiliation(s)
- Raul Alfaro
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Jessica G Nicanor-Carreón
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States
| | - Tasha Doty
- Department of Psychiatry, School of Medicine, Washington University, St. Louis, MO, United States
| | - Heather Lugar
- Department of Psychiatry, School of Medicine, Washington University, St. Louis, MO, United States
| | - Tamara Hershey
- Department of Psychiatry, School of Medicine, Washington University, St. Louis, MO, United States
- Department of Radiology, School of Medicine, Washington University, St. Louis, MO, United States
| | - Marta Yanina Pepino
- Department of Food Science and Human Nutrition, University of Illinois at Urbana-Champaign, Urbana, IL, United States
- Division of Nutritional Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, United States
- Department of Biomedical and Translational Sciences, Carle Illinois College of Medicine, University of Illinois at Urbana-Champaign, Urbana, IL, United States
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Longitudinal Changes in Vision and Retinal Morphological in Wolfram Syndrome. Am J Ophthalmol 2022; 243:10-18. [PMID: 35850251 DOI: 10.1016/j.ajo.2022.07.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 07/09/2022] [Accepted: 07/11/2022] [Indexed: 11/21/2022]
Abstract
PURPOSE To report long-term ophthalmic findings in Wolfram syndrome, including rates of visual decline, macular thinning, retinal nerve fiber layer (RNFL) thinning and outer plexiform lamination (OPL). DESIGN Single-center, cohort study METHODS: : Thirty-eight participants were recruited and underwent a complete ophthalmic examination as well as optical coherence tomography imaging of the macula and nerve on an annual basis. Linear mixed-effects models for longitudinal data were used to examine both fixed and random effects related to visual acuity and optic nerve quadrants of RNFL and macula thickness. RESULTS Participants completed a mean of 6.44 years of follow-up (range 2-10 years). Visual acuity declined over time in all participants with a mean slope of 0.059 logMar/year (95% CI: 0.07 to 0.05 logMar/year), although nearly 25% of subjects experienced more rapid visual decline. RNFL thickness decreased in superior, inferior, and nasal quadrants (β = -0.5 μm/year, -0.98 μm/year, -0.28 μm/year, respectively). OPL lamination was noted in three study participants, two of which had autosomal dominant mutations. CONCLUSIONS Our study describes the longest and largest natural history study of visual acuity decline and retinal morphometry in Wolfram syndrome to date. Results suggest that there are slower and faster progressing subgroups and that OPL lamination is present in some individuals with this disease.
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Eisenstein SA, Boodram RS, Sutphen CL, Lugar HM, Gordon BA, Marshall BA, Urano F, Fagan AM, Hershey T. Plasma Neurofilament Light Chain Levels Are Elevated in Children and Young Adults With Wolfram Syndrome. Front Neurosci 2022; 16:795317. [PMID: 35495027 PMCID: PMC9039397 DOI: 10.3389/fnins.2022.795317] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 03/04/2022] [Indexed: 11/23/2022] Open
Abstract
Wolfram syndrome is a rare disease caused by pathogenic variants in the WFS1 gene with progressive neurodegeneration. As an easily accessible biomarker of progression of neurodegeneration has not yet been found, accurate tracking of the neurodegenerative process over time requires assessment by costly and time-consuming clinical measures and brain magnetic resonance imaging (MRI). A blood-based measure of neurodegeneration, neurofilament light chain (NfL), is relatively inexpensive and can be repeatedly measured at remote sites, standardized, and measured in individuals with MRI contraindications. To determine whether NfL levels may be of use in disease monitoring and reflect disease activity in Wolfram syndrome, plasma NfL levels were compared between children and young adults with Wolfram syndrome (n = 38) and controls composed of their siblings and parents (n = 35) and related to clinical severity and selected brain region volumes within the Wolfram group. NfL levels were higher in the Wolfram group [median (interquartile range) NfL = 11.3 (7.8-13.9) pg/mL] relative to controls [5.6 (4.5-7.4) pg/mL]. Within the Wolfram group, higher NfL levels related to worse visual acuity, color vision and smell identification, smaller brainstem and thalamic volumes, and faster annual rate of decrease in thalamic volume over time. Our findings suggest that plasma NfL levels can be a powerful tool to non-invasively assess underlying neurodegenerative processes in children, adolescents and young adults with Wolfram syndrome.
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Affiliation(s)
- Sarah A. Eisenstein
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, United States
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, United States
| | - Raveena S. Boodram
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, United States
| | - Courtney L. Sutphen
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, United States
| | - Heather M. Lugar
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, United States
| | - Brian A. Gordon
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, United States
- Charles F. and Joanne Knight Alzheimer’s Disease Research Center, Washington University School of Medicine, St. Louis, MO, United States
| | - Bess A. Marshall
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, United States
- Department of Cell Biology, Washington University School of Medicine, St. Louis, MO, United States
| | - Fumihiko Urano
- Department of Medicine, Washington University School of Medicine, St. Louis, MO, United States
- Division of Endocrinology, Metabolism, and Lipid Research, Washington University School of Medicine, St. Louis, MO, United States
- Department of Pathology and Immunology, Washington University School of Medicine, St. Louis, MO, United States
| | - Anne M. Fagan
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, United States
- Charles F. and Joanne Knight Alzheimer’s Disease Research Center, Washington University School of Medicine, St. Louis, MO, United States
- Hope Center for Neurological Disorders, Washington University School of Medicine, St. Louis, MO, United States
| | - Tamara Hershey
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, United States
- Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, United States
- Department of Neurology, Washington University School of Medicine, St. Louis, MO, United States
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Ray MK, Chen L, White NH, Ni R, Hershey T, Marshall BA. Longitudinal progression of diabetes mellitus in Wolfram syndrome: The Washington University Wolfram Research Clinic experience. Pediatr Diabetes 2022; 23:212-218. [PMID: 34792267 PMCID: PMC8844189 DOI: 10.1111/pedi.13291] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 11/08/2021] [Accepted: 11/12/2021] [Indexed: 11/28/2022] Open
Abstract
OBJECTIVE (1) Describe the progression of diabetes mellitus over time in an observational study of Wolfram syndrome, a rare, genetic, neurodegenerative disorder, which often includes diabetes mellitus and is typically diagnosed during childhood or adolescence. (2) Determine whether C-peptide could be used as a marker of diabetes progression in interventional trials for Wolfram syndrome. METHODS N = 44 (25F/19M) participants with genetically confirmed Wolfram syndrome attended the Washington University Wolfram Research Clinic annually from 2010 to 2019. Medical history, physical examinations, blood sampling, and questionnaires were used to collect data about diabetes mellitus and other components of Wolfram syndrome. Beta-cell function was assessed by determination of C-peptide during a mixed meal tolerance test. Random coefficients models evaluated the rate of progression of C-peptide over time, and power analyses were used to estimate the number of subjects needed to detect a change in C-peptide decline during an intervention trial. RESULTS 93.2% of patients had diabetes mellitus. Mean HbA1c across all study visits was 7.9%. C-peptide significantly decreased with increasing duration of diabetes mellitus (p < 0.0001); an optimal break point in C-peptide decline was identified to occur between 0.1 and 2.3 years after diabetes mellitus diagnosis. Twenty patients per group (active vs. control) were estimated to be needed to detect a 60% slowing of C-peptide decline during the first 2.3 years following diabetes diagnosis. CONCLUSION C-peptide declines over time in Wolfram syndrome and could potentially be used as a marker of diabetes progression in interventional studies for Wolfram syndrome, especially within the first 2 years after diabetes diagnosis.
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Affiliation(s)
- Mary Katherine Ray
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA.,Corresponding Author: Department of Psychiatry, Washington University in St. Louis, 4525 Scott Ave, East Bldg, St. Louis, MO, 63110, United States, Phone: 1 314 362 5041,
| | - Ling Chen
- Division of Biostatistics, Washington University in St. Louis School of Medicine, St. Louis, MO, 63110, USA
| | - Neil H White
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.,Saint Louis Children’s Hospital, One Children’s Place, St. Louis, MO, 63110, USA
| | - Richard Ni
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA
| | - Tamara Hershey
- Department of Psychiatry, Washington University School of Medicine, St. Louis, MO, USA.,Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Bess A Marshall
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.,Saint Louis Children’s Hospital, One Children’s Place, St. Louis, MO, 63110, USA,,Department of Cell Biology, Washington University School of Medicine, St. Louis, MO, USA
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Samara A, Lugar HM, Hershey T, Shimony JS. Longitudinal Assessment of Neuroradiologic Features in Wolfram Syndrome. AJNR Am J Neuroradiol 2020; 41:2364-2369. [PMID: 33122205 DOI: 10.3174/ajnr.a6831] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2020] [Accepted: 08/06/2020] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND PURPOSE Wolfram syndrome is a rare genetic disease with characteristic brain involvement. We reviewed the brain MR images of patients with Wolfram syndrome to determine the frequency and characteristics of common neuroradiologic findings. MATERIALS AND METHODS We retrospectively reviewed the imaging data of patients with genetically-confirmed Wolfram syndrome who had been recruited to the Washington University Wolfram Syndrome Research Clinic. These patients were evaluated between 2010 and 2019 with annual MRIs, along with other measures. MR images were assessed for clinical neuroradiologic signs at each individual's first and last follow-up visits to characterize the frequency, rate of progression, and clinical correlations of these signs. RESULTS We included 30 patients (13 males/17 females; average age at first visit, 14 years; average age at last visit, 19 years). The median duration of follow-up was 5 years (range, 2-9 years). The most common findings were an absent or diminished posterior pituitary bright spot (first, 53%; last, 70%), T1/T2 pons signal abnormalities (first, 53%; last, 67%), optic nerve atrophy (first, 30%; last, 80%), white matter T2 hyperintensities (first, 27%; last, 35%), and cerebellar atrophy (first, 23%; last, 70%). CONCLUSIONS Patients with Wolfram syndrome present characteristic neuroradiologic findings that involve the posterior pituitary gland, optic nerves, white matter, brain stem, and cerebellum. These abnormal findings appear at an early age and tend to increase in frequency with time. However, the neurologic significance and neuropathologic mechanisms of each sign require more investigation. Neuroradiologists should be aware of the pattern of these features in Wolfram syndrome.
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Affiliation(s)
- A Samara
- From the Department of Psychiatry (A.S., H.M.L.)
| | - H M Lugar
- From the Department of Psychiatry (A.S., H.M.L.)
| | - T Hershey
- From the Department of Psychiatry (A.S., H.M.L.) .,Neurology (T.H.).,Mallinckrodt Institute of Radiology (T.H., J.S.S.), Washington University School of Medicine, St. Louis, Missouri
| | - J S Shimony
- Mallinckrodt Institute of Radiology (T.H., J.S.S.), Washington University School of Medicine, St. Louis, Missouri
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Li L, Venkataraman L, Chen S, Fu H. Function of WFS1 and WFS2 in the Central Nervous System: Implications for Wolfram Syndrome and Alzheimer's disease. Neurosci Biobehav Rev 2020; 118:775-783. [PMID: 32949681 DOI: 10.1016/j.neubiorev.2020.09.011] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 08/25/2020] [Accepted: 09/10/2020] [Indexed: 12/14/2022]
Abstract
L.P. Li, L. Venkataraman, S. Chen, and H.J. Fu. Function of WFS1 and WFS2 in the Central Nervous System: Implications for Wolfram Syndrome and Alzheimer's Disease. NEUROSCI BIOBEHAV REVXXX-XXX,2020.-Wolfram syndrome (WS) is a rare monogenetic spectrum disorder characterized by insulin-dependent juvenile-onset diabetes mellitus, diabetes insipidus, optic nerve atrophy, hearing loss, progressive neurodegeneration, and a wide spectrum of psychiatric manifestations. Most WS patients belong to Wolfram Syndrome type 1 (WS1) caused by mutations in the Wolfram Syndrome 1 (WFS1/Wolframin) gene, while a small fraction of patients belongs to Wolfram Syndrome type 2 (WS2) caused by pathogenic variants in the CDGSH Iron Sulfur Domain 2 (CISD2/WFS2) gene. Although currently there is no treatment for this life-threatening disease, the molecular mechanisms underlying the pathogenesis of WS have been proposed. Interestingly, Alzheimer's disease (AD), an age-dependent neurodegenerative disease, shares some common mechanisms with WS. In this review, we focus on the function of WFS1 and WFS2 in the central nervous system as well as their implications in WS and AD. We also propose three future directions for elucidating the role of WFS1 and WFS2 in WS and AD.
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Affiliation(s)
- Liangping Li
- Department of Neuroscience, Chronic Brain Injury, Discovery Themes, The Ohio State University, Columbus, OH, USA
| | - Lalitha Venkataraman
- Department of Neuroscience, Chronic Brain Injury, Discovery Themes, The Ohio State University, Columbus, OH, USA
| | - Shuo Chen
- Department of Neuroscience, Chronic Brain Injury, Discovery Themes, The Ohio State University, Columbus, OH, USA
| | - Hongjun Fu
- Department of Neuroscience, Chronic Brain Injury, Discovery Themes, The Ohio State University, Columbus, OH, USA.
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