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Zhang M, Chen X, Yao Y, Wang W, Zhong Y, Shi S, Zhang K. Smartphone video games effectively improve cognitive function in middle-aged and elderly patients with chronic schizophrenia: a randomized clinical trial. Transl Psychiatry 2025; 15:151. [PMID: 40251163 PMCID: PMC12008215 DOI: 10.1038/s41398-025-03364-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 01/27/2025] [Accepted: 03/31/2025] [Indexed: 04/20/2025] Open
Abstract
Cognitive dysfunction in chronic schizophrenia has a serious impact on the quality of life of middle-aged and elderly patients. It is urgent to find an economical and effective treatment to improve cognitive function. The purpose of this study was to explore the effect of free video games on cognitive function and blood factors in middle-aged and elderly patients with chronic schizophrenia. The study began in July 2021 and ended in February 2022. The subjects suffered from chronic schizophrenia and were aged between 40-65 years old. Participants were randomly divided into control group (n = 15) and game group (n = 12). The control group watched TV for 1 h every day, and the game group played video games for 1 h every day. Both groups were five days a week for six weeks. This study found that compared with the control group, the cognitive function of the game group was significantly improved (P < 0.001). The level of GDNF in the game group was significantly increased, and the levels of Tau, MIP-1 and MIP-4 were decreased. Serum GDNF and MIP-1 were significantly correlated with cognitive function. In conclusion, smartphone free video games effectively improve the cognitive function of middle-aged and elderly patients with chronic schizophrenia. In addition, blood factors GDNF, Tau, MIP-1 and MIP-4 may be serum markers for predicting cognitive function. It provides a new idea for the clinical treatment of cognitive impairment. Trial Registration: Chinese Clinical Trial Registry Identifier: ChiCTR2100044113.
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Affiliation(s)
- Miaomiao Zhang
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
| | - Xinyu Chen
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
- Wuxi Mental Health Center, Wuxi, China
| | - Yitan Yao
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
| | - Wenhui Wang
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
| | - Yongjie Zhong
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
| | - Shengya Shi
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China
- Anhui Psychiatric Center, Hefei, China
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China
| | - Kai Zhang
- Department of Psychiatry, Chaohu Hospital of Anhui Medical University, Hefei, China.
- Anhui Psychiatric Center, Hefei, China.
- School of Mental Health and Psychological Sciences, Anhui Medical University, Hefei, China.
- Anhui Provincial Key Laboratory for Brain Bank Construction and Resource Utilization, Hefei, China.
- Department of Psychiatry, The Fourth Affiliated Hospital of Anhui Medical University, Chaohu, Hefei, China.
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D'Silva A, Barnes J, Djafar J, Bhattacharya K, Yan J, Mohammad S, Bandodkar S, Johnson A, Tchan M, Miteff C, Elvidge KL, Dale RC, Farrar M. Characterizing circulating biomarkers for childhood dementia disorders: A scoping review of clinical trials. Neurotherapeutics 2025; 22:e00546. [PMID: 39948021 PMCID: PMC12014410 DOI: 10.1016/j.neurot.2025.e00546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 01/29/2025] [Accepted: 01/29/2025] [Indexed: 03/05/2025] Open
Abstract
Childhood dementias, a group of neurological disorders are characterised by neurocognitive decline, with physical and psychosocial impacts for individuals. With therapy available for <5 % of childhood dementias, there is a high level of unmet need. Integration of biomarkers in clinical trials are important to characterize distinctive biological activities and interrogate targets for therapeutic development. This study reviewed four clinical trial registries to examine circulating biomarkers in childhood dementias. Findings from 262 studies were synthesized across 49/72 (68 %) childhood dementia disorders. Disease-related biomarkers were associated with 1) the primary pathophysiology 2) downstream pathogenic events 3) drug-related pharmacokinetics, safety and/or tolerability. The predominant biological measures were metabolites linked to the primary pathophysiological pathway (102 measures, 185 studies), while use of cytoskeletal proteins (3 measures, 15 studies), inflammatory mediators (19 measures, 24 studies), oxidative stress-related analytes (15 measures, 8 studies), neurotransmitters or related neuro-metabolites (3 measures, 5 studies) were limited. A range of potential biomarkers are used in clinical trials; however, their use is inconsistent and under utilised among conditions. Development of a panel of biomarkers has potential to interrogate and link shared biological pathways across the heterogeneity of childhood dementias to exert a significant impact for the development of disease-modifying therapies.
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Affiliation(s)
- Arlene D'Silva
- Department of Neurology, The Sydney Children's Hospitals Network, Sydney, Australia; Discipline of Paediatrics and Child Health, School of Clinical Medicine, UNSW Medicine and Health, The University of New South Wales, Sydney, Australia; UNSW RNA Institute, The University of New South Wales, Sydney, Australia.
| | - James Barnes
- Department of Neurology, The Sydney Children's Hospitals Network, Sydney, Australia; Discipline of Paediatrics and Child Health, School of Clinical Medicine, UNSW Medicine and Health, The University of New South Wales, Sydney, Australia
| | - Jason Djafar
- Department of Neurology, The Sydney Children's Hospitals Network, Sydney, Australia; Discipline of Paediatrics and Child Health, School of Clinical Medicine, UNSW Medicine and Health, The University of New South Wales, Sydney, Australia
| | - Kaustuv Bhattacharya
- Sydney Children's Hospitals' Network, Westmead, NSW 2145, Australia; Clinical School, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, NSW, Australia
| | - Jingya Yan
- Clinical School, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, NSW, Australia; Kids Neuroscience Centre, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, Clinical School, NSW, Australia
| | - Shekeeb Mohammad
- Clinical School, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, NSW, Australia; Kids Neuroscience Centre, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, Clinical School, NSW, Australia
| | - Sushil Bandodkar
- Sydney Children's Hospitals' Network, Westmead, NSW 2145, Australia; Clinical School, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, NSW, Australia
| | - Alexandra Johnson
- Department of Neurology, The Sydney Children's Hospitals Network, Sydney, Australia; Discipline of Paediatrics and Child Health, School of Clinical Medicine, UNSW Medicine and Health, The University of New South Wales, Sydney, Australia
| | - Michel Tchan
- Department of Genetic Medicine, Westmead Hospital, Westmead, NSW 2145, Australia; Faculty of Medicine and Health, University of Sydney, NSW, Australia
| | - Christina Miteff
- Children, Young People and Families Directorate of Hunter New England Local Health District and John Hunter Children's Hospital, New Lambton Heights, NSW 2305, Australia
| | | | - Russell C Dale
- Clinical School, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, NSW, Australia; Kids Neuroscience Centre, The Children's Hospital at Westmead, Faculty of Medicine and Health, University of Sydney, Clinical School, NSW, Australia
| | - Michelle Farrar
- Department of Neurology, The Sydney Children's Hospitals Network, Sydney, Australia; Discipline of Paediatrics and Child Health, School of Clinical Medicine, UNSW Medicine and Health, The University of New South Wales, Sydney, Australia; UNSW RNA Institute, The University of New South Wales, Sydney, Australia
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van Gool R, Cay M, Ren B, Brodeur K, Golden E, Goodlett B, Yang E, Reilly T, Hastings C, Berry-Kravis EM, Lee PY, Di Biase M, Cropley V, Pantelis C, Velakoulis D, Shinn AK, Al-Hertani W, Walterfang M, Upadhyay J. Implications of the choroid plexus in Niemann-Pick disease Type C neuropathogenesis. Brain Behav Immun 2025; 124:376-384. [PMID: 39689839 PMCID: PMC11787871 DOI: 10.1016/j.bbi.2024.12.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 12/04/2024] [Accepted: 12/14/2024] [Indexed: 12/19/2024] Open
Abstract
BACKGROUND Niemann-Pick Disease Type C (NPC) is an ultra-rare disorder characterized by progressive psychiatric and neurologic manifestations, with late infantile, juvenile, and adolescent/adult presentations. We examined morphological properties of the choroid plexus, a protective blood-cerebrospinal fluid barrier, in NPC, and their relationship with neurodegeneration, clinical status, and circulatory markers. This study also determined whether choroid plexus morphology differentiates between NPC and more prevalent illnesses, schizophrenia (SZ) and bipolar disorder (BD), which have overlapping psychiatric symptoms with adolescent and adult-onset NPC and are associated with misdiagnosis. METHODS Patients with NPC were assessed using neuroimaging, clinical instruments, and plasma protein quantification focusing on inflammatory markers. Morphological properties (i.e., choroid plexus volumes) were compared between patients with NPC (n = 17), SZ (n = 20), BD (n = 24), and healthy controls (HCs, n = 106). RESULTS Choroid plexus enlargement (p < 0.05) and reduced thalamic volumes (p < 0.05) were observed in NPC patients versus HCs and SZ or BD patients. A logistic regression model with choroid plexus and thalamic volumes as predictors yielded high prediction accuracy for NPC vs. HCs, NPC vs. SZ, and NPC vs. BD (area under the receiver operating characteristics curve [AUROC] of 1). Choroid plexus volumes were negatively correlated with left (p = 0.009-0.012) and right (p = 0.007-0.025) thalamic volumes, left (r = -0.69, p = 0.003) and right (r = -0.71, p = 0.002) crus I of the cerebellum, and greater severity on the NPC-Suspicion Index psychiatric subscale (ρ = 0.72, p = 0.042). Targeted protein expression quantification revealed differential expression of TGFA, HLA-DRA, TNFSF12, EGF, INFG, and IL-18 in NPC patients vs. HCs (p < 0.05), with higher choroid plexus volumes correlating with IL-18 levels (ρ = 0.71, p = 0.047). CONCLUSION The choroid plexus may play a critical role in NPC neuropathogenesis and serve as a novel biomarker for monitoring neurodegenerative and inflammatory processes in NPC.
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Affiliation(s)
- Raquel van Gool
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA; Department of Neurology, Mental Health and Neuroscience Research Institute, Maastricht University, Maastricht, Limburg, the Netherlands
| | - Mariesa Cay
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Boyu Ren
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA, USA
| | - Kailey Brodeur
- Division of Immunology, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - Emma Golden
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Benjamin Goodlett
- Division of Genetics and Genomics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Edward Yang
- Department of Radiology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Tom Reilly
- Neuropsychiatry Centre, Royal Melbourne Hospital, Melbourne, VIC, Australia
| | - Caroline Hastings
- Department of Pediatric Hematology and Oncology, UCSF Benioff Children's Hospital Oakland (Children Hospital and Research Center Oakland), Oakland, CA
| | - Elizabeth M Berry-Kravis
- Department of Pediatrics, Neurological Sciences and Anatomy and Cell Biology, Rush University Medical Center, Chicago, IL, USA
| | - Pui Y Lee
- Division of Immunology, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
| | - Maria Di Biase
- Department of Psychiatry, University of Melbourne, Melbourne, VIC, Australia
| | - Vanessa Cropley
- Centre for Youth Mental Health, The University of Melbourne, Vic, Australia Orygen, Parkville, Vic, Australia
| | - Christos Pantelis
- Neuropsychiatry Centre, Royal Melbourne Hospital, Melbourne, VIC, Australia; Department of Psychiatry, University of Melbourne, Melbourne, VIC, Australia; Monash Institute of Pharmaceutical Sciences (MIPS), Monash University, Parkville, Vic, Australia
| | - Dennis Velakoulis
- Neuropsychiatry Centre, Royal Melbourne Hospital, Melbourne, VIC, Australia; Department of Psychiatry, University of Melbourne, Melbourne, VIC, Australia
| | - Ann K Shinn
- Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA, USA; Schizophrenia and Bipolar Disorder Program, Psychotic Disorders Division, McLean Hospital, Belmont, MA, USA
| | - Walla Al-Hertani
- Division of Genetics and Genomics, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Mark Walterfang
- Neuropsychiatry Centre, Royal Melbourne Hospital, Melbourne, VIC, Australia; Department of Psychiatry, University of Melbourne, Melbourne, VIC, Australia
| | - Jaymin Upadhyay
- Department of Anesthesiology, Critical Care and Pain Medicine, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA; Department of Psychiatry, McLean Hospital, Harvard Medical School, Belmont, MA, USA.
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Zhang Y, Huang Y, Hu S, Liu G, Zeng T, Pan A, Liao Y. Associations between plasma caspase-1 levels and cardiovascular disease, with the mediating role of metabolic syndrome. Atherosclerosis 2025; 401:119090. [PMID: 39708635 DOI: 10.1016/j.atherosclerosis.2024.119090] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Revised: 11/05/2024] [Accepted: 12/10/2024] [Indexed: 12/23/2024]
Abstract
AIMS This study aimed to explore the association between plasma caspase-1 levels and cardiovascular disease (CVD), as well as the potential mediating role of metabolic syndrome (Mets) in the association. METHODS This study analyzed the UK Biobank Precision Proteomics Project (UKB-PPP), which detected plasma caspase-1 levels in participants. CVD was defined by ICD-9/ICD-10 codes. The Cox proportional hazards regression model was used to explore the hazard ratio (HR) of plasma caspase-1 levels with CVD. Mediation analysis was conducted to investigate the mediating effect of Mets and its components on this relationship. RESULTS This study included a total of 41,499 participants. Among them, 4869 (11.7 %) participants were documented to have developed CVD during a median follow-up of 13.6 years. In the fully adjusted model, compared with individuals in the lowest tertile of plasma caspase-1 levels, the highest tertile was significantly associated with an increased risk of CVD (HR = 1.11, 95 % CI, 1.04-1.19). Per one-unit Normalized Protein eXpression (NPX) increment in plasma caspase-1 concentrations was associated with a 6 % higher risk of CVD (p<0.001). The mediating effect of Mets was the largest, at 17.5 %, with its components hypertension, central obesity, hypertriglyceridemia, hyperglycemia and dyslipidemia mediated the effects by 13.52 %, 9.72 %, 7.35 %, 4.63 % and 2.74 %, respectively. CONCLUSIONS Higher plasma caspase-1 levels were associated with a higher risk of CVD. This association may be partially mediated by Mets and its components, suggesting that caspase-1 may increase the risk of CVD by increasing the occurrence of Mets.
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Affiliation(s)
- Yajuan Zhang
- Department of Endocrinology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Hubei Provincial Clinical Research Center for Diabetes and Metabolic Disorders, Wuhan, China
| | - Yumei Huang
- Department of Endocrinology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Hubei Provincial Clinical Research Center for Diabetes and Metabolic Disorders, Wuhan, China
| | - Shaobo Hu
- Department of Liver Transplant Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Gang Liu
- Department of Epidemiology and Biostatistics, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Tianshu Zeng
- Department of Endocrinology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Hubei Provincial Clinical Research Center for Diabetes and Metabolic Disorders, Wuhan, China
| | - An Pan
- Department of Epidemiology and Biostatistics, Ministry of Education Key Laboratory of Environment and Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, China
| | - Yunfei Liao
- Department of Endocrinology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China; Hubei Provincial Clinical Research Center for Diabetes and Metabolic Disorders, Wuhan, China.
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5
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Mravinacová S, Bergström S, Olofsson J, de San José NG, Anderl-Straub S, Diehl-Schmid J, Fassbender K, Fliessbach K, Jahn H, Kornhuber J, Landwehrmeyer GB, Lauer M, Levin J, Ludolph AC, Prudlo J, Schneider A, Schroeter ML, Wiltfang J, Steinacker P, Otto M, Nilsson P, Månberg A. Addressing inter individual variability in CSF levels of brain derived proteins across neurodegenerative diseases. Sci Rep 2025; 15:668. [PMID: 39753643 PMCID: PMC11698900 DOI: 10.1038/s41598-024-83281-y] [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: 09/20/2024] [Accepted: 12/12/2024] [Indexed: 01/06/2025] Open
Abstract
Accurate diagnosis and monitoring of neurodegenerative diseases require reliable biomarkers. Cerebrospinal fluid (CSF) proteins are promising candidates for reflecting brain pathology; however, their diagnostic utility may be compromised by natural variability between individuals, weakening their association with disease. Here, we measured the levels of 69 pre-selected proteins in cerebrospinal fluid using antibody-based suspension bead array technology in a multi-disease cohort of 499 individuals with neurodegenerative disorders including Alzheimer's disease (AD), behavioral variant frontotemporal dementia, primary progressive aphasias, amyotrophic lateral sclerosis (ALS), corticobasal syndrome, primary supranuclear palsy, along with healthy controls. We identify significant inter-individual variability in overall CSF levels of brain-derived proteins, which could not be attributed to specific disease associations. Using linear modelling, we show that adjusting for median CSF levels of brain-derived proteins increases the diagnostic accuracy of proteins previously identified as altered in CSF in the context of neurodegenerative disorders. We further demonstrate a simplified approach for the adjustment using pairs of correlated proteins with opposite alteration in the diseases. With this approach, the proteins adjust for each other and further increase the biomarker performance through additive effect. When comparing the diseases, two proteins-neurofilament medium and myelin basic protein-showed increased levels in ALS compared to other diseases, and neurogranin showed a specific increase in AD. Several other proteins showed similar trends across the studied diseases, indicating that these proteins likely reflect shared processes related to neurodegeneration. Overall, our findings suggest that accounting for inter-individual variability is crucial in future studies to improve the identification and performance of relevant biomarkers. Importantly, we highlight the need for multi-disease studies to identify disease-specific biomarkers.
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Affiliation(s)
- Sára Mravinacová
- Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Sofia Bergström
- Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Jennie Olofsson
- Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden
| | | | | | - Janine Diehl-Schmid
- Department of Psychiatry, Technical University of Munich, Munich, Germany
- Kbo-Inn-Salzach-Klinikum Gemeinnützige GmbH, Wasserburg Am Inn, Germany
| | | | - Klaus Fliessbach
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn and DZNE Bonn, Bonn, Germany
| | - Holger Jahn
- Department of Psychiatry, University Hospital, Hamburg, Germany
| | - Johannes Kornhuber
- Department of Psychiatry, Friedrich-Alexander University Erlangen-Nuremberg, Erlangen, Germany
| | | | - Martin Lauer
- Center for Mental Health, Department of Psychiatry, Psychosomatics and Psychotherapy, University Hospital Würzburg, Würzburg, Germany
| | - Johannes Levin
- Department of Neurology, LMU University Hospital, LMU Munich, Munich, Germany
- German Center for Neurodegenerative Diseases, Site Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Albert C Ludolph
- Department of Neurology, University Hospital Ulm (UKU), Ulm, Germany
- German Center for Neurodegenerative Diseases (DZNE E.V.), Ulm, Germany
| | - Johannes Prudlo
- Rostock University Medical Center and German Center for Neurodegenerative Diseases (DZNE), Rostock, Germany
| | - Anja Schneider
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University of Bonn and DZNE Bonn, Bonn, Germany
| | - Matthias L Schroeter
- Clinic for Cognitive Neurology, University Clinic Leipzig, and Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, and DZNE, Goettingen, Germany
- Neurosciences and Signaling Group, Institute of Biomedicine (iBiMED), Department of Medical Sciences, University of Aveiro, Aveiro, Portugal
| | - Petra Steinacker
- Department of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Markus Otto
- Department of Neurology, University Hospital Ulm (UKU), Ulm, Germany
- Department of Neurology, Martin-Luther-University Halle-Wittenberg, Halle (Saale), Germany
| | - Peter Nilsson
- Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Anna Månberg
- Department of Protein Science, SciLifeLab, KTH Royal Institute of Technology, Stockholm, Sweden.
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Boluda-Navarro M. Olink ® Explore for High-Throughput Protein Biomarker Discovery in Cerebrospinal Fluid. Methods Mol Biol 2025; 2914:141-163. [PMID: 40167917 DOI: 10.1007/978-1-0716-4462-1_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2025]
Abstract
The Olink® Explore platform enables high-throughput protein biomarker discovery through Proximity Extension Assay (PEA) technology combined with Next Generation Sequencing (NGS) on Illumina instruments. This approach allows for the simultaneous measurement of thousands of human plasma proteins with minimal sample volumes. The Explore 3072 library offers approximately 3000 protein assays, while the smaller Explore 384-plex panels cater to more targeted studies. The platform excels in detecting low-abundance proteins, such as cytokines and chemokines, and is particularly effective for challenging sample types like cerebrospinal fluid (CSF), where protein content is typically low. In this chapter, we emphasize critical dry-lab considerations, including CSF handling, study design, sample size determination, instrumentation requirements, and post-experiment data management. Proper planning and execution of these factors are essential for optimizing performance and ensuring reliable outcomes when using Olink®'s platform.
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Sharma P, Giri A, Tripathi PN. Emerging Trends: Neurofilament Biomarkers in Precision Neurology. Neurochem Res 2024; 49:3208-3225. [PMID: 39347854 DOI: 10.1007/s11064-024-04244-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 09/02/2024] [Accepted: 09/09/2024] [Indexed: 10/01/2024]
Abstract
Neurofilaments are structural proteins found in the cytoplasm of neurons, particularly in axons, providing structural support and stability to the axon. They consist of multiple subunits, including NF-H, NF-M, and NF-L, which form long filaments along the axon's length. Neurofilaments are crucial for maintaining the shape and integrity of neurons, promoting axonal transport, and regulating neuronal function. They are part of the intermediate filament (IF) family, which has approximately 70 tissue-specific genes. This diversity allows for a customizable cytoplasmic meshwork, adapting to the unique structural demands of different tissues and cell types. Neurofilament proteins show increased levels in both cerebrospinal fluid (CSF) and blood after neuroaxonal damage, indicating injury regardless of the underlying etiology. Precise measurement and long-term monitoring of damage are necessary for determining prognosis, assessing disease activity, tracking therapeutic responses, and creating treatments. These investigations contribute to our understanding of the importance of proper NF composition in fundamental neuronal processes and have implications for neurological disorders associated with NF abnormalities along with its alteration in different animal and human models. Here in this review, we have highlighted various neurological disorders such as Alzheimer's, Parkinson's, Huntington's, Dementia, and paved the way to use neurofilament as a marker in managing neurological disorders.
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Affiliation(s)
- Priti Sharma
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India
| | - Aditi Giri
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India.
| | - Prabhash Nath Tripathi
- Department of Pharmaceutical Technology, Meerut Institute of Engineering and Technology, Meerut, India.
- Department of Pharmaceutical Sciences, College of Pharmacy, University of Arkansas for Medical Sciences, Little Rock, AR, 72205, USA.
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8
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Stern S, Crisamore K, Schuck R, Pacanowski M. Evaluation of the landscape of pharmacodynamic biomarkers in Niemann-Pick Disease Type C (NPC). Orphanet J Rare Dis 2024; 19:280. [PMID: 39061081 PMCID: PMC11282650 DOI: 10.1186/s13023-024-03233-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 05/27/2024] [Indexed: 07/28/2024] Open
Abstract
Niemann-Pick disease type C (NPC) is an autosomal recessive, progressive disorder resulting from variants in NPC1 or NPC2 that leads to the accumulation of cholesterol and other lipids in late endosomes and lysosomes. The clinical manifestations of the disease vary by age of onset, and severity is often characterized by neurological involvement. To date, no disease-modifying therapy has been approved by the United States Food and Drug Administration (FDA) and treatment is typically supportive. The lack of robust biomarkers contributes to challenges associated with disease monitoring and quantifying treatment response. In recent years, advancements in detection methods have facilitated the identification of biomarkers in plasma and cerebral spinal fluid from patients with NPC, namely calbindin D, neurofilament light chain, 24(S)hydroxycholesterol, cholestane-triol, trihydroxycholanic acid glycinate, amyloid-β, total and phosphorylated tau, and N-palmitoyl-O-phosphocholine-serine. These biomarkers have been used to support several clinical trials as pharmacodynamic endpoints. Despite the significant advancements in laboratory techniques, translation of those advancements has lagged, and it remains unclear which biomarkers correlate with disease severity and progression, or which biomarkers could inform treatment response. In this review, we assess the landscape of biomarkers currently proposed to guide disease monitoring or indicate treatment response in patients with NPC.
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Affiliation(s)
- Sydney Stern
- Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland, 20993, USA.
| | - Karryn Crisamore
- Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland, 20993, USA
| | - Robert Schuck
- Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland, 20993, USA
| | - Michael Pacanowski
- Office of Clinical Pharmacology, Office of Translational Science, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 10903 New Hampshire Ave, Silver Spring, Maryland, 20993, USA
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Antipova V, Heimes D, Seidel K, Schulz J, Schmitt O, Holzmann C, Rolfs A, Bidmon HJ, González de San Román Martín E, Huesgen PF, Amunts K, Keiler J, Hammer N, Witt M, Wree A. Differently increased volumes of multiple brain areas in Npc1 mutant mice following various drug treatments. Front Neuroanat 2024; 18:1430790. [PMID: 39081805 PMCID: PMC11286580 DOI: 10.3389/fnana.2024.1430790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 07/01/2024] [Indexed: 08/02/2024] Open
Abstract
Background Niemann-Pick disease type C1 (NPC1, MIM 257220) is a heritable lysosomal storage disease characterized by a progressive neurological degeneration that causes disability and premature death. A murine model of Npc1-/- displays a rapidly progressing form of Npc1 disease, which is characterized by weight loss, ataxia, and increased cholesterol storage. Npc1-/- mice receiving a combined therapy (COMBI) of miglustat (MIGLU), the neurosteroid allopregnanolone (ALLO) and the cyclic oligosaccharide 2-hydroxypropyl-β-cyclodextrin (HPßCD) showed prevention of Purkinje cell loss, improved motor function and reduced intracellular lipid storage. Although therapy of Npc1-/- mice with COMBI, MIGLU or HPßCD resulted in the prevention of body weight loss, reduced total brain weight was not positively influenced. Methods In order to evaluate alterations of different brain areas caused by pharmacotherapy, fresh volumes (volumes calculated from the volumes determined from paraffin embedded brain slices) of various brain structures in sham- and drug-treated wild type and mutant mice were measured using stereological methods. Results In the wild type mice, the volumes of investigated brain areas were not significantly altered by either therapy. Compared with the respective wild types, fresh volumes of specific brain areas, which were significantly reduced in sham-treated Npc1-/- mice, partly increased after the pharmacotherapies in all treatment strategies; most pronounced differences were found in the CA1 area of the hippocampus and in olfactory structures. Discussion Volumes of brain areas of Npc1-/- mice were not specifically changed in terms of functionality after administering COMBI, MIGLU, or HPßCD. Measurements of fresh volumes of brain areas in Npc1-/- mice could monitor region-specific changes and response to drug treatment that correlated, in part, with behavioral improvements in this mouse model.
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Affiliation(s)
- Veronica Antipova
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Division of Macroscopic and Clinical Anatomy, Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Medical University of Graz, Graz, Austria
| | - Diana Heimes
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Department of Oral and Maxillofacial Surgery, University Medical Center Mainz, Mainz, Germany
| | - Katharina Seidel
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Klinik für Frauenheilkunde und Geburtshilfe, Dietrich-Bonhoeffer-Klinikum, Neubrandenburg, Germany
| | - Jennifer Schulz
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
| | - Oliver Schmitt
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Department of Anatomy, Medical School Hamburg, University of Applied Sciences and Medical University, Hamburg, Germany
| | - Carsten Holzmann
- Institute of Medical Genetics, Rostock University Medical Center, Rostock, Germany
- Centre of Transdisciplinary Neuroscience Rostock, Rostock, Germany
| | - Arndt Rolfs
- Medical Faculty, University of Rostock, Rostock, Germany
| | - Hans-Jürgen Bidmon
- Institute of Neurosciences and Medicine, Structural and Functional Organisation of the Brain (INM-1), Forschungszentrum Jülich, Jülich, Germany
- Central Institute of Engineering, Electronics and Analytics, ZEA-3, Forschungszentrum Jülich, Jülich, Germany
| | | | - Pitter F. Huesgen
- Central Institute of Engineering, Electronics and Analytics, ZEA-3, Forschungszentrum Jülich, Jülich, Germany
- Institut für Biologie II, AG Funktional Proteomics, Freiburg, Germany
| | - Katrin Amunts
- Institute of Neurosciences and Medicine, Structural and Functional Organisation of the Brain (INM-1), Forschungszentrum Jülich, Jülich, Germany
- C. and O. Vogt Institute for Brain Research, University Hospital Düsseldorf, University Düsseldorf, Düsseldorf, Germany
| | - Jonas Keiler
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
| | - Niels Hammer
- Division of Macroscopic and Clinical Anatomy, Gottfried Schatz Research Center for Cell Signaling, Metabolism and Aging, Medical University of Graz, Graz, Austria
- Department of Orthopedic and Trauma Surgery, University of Leipzig, Leipzig, Germany
- Division of Biomechatronics, Fraunhofer Institute for Machine Tools and Forming Technology, Dresden, Germany
| | - Martin Witt
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Department of Anatomy, Technische Universität Dresden, Dresden, Germany
- Department of Anatomy, Institute of Biostructural Basics of Medical Sciences, Poznan Medical University, Poznan, Poland
| | - Andreas Wree
- Institute of Anatomy, Rostock University Medical Center, Rostock, Germany
- Centre of Transdisciplinary Neuroscience Rostock, Rostock, Germany
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Guan L, Jia Z, Xu K, Yang M, Li X, Qiao L, Liu Y, Lin J. Npc1 gene mutation abnormally activates the classical Wnt signalling pathway in mouse kidneys and promotes renal fibrosis. Anim Genet 2024; 55:99-109. [PMID: 38087834 DOI: 10.1111/age.13381] [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: 04/16/2023] [Revised: 08/29/2023] [Accepted: 11/20/2023] [Indexed: 01/04/2024]
Abstract
Niemann-Pick disease type C1 (NPC1) is a lysosomal lipid storage disease caused by NPC1 gene mutation. Our previous study found that, compared with wild-type (Npc1+/+ ) mice, the renal volume and weight of Npc1 gene mutant (Npc1-/- ) mice were significantly reduced. We speculate that Npc1 gene mutations may affect the basic structure of the kidneys of Npc1-/- mice, and thus affect their function. Therefore, we randomly selected postnatal Day 28 (P28) and P56 Npc1+/+ and Npc1-/- mice, and observed the renal structure and pathological changes by haematoxylin-eosin staining. The level of renal fibrosis was detected by immunofluorescence histochemical techniques, and western blotting was used to detect the expression levels of apoptosis-related proteins and canonical Wnt signalling pathway related proteins. The results showed that compared with Npc1+/+ mice, the kidneys of P28 and P56 Npc1-/- mice underwent apoptosis and fibrosis; furthermore, there were obvious vacuoles in the cytoplasm of renal tubular epithelial cells of P56 Npc1-/- mice, the cell bodies were loose and foam-like, and the canonical Wnt signalling pathway was abnormally activated. These results showed that Npc1 gene mutation can cause pathological changes in the kidneys of mice. As age increased, vacuoles developed in the cytoplasm of renal tubular epithelial cells, and apoptosis of renal cells, abnormal activation of the Wnt signalling pathway, and promotion of renal fibrosis increased.
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Affiliation(s)
- Lihong Guan
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
- Henan Key Laboratory of Medical Tissue Regeneration, Xinxiang Medical University, Xinxiang, Henan, China
- Henan International Joint Laboratory of Noninvasive Neuromodulation, Xinxiang, Henan, China
| | - Zisen Jia
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
| | - Keli Xu
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
| | - Minlin Yang
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
| | - Xiaoying Li
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
- Henan Key Laboratory of Medical Tissue Regeneration, Xinxiang Medical University, Xinxiang, Henan, China
| | - Liang Qiao
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
- Henan Key Laboratory of Medical Tissue Regeneration, Xinxiang Medical University, Xinxiang, Henan, China
| | - Yanli Liu
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
- Henan Key Laboratory of Medical Tissue Regeneration, Xinxiang Medical University, Xinxiang, Henan, China
| | - Juntang Lin
- Stem Cells and Biotherapy Engineering Research Center of Henan, National Joint Engineering Laboratory of Stem Cells and Biotherapy, School of Life Science and Technology, Xinxiang Medical University, Xinxiang, Henan, China
- Henan Key Laboratory of Medical Tissue Regeneration, Xinxiang Medical University, Xinxiang, Henan, China
- Henan International Joint Laboratory of Stem Cell Medicine, School of Medical Engineering, Xinxiang Medical University, Xinxiang, Henan, China
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Cawley NX, Giddens S, Farhat NM, Luke RA, Scott KEJ, Mohamed HO, Dang Do A, Berry-Kravis E, Cologna SM, Liu F, Porter FD. Elevated cerebrospinal fluid ubiquitin C-terminal hydrolase-L1 levels correlate with phenotypic severity and therapeutic response in Niemann-Pick disease, type C1. Mol Genet Metab 2023; 140:107656. [PMID: 37517328 PMCID: PMC10803635 DOI: 10.1016/j.ymgme.2023.107656] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 07/17/2023] [Accepted: 07/18/2023] [Indexed: 08/01/2023]
Abstract
BACKGROUND Niemann-Pick disease, type C1 (NPC1) is an ultrarare, recessive disorder due to pathological variants of NPC1. The NPC1 phenotype is characterized by progressive cerebellar ataxia and cognitive impairment. Although classically a childhood/adolescent disease, NPC1 is heterogeneous with respect to the age of onset of neurological signs and symptoms. While miglustat has shown to be clinically effective, there are currently no FDA approved drugs to treat NPC1. Identification and characterization of biomarkers may provide tools to facilitate therapeutic trials. Ubiquitin C-terminal hydrolase-L1 (UCHL1) is a protein which is highly expressed by neurons and is a biomarker of neuronal damage. We thus measured cerebrospinal fluid (CSF) levels of UCHL1 in individuals with NPC1. METHODS CSF levels of UCHL1 were measured using a Quanterix Neuroplex 4 assay in 94 individuals with NPC1 and 35 age-appropriate comparison samples. Cross-sectional and longitudinal CSF UCHL1 levels were then evaluated for correlation with phenotypic measures and treatment status. RESULTS CSF UCHL1 levels were markedly elevated (3.3-fold) in individuals with NPC1 relative to comparison samples. The CSF UCHL1 levels showed statistically significant (adj p < 0.0001), moderate, positive correlations with both the 17- and 5-domain NPC Neurological Severity Scores and the Annual Severity Increment Scores. Miglustat treatment significantly decreased (adj p < 0.0001) CSF UCHL1 levels by 30% (95% CI 17-40%). CONCLUSIONS CSF UCHL1 levels are elevated in NPC1, increase with increasing clinical severity and decrease in response to therapy with miglustat. Based on these data, UCHL1 may be a useful biomarker to monitor disease progression and therapeutic response in individuals with NPC1.
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Affiliation(s)
- Niamh X Cawley
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Spencer Giddens
- Applied and Computational Mathematics and Statistics, University of Notre Dame, South Bend, IN, USA
| | - Nicole M Farhat
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Rachel A Luke
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Katelin E J Scott
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Hibaaq O Mohamed
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - An Dang Do
- Unit on Cellular Stress in Development and Diseases, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | | | - Stephanie M Cologna
- Department of Chemistry and Laboratory of Integrative Neuroscience, University of Illinois Chicago, Chicago, IL, USA
| | - Fang Liu
- Applied and Computational Mathematics and Statistics, University of Notre Dame, South Bend, IN, USA
| | - Forbes D Porter
- Section on Molecular Dysmorphology, Division of Translational Medicine, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA.
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Dang Do AN, Sleat DE, Campbell K, Johnson NL, Zheng H, Wassif CA, Dale RK, Porter FD. Cerebrospinal Fluid Protein Biomarker Discovery in CLN3. J Proteome Res 2023; 22:2493-2508. [PMID: 37338096 PMCID: PMC11095826 DOI: 10.1021/acs.jproteome.3c00199] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2023]
Abstract
Syndromic CLN3-Batten is a fatal, pediatric, neurodegenerative disease caused by variants in CLN3, which encodes the endolysosomal transmembrane CLN3 protein. No approved treatment for CLN3 is currently available. The protracted and asynchronous disease presentation complicates the evaluation of potential therapies using clinical disease progression parameters. Biomarkers as surrogates to measure the progression and effect of potential therapeutics are needed. We performed proteomic discovery studies using cerebrospinal fluid (CSF) samples from 28 CLN3-affected and 32 age-similar non-CLN3 individuals. Proximal extension assay (PEA) of 1467 proteins and untargeted data-dependent mass spectrometry [MS; MassIVE FTP server (ftp://MSV000090147@massive.ucsd.edu)] were used to generate orthogonal lists of protein marker candidates. At an adjusted p-value of <0.1 and threshold CLN3/non-CLN3 fold-change ratio of 1.5, PEA identified 54 and MS identified 233 candidate biomarkers. Some of these (NEFL, CHIT1) have been previously linked with other neurologic conditions. Others (CLPS, FAM217B, QRICH2, KRT16, ZNF333) appear to be novel. Both methods identified 25 candidate biomarkers, including CHIT1, NELL1, and ISLR2 which had absolute fold-change ratios >2. NELL1 and ISLR2 regulate axonal development in neurons and are intriguing new candidates for further investigation in CLN3. In addition to identifying candidate proteins for CLN3 research, this study provides a comparison of two large-scale proteomic discovery methods in CSF.
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Affiliation(s)
- An N. Dang Do
- Unit on Cellular Stress in Development and Diseases, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - David E. Sleat
- Center for Advanced Biotechnology and Medicine, Rutgers Biomedical Health Sciences, Piscataway, New Jersey 08854, United States
- Department of Biochemistry and Molecular Biology, Robert-Wood Johnson Medical School, Rutgers Biomedical Health Sciences, Piscataway, New Jersey 08854, United States
| | - Kiersten Campbell
- Bioinformatics and Scientific Programming Core, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Nicholas L. Johnson
- Bioinformatics and Scientific Programming Core, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Haiyan Zheng
- Center for Advanced Biotechnology and Medicine, Rutgers Biomedical Health Sciences, Piscataway, New Jersey 08854, United States
| | - Christopher A. Wassif
- Section on Molecular Dysmorphology, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Ryan K. Dale
- Bioinformatics and Scientific Programming Core, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Forbes D. Porter
- Section on Molecular Dysmorphology, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, Maryland 20892, United States
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