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Dwivedi AK, Mahesh A, Sanfeliu A, Larkin J, Siwicki RA, Sweeney KJ, O’Brien DF, Widdess-Walsh P, Picelli S, Henshall DC, Tiwari VK. High-resolution multimodal profiling of human epileptic brain activity via explanted depth electrodes. JCI Insight 2025; 10:e184518. [PMID: 39541170 PMCID: PMC11721296 DOI: 10.1172/jci.insight.184518] [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: 11/16/2024] Open
Abstract
The availability and integration of electrophysiological and molecular data from the living brain is critical in understanding and diagnosing complex human disease. Intracranial stereo electroencephalography (SEEG) electrodes used for identifying the seizure focus in patients with epilepsy could enable the integration of such multimodal data. Here, we report multimodal profiling of epileptic brain activity via explanted depth electrodes (MoPEDE), a method that recovers extensive protein-coding transcripts, including cell type markers, DNA methylation, and short variant profiles from explanted SEEG electrodes matched with electrophysiological and radiological data allowing for high-resolution reconstructions of brain structure and function. We found gene expression gradients that corresponded with the neurophysiology-assigned epileptogenicity index but also outlier molecular fingerprints in some electrodes, potentially indicating seizure generation or propagation zones not detected during electroclinical assessments. Additionally, we identified DNA methylation profiles indicative of transcriptionally permissive or restrictive chromatin states and SEEG-adherent differentially expressed and methylated genes not previously associated with epilepsy. Together, these findings validate that RNA profiles and genome-wide epigenetic data from explanted SEEG electrodes offer high-resolution surrogate molecular landscapes of brain activity. The MoPEDE approach has the potential to enhance diagnostic decisions and deepen our understanding of epileptogenic network processes in the human brain.
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Affiliation(s)
- Anuj Kumar Dwivedi
- Institute for Molecular Medicine, University of Southern Denmark, Odense, Denmark
| | - Arun Mahesh
- Institute for Molecular Medicine, University of Southern Denmark, Odense, Denmark
| | - Albert Sanfeliu
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Physiology & Medical Physics, RCSI University of Medicine & Health Sciences, Dublin, Ireland
| | - Julian Larkin
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Neurology and Clinical Neurophysiology, Beaumont Hospital, Dublin, Ireland
- Strategic Academic Recruitment Doctor of Medicine Programme, RCSI University of Medicine and Health Sciences in collaboration with Blackrock Clinic, Dublin, Ireland
| | - Rebecca A. Siwicki
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
| | - Kieron J. Sweeney
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Neurosurgery, Beaumont Hospital, Dublin, Ireland
| | - Donncha F. O’Brien
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Neurosurgery, Beaumont Hospital, Dublin, Ireland
| | - Peter Widdess-Walsh
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Neurology and Clinical Neurophysiology, Beaumont Hospital, Dublin, Ireland
| | - Simone Picelli
- Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland
| | - David C. Henshall
- FutureNeuro Research Ireland Centre for Translational Brain Science and
- Department of Physiology & Medical Physics, RCSI University of Medicine & Health Sciences, Dublin, Ireland
| | - Vijay K. Tiwari
- Institute for Molecular Medicine, University of Southern Denmark, Odense, Denmark
- Danish Institute for Advanced Study (DIAS), Odense, Denmark
- Department of Clinical Genetics, Odense University Hospital, Odense, Denmark
- Wellcome-Wolfson Institute for Experimental Medicine, School of Medicine, Dentistry, and Biomedical Science, Queens University Belfast, Belfast, United Kingdom
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2
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Li L, Chen R, Zhang H, Li J, Huang H, Weng J, Tan H, Guo T, Wang M, Xie J. The epigenetic modification of DNA methylation in neurological diseases. Front Immunol 2024; 15:1401962. [PMID: 39376563 PMCID: PMC11456496 DOI: 10.3389/fimmu.2024.1401962] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 09/03/2024] [Indexed: 10/09/2024] Open
Abstract
Methylation, a key epigenetic modification, is essential for regulating gene expression and protein function without altering the DNA sequence, contributing to various biological processes, including gene transcription, embryonic development, and cellular functions. Methylation encompasses DNA methylation, RNA methylation and histone modification. Recent research indicates that DNA methylation is vital for establishing and maintaining normal brain functions by modulating the high-order structure of DNA. Alterations in the patterns of DNA methylation can exert significant impacts on both gene expression and cellular function, playing a role in the development of numerous diseases, such as neurological disorders, cardiovascular diseases as well as cancer. Our current understanding of the etiology of neurological diseases emphasizes a multifaceted process that includes neurodegenerative, neuroinflammatory, and neurovascular events. Epigenetic modifications, especially DNA methylation, are fundamental in the control of gene expression and are critical in the onset and progression of neurological disorders. Furthermore, we comprehensively overview the role and mechanism of DNA methylation in in various biological processes and gene regulation in neurological diseases. Understanding the mechanisms and dynamics of DNA methylation in neural development can provide valuable insights into human biology and potentially lead to novel therapies for various neurological diseases.
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Affiliation(s)
- Linke Li
- The Center of Obesity and Metabolic Diseases, Department of General Surgery, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
- College of Medicine, Southwest Jiaotong University, Chengdu, China
| | - Rui Chen
- The Center of Obesity and Metabolic Diseases, Department of General Surgery, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
- College of Medicine, Southwest Jiaotong University, Chengdu, China
- Department of Stomatology, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
| | - Hui Zhang
- Department of Stomatology, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
- College of Materials Science and Engineering, Southwest Jiaotong University, Chengdu, China
| | - Jinsheng Li
- College of Materials Science and Engineering, Southwest Jiaotong University, Chengdu, China
| | - Hao Huang
- College of Materials Science and Engineering, Southwest Jiaotong University, Chengdu, China
| | - Jie Weng
- College of Materials Science and Engineering, Southwest Jiaotong University, Chengdu, China
| | - Huan Tan
- College of Medicine, Southwest Jiaotong University, Chengdu, China
| | - Tailin Guo
- College of Medicine, Southwest Jiaotong University, Chengdu, China
| | - Mengyuan Wang
- The Center of Obesity and Metabolic Diseases, Department of General Surgery, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
- College of Medicine, Southwest Jiaotong University, Chengdu, China
- Department of Stomatology, The Third People’s Hospital of Chengdu and The Affiliated Hospital of Southwest Jiaotong University, Chengdu, China
| | - Jiang Xie
- Key Laboratory of Drug Targeting and Drug Delivery of Ministry of Education (MOE), Key Laboratory of Birth Defects and Related Diseases of Women and Children of Ministry of Education, West China Second University Hospital, West China School of Pharmacy, Sichuan University, Chengdu, China
- Department of Pediatrics, Chengdu Third People’s Hospital, Chengdu, China
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El-Ahmad P, Mendes-Silva AP, Diniz BS. Liquid Biopsy in Neuropsychiatric Disorders: A Step Closer to Precision Medicine. Mol Neurobiol 2024:10.1007/s12035-024-04492-y. [PMID: 39298102 DOI: 10.1007/s12035-024-04492-y] [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: 02/08/2024] [Accepted: 09/11/2024] [Indexed: 09/21/2024]
Abstract
Psychiatric disorders are among the leading causes of disease burden worldwide. Despite their significant impact, their diagnosis remains challenging due to symptom heterogeneity, psychiatric comorbidity, and the lack of objective diagnostic tests and well-defined biomarkers. Leveraging genomic, epigenomic, and fragmentomic technologies, circulating cell-free DNA (ccfDNA)-based liquid biopsies have emerged as a potential non-invasive diagnosis and disease-monitoring tool. ccfDNA is a DNA species released into circulation from all types of cells through passive and active mechanisms and can serve as a biomarker for various diseases, namely, cancer. Despite their potential, the application of ccfDNA in neuropsychiatry remains underdeveloped. In this review, we provide an overview of liquid biopsies and their components, with a particular focus on ccfDNA. With a summary of pre-analytical practices and current ccfDNA technologies, we highlight the current state of research regarding the use of ccfDNA as a biomarker for neuropsychiatric disorders. Finally, we discuss future steps to unlock ccfDNA's potential in clinical practice.
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Affiliation(s)
- Perla El-Ahmad
- UConn Center on Aging, University of Connecticut Health Center, 263 Farmington Ave, Farmington, CT, 06030, USA.
| | - Ana Paula Mendes-Silva
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Toronto, Canada
- Department of Psychiatry, University of Saskatchewan, Saskatoon, Canada
| | - Breno S Diniz
- UConn Center on Aging, University of Connecticut Health Center, 263 Farmington Ave, Farmington, CT, 06030, USA.
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Li SJ, Gao X, Wang ZH, Li J, Zeng LT, Dang YM, Ma YQ, Zhang LQ, Wang QY, Zhang YM, Liu HL, Qi RM, Cai JP. Cell-free DNA methylation patterns in aging and their association with inflamm-aging. Epigenomics 2024; 16:715-731. [PMID: 38869474 PMCID: PMC11318736 DOI: 10.1080/17501911.2024.2340958] [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: 02/13/2024] [Accepted: 04/05/2024] [Indexed: 06/14/2024] Open
Abstract
Aim: Liquid biopsies analyzing cell-free DNA (cfDNA) methylation in plasma offer a noninvasive diagnostic for diseases, with the potential of aging biomarkers underexplored. Methods: Utilizing enzymatic methyl-seq (EM-seq), this study assessed cfDNA methylation patterns in aging with blood from 35 healthy individuals. Results: It found aging signatures, including higher cfDNA levels and variations in fragment sizes, plus approximately 2000 age-related differentially methylated CpG sites. A biological age predictive model based on 48 CpG sites showed a strong correlation with chronological age, verified by two datasets. Age-specific epigenetic shifts linked to inflammation were revealed through differentially methylated regions profiling and Olink proteomics. Conclusion: These findings suggest cfDNA methylation as a potential aging biomarker and might exacerbate immunoinflammatory reactivity in older individuals.
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Affiliation(s)
- Si-Jia Li
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, 100730, PR China
| | - Xin Gao
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, 100730, PR China
| | - Zi-Hui Wang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, 100730, PR China
| | - Jin Li
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Lv-Tao Zeng
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Ya-Min Dang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, 100730, PR China
| | - Ya-Qing Ma
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Li-Qun Zhang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Qing-Yu Wang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Ying-Min Zhang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Hong-Lei Liu
- School of Biomedical Engineering, Capital Medical University, 100730, PR China
| | - Ruo-Mei Qi
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
| | - Jian-Ping Cai
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, 100730, PR China
- Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, 100730, PR China
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Słowikowski B, Owecki W, Jeske J, Jezierski M, Draguła M, Goutor U, Jagodziński PP, Kozubski W, Dorszewska J. Epigenetics and the neurodegenerative process. Epigenomics 2024; 16:473-491. [PMID: 38511224 DOI: 10.2217/epi-2023-0416] [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: 03/22/2024] Open
Abstract
Neurological diseases are multifactorial, genetic and environmental. Environmental factors such as diet, physical activity and emotional state are epigenetic factors. Environmental markers are responsible for epigenetic modifications. The effect of epigenetic changes is increased inflammation of the nervous system and neuronal damage. In recent years, it has been shown that epigenetic changes may cause an increased risk of neurological disorders but, currently, the relationship between epigenetic modifications and neurodegeneration remains unclear. This review summarizes current knowledge about neurological disorders caused by epigenetic changes in diseases such as Alzheimer's disease, Parkinson's disease, stroke and epilepsy. Advances in epigenetic techniques may be key to understanding the epigenetics of central changes in neurological diseases.
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Affiliation(s)
- Bartosz Słowikowski
- Department of Biochemistry & Molecular Biology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Wojciech Owecki
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Jan Jeske
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Michał Jezierski
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Michał Draguła
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Ulyana Goutor
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Paweł P Jagodziński
- Department of Biochemistry & Molecular Biology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Wojciech Kozubski
- Chair & Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
| | - Jolanta Dorszewska
- Laboratory of Neurobiology, Department of Neurology, Poznan University of Medical Sciences, Poznan, 61-701, Poland
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Bahado-Singh RO, Vishweswaraiah S, Turkoglu O, Graham SF, Radhakrishna U. Alzheimer's Precision Neurology: Epigenetics of Cytochrome P450 Genes in Circulating Cell-Free DNA for Disease Prediction and Mechanism. Int J Mol Sci 2023; 24:ijms24032876. [PMID: 36769199 PMCID: PMC9917756 DOI: 10.3390/ijms24032876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 01/24/2023] [Accepted: 01/26/2023] [Indexed: 02/05/2023] Open
Abstract
Precision neurology combines high-throughput technologies and statistical modeling to identify novel disease pathways and predictive biomarkers in Alzheimer's disease (AD). Brain cytochrome P450 (CYP) genes are major regulators of cholesterol, sex hormone, and xenobiotic metabolism, and they could play important roles in neurodegenerative disorders. Increasing evidence suggests that epigenetic factors contribute to AD development. We evaluated cytosine ('CpG')-based DNA methylation changes in AD using circulating cell-free DNA (cfDNA), to which neuronal cells are known to contribute. We investigated CYP-based mechanisms for AD pathogenesis and epigenetic biomarkers for disease detection. We performed a case-control study using 25 patients with AD and 23 cognitively healthy controls using the cfDNA of CYP genes. We performed a logistic regression analysis using the MetaboAnalyst software computer program and a molecular pathway analysis based on epigenetically altered CYP genes using the Cytoscape program. We identified 130 significantly (false discovery rate correction q-value < 0.05) differentially methylated CpG sites within the CYP genes. The top two differentially methylated genes identified were CYP51A1 and CYP2S1. The significant molecular pathways that were perturbed in AD cfDNA were (i) androgen and estrogen biosynthesis and metabolism, (ii) C21 steroid hormone biosynthesis and metabolism, and (iii) arachidonic acid metabolism. Existing evidence suggests a potential role of each of these biochemical pathways in AD pathogenesis. Next, we randomly divided the study group into discovery and validation sub-sets, each consisting of patients with AD and control patients. Regression models for AD prediction based on CYP CpG methylation markers were developed in the discovery or training group and tested in the independent validation group. The CYP biomarkers achieved a high predictive accuracy. After a 10-fold cross-validation, the combination of cg17852385/cg23101118 + cg14355428/cg22536554 achieved an AUC (95% CI) of 0.928 (0.787~1.00), with 100% sensitivity and 92.3% specificity for AD detection in the discovery group. The performance remained high in the independent validation or test group, achieving an AUC (95% CI) of 0.942 (0.905~0.979) with a 90% sensitivity and specificity. Our findings suggest that the epigenetic modification of CYP genes may play an important role in AD pathogenesis and that circulating CYP-based cfDNA biomarkers have the potential to accurately and non-invasively detect AD.
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Affiliation(s)
- Ray O. Bahado-Singh
- Department of Obstetrics and Gynecology, Oakland University-William Beaumont School of Medicine, Royal Oak, MI 48309, USA
- Corewell Health William Beaumont University Hospital, Royal Oak, MI 48073, USA
| | - Sangeetha Vishweswaraiah
- Department of Obstetrics and Gynecology, Oakland University-William Beaumont School of Medicine, Royal Oak, MI 48309, USA
- Corewell Health William Beaumont University Hospital, Royal Oak, MI 48073, USA
| | - Onur Turkoglu
- Department of Obstetrics and Gynecology, Oakland University-William Beaumont School of Medicine, Royal Oak, MI 48309, USA
- Corewell Health William Beaumont University Hospital, Royal Oak, MI 48073, USA
| | - Stewart F. Graham
- Department of Obstetrics and Gynecology, Oakland University-William Beaumont School of Medicine, Royal Oak, MI 48309, USA
- Corewell Health William Beaumont University Hospital, Royal Oak, MI 48073, USA
- Correspondence: (S.F.G.); (U.R.)
| | - Uppala Radhakrishna
- Department of Obstetrics and Gynecology, Oakland University-William Beaumont School of Medicine, Royal Oak, MI 48309, USA
- Correspondence: (S.F.G.); (U.R.)
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