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Lian X, Qi J, Yuan M, Li X, Wang M, Li G, Yang T, Zhong J. Study on risk factors of diabetic peripheral neuropathy and establishment of a prediction model by machine learning. BMC Med Inform Decis Mak 2023; 23:146. [PMID: 37533059 PMCID: PMC10394817 DOI: 10.1186/s12911-023-02232-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Accepted: 07/12/2023] [Indexed: 08/04/2023] Open
Abstract
BACKGROUND Diabetic peripheral neuropathy (DPN) is a common complication of diabetes. Predicting the risk of developing DPN is important for clinical decision-making and designing clinical trials. METHODS We retrospectively reviewed the data of 1278 patients with diabetes treated in two central hospitals from 2020 to 2022. The data included medical history, physical examination, and biochemical index test results. After feature selection and data balancing, the cohort was divided into training and internal validation datasets at a 7:3 ratio. Training was made in logistic regression, k-nearest neighbor, decision tree, naive bayes, random forest, and extreme gradient boosting (XGBoost) based on machine learning. The k-fold cross-validation was used for model assessment, and the accuracy, precision, recall, F1-score, and the area under the receiver operating characteristic curve (AUC) were adopted to validate the models' discrimination and clinical practicality. The SHapley Additive exPlanation (SHAP) was used to interpret the best-performing model. RESULTS The XGBoost model outperformed other models, which had an accuracy of 0·746, precision of 0·765, recall of 0·711, F1-score of 0·736, and AUC of 0·813. The SHAP results indicated that age, disease duration, glycated hemoglobin, insulin resistance index, 24-h urine protein quantification, and urine protein concentration were risk factors for DPN, while the ratio between 2-h postprandial C-peptide and fasting C-peptide(C2/C0), total cholesterol, activated partial thromboplastin time, and creatinine were protective factors. CONCLUSIONS The machine learning approach helped established a DPN risk prediction model with good performance. The model identified the factors most closely related to DPN.
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Affiliation(s)
- Xiaoyang Lian
- Affiliated Hospital of Nanjing University of Chinese Medicine,Jiangsu Province Hospital of Chinese Medicine, Nanjing, Jiangsu, 210029, China
| | - Juanzhi Qi
- School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, Jiangsu, China
| | - Mengqian Yuan
- Affiliated Hospital of Nanjing University of Chinese Medicine,Jiangsu Province Hospital of Chinese Medicine, Nanjing, Jiangsu, 210029, China
| | - Xiaojie Li
- Jiangsu Health Vocational College, Nanjing, 210036, Jiangsu, China
| | - Ming Wang
- Geriatric Hospital of Nanjing Medical University, Jiangsu Province Official Hospital, Nanjing, Jiangsu, 210036, China
| | - Gang Li
- School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, Jiangsu, China
| | - Tao Yang
- School of Artificial Intelligence and Information Technology, Nanjing University of Chinese Medicine, Nanjing, 210023, Jiangsu, China.
| | - Jingchen Zhong
- Affiliated Hospital of Nanjing University of Chinese Medicine,Jiangsu Province Hospital of Chinese Medicine, Nanjing, Jiangsu, 210029, China.
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2
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Fouchard M, Brenaut E, Genestet S, Ficheux AS, Marcorelles P, Misery L. Observational case-control study of small-fiber neuropathies, with regards on smoking and vitamin D deficiency and other possible causes. Front Med (Lausanne) 2023; 9:1051967. [PMID: 36714112 PMCID: PMC9877604 DOI: 10.3389/fmed.2022.1051967] [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: 09/23/2022] [Accepted: 12/29/2022] [Indexed: 01/13/2023] Open
Abstract
Introduction Small fiber neuropathies (SFNs) are disorders of skin nerve endings inducing pruritus, burning pain, numbness, and paresthesia. The aims of this study were to search for putative etiologies of SFN and their occurrence in a cohort of patients and to compare patients with SFN to a group of patients without SFN to highlight potential factors associated with SFN. Methods This study was observational, retrospective, and monocentric. All patients with symptoms of SFN who underwent skin biopsies with intraepidermal nerve density counts were included. Patients with a count lower than 5 percentiles were considered to be in the SFN group. Other patients were considered to be the control group. Results A total of 162 patients with SFN and 161 controls were included. No cause was identified for 108 patients (61.7%). The established causes were autoimmune diseases (9.1%), diabetes or glucose intolerance (8%), medication (4%), liver disease (3.4%), and monoclonal gammopathy of undetermined significance (2.9%). Current or former smokers were more numerous in the SFN group (26.5%) than in the control group (16.1%), while vitamin D amounts were significantly lower in the SFN group than in the control group. Discussion Hence, tobacco smoking and vitamin D deficiency might be new putative causes of SFN.
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Affiliation(s)
- Maxime Fouchard
- Department of Dermatology, CHU Brest, Brest, France,Univ Brest, LIEN, Brest, France
| | - Emilie Brenaut
- Department of Dermatology, CHU Brest, Brest, France,Univ Brest, LIEN, Brest, France
| | - Steeve Genestet
- Department of Neurology, CHU Brest, Brest, France,Breton Competence Center of Rare Neuromuscular Diseases and Neuropathies With Cutaneous-Mucosal Symptoms, CHRU de Brest, Brest, France
| | | | - Pascale Marcorelles
- Univ Brest, LIEN, Brest, France,Breton Competence Center of Rare Neuromuscular Diseases and Neuropathies With Cutaneous-Mucosal Symptoms, CHRU de Brest, Brest, France,Department of Pathology, CHU Brest, Brest, France
| | - Laurent Misery
- Department of Dermatology, CHU Brest, Brest, France,Univ Brest, LIEN, Brest, France,Breton Competence Center of Rare Neuromuscular Diseases and Neuropathies With Cutaneous-Mucosal Symptoms, CHRU de Brest, Brest, France,*Correspondence: Laurent Misery,
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3
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Chapman KB, Sayed D, Lamer T, Hunter C, Weisbein J, Patel KV, Dickerson D, Hagedorn JM, Lee DW, Amirdelfan K, Deer T, Chakravarthy K. Best Practices for Dorsal Root Ganglion Stimulation for Chronic Pain: Guidelines from the American Society of Pain and Neuroscience. J Pain Res 2023; 16:839-879. [PMID: 36942306 PMCID: PMC10024474 DOI: 10.2147/jpr.s364370] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2022] [Accepted: 01/17/2023] [Indexed: 03/14/2023] Open
Abstract
With continued innovations in neuromodulation comes the need for evolving reviews of best practices. Dorsal root ganglion stimulation (DRG-S) has significantly improved the treatment of complex regional pain syndrome (CRPS), and it has broad applicability across a wide range of other conditions. Through funding and organizational leadership by the American Society for Pain and Neuroscience (ASPN), this best practices consensus document has been developed for the selection, implantation, and use of DRG stimulation for the treatment of chronic pain syndromes. This document is composed of a comprehensive narrative literature review that has been performed regarding the role of the DRG in chronic pain and the clinical evidence for DRG-S as a treatment for multiple pain etiologies. Best practice recommendations encompass safety management, implantation techniques, and mitigation of the potential complications reported in the literature. Looking to the future of neuromodulation, DRG-S holds promise as a robust intervention for otherwise intractable pain.
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Affiliation(s)
- Kenneth B Chapman
- The Spine & Pain Institute of New York, New York, NY, USA
- Department of Anesthesiology, Zucker School of Medicine at Hofstra Northwell, Manhasset, NY, USA
- Department of Anesthesiology, NYU Langone Medical Center, New York, NY, USA
- Correspondence: Kenneth B Chapman, NYU Langone Medical Center, Zucker School of Medicine at Hofstra/Northwell, Pain Medicine at Staten Island University Hospital, 1360 Hylan Boulevard, Staten Island, NY, 10305, USA, Email
| | - Dawood Sayed
- Department of Anesthesiology, The University of Kansas Medical Center (KUMC), Kansas City, KS, USA
| | - Tim Lamer
- Department of Anesthesiology and Perioperative Medicine, Division of Pain Medicine, Mayo Clinic, Rochester, MN, USA
| | - Corey Hunter
- Ainsworth Institute of Pain Management, New York, NY, USA
| | | | - Kiran V Patel
- The Spine & Pain Institute of New York, New York, NY, USA
- Department of Anesthesiology, Zucker School of Medicine at Hofstra Northwell, Manhasset, NY, USA
- Department of Anesthesiology, NYU Langone Medical Center, New York, NY, USA
| | - David Dickerson
- Department of Anesthesiology, Critical Care and Pain Medicine, NorthShore University Health System, Evanston, IL, USA
- Department of Anesthesia & Critical Care, University of Chicago, Chicago, IL, USA
| | | | - David W Lee
- Fullerton Orthopedic Surgery Medical Group, Fullerton, CA, USA
| | | | - Timothy Deer
- The Spine and Nerve Center of the Virginias, Charleston, WV, USA
| | - Krishnan Chakravarthy
- Department of Anesthesiology and Pain Medicine, University of California San Diego Health Sciences, San Diego, CA, USA
- VA San Diego Healthcare System, San Diego, CA, USA
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4
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Evans MC, Wade C, Hohenschurz-Schmidt D, Lally P, Ugwudike A, Shah K, Bangerter N, Sharp DJ, Rice ASC. Magnetic Resonance Imaging as a Biomarker in Diabetic and HIV-Associated Peripheral Neuropathy: A Systematic Review-Based Narrative. Front Neurosci 2021; 15:727311. [PMID: 34621152 PMCID: PMC8490874 DOI: 10.3389/fnins.2021.727311] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Accepted: 08/17/2021] [Indexed: 12/18/2022] Open
Abstract
Background: Peripheral neuropathy can be caused by diabetes mellitus and HIV infection, and often leaves patients with treatment-resistant neuropathic pain. To better treat this condition, we need greater understanding of the pathogenesis, as well as objective biomarkers to predict treatment response. Magnetic resonance imaging (MRI) has a firm place as a biomarker for diseases of the central nervous system (CNS), but until recently has had little role for disease of the peripheral nervous system. Objectives: To review the current state-of-the-art of peripheral nerve MRI in diabetic and HIV symmetrical polyneuropathy. We used systematic literature search methods to identify all studies currently published, using this as a basis for a narrative review to discuss major findings in the literature. We also assessed risk of bias, as well as technical aspects of MRI and statistical analysis. Methods: Protocol was pre-registered on NIHR PROSPERO database. MEDLINE, Web of Science and EMBASE databases were searched from 1946 to 15th August 2020 for all studies investigating either diabetic or HIV neuropathy and MRI, focusing exclusively on studies investigating symmetrical polyneuropathy. The NIH quality assessment tool for observational and cross-sectional cohort studies was used for risk of bias assessment. Results: The search resulted in 18 papers eligible for review, 18 for diabetic neuropathy and 0 for HIV neuropathy. Risk of bias assessment demonstrated that studies generally lacked explicit sample size justifications, and some may be underpowered. Whilst most studies made efforts to balance groups for confounding variables (age, gender, BMI, disease duration), there was lack of consistency between studies. Overall, the literature provides convincing evidence that DPN is associated with larger nerve cross sectional area, T2-weighted hyperintense and hypointense lesions, evidence of nerve oedema on Dixon imaging, decreased fractional anisotropy and increased apparent diffusion coefficient compared with controls. Analysis to date is largely restricted to the sciatic nerve or its branches. Conclusions: There is emerging evidence that various structural MR metrics may be useful as biomarkers in diabetic polyneuropathy, and areas for future direction are discussed. Expanding this technique to other forms of peripheral neuropathy, including HIV neuropathy, would be of value. Systematic Review Registration: (identifier: CRD 42020167322) https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=167322.
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Affiliation(s)
- Matthew C. Evans
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
- Department of Brain Sciences, Care Research and Technology Centre, UK Dementia Research Institute, London, United Kingdom
| | - Charles Wade
- Department of Brain Sciences, Care Research and Technology Centre, UK Dementia Research Institute, London, United Kingdom
| | - David Hohenschurz-Schmidt
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Pete Lally
- Department of Brain Sciences, Care Research and Technology Centre, UK Dementia Research Institute, London, United Kingdom
- Royal School of Mines, Imperial College London, London, United Kingdom
| | - Albert Ugwudike
- Royal School of Mines, Imperial College London, London, United Kingdom
| | - Kamal Shah
- Royal School of Mines, Imperial College London, London, United Kingdom
| | - Neal Bangerter
- Royal School of Mines, Imperial College London, London, United Kingdom
| | - David J. Sharp
- Department of Brain Sciences, Care Research and Technology Centre, UK Dementia Research Institute, London, United Kingdom
| | - Andrew S. C. Rice
- Pain Research, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
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5
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Grisold W, Carozzi VA. Toxicity in Peripheral Nerves: An Overview. TOXICS 2021; 9:toxics9090218. [PMID: 34564369 PMCID: PMC8472820 DOI: 10.3390/toxics9090218] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 08/31/2021] [Accepted: 09/08/2021] [Indexed: 12/17/2022]
Abstract
Introduction to a collection. This article is intended to introduce a collection of papers on toxic neuropathies. Toxic neuropathies can be caused by a variety of substances and by different mechanisms. Toxic agents are numerous and can be distinguished between drugs, recreational agents, heavy metals, industrial agents, pesticides, warfare agents, biologic substances and venoms. Toxic agents reach the nervous system by ingestion, transcutaneously, via the mucous membranes, parenterally and by aerosols. The most frequent types are cumulative toxicities. Other types are acute or delayed toxicities. Pathogenetic mechanisms range from a specific toxic substance profile causing axonal or demyelinating lesions, towards ion channel interferences, immune-mediated mechanisms and a number of different molecular pathways. In addition, demyelination, focal lesions and small fiber damage may occur. Clinically, neurotoxicity presents most frequently as axonal symmetric neuropathies. In this work, we present a panoramic view of toxic neuropathy, in terms of symptoms, causes, mechanisms and classification.
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Affiliation(s)
- Wolfgang Grisold
- Ludwig Boltzmann Institute for Experimental und Clinical Traumatology, Donaueschingenstraße 13, A-1200 Wien, Austria;
| | - Valentina Alda Carozzi
- Experimental Neurology Unit, School of Medicine and Surgery, University of Milan Bicocca, Building U8, Room 1027, Via Cadore 48, 20900 Monza, Italy
- Correspondence:
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6
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Gemignani F, Bellanova MF, Saccani E, Pavesi G. Non-length-dependent small fiber neuropathy: Not a matter of stockings and gloves. Muscle Nerve 2021; 65:10-28. [PMID: 34374103 DOI: 10.1002/mus.27379] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Revised: 07/11/2021] [Accepted: 07/18/2021] [Indexed: 12/17/2022]
Abstract
The clinical spectrum of small fiber neuropathy (SFN) encompasses manifestations related to the involvement of thinly myelinated A-delta and unmyelinated C fibers, including not only the classical distal phenotype, but also a non-length-dependent (NLD) presentation that can be patchy, asymmetrical, upper limb-predominant, or diffuse. This narrative review is focused on NLD-SFN. The diagnosis of NLD-SFN can be problematic, due to its varied and often atypical presentation, and diagnostic criteria developed for distal SFN are not suitable for NLD-SFN. The topographic pattern of NLD-SFN is likely related to ganglionopathy restricted to the small neurons of dorsal root ganglia. It is often associated with systemic diseases, but about half the time is idiopathic. In comparison with distal SFN, immune-mediated diseases are more common than dysmetabolic conditions. Treatment is usually based on the management of neuropathic pain. Disease-modifying therapy, including immunotherapy, may be effective in patients with identified causes. Future research on NLD-SFN is expected to further clarify the interconnected aspects of phenotypic characterization, diagnostic criteria, and pathophysiology.
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Affiliation(s)
- Franco Gemignani
- Neurology Unit, Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Maria F Bellanova
- Laboratory of Neuromuscular Histopathology, Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Elena Saccani
- Neurology Unit, Department of Specialized Medicine, University Hospital of Parma, Parma, Italy
| | - Giovanni Pavesi
- Neurology Unit, Department of Medicine and Surgery, University of Parma, Parma, Italy
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7
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Kelly MA. Neurological complications of cardiovascular drugs. HANDBOOK OF CLINICAL NEUROLOGY 2021; 177:319-344. [PMID: 33632450 DOI: 10.1016/b978-0-12-819814-8.00020-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Cardiovascular drugs are used to treat arterial hypertension, hyperlipidemia, arrhythmias, heart failure, and coronary artery disease. They also include antiplatelet and anticoagulant drugs that are essential for prevention of cardiogenic embolism. Most neurologic complications of the cardiovascular drugs are minor or transient and are far outweighed by the anticipated benefits of treatment. Other neurologic complications are more serious and require early recognition and management. Overtreatment of arterial hypertension may cause lightheadedness or fatigue but often responds readily to dose adjustment or an alternative drug. Other drug complications may be more troublesome as in myalgia associated with statins or headache associated with vasodilators. The recognized bleeding risk of the antithrombotics requires careful calculation of risk/benefit ratios for individual patients. Many neurologic complications of cardiovascular drugs are well documented in clinical trials with known frequency and severity, but others are rare and recognized only in isolated case reports or small case series. This chapter draws on both sources to report the adverse effects on muscle, nerve, and brain associated with commonly used cardiovascular drugs.
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Affiliation(s)
- Michael A Kelly
- Department of Neurology, Loyola University Chicago, Stritch School of Medicine, Maywood, IL, United States.
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8
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Sancho Saldaña A, Mahdi-Rogers M, Hadden RD. Sensory neuronopathies: A case series and literature review. J Peripher Nerv Syst 2021; 26:66-74. [PMID: 33491284 DOI: 10.1111/jns.12433] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 12/23/2020] [Accepted: 01/15/2021] [Indexed: 11/29/2022]
Abstract
Sensory neuronopathies are heterogeneous disorders of dorsal root ganglia. The clinical and laboratory features in a single-centre series, including response to treatment and outcome have been described. They retrospectively included 54 patients meeting Camdessanché et al (2009) criteria for sensory neuronopathy. The patients were classified according to their likely aetiology and analysed their demographic, clinical, neurophysiological, histological and spinal MRI features. The outcome with the modified Rankin Scale (mRS) was evaluated, and the response to treatment was assessed. About 54 patients were included (18 male; median age 54.5 years). The most common initial symptoms were hypoaesthesia, paraesthesia, ataxia and pain. Half of patients had a slow onset, greater than 12 months before seeing a neurologist. The aetiology as possibly inflammatory (meaning nonspecific laboratory evidence of immune abnormality) in 18 patients (33%), paraneoplastic 8 (15%), autoimmune 7 (13%) and idiopathic 6 (11%) was classified. About 31 patients received immune therapy of which 11 (35%) improved or stabilised. Corticosteroids were the most used treatment (24 patients) and cyclophosphamide had the highest response rate (3/6, 50%). At the final follow up (median 24 months) 67% had mRS ≥3 and 46% mRS ≥4, including 15% who died. Worse outcome was associated with generalised areflexia and pseudoathetosis by logistic regression, and with motor involvement and raised CSF protein by univariate analysis. Sensory neuronopathies caused severe disability, especially in patients with generalised areflexia and pseudoathetosis. Of those without an obvious cause, most had some evidence of dysimmunity. Some patients had a positive response to immunotherapy, but rarely enough to improve disability much.
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Affiliation(s)
- Agustin Sancho Saldaña
- Department of Neurology, King's College Hospital NHS Foundation Trust, Denmark Hill, London, UK.,Department of Neurology, Hospital Universitario Miguel Servet, Zaragoza, Spain
| | - Mohamed Mahdi-Rogers
- Department of Neurology, King's College Hospital NHS Foundation Trust, Denmark Hill, London, UK
| | - Robert David Hadden
- Department of Neurology, King's College Hospital NHS Foundation Trust, Denmark Hill, London, UK
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9
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Jende JME, Kender Z, Rother C, Alvarez-Ramos L, Groener JB, Pham M, Morgenstern J, Oikonomou D, Hahn A, Juerchott A, Kollmer J, Heiland S, Kopf S, Nawroth PP, Bendszus M, Kurz FT. Diabetic Polyneuropathy Is Associated With Pathomorphological Changes in Human Dorsal Root Ganglia: A Study Using 3T MR Neurography. Front Neurosci 2020; 14:570744. [PMID: 33100960 PMCID: PMC7546893 DOI: 10.3389/fnins.2020.570744] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Accepted: 08/24/2020] [Indexed: 12/20/2022] Open
Abstract
Diabetic neuropathy (DPN) is one of the most severe and yet most poorly understood complications of diabetes mellitus. In vivo imaging of dorsal root ganglia (DRG), a key structure for the understanding of DPN, has been restricted to animal studies. These have shown a correlation of decreased DRG volume with neuropathic symptom severity. Our objective was to investigate correlations of DRG morphology and signal characteristics at 3 Tesla (3T) magnetic resonance neurography (MRN) with clinical and serological data in diabetic patients with and without DPN. In this cross-sectional study, participants underwent 3T MRN of both L5 DRG using an isotropic 3D T2-weighted, fat-suppressed sequence with subsequent segmentation of DRG volume and analysis of normalized signal properties. Overall, 55 diabetes patients (66 ± 9 years; 32 men; 30 with DPN) took part in this study. DRG volume was smaller in patients with severe DPN when compared to patients with mild or moderate DPN (134.7 ± 21.86 vs 170.1 ± 49.22; p = 0.040). In DPN patients, DRG volume was negatively correlated with the neuropathy disability score (r = −0.43; 95%CI = −0.66 to −0.14; p = 0.02), a measure of neuropathy severity. DRG volume showed negative correlations with triglycerides (r = −0.40; 95%CI = −0.57 to −0.19; p = 0.006), and LDL cholesterol (r = −0.33; 95%CI = −0.51 to −0.11; p = 0.04). There was a strong positive correlation of normalized MR signal intensity (SI) with the neuropathy symptom score in the subgroup of patients with painful DPN (r = 0.80; 95%CI = 0.46 to 0.93; p = 0.005). DRG SI was positively correlated with HbA1c levels (r = 0.30; 95%CI = 0.09 to 0.50; p = 0.03) and the triglyceride/HDL ratio (r = 0.40; 95%CI = 0.19 to 0.57; p = 0.007). In this first in vivo study, we found DRG morphological degeneration and signal increase in correlation with neuropathy severity. This elucidates the potential importance of MR-based DRG assessments in studying structural and functional changes in DPN.
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Affiliation(s)
- Johann M E Jende
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Zoltan Kender
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
| | - Christian Rother
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Lucia Alvarez-Ramos
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
| | - Jan B Groener
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany.,German Center of Diabetes Research, München-Neuherberg, Germany.,Medicover Neuroendokrinologie, Munich, Germany
| | - Mirko Pham
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.,Department of Neuroradiology, Würzburg University Hospital, Würzburg, Germany
| | - Jakob Morgenstern
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
| | - Dimitrios Oikonomou
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
| | - Artur Hahn
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Alexander Juerchott
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Jennifer Kollmer
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Sabine Heiland
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany.,Division of Experimental Radiology, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Stefan Kopf
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany.,German Center of Diabetes Research, München-Neuherberg, Germany
| | - Peter P Nawroth
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany.,German Center of Diabetes Research, München-Neuherberg, Germany.,Joint Institute for Diabetes and Cancer at Helmholtz-Zentrum Munich and Heidelberg University, Heidelberg, Germany
| | - Martin Bendszus
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Felix T Kurz
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
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10
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Reddy JM, Raut NGR, Seifert JL, Hynds DL. Regulation of Small GTPase Prenylation in the Nervous System. Mol Neurobiol 2020; 57:2220-2231. [PMID: 31989383 DOI: 10.1007/s12035-020-01870-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 01/06/2020] [Indexed: 11/26/2022]
Abstract
Mevalonate pathway inhibitors have been extensively studied for their roles in cholesterol depletion and for inhibiting the prenylation and activation of various proteins. Inhibition of protein prenylation has potential therapeutic uses against neurological disorders, like neural cancers, neurodegeneration, and neurotramatic lesions. Protection against neurodegeneration and promotion of neuronal regeneration is regulated in large part by Ras superfamily small guanosine triphosphatases (GTPases), particularly the Ras, Rho, and Rab subfamilies. These proteins are prenylated to target them to cellular membranes. Prenylation can be specifically inhibited through altering the function of enzymes of the mevalonate pathway necessary for isoprenoid production and attachment to target proteins to elicit a variety of effects on neural cells. However, this approach does not address how prenylation affects a specific protein. This review focuses on the regulation of small GTPase prenylation, the different techniques to inhibit prenylation, and how this inhibition has affected neural cell processes.
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Affiliation(s)
| | | | | | - DiAnna L Hynds
- Texas Woman's University, Denton, TX, USA.
- Woodcock Institute for the Advancement of Neurocognitive Research and Applied Practice, Texas Woman's University, PO Box 4525799, Denton, TX, 76204-5799, USA.
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11
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Svendsen TDK, Krøigård T, Wirenfeldt M, Schrøder HD, Bak S, Möller S, Hallas J, Sindrup SH, Gaist D. Statin use and peripheral nerve function-A prospective follow-up study. Basic Clin Pharmacol Toxicol 2019; 126:203-211. [PMID: 31505101 DOI: 10.1111/bcpt.13320] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2019] [Accepted: 09/06/2019] [Indexed: 12/27/2022]
Abstract
PURPOSE To examine the association between use of statins and risk of deterioration of peripheral nerve function. METHODS We prospectively followed patients who initiated statin treatment and compared them with statin never-users (non-users). At the time of inclusion and at 1-year follow-up, participants underwent tests for peripheral nerve function (ie nerve conduction studies, quantitative sensory testing), skin biopsies and ratings of symptoms and signs of neuropathy. We selected five tests of nerve function and the intraepidermal nerve fibre density (IENFD) a priori as primary outcomes. We used linear regression to test for differences between statin users and non-users with Holm-Bonferroni-corrected statistical significance level of .05. RESULTS Comparisons were based on 57 statin users and 46 non-users. Changes in nerve function test results during follow-up were not uniform with regard to direction and were statistically not significant with the exception of IENFD (change in IENFD: statin users 1 fibre/mm vs. non-statin users -2 fibres/mm; P-value = .006). None of the participants developed overt peripheral neuropathy. However, five statin users developed neuropathy-like symptoms and a post hoc analysis showed a significant decrease in vibration sensitivity compared to asymptomatic statin users. CONCLUSION Statin use was not clearly associated with increased risk of deterioration of peripheral nerve function analysed at a group level. However, given the sample size limitations of our study and the findings of our post hoc analysis, we cannot preclude that peripheral nerve function may be affected in some individuals exposed to statins.
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Affiliation(s)
- Toke de Koning Svendsen
- Department of Neurology, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.,Odense Patient data Explorative Network (OPEN), Odense University Hospital, Odense, Denmark
| | - Thomas Krøigård
- Department of Neurology, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| | - Martin Wirenfeldt
- Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.,Department of Pathology, Odense University Hospital, Odense, Denmark
| | | | - Søren Bak
- Department of Neurology, Odense University Hospital, Odense, Denmark
| | - Sören Möller
- Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark.,Odense Patient data Explorative Network (OPEN), Odense University Hospital, Odense, Denmark
| | - Jesper Hallas
- Clinical Pharmacology, Odense University Hospital & Institute of Public Health, University of Southern Denmark, Odense, Denmark
| | - Søren Hein Sindrup
- Department of Neurology, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
| | - David Gaist
- Department of Neurology, Odense University Hospital, Odense, Denmark.,Department of Clinical Research, Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark
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12
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Jende JME, Groener JB, Rother C, Kender Z, Hahn A, Hilgenfeld T, Juerchott A, Preisner F, Heiland S, Kopf S, Pham M, Nawroth P, Bendszus M, Kurz FT. Association of Serum Cholesterol Levels With Peripheral Nerve Damage in Patients With Type 2 Diabetes. JAMA Netw Open 2019; 2:e194798. [PMID: 31150078 PMCID: PMC6547108 DOI: 10.1001/jamanetworkopen.2019.4798] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
IMPORTANCE Lowering serum cholesterol levels is a well-established treatment for dyslipidemia in patients with type 2 diabetes (T2D). However, nerve lesions in patients with T2D increase with lower serum cholesterol levels, suggesting that lowering serum cholesterol levels is associated with diabetic polyneuropathy (DPN) in patients with T2D. OBJECTIVE To investigate whether there is an association between serum cholesterol levels and peripheral nerve lesions in patients with T2D with and without DPN. DESIGN, SETTING, AND PARTICIPANTS This single-center, cross-sectional, prospective cohort study was performed from June 1, 2015, to March 31, 2018. Observers were blinded to clinical data. A total of 256 participants were approached, of whom 156 were excluded. A total of 100 participants consented to undergo magnetic resonance neurography of the right leg at the Department of Neuroradiology and clinical, serologic, and electrophysiologic assessment at the Department of Endocrinology, Heidelberg University Hospital, Heidelberg, Germany. EXPOSURES Quantification of the nerve's diameter and lipid equivalent lesion (LEL) load with a subsequent analysis of all acquired clinical and serologic data with use of 3.0-T magnetic resonance neurography of the right leg with 3-dimensional reconstruction of the sciatic nerve. MAIN OUTCOMES AND MEASURES The primary outcome was lesion load and extension. Secondary outcomes were clinical, serologic, and electrophysiologic findings. RESULTS A total of 100 participants with T2D (mean [SD] age, 64.6 [0.9] years; 68 [68.0%] male) participated in the study. The LEL load correlated positively with the nerve's mean cross-sectional area (r = 0.44; P < .001) and the maximum length of a lesion (r = 0.71; P < .001). The LEL load was negatively associated with total serum cholesterol level (r = -0.41; P < .001), high-density lipoprotein cholesterol level (r = -0.30; P = .006), low-density lipoprotein cholesterol level (r = -0.33; P = .003), nerve conduction velocities of the tibial (r = -0.33; P = .01) and peroneal (r = -0.51; P < .001) nerves, and nerve conduction amplitudes of the tibial (r = -0.31; P = .02) and peroneal (r = -0.28; P = .03) nerves. CONCLUSIONS AND RELEVANCE The findings suggest that lowering serum cholesterol levels in patients with T2D and DPN is associated with a higher amount of nerve lesions and declining nerve conduction velocities and amplitudes. These findings may be relevant to emerging therapies that promote an aggressive lowering of serum cholesterol levels in patients with T2D.
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Affiliation(s)
- Johann M. E. Jende
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Jan B. Groener
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
- German Center of Diabetes Research (DZD), München-Neuherberg, Germany
| | - Christian Rother
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Zoltan Kender
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
| | - Artur Hahn
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Tim Hilgenfeld
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Alexander Juerchott
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Fabian Preisner
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Sabine Heiland
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
- Division of Experimental Radiology, Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Stefan Kopf
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
- German Center of Diabetes Research (DZD), München-Neuherberg, Germany
| | - Mirko Pham
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
- Department of Neuroradiology, Würzburg University Hospital, Würzburg, Germany
| | - Peter Nawroth
- Department of Endocrinology, Diabetology and Clinical Chemistry (Internal Medicine 1), Heidelberg University Hospital, Heidelberg, Germany
- German Center of Diabetes Research (DZD), München-Neuherberg, Germany
- Institute for Diabetes and Cancer, Helmholtz Diabetes Center, Helmholtz Center Munich, Munich, Germany
| | - Martin Bendszus
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
| | - Felix T. Kurz
- Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany
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13
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Provitera V, Gibbons CH, Wendelschafer-Crabb G, Donadio V, Vitale DF, Loavenbruck A, Stancanelli A, Caporaso G, Liguori R, Wang N, Santoro L, Kennedy WR, Nolano M. The role of skin biopsy in differentiating small-fiber neuropathy from ganglionopathy. Eur J Neurol 2018; 25:848-853. [DOI: 10.1111/ene.13608] [Citation(s) in RCA: 34] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2017] [Accepted: 02/26/2018] [Indexed: 12/15/2022]
Affiliation(s)
- V. Provitera
- Department of Neurology; Istituti Clinici Scientifici Maugeri Spa SB - IRCCS di Telese Terme; Telese Terme (BN) Italy
| | - C. H. Gibbons
- Department of Neurology; Beth Israel Deaconess Medical Centre; Harvard Medical School; Boston MA
| | | | - V. Donadio
- IRCCS Istituto delle Scienze Neurologiche di Bologna; Bologna Italy
| | - D. F. Vitale
- Department of Neurology; Istituti Clinici Scientifici Maugeri Spa SB - IRCCS di Telese Terme; Telese Terme (BN) Italy
| | - A. Loavenbruck
- Department of Neurology School of Medicine; University of Minnesota; Minneapolis MN USA
| | - A. Stancanelli
- Department of Neurology; Istituti Clinici Scientifici Maugeri Spa SB - IRCCS di Telese Terme; Telese Terme (BN) Italy
| | - G. Caporaso
- Department of Neurology; Istituti Clinici Scientifici Maugeri Spa SB - IRCCS di Telese Terme; Telese Terme (BN) Italy
| | - R. Liguori
- IRCCS Istituto delle Scienze Neurologiche di Bologna; Bologna Italy
| | - N. Wang
- Department of Neurology; Beth Israel Deaconess Medical Centre; Harvard Medical School; Boston MA
| | - L. Santoro
- Department of Neurosciences Reproductive and Odontostomatological Sciences; University ‘Federico II’; Naples Italy
| | - W. R. Kennedy
- Department of Neurology School of Medicine; University of Minnesota; Minneapolis MN USA
| | - M. Nolano
- Department of Neurology; Istituti Clinici Scientifici Maugeri Spa SB - IRCCS di Telese Terme; Telese Terme (BN) Italy
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14
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Abstract
PURPOSE OF REVIEW The sensory neuronopathies are sensory-predominant polyneuropathies that result from damage to the dorsal root and trigeminal sensory ganglia. This review explores the various causes of acquired sensory neuronopathies, the approach to diagnosis, and treatment. RECENT FINDINGS Diagnostic criteria have recently been published and validated to allow differentiation of sensory neuronopathies from other polyneuropathies. On the basis of serial electrodiagnostic studies, the treatment window for the acquired sensory neuronopathies has been identified as approximately 8 months. If treatment is initiated within 2 months of symptom onset, there is a better opportunity for improvement of the patient's condition. Even though sensory neuronopathies are rare, significant progress has been made regarding characterization of their clinical, electrophysiologic, and imaging features. This does not hold true, however, for treatment. There have been no randomized controlled clinical trials to guide management of these diseases, and a standard treatment approach remains undetermined.
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Affiliation(s)
- Allison Crowell
- Department of Neurology, University of Virginia, P.O. Box 800394, Charlottesville, VA, 22908, USA
| | - Kelly G Gwathmey
- Department of Neurology, University of Virginia, P.O. Box 800394, Charlottesville, VA, 22908, USA.
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15
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Latov N, Vo ML, Chin RL, Carey BT, Langsdorf JA, Feuer NT. Abnormal Nutritional Factors in Patients Evaluated at a Neuropathy Center. J Clin Neuromuscul Dis 2016; 17:212-214. [PMID: 27224436 DOI: 10.1097/cnd.0000000000000128] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Abnormal concentrations of nutritional factors were found in 24.1% of 187 patients with neuropathy who were newly seen at our academic neuropathy referral center over a 1-year period. All patients presented with sensory axonal or small fiber neuropathy. In 7.3%, they were present in association with at least one other identifiable cause for neuropathy. Elevated levels of pyridoxal phosphate or mercury occurred more frequently than deficiencies in vitamins B1, B12, or B6. The nutritional abnormalities are amenable to correction by dietary intervention.
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Affiliation(s)
- Norman Latov
- Department of Neurology, Weill Cornell Medical Center, New York, NY
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16
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Chan ACY, Wilder-Smith EP. Small fiber neuropathy: Getting bigger! Muscle Nerve 2016; 53:671-82. [PMID: 26872938 DOI: 10.1002/mus.25082] [Citation(s) in RCA: 82] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/10/2016] [Indexed: 12/13/2022]
Abstract
Etiological and clinical heterogeneity of small fiber neuropathy (SFN) precludes a unifying approach and necessitates reliance on recognizable clinical syndromes. Symptoms of SFN arise from dysfunction in nociception, temperature, and autonomic modalities. This review focuses on SFN involving nociception and temperature, examining epidemiology, etiology, clinical presentation, diagnosis, pathophysiology, and management. Prevalence of SFN is 52.95 per 100,000 population, and diabetes and idiopathic are the most common etiologies. Dysesthesia, allodynia, pain, burning, and coldness sensations frequently present in a length-dependent pattern. Additional autonomic features in gastrointestinal, urinary, or cardiovascular systems are frequent but poorly objectified. SFN is diagnosed by intraepidermal nerve fiber density and quantitative sensory and autonomic tests in combination with normal nerve conduction. Pathophysiological understanding centers on sodium channel dysfunction, and genetic forms are beginning to be understood. Treatment is directed at the underlying etiology supported by symptomatic treatment using antidepressants and anticonvulsants. Little is known about long-term outcomes, and systematic cohort studies are needed.
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Affiliation(s)
- Amanda C Y Chan
- Division of Neurology, National University Hospital, Level 10 Tower Block, University Medicine Cluster, 1E Kent Ridge Road, 119228, Singapore
| | - Einar P Wilder-Smith
- Division of Neurology, National University Hospital, Level 10 Tower Block, University Medicine Cluster, 1E Kent Ridge Road, 119228, Singapore.,Neurology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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