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Wang B, Han X, Zhao Z, Wang N, Zhao P, Li M, Zhang Y, Zhao T, Chen Y, Ren Z, Hong Y. EEG-Driven Prediction Model of Oxcarbazepine Treatment Outcomes in Patients With Newly-Diagnosed Focal Epilepsy. Front Med (Lausanne) 2022; 8:781937. [PMID: 35047529 PMCID: PMC8761908 DOI: 10.3389/fmed.2021.781937] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Accepted: 12/06/2021] [Indexed: 11/27/2022] Open
Abstract
Objective: Antiseizure medicine (ASM) is the first choice for patients with epilepsy. The choice of ASM is determined by the type of epilepsy or epileptic syndrome, which may not be suitable for certain patients. This initial choice of a particular drug affects the long-term prognosis of patients, so it is critical to select the appropriate ASMs based on the individual characteristics of a patient at the early stage of the disease. The purpose of this study is to develop a personalized prediction model to predict the probability of achieving seizure control in patients with focal epilepsy, which will help in providing a more precise initial medication to patients. Methods: Based on response to oxcarbazepine (OXC), enrolled patients were divided into two groups: seizure-free (52 patients), not seizure-free (NSF) (22 patients). We created models to predict patients' response to OXC monotherapy by combining Electroencephalogram (EEG) complexities and 15 clinical features. The prediction models were gradient boosting decision tree-Kolmogorov complexity (GBDT-KC) and gradient boosting decision tree-Lempel-Ziv complexity (GBDT-LZC). We also constructed two additional prediction models, support vector machine-Kolmogorov complexity (SVM-KC) and SVM-LZC, and these two models were compared with the GBDT models. The performance of the models was evaluated by calculating the accuracy, precision, recall, F1-score, sensitivity, specificity, and area under the curve (AUC) of these models. Results: The mean accuracy, precision, recall, F1-score, sensitivity, specificity, AUC of GBDT-LZC model after five-fold cross-validation were 81%, 84%, 91%, 87%, 91%, 64%, 81%, respectively. The average accuracy, precision, recall, F1-score, sensitivity, specificity, AUC of GBDT-KC model with five-fold cross-validation were 82%, 84%, 92%, 88%, 83%, 92%, 83%, respectively. We used the rank of absolute weights to separately calculate the features that have the most significant impact on the classification of the two models. Conclusion: (1) The GBDT-KC model has the potential to be used in the clinic to predict seizure-free with OXC monotherapy. (2). Electroencephalogram complexity, especially Kolmogorov complexity (KC) may be a potential biomarker in predicting the treatment efficacy of OXC in newly diagnosed patients with focal epilepsy.
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Affiliation(s)
- Bin Wang
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China.,Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Xiong Han
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China.,Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Zongya Zhao
- School of Medical Engineering, Xinxiang Medical University, Xinxiang, China
| | - Na Wang
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Pan Zhao
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Mingmin Li
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Yue Zhang
- Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Ting Zhao
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Yanan Chen
- Department of Neurology, Zhengzhou University People's Hospital, Zhengzhou, China
| | - Zhe Ren
- Department of Neurology, Henan Provincial People's Hospital, Zhengzhou, China
| | - Yang Hong
- Department of Neurology, Henan University People's Hospital, Zhengzhou, China
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Epilepsy and aging. HANDBOOK OF CLINICAL NEUROLOGY 2020. [PMID: 31753149 DOI: 10.1016/b978-0-12-804766-8.00025-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2023]
Abstract
The intersection of epilepsy and aging has broad, significant implications. Substantial increases in seizures occur both in the elderly population, who are at a higher risk of developing new-onset epilepsy, and in those with chronic epilepsy who become aged. There are notable gaps in our understanding of aging and epilepsy at the basic and practical levels, which have important consequences. We are in the early stages of understanding the complex relationships between epilepsy and other age-related brain diseases such as stroke, dementia, traumatic brain injury (TBI), and cancer. Furthermore, the clinician must recognize that the presentation and treatment of epilepsy in the elderly are different from those of younger populations. Given the developing awareness of the problem and the capabilities of contemporary, multidisciplinary approaches to advance understanding about the biology of aging and epilepsy, it is reasonable to expect that we will unravel some of the intricacies of epilepsy in the elderly; it is also reasonable to expect that these gains will lead to further improvements in our understanding and treatment of epilepsy for all age groups.
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Kotloski RJ, Sutula TP. Environmental enrichment: evidence for an unexpected therapeutic influence. Exp Neurol 2014; 264:121-6. [PMID: 25483395 DOI: 10.1016/j.expneurol.2014.11.012] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2014] [Revised: 11/20/2014] [Accepted: 11/25/2014] [Indexed: 12/13/2022]
Abstract
Environmental enrichment produces wide-ranging effects in the brain at molecular, cellular, network, and behavioral levels. The changes in neuronal plasticity are driven by changes in neurotransmitters, neurotrophic factors, neuronal morphology, neurogenesis, network properties of the brain, and behavioral correlates of learning and memory. Exposure to an enriched environment has also demonstrated intriguing possibilities for treatment of a variety of neurodegenerative diseases including Huntington's disease, Alzheimer's disease, and Parkinson's disease. The effect of environmental enrichment in epilepsy, a neurodegenerative disorder with pathological neuronal plasticity, is of considerable interest. Recent reports of the effect of environmental enrichment in the Bassoon mutant mouse, a genetic model of early onset epilepsy, provides a significant addition to the literature in this area.
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Affiliation(s)
- Robert J Kotloski
- Department of Neurology, University of Wisconsin, Madison, WI 53705, USA; Department of Neurology, William S Middleton Veterans Memorial Hospital, Madison, WI 53705, USA
| | - Thomas P Sutula
- Department of Neurology, University of Wisconsin, Madison, WI 53705, USA.
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Zonisamide as a treatment for partial epileptic seizures: a systematic review. Adv Ther 2014; 31:276-88. [PMID: 24522856 DOI: 10.1007/s12325-014-0104-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Indexed: 10/25/2022]
Abstract
Although the majority of people with epilepsy have a good prognosis and their seizures can be well controlled with pharmacotherapy, up to one-third of patients can develop drug-resistant epilepsy, especially those patients with partial seizures. This unmet need has driven considerable efforts over the last few decades aimed at developing and testing newer antiepileptic agents to improve seizure control. One of the most promising antiepileptic drugs of the new generation is zonisamide, a benzisoxazole derivative chemically unrelated to other anticonvulsant agents. In this article, the authors present the results of a systematic literature review summarizing the current evidence on the efficacy and tolerability of zonisamide for the treatment of partial seizures. Of particular interest within this updated review are the recent data on the use of zonisamide as monotherapy, as they might open new therapeutic avenues.
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Maschio M. Brain tumor-related epilepsy. Curr Neuropharmacol 2012; 10:124-33. [PMID: 23204982 PMCID: PMC3386502 DOI: 10.2174/157015912800604470] [Citation(s) in RCA: 117] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2011] [Revised: 11/19/2011] [Accepted: 12/21/2011] [Indexed: 01/12/2023] Open
Abstract
In patients with brain tumor (BT), seizures are the onset symptom in 20-40% of patients, while a further 20-45% of patients will present them during the course of the disease. These patients present a complex therapeutic profile and require a unique and multidisciplinary approach. The choice of antiepileptic drugs is challenging for this particular patient population because brain tumor-related epilepsy (BTRE) is often drug-resistant, has a strong impact on the quality of life and weighs heavily on public health expenditures.In BT patients, the presence of epilepsy is considered the most important risk factor for long-term disability. For this reason, the problem of the proper administration of medications and their potential side effects is of great importance, because good seizure control can significantly improve the patient's psychological and relational sphere. In these patients, new generation drugs such as gabapentin, lacosamide, levetiracetam, oxcarbazepine, pregabalin, topiramate, zonisamide are preferred because they have fewer drug interactions and cause fewer side effects. Among the recently marketed drugs, lacosamide has demonstrated promising results and should be considered a possible treatment option. Therefore, it is necessary to develop a customized treatment plan for each individual patient with BTRE. This requires a vision of patient management concerned not only with medical therapies (pharmacological, surgical, radiological, etc.) but also with emotional and psychological support for the individual as well as his or her family throughout all stages of the illness.
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Affiliation(s)
- Marta Maschio
- Center for Tumor-Related Epilepsy, Neurology Unit, Department of Neuroscience and Cervical-Facial Pathology, National Institute for Cancer “Regina Elena” Via Elio Chianesi, 53 00144 Roma, Italy
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Patients with brain tumor-related epilepsy. J Neurooncol 2012; 109:1-6. [DOI: 10.1007/s11060-012-0867-7] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2011] [Accepted: 03/29/2012] [Indexed: 10/28/2022]
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In reference to Usery JB et al. (J Neuro-oncol. 2010 Feb 10). J Neurooncol 2010; 100:491-2. [DOI: 10.1007/s11060-010-0203-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2010] [Accepted: 04/13/2010] [Indexed: 10/19/2022]
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Strigul N. Does speciation matter for tungsten ecotoxicology? ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2010; 73:S0147-6513(10)00092-8. [PMID: 20965092 DOI: 10.1016/j.ecoenv.2010.05.005] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2009] [Revised: 03/16/2010] [Accepted: 05/01/2010] [Indexed: 05/27/2023]
Abstract
Tungsten is a widely used transition metal that has not been thoroughly investigated with regards to its ecotoxicological effects. Tungsten anions polymerize in environmental systems as well as under physiological conditions in living organisms. These polymerization/condensation reactions result in the development of several types of stable polyoxoanions. Certain chemical properties (in particular redox and acidic properties) differentiate these polyanions from monotungstates. However, our current state of knowledge on tungsten toxicology, biological and environmental effects is based entirely on experiments where monotungstates were used and assumed by the authors to be the form of tungsten that was present and that produced the observed effect. Recent discoveries indicate that tungsten speciation may be important to ecotoxicology. New results obtained by different research groups demonstrate that polytungstates develop and persist in environmental systems, and that polyoxotungstates are much more toxic than monotungstates. This paper reviews the available toxicological information from the standpoint of tungsten speciation and identifies knowledge gaps and pertinent future research directions.
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Kaddurah AK, Holmes GL. Possible precipitation of myoclonic seizures with oxcarbazepine. Epilepsy Behav 2006; 8:289-93. [PMID: 16356781 DOI: 10.1016/j.yebeh.2005.10.007] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2005] [Revised: 10/16/2005] [Accepted: 10/20/2005] [Indexed: 11/30/2022]
Abstract
Oxcarbazepine is an antiepileptic drug widely used to treat partial seizures in children and adults. We report two children who developed mycolonic seizures and had abnormal electroencephalograms when oxcarbazepine was introduced. Although it is possible that the emergence of myoclonic seizures and deterioration of the electroencephalograms were due to the natural course of the disorder, clinicians should be aware of the possible detrimental effects of oxcarbazepine in children with seizures.
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Abstract
Epilepsy is the most common serious neurologic condition affecting adolescents, coinciding with a time of dramatic change in growth, hormones, psychology, and social situations. Adolescents with epilepsy are sensitive to peer norms and beliefs and may limit disclosure of their chronic illness to feel less different or stigmatized. They may also explore the world of alcohol and recreational drugs, like others in their peer group, as well as experiment with their own medications. The goal of treatment should be maintenance of a normal lifestyle with complete seizure control, minimal adverse effects, and achievement of normal adolescent milestones. Adolescents with epilepsy have an increased incidence of depression because of the combination of the unpredictable nature of epilepsy, a perceived lack of control, uncontrollable adverse events, and negative perceptions of themselves. The purpose of this article is to summarize the physical, developmental, emotional, and cognitive effects of epilepsy on adolescents. By increasing the awareness of healthcare providers, interventions designed to prevent further negative consequences can be considered for adolescents with epilepsy.
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Affiliation(s)
- Susana Marin
- The CHOP Connection at Abington Memorial Hospital, Abington, PA, USA.
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Miles MV, Tang PH, Ryan MA, Grim SA, Fakhoury TA, Strawsburg RH, DeGrauw TJ, Baumann RJ. Feasibility and Limitations of Oxcarbazepine Monitoring Using Salivary Monohydroxycarbamazepine (MHD). Ther Drug Monit 2004; 26:300-4. [PMID: 15167632 DOI: 10.1097/00007691-200406000-00014] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
The purpose of this study is to determine the feasibility of using 10-hydroxy-10,11-dihydrocarbazepine (MHD) concentration in saliva as an alternative to serum for the therapeutic monitoring of oxcarbazepine (OXC) treatment. Investigators identified subjects seen in neurology clinics at the University of Kentucky Chandler Medical Center. Patients were eligible if they agreed to participate in this study, were taking oxcarbazepine, and if a serum MHD concentration had been ordered by their physician. Unstimulated saliva specimens (0.25 mL minimum) were collected in the clinic and frozen until analysis. Blood samples were obtained by phlebotomy. Serum specimens were analyzed by a reference laboratory. Saliva MHD concentrations were determined by high-performance liquid chromatography in the Clinical Laboratory at the Cincinnati Children's Hospital Medical Center. Linear regression analysis was used to evaluate correlations. Saliva and blood specimens were collected from 28 epilepsy patients, but usable samples were obtained from only 23. The mean serum MHD concentration was 23.9 +/- 10.0 microg/mL, and the mean saliva concentration was 23.1 +/- 10.1 microg/mL. There was a significant positive correlation between the serum and saliva concentrations: saliva (y) = 0.95 serum (x) + 0.39; r = 0.941; n = 23; P < 0.001). The mean saliva:serum MHD concentration ratio was 0.96 +/- 0.15. The results of the current study indicate that the relationship between freely flowing (unstimulated) saliva and serum concentrations of MHD is sufficient for therapeutic drug monitoring. A limitation of saliva MHD monitoring is that individuals who have difficulty producing small quantities of saliva or who have viscous saliva should generally be avoided for this type of monitoring. It is also recommended to avoid saliva collection within 8 hours after OXC dosing to allow complete absorption and transformation of the parent drug.
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Affiliation(s)
- Michael V Miles
- Department of Pediatrics, University of Cincinnati Medical Center, and Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio 45229, USA.
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Ryan M, Grim SA, Miles MV, Tang PH, Fakhoury TA, Strawsburg RH, deGrauw TJ, Baumann RJ. Correlation of Lamotrigine Concentrations Between Serum and Saliva. Pharmacotherapy 2003; 23:1550-7. [PMID: 14695035 DOI: 10.1592/phco.23.15.1550.31957] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
STUDY OBJECTIVE To compare the relationship between serum and salivary concentrations of lamotrigine in pediatric and adult epilepsy populations. DESIGN Paired-sample pharmacokinetic study. SETTING University neurology clinic. PATIENTS Thirty-seven patients with epilepsy, aged 2-60 years, who were taking lamotrigine and whose physicians had ordered a lamotrigine serum concentration. MEASUREMENTS AND MAIN RESULTS Patients spit a minimum of 0.25 ml into a cup to provide saliva samples. Blood samples were obtained by phlebotomy. Serum and salivary lamotrigine concentrations were determined by high-performance liquid chromatography. Linear regression analysis was used to evaluate correlations. Six patients' results were omitted due to the lack of a serum or saliva specimen or clearly erroneous results, leaving 31 patients for analysis. There was a strong correlation between the serum results reported by two reference laboratories (coefficient of correlation [r] = 0.988). The correlations between salivary and serum lamotrigine concentrations were similar for reference laboratory A (r = 0.81) and reference laboratory B (r = 0.84). Saliva:serum concentration ratios ranged from 0.41-1.26 (mean +/- SD 0.62 +/- 0.19) for reference laboratory A and from 0.40-1.19 ((mean +/- SD 0.64 +/- 0.18) for reference laboratory B. CONCLUSION There is a good correlation between salivary and serum concentrations for lamotrigine. However, there is wide interpatient variability in the saliva:serum ratio. The data suggest that salivary monitoring may play a role in the monitoring of lamotrigine for adult and pediatric patients.
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Affiliation(s)
- Melody Ryan
- University of Kentucky Chandler Medical Center, Lexington 40536-0293, USA
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Siegel AM. Presurgical evaluation and surgical treatment of medically refractory epilepsy. Neurosurg Rev 2003; 27:1-18; discussion 19-21. [PMID: 14586764 DOI: 10.1007/s10143-003-0305-6] [Citation(s) in RCA: 30] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2003] [Accepted: 06/05/2003] [Indexed: 11/29/2022]
Abstract
Thanks to today's modern imaging examination techniques and especially to the common use of intracranial electrodes for localizing seizure foci, more and more patients with partial epilepsy can be treated microsurgically. The results of such neurosurgical therapies are very good, particularly in mesial temporal lobe epilepsy. In recent years, good results (60-70% seizure freedom) have also been achieved in extratemporal epilepsy surgery, so that such procedures can now be recommended for carefully selected patients. In this review, presurgical evaluations and the different surgical approaches are presented.
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Affiliation(s)
- Adrian M Siegel
- Epilepsy Program, Department of Neurology, University Hospital of Zurich, Frauenklinikstrasse 26, 8091, Zurich, Switzerland.
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Grim SA, Ryan M, Miles MV, Tang PH, Strawsburg RH, deGrauw TJ, Fakhoury TA, Baumann RJ. Correlation of levetiracetam concentrations between serum and saliva. Ther Drug Monit 2003; 25:61-6. [PMID: 12548146 DOI: 10.1097/00007691-200302000-00009] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE More than 100 drugs have been evaluated for salivary therapeutic drug monitoring since the 1970s. The most studied drugs are the anticonvulsants phenytoin, phenobarbital, and carbamazepine, demonstrating strong correlations between serum and saliva concentrations. No published data exist for levetiracetam (LEV) to the authors' knowledge. This study's objective is to determine the correlation between LEV serum and saliva concentrations. METHODS Investigators identified subjects seen in neurology clinics at the University of Kentucky. Patients were eligible if they agreed to participate in this study, were taking LEV for a minimum of 4 weeks, and if a serum LEV concentration had been ordered by their physician. Patients spit a minimum of 0.25 mL into a cup to obtain saliva samples. Blood samples were obtained by phlebotomy. RESULTS Serum and saliva LEV concentrations were determined via high-performance liquid chromatography (HPLC) in two separate reference laboratories. Linear regression analysis was used to evaluate correlations. Serum and saliva samples were obtained from 40 patients (22 female, 18 male), ranging from 3 to 57 years of age. The mean +/- SD serum LEV concentration for reference laboratory A was significantly lower (P < 0.0001) than reference laboratory B, 23.6 +/- 13.8 microg/mL and 27.0 +/- 16.9 microg/mL, respectively. The mean +/- SD saliva to serum concentration fraction was also different for the two laboratories, i.e., 41.0% +/- 0.15% for lab A and 36.0% +/- 0.15% for lab B (P = 0.001). The correlation coefficients for the two laboratories were similar, 0.87 and 0.86 (both P < 0.0001) for labs A and B, respectively. CONCLUSION A significant positive correlation exists between LEV saliva and serum concentrations. The ability to monitor LEV therapy using saliva may provide benefits that include facilitating sample collection and improving the quality of life for persons with epilepsy. Patients with poor venous access, such as children and elderly patients, and persons afraid of needles may particularly benefit from this method.
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Affiliation(s)
- Shellee A Grim
- University of Kentucky Chandler Medical Center, Lexington, USA.
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