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Omisade A, Nugent M, O'Grady C, Ikeda K, Woodroffe S, Legg K, Schmidt M, Biggs K. Cognitive dysfunction at epilepsy onset as a marker for seizure recurrence. Epilepsy Res 2024; 202:107335. [PMID: 38484613 DOI: 10.1016/j.eplepsyres.2024.107335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Revised: 02/15/2024] [Accepted: 02/26/2024] [Indexed: 05/03/2024]
Abstract
BACKGROUND Cognitive dysfunction has been correlated with seizure control in chronic epilepsy and in newly diagnosed epilepsy, which potentially makes it a good marker for predicting disease course and seizure control. However, there is a lack of prospective studies examining the role of cognitive dysfunction in predicting seizure recurrence at the earliest stages of the disease, such as following the first unprovoked seizure (UFS) or new onset epilepsy (NOE). METHODS Thirty three adult participants (FS=18, NOE=15) from the Halifax First Seizure Clinic (HFSC) completed a cognitive screening assessment at baseline (typically 3 months following diagnosis); seizure-recurrence was evaluated one year after the initial HFSC visit. RESULTS Cognitive impairment, defined as at least one z-score in the impaired range (≤-1.5) relative to published test norms, was documented in 76% of the patients with seizure recurrence at follow-up and in 55% without seizure recurrence. Speed/executive functions and Memory were the most frequently affected domains, with impaired performance noted in 35% and 29% of the entire sample, respectively. Although the seizure recurrence vs. non-recurrence groups did not differ significantly on likelihood of impairment in any specific cognitive domains, a regression model of seizure recurrence that included years of education, baseline mood and anxiety scores, normal vs. abnormal baseline MRI, and impaired (vs. unimpaired) function in six cognitive domains was significant overall (Χ2 (10) = 24.04, p =.007*, R2N =.77). The regression model was no longer significant with the cognitive variables removed. CONCLUSIONS Subtle cognitive dysfunction, especially in the domains of executive functions and memory are prevalent in individuals at the earliest stages of epilepsy. In addition to abnormal MRI and EEG findings at baseline, which are far less prevalent in FS and NOE, cognitive factors show promise in helping predict seizure recurrence in these populations.
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Affiliation(s)
- Antonina Omisade
- Acquired Brain Injury (Epilepsy Program), Nova Scotia Health Authority, Halifax, Canada; Department of Psychology and Neuroscience, Dalhousie University, Halifax, Canada.
| | - Madison Nugent
- Acquired Brain Injury (Epilepsy Program), Nova Scotia Health Authority, Halifax, Canada
| | | | - Kristin Ikeda
- Division of Neurology, Department of Medicine, Dalhousie University, Canada
| | | | - Karen Legg
- Neurology Department, Nova Scotia Health Authority, Canada
| | - Matthias Schmidt
- Department of Diagnostic Radiology (Neuroradiology section), Dalhousie University, Canada
| | - Krista Biggs
- Neurology Department, Nova Scotia Health Authority, Canada
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Specht U, Lahr D, May TW, Speicher P, Hausfeld H, Coban I, Müffelmann B, Bien CG, Hagemann A. Rehabilitation in patients with newly diagnosed epilepsy: A controlled, 1-year follow-up study on a specialized inpatient rehabilitation program. Epilepsia 2024. [PMID: 38624142 DOI: 10.1111/epi.17985] [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: 01/28/2024] [Revised: 04/02/2024] [Accepted: 04/02/2024] [Indexed: 04/17/2024]
Abstract
OBJECTIVES To evaluate the efficacy of a specialized inpatient rehabilitation program in patients with newly diagnosed epilepsy (NDE), who had been referred within 1 year after diagnosis. METHODS We performed an open, prospective, controlled study comparing a 1-year follow-up assessment of patients with NDE after completing a rehabilitation program at an epilepsy center (rehabilitation group) with a control group of patients with similar epilepsy duration, but without rehabilitation in the first year after diagnosis. Primary outcome measures comprised emotional adaptation to epilepsy, depression and anxiety; and secondary outcome measures were overall quality of life (QoL), overall health, perceived restrictions because of epilepsy, level of information about epilepsy, and employment status. RESULTS Comparison of the admission data of 74 rehabilitation group patients (mean age and SD 47.7 ± 13.0 years) with the pre-rehabilitation assessment of 56 control patients (45.5 ± 12.1 years) revealed no significant differences concerning sociodemographic and health data. Comparison of the follow-up assessment of the rehabilitation group and the pre-rehabilitation assessment of the control group showed significantly better values for the rehabilitation group on emotional adaptation to epilepsy (p = .003), overall QoL (p = .006) and overall health (p = .011), perceived restrictions because of epilepsy, and subjective level of information about epilepsy (both p's < .001). There were no statistically significant differences concerning depression and anxiety or employment status (all p's > .50). One year after rehabilitation, patients in the rehabilitation group were more often seizure-free and less often on sickness absence than control group patients (both p's < .001). SIGNIFICANCE Since reduced QoL shortly after diagnosis of NDE is associated with seizure recurrence, an early identification of patients with a greater need for support seems important. This epilepsy-related rehabilitation program showed lasting effects on several aspects of adaptation to epilepsy and QoL.
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Affiliation(s)
- Ulrich Specht
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | - Denise Lahr
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | | | - Pascal Speicher
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | - Heiko Hausfeld
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | - Ingrid Coban
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | - Birgitt Müffelmann
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
| | - Christian G Bien
- Department of Epileptology, Bethel Epilepsy Center, Medical School OWL, Bielefeld University, Bielefeld, Germany
- Society for Epilepsy Research, Bielefeld, Germany
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Beattie BC, Batista García-Ramó K, Biggs K, Boissé Lomax L, Brien DC, Gallivan JP, Ikeda K, Schmidt M, Shukla G, Whatley B, Woodroffe S, Omisade A, Winston GP. Literature review and protocol for a prospective multicentre cohort study on multimodal prediction of seizure recurrence after unprovoked first seizure. BMJ Open 2024; 14:e086153. [PMID: 38582538 PMCID: PMC11002401 DOI: 10.1136/bmjopen-2024-086153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Accepted: 03/22/2024] [Indexed: 04/08/2024] Open
Abstract
INTRODUCTION Epilepsy is a common neurological disorder characterised by recurrent seizures. Almost half of patients who have an unprovoked first seizure (UFS) have additional seizures and develop epilepsy. No current predictive models exist to determine who has a higher risk of recurrence to guide treatment. Emerging evidence suggests alterations in cognition, mood and brain connectivity exist in the population with UFS. Baseline evaluations of these factors following a UFS will enable the development of the first multimodal biomarker-based predictive model of seizure recurrence in adults with UFS. METHODS AND ANALYSIS 200 patients and 75 matched healthy controls (aged 18-65) from the Kingston and Halifax First Seizure Clinics will undergo neuropsychological assessments, structural and functional MRI, and electroencephalography. Seizure recurrence will be assessed prospectively. Regular follow-ups will occur at 3, 6, 9 and 12 months to monitor recurrence. Comparisons will be made between patients with UFS and healthy control groups, as well as between patients with and without seizure recurrence at follow-up. A multimodal machine-learning model will be trained to predict seizure recurrence at 12 months. ETHICS AND DISSEMINATION This study was approved by the Health Sciences and Affiliated Teaching Hospitals Research Ethics Board at Queen's University (DMED-2681-22) and the Nova Scotia Research Ethics Board (1028519). It is supported by the Canadian Institutes of Health Research (PJT-183906). Findings will be presented at national and international conferences, published in peer-reviewed journals and presented to the public via patient support organisation newsletters and talks. TRIAL REGISTRATION NUMBER NCT05724719.
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Affiliation(s)
- Brooke C Beattie
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
| | - Karla Batista García-Ramó
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Krista Biggs
- Nova Scotia Health Authority, Halifax, Nova Scotia, Canada
| | - Lysa Boissé Lomax
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Donald C Brien
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
| | - Jason P Gallivan
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Department of Psychology, Queen's University, Kingston, Ontario, Canada
| | - Kristin Ikeda
- Department of Medicine/Neurology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Matthias Schmidt
- Department of Diagnostic Radiology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Garima Shukla
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Benjamin Whatley
- Department of Medicine/Neurology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Stephanie Woodroffe
- Department of Medicine/Neurology, Dalhousie University, Halifax, Nova Scotia, Canada
| | | | - Gavin P Winston
- Centre for Neuroscience Studies, Queen's University, Kingston, Ontario, Canada
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
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Pugh R, Vaughan DN, Jackson GD, Ponsford J, Tailby C. Cognitive and psychological dysfunction is present after a first seizure, prior to epilepsy diagnosis and treatment at a First Seizure Clinic. Epilepsia Open 2024; 9:717-726. [PMID: 38319041 PMCID: PMC10984291 DOI: 10.1002/epi4.12909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2023] [Revised: 01/21/2024] [Accepted: 01/23/2024] [Indexed: 02/07/2024] Open
Abstract
OBJECTIVE Neuropsychological comorbidities found in chronic epilepsy have also been reported earlier in the disease course. However, recurrent seizures, antiseizure medication (ASM), and adjustment to a chronic diagnosis remain potential confounds of this literature. It thus remains unclear whether these comorbidities are primary or secondary attributes of epilepsy. To capture individuals as close to disease onset as possible, we studied the cognitive and psychological functioning in adults after their first seizure, yet prior to epilepsy diagnosis and treatment. METHODS Using a telehealth-based prospective design, we screened cognition, mood, and anxiety symptoms in adult patients referred to a First Seizure Clinic (FSC), who were over 18 years, English-speaking and not taking ASM. We screened cognition via telephone, and psychological symptoms via online questionnaires, all prior to the patients' diagnostic evaluation. Data were collected on 32 individuals subsequently diagnosed with epilepsy at the FSC, and 30 healthy controls from the community, who were matched to the epilepsy group for age, gender, and education. RESULTS A multivariate analysis of variance revealed that the groups differed significantly on combined cognitive measures with a large effect size (F[1,56] = 5.75, p < 0.001, η2 = 0.45). Post-hoc analyses showed that performances on measures of verbal memory, working memory, and executive functions were significantly worse for the newly diagnosed epilepsy group than controls. The epilepsy group also exhibited higher rates of clinically significant depressive and anxiety symptoms. SIGNIFICANCE Cognitive and psychological dysfunction is prevalent in people with epilepsy as early as the first seizure event, before the influence of diagnosis, ASM and recurrent seizures. Their neuropsychological profile parallels that seen in chronic epilepsy, showing that this dysfunction is already present at the very onset of the disease. The current study demonstrates the viability of telehealth neuropsychological screening for all new epilepsy cases. PLAIN LANGUAGE STATEMENT The results of this study show, using telephone-based cognitive assessment and online questionnaires, that people with newly diagnosed epilepsy can experience problems with their thinking and memory skills, and low mood and anxiety, as early as after their first seizure. These issues are apparent at the very beginning of the disease, before an epilepsy diagnosis is made and before antiseizure medication is commenced, which suggests that they are due to the underlying brain disturbance, rather than the secondary effects of seizures, treatment, or lifestyle changes. Telehealth-screening of thinking skills and mental health for all new epilepsy cases is recommended to promote early management of such problems.
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Affiliation(s)
- Remy Pugh
- School of Psychological SciencesMonash UniversityMelbourneVictoriaAustralia
- Florey Institute of Neuroscience and Mental HealthMelbourneVictoriaAustralia
| | - David N. Vaughan
- Florey Institute of Neuroscience and Mental HealthMelbourneVictoriaAustralia
- Department of NeurologyAustin HealthMelbourneVictoriaAustralia
| | - Graeme D. Jackson
- Florey Institute of Neuroscience and Mental HealthMelbourneVictoriaAustralia
- Department of NeurologyAustin HealthMelbourneVictoriaAustralia
| | - Jennie Ponsford
- School of Psychological SciencesMonash UniversityMelbourneVictoriaAustralia
- Monash Epworth Rehabilitation Research CentreEpworth HealthcareMelbourneVictoriaAustralia
| | - Chris Tailby
- School of Psychological SciencesMonash UniversityMelbourneVictoriaAustralia
- Florey Institute of Neuroscience and Mental HealthMelbourneVictoriaAustralia
- Department of Clinical NeuropsychologyAustin HealthMelbourneVictoriaAustralia
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Jia C, Zhang R, Wei L, Xie J, Zhou S, Yin W, Hua X, Xiao N, Ma M, Jiao H. Investigation of the mechanism of tanshinone IIA to improve cognitive function via synaptic plasticity in epileptic rats. PHARMACEUTICAL BIOLOGY 2023; 61:100-110. [PMID: 36548216 PMCID: PMC9788714 DOI: 10.1080/13880209.2022.2157843] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 09/18/2022] [Accepted: 11/21/2022] [Indexed: 06/04/2023]
Abstract
CONTEXT Tanshinone IIA is an extract of Salvia miltiorrhiza Bunge (Labiatae) used to treat cardiovascular disorders. It shows potential anticonvulsant and cognition-protective properties. OBJECTIVE We investigated the mechanism of tanshinone IIA on antiepileptic and cognition-protective effects in the model of epileptic rats. MATERIALS AND METHODS Lithium chloride (LiCl)-pilocarpine-induced epileptic Wistar rats were randomly assigned to the following groups (n = 12): control (blank), model, sodium valproate (VPA, 189 mg/kg/d, positive control), tanshinone IIA low dose (TS IIA-L, 10 mg/kg/d), medium dose (TS IIA-M, 20 mg/kg/d) and high dose (TS IIA-H, 30 mg/kg/d). Then, epileptic behavioural observations, Morris water maze test, Timm staining, transmission electron microscopy, immunofluorescence staining, western blotting and RT-qPCR were measured. RESULTS Compared with the model group, tanshinone IIA reduced the frequency and severity of seizures, improved cognitive impairment, and inhibited hippocampal mossy fibre sprouting score (TS IIA-M 1.50 ± 0.22, TS IIA-H 1.17 ± 0.31 vs. model 2.83 ± 0.31), as well as improved the ultrastructural disorder. Tanshinone IIA increased levels of synapse-associated proteins synaptophysin (SYN) and postsynaptic dense substance 95 (PSD-95) (SYN: TS IIA 28.82 ± 2.51, 33.18 ± 2.89, 37.29 ± 1.69 vs. model 20.23 ± 3.96; PSD-95: TS IIA 23.10 ± 0.91, 26.82 ± 1.41, 27.00 ± 0.80 vs. model 18.28 ± 1.01). DISCUSSION AND CONCLUSIONS Tanshinone IIA shows antiepileptic and cognitive function-improving effects, primarily via regulating synaptic plasticity. This research generates a theoretical foundation for future research on potential clinical applications for tanshinone IIA.
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Affiliation(s)
- Chen Jia
- Department of Pharmacy, Lanzhou University Second Hospital, Lanzhou, China
| | - Rui Zhang
- Department of Pharmacy, Gansu Provincial Maternity and Child-care Hospital, Lanzhou, China
| | - Liming Wei
- Department of Pharmacy, Lanzhou University Second Hospital, Lanzhou, China
| | - Jiao Xie
- Department of Pharmacy, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, China
| | - Suqin Zhou
- Department of Pharmacy, Lanzhou University Second Hospital, Lanzhou, China
| | - Wen Yin
- Department of Pharmacy, Lanzhou University Second Hospital, Lanzhou, China
| | - Xi Hua
- College of Pharmacy, Lanzhou University, Lanzhou, China
| | - Nan Xiao
- College of Pharmacy, Lanzhou University, Lanzhou, China
| | - Meile Ma
- College of Pharmacy, Lanzhou University, Lanzhou, China
| | - Haisheng Jiao
- Department of Pharmacy, Lanzhou University Second Hospital, Lanzhou, China
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Roberts-West L, Baxendale S. The impact of recreational cannabis use on neuropsychological function in epilepsy. Epilepsy Behav Rep 2023; 24:100630. [PMID: 37954009 PMCID: PMC10637877 DOI: 10.1016/j.ebr.2023.100630] [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: 07/18/2023] [Revised: 10/21/2023] [Accepted: 10/25/2023] [Indexed: 11/14/2023] Open
Abstract
Cannabis use is associated with neuropsychological impairments in the general population, but little is known about the impact on cognitive function in people with epilepsy who are already at increased risk of difficulties due to the essential comorbidities of the disease. We compared the performance of 42 people with epilepsy (PWE) who reported regular cannabis use with 254 age matched, non-cannabis-using PWE. Patients completed tests of intellectual reserve, memory, language and processing speed. Approximately one in 17 patients (5.9 %) reported current cannabis use. Cannabis use was not associated with epilepsy type. Males were 1.8 times more likely to report cannabis use compared to females. Cannabis use was associated with lower intellectual reserve (Reading IQ: t = 2.8, p < 0.01, Cohen's d = 0.49), reduced encoding of new information (List Learning: t = 3.3, p < 0.001, Cohen's d = 0.56) and enhanced susceptibility to distraction on a subsequent recall task (t = 3.07, p < 0.01, Cohen's d = 0.51. In regression models cannabis use was significantly associated with impairments in learning and recall after controlling for elevated levels of anxiety and depression. Our data indicates that recreational cannabis use in people with epilepsy amplifies deficits in new learning and enhances susceptibility to distraction in the retention of newly learnt material. Recreational cannabis use should be considered when interpreting the significance of these cognitive impairments when they are recorded in a clinical assessment.
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Affiliation(s)
| | - Sallie Baxendale
- University College Hospital, London, United Kingdom
- UCL Queen Square Institute of Neurology, Department of Clinical and Experimental Epilepsy, United Kingdom
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Cronin W, Kwan P, Foster E. Anxiety and depressive symptoms in adults with new-onset seizures: A scoping review. Epilepsia Open 2023; 8:758-772. [PMID: 37247255 PMCID: PMC10472411 DOI: 10.1002/epi4.12766] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 05/18/2023] [Indexed: 05/31/2023] Open
Abstract
OBJECTIVE Anxiety and depression are common comorbidities in people living with epilepsy. Emerging research suggests that these conditions may even predate epilepsy onset. This review aimed to summarize the prevalence of clinically significant anxiety and depressive symptoms in people with first seizures and newly diagnosed epilepsy, as well as clinicodemographic factors associated with these symptoms. METHODS A scoping literature review was performed. OVID Medline and Embase were searched from January 1, 2000, through May 1, 2022. Articles of interest were selected based on predetermined inclusion and exclusion criteria. RESULTS From 1836 studies identified on screening, 16 met eligibility criteria and were included in the review. Clinically significant anxiety and depressive symptoms, as determined by validated cutoff scores for anxiety and depression screening instruments, were common in people with first seizures (range 13-28%) and newly diagnosed epilepsy (range 11-45%). They were associated with a range of clinicodemographic factors including past psychiatric history and trauma, personality traits, self-esteem, and stigma profiles. SIGNIFICANCE There is substantial evidence that clinically significant anxiety and depressive symptoms are often present at the time and shortly following the first seizure or epilepsy diagnosis. Future research is needed to better understand the complex interactions between these common psychiatric comorbidities, new-onset seizure disorders, and certain clinicodemographic characteristics. This knowledge may inform targeted and holistic treatment approaches.
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Affiliation(s)
- William Cronin
- Faculty of Medicine, Dentistry and Health SciencesUniversity of MelbourneVictoriaParkvilleAustralia
| | - Patrick Kwan
- Neurology DepartmentAlfred HealthMelbourneVictoriaAustralia
- Department of Neuroscience, Central Clinical SchoolMonash UniversityMelbourneVictoriaAustralia
- Department of Medicine (The Royal Melbourne Hospital)The University of MelbourneParkvilleVictoriaAustralia
- School of Public Health and Preventive MedicineMonash UniversityMelbourneVictoriaAustralia
- Monash Institute for Medical Engineering (MIME)Monash UniversityMelbourneVictoriaAustralia
| | - Emma Foster
- Neurology DepartmentAlfred HealthMelbourneVictoriaAustralia
- Department of Neuroscience, Central Clinical SchoolMonash UniversityMelbourneVictoriaAustralia
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Yu H, Gao J, Chang RSK, Mak W, Thach TQ, Cheung RTF. Inhibitory dysfunction may cause prospective memory impairment in temporal lobe epilepsy (TLE) patients: an event-related potential study. Front Hum Neurosci 2023; 17:1006744. [PMID: 37565055 PMCID: PMC10410078 DOI: 10.3389/fnhum.2023.1006744] [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: 07/29/2022] [Accepted: 07/10/2023] [Indexed: 08/12/2023] Open
Abstract
Introduction Prospective memory (PM) is the ability to remember future intentions, and PM function is closely related to independence in daily life, particularly in patients with temporal lobe epilepsy (TLE). As PM involves various cognitive components of attention, working memory, inhibition and other executive functions, this study investigated how TLE may affect PM components and the underlying neural mechanisms. Methods Sixty-four subjects were recruited, including 20 refractory TLE patients, 18 well-controlled TLE patients and 26 age-matched healthy controls. A set of neuropsychological tests was administered to assess specific brain functions. An event-related potential (ERP) task was used to further explore how PM and its components would be differentially affected in the two TLE types. Results Our findings revealed that: (1) refractory TLE patients scored lower than the healthy controls in the digit span, Verbal Fluency Test and Symbol Digit Modalities Test; (2) refractory TLE patients exhibited impaired PM performance and reduced prospective positivity amplitudes over the frontal, central and parietal regions in ERP experiments when compared to the healthy controls; and (3) decreased P3 amplitudes in the nogo trials were observed over the frontal-central sites in refractory but not in well-controlled TLE patients. Discussion To our knowledge, this is the first ERP study on PM that has specifically identified PM impairment in refractory but not in well-controlled TLE patients. Our finding of double dissociation in PM components suggests that inhibition dysfunction may be the main reason for PM deficit in refractory TLE patients. The present results have clinical implications for neuropsychological rehabilitation in TLE patients.
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Affiliation(s)
- Hemei Yu
- Department of Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Junling Gao
- Centre of Buddhist Studies, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Richard Shek-Kwan Chang
- Division of Neurology, Department of Medicine, Queen Mary Hospital, Hong Kong, Hong Kong SAR, China
| | - Windsor Mak
- Division of Neurology, Department of Medicine, Queen Mary Hospital, Hong Kong, Hong Kong SAR, China
| | - Thuan-Quoc Thach
- Department of Psychiatry, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
| | - Raymond Tak Fai Cheung
- Department of Medicine, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, Hong Kong SAR, China
- Division of Neurology, Department of Medicine, Queen Mary Hospital, Hong Kong, Hong Kong SAR, China
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Wei Z, Wang X, Ren L, Liu C, Liu C, Cao M, Feng Y, Gan Y, Li G, Liu X, Liu Y, Yang L, Deng Y. Using machine learning approach to predict depression and anxiety among patients with epilepsy in China: A cross-sectional study. J Affect Disord 2023; 336:1-8. [PMID: 37209912 DOI: 10.1016/j.jad.2023.05.043] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2022] [Revised: 05/11/2023] [Accepted: 05/14/2023] [Indexed: 05/22/2023]
Abstract
BACKGROUND Anxiety and depression are the most prevalent comorbidities among epilepsy patients. The screen and diagnosis of anxiety and depression are quite important for the management of patients with epilepsy. In that case, the method for accurately predicting anxiety and depression needs to be further explored. METHODS A total of 480 patients with epilepsy (PWE) were enrolled in our study. Anxiety and Depressive symptoms were evaluated. Six machine learning models were used to predict anxiety and depression in patients with epilepsy. Receiver operating curve (ROC), decision curve analysis (DCA) and moDel Agnostic Language for Exploration and eXplanation (DALEX) package were used to evaluate the accuracy of machine learning models. RESULTS For anxiety, the area under the ROC curve was not significantly different between models. DCA revealed that random forest and multilayer perceptron has the largest net benefit within different probability threshold. DALEX revealed that random forest and multilayer perceptron were models with best performance and stigma had the highest feature importance. For depression, the results were much the same. CONCLUSIONS Methods created in this study may offer much help identifying PWE with high risk of anxiety and depression. The decision support system may be valuable for the everyday management of PWE. Further study is needed to test the outcome of applying this system to clinical settings.
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Affiliation(s)
- Zihan Wei
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China
| | - Xinpei Wang
- School of Aerospace Medicine, Fourth Military Medical University, 169 West Changle Road, Xi'an 710032, People's Republic of China
| | - Lei Ren
- Department of Clinical Psychology, Fourth Military Medical University, 169 West Changle Road, Xi'an 710032, People's Republic of China
| | - Chang Liu
- BrainPark, Turner Institute for Brain and Mental Health and School of Psychological Sciences, Monash University, Clayton, Australia
| | - Chao Liu
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China
| | - Mi Cao
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China
| | - Yan Feng
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China; Xi'an Medical University, Xi'an 710021, People's Republic of China
| | - Yanjing Gan
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China
| | - Guoyan Li
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China; Xi'an Medical University, Xi'an 710021, People's Republic of China
| | - Xufeng Liu
- Department of Clinical Psychology, Fourth Military Medical University, 169 West Changle Road, Xi'an 710032, People's Republic of China
| | - Yonghong Liu
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China.
| | - Lei Yang
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China.
| | - Yanchun Deng
- Department of Neurology, Xijing Hospital, Fourth Military Medical University, 127 West Changle Road, Xi'an 710032, People's Republic of China.
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Hagemann A, Lahr D, May TW, Speicher P, Hausfeld H, Coban I, Müffelmann B, Bien CG, Specht U. Efficacy of a specialized inpatient rehabilitation program in patients with early versus chronic epilepsy. Epilepsy Behav 2022; 142:108999. [PMID: 36446667 DOI: 10.1016/j.yebeh.2022.108999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 11/03/2022] [Accepted: 11/11/2022] [Indexed: 11/27/2022]
Abstract
OBJECTIVE To evaluate the efficacy of a specialized inpatient rehabilitation program in patients with early in comparison with chronic epilepsy. METHODS We performed a prospective, open pre/post study using a parallel group design. Patients with early epilepsy (EE, treatment with anti-seizure medication [ASM] ≤ 1 year) or with chronic epilepsy (CE, ASM treatment > 5 years) completed questionnaires at the time of their admission to the rehabilitation program and at discharge. Outcome measures comprised scales from the PESOS questionnaire (PErformance, SOciodemographic aspects, Subjective estimation; e.g., emotional adaptation to epilepsy) as well as screening instruments for depression (Neurological Disorders Depression Inventory for Epilepsy, NDDI-E) and anxiety (Generalized Anxiety Disorder Scale, GAD-7). Linear mixed models (LMMs) were used to determine the effects of the program in the total group and to compare the effects between patients with EE and CE. RESULTS The analyses included 79 patients with EE and 157 patients with CE. Baseline comparisons revealed differences in disease-related and sociodemographic variables (e.g., patients with EE were older, those with CE had a higher seizure frequency and a higher rate of unemployment; all p < .01). LMMs showed significant improvements in emotional adaptation to epilepsy, depression, anxiety, overall quality of life and overall health as well as in perceived overall restrictions because of epilepsy and the subjective level of information about epilepsy (all p < .001). Despite the different duration of epilepsy, baseline levels as well as improvements did not differ between patients with EE and CE (all p > .05) except for the perceived level of information, which was significantly lower in patients with EE at admission and improved to a higher extent in this group (both p < .001). CONCLUSION Both patients with EE and patients with CE who are referred to a specialized comprehensive rehabilitation program benefit from the participation in this program with respect to emotional adaptation to epilepsy, aspects of quality of life, and level of information about epilepsy.
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Affiliation(s)
- Anne Hagemann
- Society for Epilepsy Research, Maraweg 21, 33617 Bielefeld, Germany.
| | - Denise Lahr
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Theodor W May
- Society for Epilepsy Research, Maraweg 21, 33617 Bielefeld, Germany.
| | - Pascal Speicher
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Heiko Hausfeld
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Ingrid Coban
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Birgitt Müffelmann
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Christian G Bien
- Society for Epilepsy Research, Maraweg 21, 33617 Bielefeld, Germany; Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
| | - Ulrich Specht
- Bielefeld University, Medical School, Department of Epileptology (Krankenhaus Mara), Maraweg 21, 33617 Bielefeld, Germany.
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TPPU Pre-Treatment Rescues Dendritic Spine Loss and Alleviates Depressive Behaviours during the Latent Period in the Lithium Chloride-Pilocarpine-Induced Status Epilepticus Rat Model. Brain Sci 2021; 11:brainsci11111465. [PMID: 34827464 PMCID: PMC8615907 DOI: 10.3390/brainsci11111465] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 10/19/2021] [Accepted: 10/29/2021] [Indexed: 01/08/2023] Open
Abstract
Epileptogenesis may be responsible for both of recurrent seizures and comorbid depression in epilepsy. Disease-modifying treatments targeting the latent period before spontaneous recurrent seizures may contribute to the remission of seizures and comorbid depression. We hypothesized that pre-treatment with 1-trifluoromethoxyphenyl-3-(1-propionylpiperidin-4-yl) urea (TPPU), a soluble epoxide hydrolase (sEH) inhibitor, which has anti-inflammatory and neuroprotective effects might rescue status epilepticus (SE)-induced dendritic spine loss and alleviate depressive behaviours. Rats were either pre-treated with TPPU (0.1 mg/kg/d) intragastrically or with vehicle (40% polyethylene glycol 400) from 7 days before to 7 days after SE that was induced with lithium chloride and pilocarpine intraperitoneally. Rats in the Control group were given saline instead. The forced swim test (FST) was performed on the 8th day after SE to evaluate the depression-like behaviours in rats. The results showed that seizures severity during SE was significantly decreased, and the immobility time during FST was significantly increased through TPPU pre-treatment. Moreover, pre-treatment with TPPU attenuated inflammations including microglial gliosis and the level of proinflammatory cytokine IL-1β in the hippocampus; in addition, neuronal and dendritic spine loss in the subfields of hippocampus was selectively rescued, and the expression of NR1 subunit of N-methyl-D-aspartate (NMDA) receptor, ERK1/2, CREB, and their phosphorylated forms involved in the dendritic spine development were all significantly increased. We concluded that pre-treatment with TPPU attenuated seizures severity during SE and depressive behaviours during the period of epileptogenesis probably by rescuing dendritic spine loss in the hippocampus.
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Hom CL, Walsh D, Fernandez G, Tournay A, Touchette P, Lott IT. Cognitive assessment using the Rapid Assessment for Developmental Disabilities, Second Edition (RADD-2). JOURNAL OF INTELLECTUAL DISABILITY RESEARCH : JIDR 2021; 65:831-848. [PMID: 34196436 DOI: 10.1111/jir.12863] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 04/12/2021] [Accepted: 06/09/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Individuals with developmental disabilities (DD) often have severe impairments and maladaptive behaviours that make it difficult to reliably assess their cognitive abilities. Given these challenges, the Rapid Assessment of Developmental Disabilities, Second Edition (RADD-2), was designed to measure general cognitive ability in this population. The purpose of this study is to demonstrate the battery's psychometric properties when used with individuals with DD who have challenging behavioural and psychiatric conditions and for those who have limited verbal skills. METHOD The cognitive and adaptive behaviour skills of 193 children and adults with DD and considerable medical, behavioural and/or psychiatric problems were evaluated using the first and second editions of the RADD, Kaufmann Brief Intelligence Test - 2nd Edition, and Scales of Independent Behaviour - Revised Edition. Medication side effects and challenging behaviours were assessed using the Aberrant Behaviour Checklist. RESULTS There were no floor or ceiling effects on the RADD-2. Both the nonverbal index and total scores had strong concurrent validity with other abbreviated tests of intellectual ability and good discriminant validity from measures of adaptive behaviour and medication side effects. RADD-2 scores also had strong criterion validity as they successfully differentiated between all levels of intellectual functioning. Age and sex did not differentially affect RADD-2 performance, and the co-occurrence of psychiatric conditions did not negatively affect performance. The only medical condition associated with lower RADD-2 performance was epilepsy. CONCLUSIONS The RADD-2 can quantify the differential cognitive abilities of individuals with DD, even for those with minimal communication skills, challenging behaviours or severe medication side effects that can typically complicate assessment. This brief cognitive battery can be used to measure changes due to interventions, on the one hand, and progression of neurological disease, on the other.
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Affiliation(s)
- C L Hom
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA, USA
| | - D Walsh
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA, USA
| | - G Fernandez
- Department of Psychiatry and Human Behavior, University of California, Irvine, CA, USA
| | - A Tournay
- Department of Pediatrics, Division of Child Neurology, University of California, Irvine, CA, USA
| | - P Touchette
- Department of Pediatrics, Division of Child Neurology, University of California, Irvine, CA, USA
| | - I T Lott
- Department of Pediatrics, Division of Child Neurology, University of California, Irvine, CA, USA
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Hermann BP, Struck AF, Dabbs K, Seidenberg M, Jones JE. Behavioral phenotypes of temporal lobe epilepsy. Epilepsia Open 2021; 6:369-380. [PMID: 34033251 PMCID: PMC8166791 DOI: 10.1002/epi4.12488] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 03/21/2021] [Accepted: 03/28/2021] [Indexed: 12/17/2022] Open
Abstract
Objective To identity phenotypes of self‐reported symptoms of psychopathology and their correlates in patients with temporal lobe epilepsy (TLE). Method 96 patients with TLE and 82 controls were administered the Symptom Checklist 90‐Revised (SCL‐90‐R) to characterize emotional‐behavioral status. The nine symptom scales of the SCL‐90‐R were analyzed by unsupervised machine learning techniques to identify latent TLE groups. Identified clusters were contrasted to controls to characterize their association with sociodemographic, clinical epilepsy, neuropsychological, psychiatric, and neuroimaging factors. Results TLE patients as a group exhibited significantly higher (abnormal) scores across all SCL‐90‐R scales compared to controls. However, cluster analysis identified three latent groups: (1) unimpaired with no scale elevations compared to controls (Cluster 1, 42% of TLE patients), (2) mild‐to‐moderate symptomatology characterized by significant elevations across several SCL‐90‐R scales compared to controls (Cluster 2, 35% of TLE patients), and (3) marked symptomatology with significant elevations across all scales compared to controls and the other TLE phenotype groups (Cluster 3, 23% of TLE patients). There were significant associations between cluster membership and demographic (education), clinical epilepsy (perceived seizure severity, bitemporal lobe seizure onset), and neuropsychological status (intelligence, memory, executive function), but with minimal structural neuroimaging correlates. Concurrent validity of the behavioral phenotype grouping was demonstrated through association with psychiatric (current and lifetime‐to‐date DSM IV Axis 1 disorders and current treatment) and quality‐of‐life variables. Significance Symptoms of psychopathology in patients with TLE are characterized by a series of discrete phenotypes with accompanying sociodemographic, cognitive, and clinical correlates. Similar to cognition in TLE, machine learning approaches suggest a developing taxonomy of the comorbidities of epilepsy.
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Affiliation(s)
- Bruce P Hermann
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Aaron F Struck
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.,Department of Neurology, William S Middleton Veterans Administration Hospital, Madison, WI, USA
| | - Kevin Dabbs
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Mike Seidenberg
- Department of Psychology, Rosalind Franklin University of Science and Medicine, North Chicago, IL, USA
| | - Jana E Jones
- Department of Neurology, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
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