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DNA Methylation Profiling Identifies Epigenetic Subclasses of Focal Cortical Dysplasia In Treatment-Resistant Epilepsy [Meeting Abstract]
Movahed-Ezazi, Misha; Vasudeyaraja, Varshini; Tran, Ivy; Dastagirzada, Yosef; Pelorosso, Cristiana; Conti, Valerio; Guerrini, Renzo; Buccoliero, Anna Maria; Friedman, Daniel; Devinsky, Orrin; Hidalgo, Eveline; Snuderl, Matija
ISI:000798368400021
ISSN: 0022-3069
CID: 5244292
Pilot study evaluating everolimus molecular mechanisms in tuberous sclerosis complex and focal cortical dysplasia
Leitner, Dominique F; Kanshin, Evgeny; Askenazi, Manor; Siu, Yik; Friedman, Daniel; Devore, Sasha; Jones, Drew; Ueberheide, Beatrix; Wisniewski, Thomas; Devinsky, Orrin
BACKGROUND:Tuberous sclerosis complex (TSC) and some focal cortical dysplasias (FCDs) are associated with dysfunctional mTOR signaling, resulting in increased cell growth and ribosomal S6 protein phosphorylation (phospho-S6). mTOR inhibitors can reduce TSC tumor growth and seizure frequency, and preclinical FCD studies indicate seizure suppression. This pilot study evaluated safety of mTOR inhibitor everolimus in treatment resistant (failure of >2 anti-seizure medications) TSC and FCD patients undergoing surgical resection and to assess mTOR signaling and molecular pathways. METHODS AND FINDINGS/RESULTS:We evaluated everolimus in 14 treatment resistant epilepsy patients undergoing surgical resection (4.5 mg/m2 daily for 7 days; n = 4 Active, mean age 18.3 years, range 4-26; n = 10, Control, mean age 13.1, range 3-45). Everolimus was well tolerated. Mean plasma everolimus in Active participants were in target range (12.4 ng/ml). Brain phospho-S6 was similar in Active and Control participants with a lower trend in Active participants, with Ser235/236 1.19-fold (p = 0.67) and Ser240/244 1.15-fold lower (p = 0.66). Histologically, Ser235/236 was 1.56-fold (p = 0.37) and Ser240/244 was 5.55-fold lower (p = 0.22). Brain proteomics identified 11 proteins at <15% false discovery rate associated with coagulation system (p = 1.45x10-9) and acute phase response (p = 1.23x10-6) activation. A weighted gene correlation network analysis (WGCNA) of brain proteomics and phospho-S6 identified 5 significant modules. Higher phospho-S6 correlated negatively with cellular respiration and synaptic transmission and positively with organophosphate metabolic process, nuclear mRNA catabolic process, and neuron ensheathment. Brain metabolomics identified 14 increased features in Active participants, including N-acetylaspartylglutamic acid. Plasma proteomics and cytokine analyses revealed no differences. CONCLUSIONS:Short-term everolimus before epilepsy surgery in TSC and FCD resulted in no adverse events and trending lower mTOR signaling (phospho-S6). Future studies should evaluate implications of our findings, including coagulation system activation and everolimus efficacy in FCD, in larger studies with long-term treatment to better understand molecular and clinical effects. CLINICAL TRIALS REGISTRATION/BACKGROUND:ClinicalTrials.gov NCT02451696.
PMCID:9119437
PMID: 35587487
ISSN: 1932-6203
CID: 5228952
Remote Memory in Epilepsy: Assessment, Impairment, and Implications Regarding Hippocampal Function
Rastogi, Sanya; Meador, Kimford J; Barr, William B; Devinsky, Orrin; Leeman-Markowski, Beth A
Studies of epilepsy patients provide insight into the neuroscience of human memory. Patients with remote memory deficits may learn new information but have difficulty recalling events from years past. The processes underlying remote memory impairment are unclear and likely result from the interaction of multiple factors, including hippocampal dysfunction. The hippocampus likely has a continued role in remote semantic and episodic memory storage over time, and patients with mesial temporal lobe epilepsy (TLE) are at particular risk for deficits. Studies have focused on lateralization of remote memory, often with greater impairment in left TLE, which may relate to verbal task demands. Remote memory testing is restricted by methodological limitations. As a result, deficits have been difficult to measure. This review of remote memory focuses on evidence for its underlying neurobiology, theoretical implications for hippocampal function, and methodological difficulties that complicate testing in epilepsy patients.
PMCID:9024073
PMID: 35463127
ISSN: 1664-2295
CID: 5217232
Topographic divergence of atypical cortical asymmetry and atrophy patterns in temporal lobe epilepsy
Park, Bo-Yong; Larivière, Sara; RodrÃguez-Cruces, Raul; Royer, Jessica; Tavakol, Shahin; Wang, Yezhou; Caciagli, Lorenzo; Caligiuri, Maria Eugenia; Gambardella, Antonio; Concha, Luis; Keller, Simon S; Cendes, Fernando; Alvim, Marina K M; Yasuda, Clarissa; Bonilha, Leonardo; Gleichgerrcht, Ezequiel; Focke, Niels K; Kreilkamp, Barbara A K; Domin, Martin; von Podewils, Felix; Langner, Soenke; Rummel, Christian; Rebsamen, Michael; Wiest, Roland; Martin, Pascal; Kotikalapudi, Raviteja; Bender, Benjamin; O'Brien, Terence J; Law, Meng; Sinclair, Benjamin; Vivash, Lucy; Kwan, Patrick; Desmond, Patricia M; Malpas, Charles B; Lui, Elaine; Alhusaini, Saud; Doherty, Colin P; Cavalleri, Gianpiero L; Delanty, Norman; Kälviäinen, Reetta; Jackson, Graeme D; Kowalczyk, Magdalena; Mascalchi, Mario; Semmelroch, Mira; Thomas, Rhys H; Soltanian-Zadeh, Hamid; Davoodi-Bojd, Esmaeil; Zhang, Junsong; Lenge, Matteo; Guerrini, Renzo; Bartolini, Emanuele; Hamandi, Khalid; Foley, Sonya; Weber, Bernd; Depondt, Chantal; Absil, Julie; Carr, Sarah J A; Abela, Eugenio; Richardson, Mark P; Devinsky, Orrin; Severino, Mariasavina; Striano, Pasquale; Parodi, Costanza; Tortora, Domenico; Hatton, Sean N; Vos, Sjoerd B; Duncan, John S; Galovic, Marian; Whelan, Christopher D; Bargalló, Núria; Pariente, Jose; Conde-Blanco, Estefania; Vaudano, Anna Elisabetta; Tondelli, Manuela; Meletti, Stefano; Kong, Xiang-Zhen; Francks, Clyde; Fisher, Simon E; Caldairou, Benoit; Ryten, Mina; Labate, Angelo; Sisodiya, Sanjay M; Thompson, Paul M; McDonald, Carrie R; Bernasconi, Andrea; Bernasconi, Neda; Bernhardt, Boris C
Temporal lobe epilepsy, a common drug-resistant epilepsy in adults, is primarily a limbic network disorder associated with predominant unilateral hippocampal pathology. Structural MRI has provided an in vivo window into whole-brain grey matter structural alterations in temporal lobe epilepsy relative to controls, by either mapping (i) atypical inter-hemispheric asymmetry; or (ii) regional atrophy. However, similarities and differences of both atypical asymmetry and regional atrophy measures have not been systematically investigated. Here, we addressed this gap using the multisite ENIGMA-Epilepsy dataset comprising MRI brain morphological measures in 732 temporal lobe epilepsy patients and 1418 healthy controls. We compared spatial distributions of grey matter asymmetry and atrophy in temporal lobe epilepsy, contextualized their topographies relative to spatial gradients in cortical microstructure and functional connectivity calculated using 207 healthy controls obtained from Human Connectome Project and an independent dataset containing 23 temporal lobe epilepsy patients and 53 healthy controls and examined clinical associations using machine learning. We identified a marked divergence in the spatial distribution of atypical inter-hemispheric asymmetry and regional atrophy mapping. The former revealed a temporo-limbic disease signature while the latter showed diffuse and bilateral patterns. Our findings were robust across individual sites and patients. Cortical atrophy was significantly correlated with disease duration and age at seizure onset, while degrees of asymmetry did not show a significant relationship to these clinical variables. Our findings highlight that the mapping of atypical inter-hemispheric asymmetry and regional atrophy tap into two complementary aspects of temporal lobe epilepsy-related pathology, with the former revealing primary substrates in ipsilateral limbic circuits and the latter capturing bilateral disease effects. These findings refine our notion of the neuropathology of temporal lobe epilepsy and may inform future discovery and validation of complementary MRI biomarkers in temporal lobe epilepsy.
PMID: 35333312
ISSN: 1460-2156
CID: 5220472
Religious conversion in an older male with longstanding epilepsy [Case Report]
Barr, William B; Liu, Anli; Laduke, Casey; Nadkarni, Siddhartha; Devinsky, Orrin
Religious experiences in epilepsy patients have provoked much interest with suggestions that hyperreligiosity is associated with temporal lobe seizures. Extreme varieties of religious behavior may be more frequent in epilepsy patients during ictal activity or during post-ictal psychotic episodes. We report a 75Â year-old man with epilepsy who developed a progressive decline in cognition and behavior following a religious conversion 15Â years earlier. He subsequently developed religious delusions of increasing severity and symptoms of Capgras syndrome. Brain imaging revealed bilateral posterior cortical atrophy, chronic right parieto-occipital encephalomalacia, and right mesial temporal sclerosis. Electroencephalograms and neuropsychological testing revealed initial right temporal lobe abnormalities followed by progressive frontal and bilateral dysfunction. The case highlights how a history of seizures, superimposed on sensory deprivation and a progressive impairment of right posterior and bilateral anterior brain function, may have contributed to religious conversion, which was followed by dementia and delusions involving religious content.
PMCID:9068733
PMID: 35528136
ISSN: 2589-9864
CID: 5214052
Serotonin transporter in the temporal lobe, hippocampus and amygdala in SUDEP
Patodia, Smriti; Somani, Alyma; Liu, Joan; Cattaneo, Alice; Paradiso, Beatrice; Garcia, Maria; Othman, Muhammad; Diehl, Beate; Devinsky, Orrin; Mills, James D; Foong, Jackie; Thom, Maria
Several lines of evidence link deficient serotonin function and SUDEP. Chronic treatment with serotonin reuptake inhibitors (SRIs) reduces ictal central apnoea, a risk factor for SUDEP. Reduced medullary serotonergic neurones, modulators of respiration in response to hypercapnia, were reported in a SUDEP post-mortem series. The amygdala and hippocampus have high serotonergic innervation and are functionally implicated in seizure-related respiratory dysregulation. We explored serotonergic networks in mesial temporal lobe structures in a surgical and post-mortem epilepsy series in relation to SUDEP risk. We stratified 75 temporal lobe epilepsy patients with hippocampal sclerosis (TLE/HS) into high (N = 16), medium (N = 11) and low risk (N = 48) groups for SUDEP based on generalised seizure frequency. We also included the amygdala in 35 post-mortem cases, including SUDEP (N = 17), epilepsy controls (N = 10) and non-epilepsy controls (N = 8). The immunohistochemistry labelling index (LI) and axonal length (AL) of serotonin transporter (SERT)-positive axons were quantified in 13 regions of interest with image analysis. SERT LI was highest in amygdala and subiculum regions. In the surgical series, higher SERT LI was observed in high risk than low risk cases in the dentate gyrus, CA1 and subiculum (p < 0.05). In the post-mortem cases higher SERT LI and AL was observed in the basal and accessory basal nuclei of the amygdala and peri-amygdala cortex in SUDEP compared to epilepsy controls (p < 0.05). Patients on SRI showed higher SERT in the dentate gyrus (p < 0.005) and CA4 (p < 0.05) but there was no difference in patients with or without a psychiatric history. Higher SERT in hippocampal subfields in TLE/HS cases with SUDEP risk factors and higher amygdala SERT in post-mortem SUDEP cases than epilepsy controls supports a role for altered serotonergic networks involving limbic regions in SUDEP. This may be of functional relevance through reduced 5-HT availability.
PMID: 35478467
ISSN: 1750-3639
CID: 5205702
Germline variants in tumor suppressor FBXW7 lead to impaired ubiquitination and a neurodevelopmental syndrome
Stephenson, Sarah E M; Costain, Gregory; Blok, Laura E R; Silk, Michael A; Nguyen, Thanh Binh; Dong, Xiaomin; Alhuzaimi, Dana E; Dowling, James J; Walker, Susan; Amburgey, Kimberly; Hayeems, Robin Z; Rodan, Lance H; Schwartz, Marc A; Picker, Jonathan; Lynch, Sally A; Gupta, Aditi; Rasmussen, Kristen J; Schimmenti, Lisa A; Klee, Eric W; Niu, Zhiyv; Agre, Katherine E; Chilton, Ilana; Chung, Wendy K; Revah-Politi, Anya; Au, P Y Billie; Griffith, Christopher; Racobaldo, Melissa; Raas-Rothschild, Annick; Ben Zeev, Bruria; Barel, Ortal; Moutton, Sebastien; Morice-Picard, Fanny; Carmignac, Virginie; Cornaton, Jenny; Marle, Nathalie; Devinsky, Orrin; Stimach, Chandler; Wechsler, Stephanie Burns; Hainline, Bryan E; Sapp, Katie; Willems, Marjolaine; Bruel, Ange-Line; Dias, Kerith-Rae; Evans, Carey-Anne; Roscioli, Tony; Sachdev, Rani; Temple, Suzanna E L; Zhu, Ying; Baker, Joshua J; Scheffer, Ingrid E; Gardiner, Fiona J; Schneider, Amy L; Muir, Alison M; Mefford, Heather C; Crunk, Amy; Heise, Elizabeth M; Millan, Francisca; Monaghan, Kristin G; Person, Richard; Rhodes, Lindsay; Richards, Sarah; Wentzensen, Ingrid M; Cogné, Benjamin; Isidor, Bertrand; Nizon, Mathilde; Vincent, Marie; Besnard, Thomas; Piton, Amelie; Marcelis, Carlo; Kato, Kohji; Koyama, Norihisa; Ogi, Tomoo; Goh, Elaine Suk-Ying; Richmond, Christopher; Amor, David J; Boyce, Jessica O; Morgan, Angela T; Hildebrand, Michael S; Kaspi, Antony; Bahlo, Melanie; Friðriksdóttir, Rún; KatrÃnardóttir, Hildigunnur; Sulem, Patrick; Stefánsson, Kári; Björnsson, Hans Tómas; Mandelstam, Simone; Morleo, Manuela; Mariani, Milena; Scala, Marcello; Accogli, Andrea; Torella, Annalaura; Capra, Valeria; Wallis, Mathew; Jansen, Sandra; Weisfisz, Quinten; de Haan, Hugoline; Sadedin, Simon; Lim, Sze Chern; White, Susan M; Ascher, David B; Schenck, Annette; Lockhart, Paul J; Christodoulou, John; Tan, Tiong Yang
Neurodevelopmental disorders are highly heterogenous conditions resulting from abnormalities of brain architecture and/or function. FBXW7 (F-box and WD-repeat-domain-containing 7), a recognized developmental regulator and tumor suppressor, has been shown to regulate cell-cycle progression and cell growth and survival by targeting substrates including CYCLIN E1/2 and NOTCH for degradation via the ubiquitin proteasome system. We used a genotype-first approach and global data-sharing platforms to identify 35 individuals harboring de novo and inherited FBXW7 germline monoallelic chromosomal deletions and nonsense, frameshift, splice-site, and missense variants associated with a neurodevelopmental syndrome. The FBXW7 neurodevelopmental syndrome is distinguished by global developmental delay, borderline to severe intellectual disability, hypotonia, and gastrointestinal issues. Brain imaging detailed variable underlying structural abnormalities affecting the cerebellum, corpus collosum, and white matter. A crystal-structure model of FBXW7 predicted that missense variants were clustered at the substrate-binding surface of the WD40 domain and that these might reduce FBXW7 substrate binding affinity. Expression of recombinant FBXW7 missense variants in cultured cells demonstrated impaired CYCLIN E1 and CYCLIN E2 turnover. Pan-neuronal knockdown of the Drosophila ortholog, archipelago, impaired learning and neuronal function. Collectively, the data presented herein provide compelling evidence of an F-Box protein-related, phenotypically variable neurodevelopmental disorder associated with monoallelic variants in FBXW7.
PMID: 35395208
ISSN: 1537-6605
CID: 5201732
Proteomic differences in hippocampus and cortex of sudden unexplained death in childhood
Leitner, Dominique F; William, Christopher; Faustin, Arline; Askenazi, Manor; Kanshin, Evgeny; Snuderl, Matija; McGuone, Declan; Wisniewski, Thomas; Ueberheide, Beatrix; Gould, Laura; Devinsky, Orrin
Sudden unexplained death in childhood (SUDC) is death of a child over 1 year of age that is unexplained after review of clinical history, circumstances of death, and complete autopsy with ancillary testing. Multiple etiologies may cause SUDC. SUDC and sudden unexpected death in epilepsy (SUDEP) share clinical and pathological features, suggesting some similarities in mechanism of death and possible abnormalities in hippocampus and cortex. To identify molecular signaling pathways, we performed label-free quantitative mass spectrometry on microdissected frontal cortex, hippocampal dentate gyrus (DG), and cornu ammonis (CA1-3) in SUDC (n = 19) and pediatric control cases (n = 19) with an explained cause of death. At a 5% false discovery rate (FDR), we found differential expression of 660 proteins in frontal cortex, 170 in DG, and 57 in CA1-3. Pathway analysis of altered proteins identified top signaling pathways associated with activated oxidative phosphorylation (p = 6.3 × 10-15, z = 4.08) and inhibited EIF2 signaling (p = 2.0 × 10-21, z = - 2.56) in frontal cortex, and activated acute phase response in DG (p = 8.5 × 10-6, z = 2.65) and CA1-3 (p = 4.7 × 10-6, z = 2.00). Weighted gene correlation network analysis (WGCNA) of clinical history indicated that SUDC-positive post-mortem virology (n = 4/17) had the most significant module in each brain region, with the top most significant associated with decreased mRNA metabolic processes (p = 2.8 × 10-5) in frontal cortex. Additional modules were associated with clinical history, including fever within 24 h of death (top: increased mitochondrial fission in DG, p = 1.8 × 10-3) and febrile seizure history (top: decreased small molecule metabolic processes in frontal cortex, p = 8.8 × 10-5) in all brain regions, neuropathological hippocampal findings in the DG (top: decreased focal adhesion, p = 1.9 × 10-3). Overall, cortical and hippocampal protein changes were present in SUDC cases and some correlated with clinical features. Our studies support that proteomic studies of SUDC cohorts can advance our understanding of the pathogenesis of these tragedies and may inform the development of preventive strategies.
PMCID:8953962
PMID: 35333953
ISSN: 1432-0533
CID: 5200692
Safety and efficacy of ganaxolone in patients with CDKL5 deficiency disorder: results from the double-blind phase of a randomised, placebo-controlled, phase 3 trial
Knight, Elia M Pestana; Amin, Sam; Bahi-Buisson, Nadia; Benke, Tim A; Cross, J Helen; Demarest, Scott T; Olson, Heather E; Specchio, Nicola; Fleming, Thomas R; Aimetti, Alex A; Gasior, Maciej; Devinsky, Orrin
BACKGROUND:CDKL5 deficiency disorder (CDD) is a rare, X-linked, developmental and epileptic encephalopathy characterised by severe global developmental impairment and seizures that can begin in the first few months after birth and are often treatment refractory. Ganaxolone, an investigational neuroactive steroid, reduced seizure frequency in an open-label, phase 2 trial that included patients with CDD. We aimed to further assess the efficacy and safety of ganaxolone in patients with CDD-associated refractory epilepsy. METHODS:In the double-blind phase of this randomised, placebo-controlled, phase 3 trial, done at 39 outpatient clinics in eight countries (Australia, France, Israel, Italy, Poland, Russia, the UK, and the USA), patients were eligible if they were aged 2-21 years with a pathogenic or probably pathogenic CDKL5 variant and at least 16 major motor seizures (defined as bilateral tonic, generalised tonic-clonic, bilateral clonic, atonic, or focal to bilateral tonic-clonic) per 28 days in each 4-week period of an 8-week historical period. After a 6-week prospective baseline period, patients were randomly assigned (1:1) via an interactive web response system to receive either enteral adjunctive ganaxolone or matching enteral adjunctive placebo (maximum dose 63 mg/kg per day for patients weighing ≤28 kg or 1800 mg/day for patients weighing >28 kg) for 17 weeks. Patients, caregivers, investigators (including those analysing data), trial staff, and the sponsor (other than the investigational product manager) were masked to treatment allocation. The primary efficacy endpoint was percentage change in median 28-day major motor seizure frequency from the baseline period to the 17-week double-blind phase and was analysed (using a Wilcoxon-rank sum test) in all patients who received at least one dose of trial treatment and for whom baseline data were available. Safety (compared descriptively across groups) was analysed in all patients who received at least one dose of trial treatment. This study is registered with ClinicalTrials.gov, NCT03572933, and the open-label extension phase is ongoing. FINDINGS/RESULTS:Between June 25, 2018, and July 2, 2020, 114 patients were screened for eligibility, of whom 101 (median age 6 years [IQR 3 to 10]) were randomly assigned to receive either ganaxolone (n=50) or placebo (n=51). All patients received at least one dose of a study drug, but seizure frequency for one patient in the ganaxolone group was not recorded at baseline and so the primary endpoint was analysed in a population of 100 patients. There was a median percentage change in 28-day major motor seizure frequency of -30·7% (IQR -49·5 to -1·9) in the ganaxolone group and of -6·9% (-24·1 to 39·7) in the placebo group (p=0·0036). The Hodges-Lehmann estimate of median difference in responses to ganaxolone versus placebo was -27·1% (95% CI -47·9 to - 9·6). Treatment-emergent adverse events occurred in 43 (86%) of 50 patients in the ganaxolone group and in 45 (88%) of 51 patients in the placebo group. Somnolence, pyrexia, and upper respiratory tract infections occurred in at least 10% of patients in the ganaxolone group and more frequently than in the placebo group. Serious adverse events occurred in six (12%) patients in the ganaxolone group and in five (10%) patients in the placebo group. Two (4%) patients in the ganaxolone group and four (8%) patients in the placebo group discontinued the trial. There were no deaths in the double-blind phase. INTERPRETATION/CONCLUSIONS:Ganaxolone significantly reduced the frequency of CDD-associated seizures compared with placebo and was generally well tolerated. Results from what is, to our knowledge, the first controlled trial in CDD suggest a potential treatment benefit for ganaxolone. Long-term treatment is being assessed in the ongoing open-label extension phase of this trial. FUNDING/BACKGROUND:Marinus Pharmaceuticals.
PMID: 35429480
ISSN: 1474-4465
CID: 5202062
Interictal EEG and ECG for SUDEP Risk Assessment: A Retrospective Multicenter Cohort Study
Chen, Zhe Sage; Hsieh, Aaron; Sun, Guanghao; Bergey, Gregory K; Berkovic, Samuel F; Perucca, Piero; D'Souza, Wendyl; Elder, Christopher J; Farooque, Pue; Johnson, Emily L; Barnard, Sarah; Nightscales, Russell; Kwan, Patrick; Moseley, Brian; O'Brien, Terence J; Sivathamboo, Shobi; Laze, Juliana; Friedman, Daniel; Devinsky, Orrin
Objective/UNASSIGNED:Sudden unexpected death in epilepsy (SUDEP) is the leading cause of epilepsy-related mortality. Although lots of effort has been made in identifying clinical risk factors for SUDEP in the literature, there are few validated methods to predict individual SUDEP risk. Prolonged postictal EEG suppression (PGES) is a potential SUDEP biomarker, but its occurrence is infrequent and requires epilepsy monitoring unit admission. We use machine learning methods to examine SUDEP risk using interictal EEG and ECG recordings from SUDEP cases and matched living epilepsy controls. Methods/UNASSIGNED:This multicenter, retrospective, cohort study examined interictal EEG and ECG recordings from 30 SUDEP cases and 58 age-matched living epilepsy patient controls. We trained machine learning models with interictal EEG and ECG features to predict the retrospective SUDEP risk for each patient. We assessed cross-validated classification accuracy and the area under the receiver operating characteristic (AUC) curve. Results/UNASSIGNED:The logistic regression (LR) classifier produced the overall best performance, outperforming the support vector machine (SVM), random forest (RF), and convolutional neural network (CNN). Among the 30 patients with SUDEP [14 females; mean age (SD), 31 (8.47) years] and 58 living epilepsy controls [26 females (43%); mean age (SD) 31 (8.5) years], the LR model achieved the median AUC of 0.77 [interquartile range (IQR), 0.73-0.80] in five-fold cross-validation using interictal alpha and low gamma power ratio of the EEG and heart rate variability (HRV) features extracted from the ECG. The LR model achieved the mean AUC of 0.79 in leave-one-center-out prediction. Conclusions/UNASSIGNED:Our results support that machine learning-driven models may quantify SUDEP risk for epilepsy patients, future refinements in our model may help predict individualized SUDEP risk and help clinicians correlate predictive scores with the clinical data. Low-cost and noninvasive interictal biomarkers of SUDEP risk may help clinicians to identify high-risk patients and initiate preventive strategies.
PMCID:8973318
PMID: 35370908
ISSN: 1664-2295
CID: 5191502