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Author Correction: Alignment of brain embeddings and artificial contextual embeddings in natural language points to common geometric patterns

Goldstein, Ariel; Grinstein-Dabush, Avigail; Schain, Mariano; Wang, Haocheng; Hong, Zhuoqiao; Aubrey, Bobbi; Nastase, Samuel A; Zada, Zaid; Ham, Eric; Feder, Amir; Gazula, Harshvardhan; Buchnik, Eliav; Doyle, Werner; Devore, Sasha; Dugan, Patricia; Reichart, Roi; Friedman, Daniel; Brenner, Michael; Hassidim, Avinatan; Devinsky, Orrin; Flinker, Adeen; Hasson, Uri
PMID: 39353920
ISSN: 2041-1723
CID: 5739352

The impact of COVID-19 on people with epilepsy: Global results from the coronavirus and epilepsy study

Vasey, Michael J; Tai, Xin You; Thorpe, Jennifer; Jones, Gabriel Davis; Ashby, Samantha; Hallab, Asma; Ding, Ding; Andraus, Maria; Dugan, Patricia; Perucca, Piero; Costello, Daniel J; French, Jacqueline A; O'Brien, Terence J; Depondt, Chantal; Andrade, Danielle M; Sengupta, Robin; Datta, Ashis; Delanty, Norman; Jette, Nathalie; Newton, Charles R; Brodie, Martin J; Devinsky, Orrin; Cross, J Helen; Sander, Josemir W; Hanna, Jane; Besag, Frank M C; Sen, Arjune; ,
OBJECTIVE:To characterize the experience of people with epilepsy and aligned healthcare workers (HCWs) during the first 18 months of the COVID-19 pandemic and compare experiences in high-income countries (HICs) with non-HICs. METHODS:Separate surveys for people with epilepsy and HCWs were distributed online in April 2020. Responses were collected to September 2021. Data were collected for COVID-19 infections, the effect of COVID-related restrictions, access to specialist help for epilepsy (people with epilepsy), and the impact of the pandemic on work productivity (HCWs). The frequency of responses for non-HICs and HICs were compared using non-parametric Chi-square tests. RESULTS:Two thousand one hundred and  five individuals with epilepsy from 53 countries and 392 HCWs from 26 countries provided data. The same proportion of people with epilepsy in non-HICs and HICs reported COVID-19 infection (7%). Those in HICs were more likely to report that COVID-19 measures had affected their health (32% vs. 23%; p < 0.001). There was no difference between non-HICs and HICs in the proportion who reported difficulty in obtaining help for epilepsy. HCWs in non-HICs were more likely to report COVID-19 infection than those in HICs (18% vs 6%; p = 0.001) and that their clinical work had been affected by concerns about contracting COVID-19, lack of personal protective equipment, and the impact of the pandemic on mental health (all p < 0.001). Compared to pre-pandemic practices, there was a significant shift to remote consultations in both non-HICs and HICs (p < 0.001). SIGNIFICANCE/CONCLUSIONS:While the frequency of COVID-19 infection was relatively low in these data from early in the pandemic, our findings suggest broader health consequences and an increased psychosocial burden, particularly among HCWs in non-HICs. Planning for future pandemics should prioritize mental healthcare alongside ensuring access to essential epilepsy services and expanding and enhancing access to remote consultations. PLAIN LANGUAGE SUMMARY/CONCLUSIONS:We asked people with epilepsy about the effects of COVID-19 on their health and healthcare. We wanted to compare responses from people in high-income countries and other countries. We found that people in high-income countries and other countries had similar levels of difficulty in getting help for their epilepsy. People in high-income countries were more likely to say that their general health had been affected. Healthcare workers in non-high-income settings were more likely to have contracted COVID-19 and have the care they deliver affected by the pandemic. Across all settings, COVID-19 associated with a large shift to remote consultations.
PMID: 39225433
ISSN: 2470-9239
CID: 5687772

Binding of cortical functional modules by synchronous high-frequency oscillations

Garrett, Jacob C; Verzhbinsky, Ilya A; Kaestner, Erik; Carlson, Chad; Doyle, Werner K; Devinsky, Orrin; Thesen, Thomas; Halgren, Eric
Whether high-frequency phase-locked oscillations facilitate integration ('binding') of information across widespread cortical areas is controversial. Here we show with intracranial electroencephalography that cortico-cortical co-ripples (~100-ms-long ~90 Hz oscillations) increase during reading and semantic decisions, at the times and co-locations when and where binding should occur. Fusiform wordform areas co-ripple with virtually all language areas, maximally from 200 to 400 ms post-word-onset. Semantically specified target words evoke strong co-rippling between wordform, semantic, executive and response areas from 400 to 800 ms, with increased co-rippling between semantic, executive and response areas prior to correct responses. Co-ripples were phase-locked at zero lag over long distances (>12 cm), especially when many areas were co-rippling. General co-activation, indexed by non-oscillatory high gamma, was mainly confined to early latencies in fusiform and earlier visual areas, preceding co-ripples. These findings suggest that widespread synchronous co-ripples may assist the integration of multiple cortical areas for sustained periods during cognition.
PMID: 39134741
ISSN: 2397-3374
CID: 5726782

Deoxyhypusine synthase deficiency syndrome zebrafish model: aberrant morphology, epileptiform activity, and reduced arborization of inhibitory interneurons

Shojaeinia, Elham; Mastracci, Teresa L; Soliman, Remon; Devinsky, Orrin; Esguerra, Camila V; Crawford, Alexander D
DHPS deficiency syndrome is an ultra-rare neurodevelopmental disorder (NDD) which results from biallelic mutations in the gene encoding the enzyme deoxyhypusine synthase (DHPS). DHPS is essential to synthesize hypusine, a rare amino acid formed by post-translational modification of a conserved lysine in eukaryotic initiation factor 5 A (eIF5A). DHPS deficiency syndrome causes epilepsy, cognitive and motor impairments, and mild facial dysmorphology. In mice, a brain-specific genetic deletion of Dhps at birth impairs eIF5AHYP-dependent mRNA translation. This alters expression of proteins required for neuronal development and function, and phenotypically models features of human DHPS deficiency. We studied the role of DHPS in early brain development using a zebrafish loss-of-function model generated by knockdown of dhps expression with an antisense morpholino oligomer (MO) targeting the exon 2/intron 2 (E2I2) splice site of the dhps pre-mRNA. dhps knockdown embryos exhibited dose-dependent developmental delay and dysmorphology, including microcephaly, axis truncation, and body curvature. In dhps knockdown larvae, electrophysiological analysis showed increased epileptiform activity, and confocal microscopy analysis revealed reduced arborisation of GABAergic neurons. Our findings confirm that hypusination of eIF5A by DHPS is needed for early brain development, and zebrafish with an antisense knockdown of dhps model features of DHPS deficiency syndrome.
PMCID:11429087
PMID: 39334388
ISSN: 1756-6606
CID: 5706572

Subject-Agnostic Transformer-Based Neural Speech Decoding from Surface and Depth Electrode Signals

Chen, Junbo; Chen, Xupeng; Wang, Ran; Le, Chenqian; Khalilian-Gourtani, Amirhossein; Jensen, Erika; Dugan, Patricia; Doyle, Werner; Devinsky, Orrin; Friedman, Daniel; Flinker, Adeen; Wang, Yao
OBJECTIVE/UNASSIGNED:This study investigates speech decoding from neural signals captured by intracranial electrodes. Most prior works can only work with electrodes on a 2D grid (i.e., Electrocorticographic or ECoG array) and data from a single patient. We aim to design a deep-learning model architecture that can accommodate both surface (ECoG) and depth (stereotactic EEG or sEEG) electrodes. The architecture should allow training on data from multiple participants with large variability in electrode placements and the trained model should perform well on participants unseen during training. APPROACH/UNASSIGNED:We propose a novel transformer-based model architecture named SwinTW that can work with arbitrarily positioned electrodes, by leveraging their 3D locations on the cortex rather than their positions on a 2D grid. We train both subject-specific models using data from a single participant as well as multi-patient models exploiting data from multiple participants. MAIN RESULTS/UNASSIGNED:The subject-specific models using only low-density 8x8 ECoG data achieved high decoding Pearson Correlation Coefficient with ground truth spectrogram (PCC=0.817), over N=43 participants, outperforming our prior convolutional ResNet model and the 3D Swin transformer model. Incorporating additional strip, depth, and grid electrodes available in each participant (N=39) led to further improvement (PCC=0.838). For participants with only sEEG electrodes (N=9), subject-specific models still enjoy comparable performance with an average PCC=0.798. The multi-subject models achieved high performance on unseen participants, with an average PCC=0.765 in leave-one-out cross-validation. SIGNIFICANCE/UNASSIGNED:The proposed SwinTW decoder enables future speech neuroprostheses to utilize any electrode placement that is clinically optimal or feasible for a particular participant, including using only depth electrodes, which are more routinely implanted in chronic neurosurgical procedures. Importantly, the generalizability of the multi-patient models suggests the exciting possibility of developing speech neuroprostheses for people with speech disability without relying on their own neural data for training, which is not always feasible.
PMCID:10980022
PMID: 38559163
ISSN: 2692-8205
CID: 5676302

A shared model-based linguistic space for transmitting our thoughts from brain to brain in natural conversations

Zada, Zaid; Goldstein, Ariel; Michelmann, Sebastian; Simony, Erez; Price, Amy; Hasenfratz, Liat; Barham, Emily; Zadbood, Asieh; Doyle, Werner; Friedman, Daniel; Dugan, Patricia; Melloni, Lucia; Devore, Sasha; Flinker, Adeen; Devinsky, Orrin; Nastase, Samuel A; Hasson, Uri
Effective communication hinges on a mutual understanding of word meaning in different contexts. We recorded brain activity using electrocorticography during spontaneous, face-to-face conversations in five pairs of epilepsy patients. We developed a model-based coupling framework that aligns brain activity in both speaker and listener to a shared embedding space from a large language model (LLM). The context-sensitive LLM embeddings allow us to track the exchange of linguistic information, word by word, from one brain to another in natural conversations. Linguistic content emerges in the speaker's brain before word articulation and rapidly re-emerges in the listener's brain after word articulation. The contextual embeddings better capture word-by-word neural alignment between speaker and listener than syntactic and articulatory models. Our findings indicate that the contextual embeddings learned by LLMs can serve as an explicit numerical model of the shared, context-rich meaning space humans use to communicate their thoughts to one another.
PMID: 39096896
ISSN: 1097-4199
CID: 5696672

Temporal integration in human auditory cortex is predominantly yoked to absolute time, not structure duration

Norman-Haignere, Sam V; Keshishian, Menoua K; Devinsky, Orrin; Doyle, Werner; McKhann, Guy M; Schevon, Catherine A; Flinker, Adeen; Mesgarani, Nima
Sound structures such as phonemes and words have highly variable durations. Thus, there is a fundamental difference between integrating across absolute time (e.g., 100 ms) vs. sound structure (e.g., phonemes). Auditory and cognitive models have traditionally cast neural integration in terms of time and structure, respectively, but the extent to which cortical computations reflect time or structure remains unknown. To answer this question, we rescaled the duration of all speech structures using time stretching/compression and measured integration windows in the human auditory cortex using a new experimental/computational method applied to spatiotemporally precise intracranial recordings. We observed significantly longer integration windows for stretched speech, but this lengthening was very small (~5%) relative to the change in structure durations, even in non-primary regions strongly implicated in speech-specific processing. These findings demonstrate that time-yoked computations dominate throughout the human auditory cortex, placing important constraints on neurocomputational models of structure processing.
PMCID:11463558
PMID: 39386565
ISSN: 2692-8205
CID: 5751762

Epilepsy as a Novel Phenotype of BPTF-Related Disorders

Ferretti, Alessandro; Furlan, Margherita; Glinton, Kevin E; Fenger, Christina D; Boschann, Felix; Amlie-Wolf, Louise; Zeidler, Shimriet; Moretti, Raffaella; Stoltenburg, Corinna; Tarquinio, Daniel C; Furia, Francesca; Parisi, Pasquale; Rubboli, Guido; Devinsky, Orrin; Mignot, Cyril; Gripp, Karen W; Møller, Rikke S; Yang, Yaping; Stankiewicz, Pawel; Gardella, Elena
BACKGROUND:Neurodevelopmental disorder with dysmorphic facies and distal limb anomalies (NEDDFL) is associated to BPTF gene haploinsufficiency. Epilepsy was not included in the initial descriptions of NEDDFL, but emerging evidence indicates that epileptic seizures occur in some affected individuals. This study aims to investigate the electroclinical epilepsy features in individuals with NEDDFL. METHODS:We enrolled individuals with BPTF-related seizures or interictal epileptiform discharges (IEDs) on electroencephalography (EEG). Demographic, clinical, genetic, raw EEG, and neuroimaging data as well as response to antiseizure medication were assessed. RESULTS:We studied 11 individuals with a null variant in BPTF, including five previously unpublished ones. Median age at last observation was 9 years (range: 4 to 43 years). Eight individuals had epilepsy, one had a single unprovoked seizure, and two showed IEDs only. Key features included (1) early childhood epilepsy onset (median 4 years, range: 10 months to 7 years), (2) well-organized EEG background (all cases) and brief bursts of spikes and slow waves (50% of individuals), and (3) developmental delay preceding seizure onset. Spectrum of epilepsy severity varied from drug-resistant epilepsy (27%) to isolated IEDs without seizures (18%). Levetiracetam was widely used and reduced seizure frequency in 67% of the cases. CONCLUSIONS:Our study provides the first characterization of BPTF-related epilepsy. Early-childhood-onset epilepsy occurs in 19% of subjects, all presenting with a well-organized EEG background associated with generalized interictal epileptiform abnormalities in half of these cases. Drug resistance is rare.
PMID: 38936258
ISSN: 1873-5150
CID: 5730312

T4 DNA polymerase prevents deleterious on-target DNA damage and enhances precise CRISPR editing

Yang, Qiaoyan; Abebe, Jonathan S; Mai, Michelle; Rudy, Gabriella; Kim, Sang Y; Devinsky, Orrin; Long, Chengzu
Unintended on-target chromosomal alterations induced by CRISPR/Cas9 in mammalian cells are common, particularly large deletions and chromosomal translocations, and present a safety challenge for genome editing. Thus, there is still an unmet need to develop safer and more efficient editing tools. We screened diverse DNA polymerases of distinct origins and identified a T4 DNA polymerase derived from phage T4 that strongly prevents undesired on-target damage while increasing the proportion of precise 1- to 2-base-pair insertions generated during CRISPR/Cas9 editing (termed CasPlus). CasPlus induced substantially fewer on-target large deletions while increasing the efficiency of correcting common frameshift mutations in DMD and restored higher level of dystrophin expression than Cas9-alone in human cardiomyocytes. Moreover, CasPlus greatly reduced the frequency of on-target large deletions during mouse germline editing. In multiplexed guide RNAs mediating gene editing, CasPlus repressed chromosomal translocations while maintaining gene disruption efficiency that was higher or comparable to Cas9 in primary human T cells. Therefore, CasPlus offers a safer and more efficient gene editing strategy to treat pathogenic variants or to introduce genetic modifications in human applications.
PMCID:11377749
PMID: 39039289
ISSN: 1460-2075
CID: 5687292

A Genotype/Phenotype Study of KDM5B-Associated Disorders Suggests a Pathogenic Effect of Dominantly Inherited Missense Variants

Borroto, Maria Carla; Michaud, Coralie; Hudon, Chloé; Agrawal, Pankaj B; Agre, Katherine; Applegate, Carolyn D; Beggs, Alan H; Bjornsson, Hans T; Callewaert, Bert; Chen, Mei-Jan; Curry, Cynthia; Devinsky, Orrin; Dudding-Byth, Tracy; Fagan, Kelly; Finnila, Candice R; Gavrilova, Ralitza; Genetti, Casie A; Hiatt, Susan M; Hildebrandt, Friedhelm; Wojcik, Monica H; Kleefstra, Tjitske; Kolvenbach, Caroline M; Korf, Bruce R; Kruszka, Paul; Li, Hong; Litwin, Jessica; Marcadier, Julien; Platzer, Konrad; Blackburn, Patrick R; Reijnders, Margot R F; Reutter, Heiko; Schanze, Ina; Shieh, Joseph T; Stevens, Cathy A; Valivullah, Zaheer; van den Boogaard, Marie-José; Klee, Eric W; Campeau, Philippe M
Bi-allelic disruptive variants (nonsense, frameshift, and splicing variants) in KDM5B have been identified as causative for autosomal recessive intellectual developmental disorder type 65. In contrast, dominant variants, usually disruptive as well, have been more difficult to implicate in a specific phenotype, since some of them have been found in unaffected controls or relatives. Here, we describe individuals with likely pathogenic variants in KDM5B, including eight individuals with dominant missense variants. This study is a retrospective case series of 21 individuals with variants in KDM5B. We performed deep phenotyping and collected the clinical information and molecular data of these individuals' family members. We compared the phenotypes according to variant type and to those previously described in the literature. The most common features were developmental delay, impaired intellectual development, behavioral problems, autistic behaviors, sleep disorders, facial dysmorphism, and overgrowth. DD, ASD behaviors, and sleep disorders were more common in individuals with dominant disruptive KDM5B variants, while individuals with dominant missense variants presented more frequently with renal and skin anomalies. This study extends our understanding of the KDM5B-related neurodevelopmental disorder and suggests the pathogenicity of certain dominant KDM5B missense variants.
PMCID:11353349
PMID: 39202393
ISSN: 2073-4425
CID: 5687442