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Convolutional neural network-aided tuber segmentation in tuberous sclerosis complex patients correlates with electroencephalogram

Park, David K; Kim, Woojoong; Thornburg, Olivia S; McBrian, Danielle K; McKhann, Guy M; Feldstein, Neil A; Maddocks, Alexis B; Gonzalez, Elena; Shen, Min Y; Akman, Cigdem; Provenzano, Frank A
OBJECTIVE:One of the clinical hallmarks of tuberous sclerosis complex (TSC) is radiologically identified cortical tubers, which are present in most patients. Intractable epilepsy may require surgery, often involving invasive diagnostic procedures such as intracranial electroencephalography (EEG). Identifying the location of the dominant tuber responsible for generating epileptic activities is a critical issue. However, the link between cortical tubers and epileptogenesis is poorly understood. Given this, we hypothesized that tuber voxel intensity may be an indicator of the dominant epileptogenic tuber. Also, via tuber segmentation based on deep learning, we explored whether an automatic quantification of the tuber burden is feasible. METHODS:We annotated tubers from structural magnetic resonance images across 29 TSC subjects, summarized tuber statistics in eight brain lobes, and determined suspected epileptogenic lobes from the same group using EEG monitoring data. Then, logistic regression analyses were performed to demonstrate the linkage between the statistics of cortical tuber and the epileptogenic zones. Furthermore, we tested the ability of a neural network to identify and quantify tuber burden. RESULTS:Logistic regression analyses showed that the volume and count of tubers per lobe, not the mean or variance of tuber voxel intensity, were positively correlated with electrophysiological data. In 47.6% of subjects, the lobe with the largest tuber volume concurred with the epileptic brain activity. A neural network model on the test dataset showed a sensitivity of .83 for localizing individual tubers. The predicted masks from the model correlated highly with the neurologist labels, and thus may be a useful tool for determining tuber burden and searching for the epileptogenic zone. SIGNIFICANCE:We have proven the feasibility of an automatic segmentation of tubers and a derivation of tuber burden across brain lobes. Our method may provide crucial insights regarding the treatment and outcome of TSC patients.
PMID: 35301716
ISSN: 1528-1167
CID: 5673832

International League Against Epilepsy classification and definition of epilepsy syndromes with onset at a variable age: position statement by the ILAE Task Force on Nosology and Definitions

Riney, Kate; Bogacz, Alicia; Somerville, Ernest; Hirsch, Edouard; Nabbout, Rima; Scheffer, Ingrid E; Zuberi, Sameer M; Alsaadi, Taoufik; Jain, Satish; French, Jacqueline; Specchio, Nicola; Trinka, Eugen; Wiebe, Samuel; Auvin, Stéphane; Cabral-Lim, Leonor; Naidoo, Ansuya; Perucca, Emilio; Moshé, Solomon L; Wirrell, Elaine C; Tinuper, Paolo
The goal of this paper is to provide updated diagnostic criteria for the epilepsy syndromes that have a variable age of onset, based on expert consensus of the International League Against Epilepsy Nosology and Definitions Taskforce (2017-2021). We use language consistent with current accepted epilepsy and seizure classifications and incorporate knowledge from advances in genetics, electroencephalography, and imaging. Our aim in delineating the epilepsy syndromes that present at a variable age is to aid diagnosis and to guide investigations for etiology and treatments for these patients.
PMID: 35503725
ISSN: 1528-1167
CID: 5216072

Neurostimulation in people with drug-resistant epilepsy: Systematic review and meta-analysis from the ILAE Surgical Therapies Commission

Touma, Lahoud; Dansereau, Bénédicte; Chan, Alvin Y; Jetté, Nathalie; Kwon, Churl-Su; Braun, Kees P J; Friedman, Daniel; Jehi, Lara; Rolston, John D; Vadera, Sumeet; Wong-Kisiel, Lily C; Englot, Dario J; Keezer, Mark R
OBJECTIVE:Summarize the current evidence on efficacy and tolerability of vagus nerve stimulation (VNS), responsive neurostimulation (RNS), and deep brain stimulation (DBS) through a systematic review and meta-analysis. METHODS:We followed the Preferred Reporting Items of Systematic reviews and Meta-Analyses reporting standards and searched Ovid Medline, Ovid Embase, and the Cochrane Central Register of Controlled Trials. We included published randomized controlled trials (RCTs) and their corresponding open-label extension studies, as well as prospective case series, with ≥20 participants (excluding studies limited to children). Our primary outcome was the mean (or median, when unavailable) percentage decrease in frequency, as compared to baseline, of all epileptic seizures at last follow-up. Secondary outcomes included the proportion of treatment responders and proportion with seizure freedom. RESULTS:We identified 30 eligible studies, six of which were RCTs. At long-term follow-up (mean 1.3 years), five observational studies for VNS reported a pooled mean percentage decrease in seizure frequency of 34.7% (95% confidence interval [CI]: -5.1, 74.5). In the open-label extension studies for RNS, the median seizure reduction was 53%, 66%, and 75% at 2, 5, and 9 years of follow-up, respectively. For DBS, the median reduction was 56%, 65%, and 75% at 2, 5, and 7 years, respectively. The proportion of individuals with seizure freedom at last follow-up increased significantly over time for DBS and RNS, whereas a positive trend was observed for VNS. Quality of life was improved in all modalities. The most common complications included hoarseness, and cough and throat pain for VNS and implant site pain, headache, and dysesthesia for DBS and RNS. SIGNIFICANCE/CONCLUSIONS:Neurostimulation modalities are an effective treatment option for drug-resistant epilepsy, with improving outcomes over time and few major complications. Seizure-reduction rates among the three therapies were similar during the initial blinded phase. Recent long-term follow-up studies are encouraging for RNS and DBS but are lacking for VNS.
PMID: 35352349
ISSN: 1528-1167
CID: 5201112

Cellular and Humoral Immunity to SARS-CoV-2 Infection in Multiple Sclerosis Patients on Ocrelizumab and Other Disease-Modifying Therapies: A Multi-Ethnic Observational Study

Kister, Ilya; Patskovsky, Yury; Curtin, Ryan; Pei, Jinglan; Perdomo, Katherine; Rimler, Zoe; Voloshyna, Iryna; Samanovic, Marie I; Cornelius, Amber R; Velmurugu, Yogambigai; Nyovanie, Samantha; Kim, Joseph J; Tardio, Ethan; Bacon, Tamar E; Zhovtis Ryerson, Lana; Raut, Pranil; Pedotti, Rosetta; Hawker, Kathleen; Raposo, Catarina; Priest, Jessica; Cabatingan, Mark; Winger, Ryan C; Mulligan, Mark J; Krogsgaard, Michelle; Silverman, Gregg J
OBJECTIVE:The objective of this study was to determine the impact of multiple sclerosis (MS) disease-modifying therapies (DMTs) on the development of cellular and humoral immunity to severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2) infection. METHODS:Patients with MS aged 18 to 60 years were evaluated for anti-nucleocapsid and anti-Spike receptor-binding domain (RBD) antibody with electro-chemiluminescence immunoassay; antibody responses to Spike protein, RBD, N-terminal domain with multiepitope bead-based immunoassays (MBI); live virus immunofluorescence-based microneutralization assay; T-cell responses to SARS-CoV-2 Spike using TruCulture enzyme-linked immunosorbent assay (ELISA); and IL-2 and IFNγ ELISpot assays. Assay results were compared by DMT class. Spearman correlation and multivariate analyses were performed to examine associations between immunologic responses and infection severity. RESULTS:Between January 6, 2021, and July 21, 2021, 389 patients with MS were recruited (mean age 40.3 years; 74% women; 62% non-White). Most common DMTs were ocrelizumab (OCR)-40%; natalizumab -17%, Sphingosine 1-phosphate receptor (S1P) modulators -12%; and 15% untreated. One hundred seventy-seven patients (46%) had laboratory evidence of SARS-CoV-2 infection; 130 had symptomatic infection, and 47 were asymptomatic. Antibody responses were markedly attenuated in OCR compared with other groups (p ≤0.0001). T-cell responses (IFNγ) were decreased in S1P (p = 0.03), increased in natalizumab (p <0.001), and similar in other DMTs, including OCR. Cellular and humoral responses were moderately correlated in both OCR (r = 0.45, p = 0.0002) and non-OCR (r = 0.64, p <0.0001). Immune responses did not differ by race/ethnicity. Coronavirus disease 2019 (COVID-19) clinical course was mostly non-severe and similar across DMTs; 7% (9/130) were hospitalized. INTERPRETATION/CONCLUSIONS:DMTs had differential effects on humoral and cellular immune responses to SARS-CoV-2 infection. Immune responses did not correlate with COVID-19 clinical severity in this relatively young and nondisabled group of patients with MS. ANN NEUROL 2022.
PMID: 35289960
ISSN: 1531-8249
CID: 5191732

A Novel Method for Establishing Functional Change in Older Adults With Cognitive Impairment

González, David A; Resch, Zachary J; Gonzales, Mitzi M; Soble, Jason R
OBJECTIVE:The aim was to set syndrome stage-specific (eg, cognitively unimpaired, severe dementia) metrics for functional change. METHODS:We selected 18,097 individuals who participated in 2 National Alzheimer's Coordinating Center visits between June 2005 and May 2020, with completed collateral rating of functioning on activities of daily living assessed by the Functional Activities Questionnaire.Both distribution-based (ie, regression-based reliable change indices) and anchor-based (ie, typical change associated with advancing a syndromal stage for clinically meaningful difference) methods were applied for individuals classified as: unimpaired cognition, mild cognitive impairment, mild dementia, moderate dementia, or severe dementia. RESULTS:There were marked differences in the distribution of functional ratings depending on their syndromal stage. There were also differences in the functional change associated with advancing across different syndromal stages. These informed stage-specific metrics for reliable change indices and clinically meaningful differences. CONCLUSIONS:Our indices provide a hitherto unavailable method that allows clinicians to determine whether observed functional change is reliable or meaningful based on syndromal stage.
PMCID:9420747
PMID: 35380552
ISSN: 1546-4156
CID: 5592682

Reproductive Health Counseling in Adolescent Women With Epilepsy: A Single-Center Study

Smith, Cheyenne C; Curcio, Angela M; Grinspan, Zachary M
BACKGROUND:Counseling adolescent women with epilepsy (WWE) about reproductive health (contraception, sexual activity, and menstruation) is important given the teratogenicity of many antiseizure medications and high rates of contraception failure. Only a third of adolescent WWE report discussing contraception with their epileptologists, demonstrating a significant gap in counseling. METHODS:We assessed factors associated with reproductive health counseling by pediatric neurologists via a retrospective chart review of adolescent (aged 12-18 years) WWE seen at a pediatric neurology clinic from 2018 to 2020. RESULTS:We analyzed 219 visits among 89 unique WWE. There were 23 documented discussions on contraception (11% of visits), 8 on sexual activity (4%), and 127 on menstruation (58%). When contraception was discussed, sexual activity and menstruation were more frequently discussed. Female providers were more likely to document a discussion of menstruation (OR = 3.2, 95% CI = [1.6, 6.4]). WWE who were older at the time of visit or who had their first seizure at an older age were more likely to have documented discussions of contraception and sexual activity. Neither details of treatment regimen nor epilepsy type was associated with documentation of counseling. CONCLUSIONS:A minority of adolescent WWE have documented reproductive health discussions, demonstrating a need for quality improvement projects to address this gap in care.
PMID: 35489277
ISSN: 1873-5150
CID: 5232072

Interpreting resting heart rate variability in complex populations: the role of autonomic reflexes and comorbidities

Kwon, Patrick M; Lawrence, Steven; Mueller, Bridget R; Thayer, Julian F; Benn, Emma K T; Robinson-Papp, Jessica
PURPOSE/OBJECTIVE:Resting heart rate variability (HRV) is an important biomarker linking mental health to cardiovascular outcomes. However, resting HRV is also impaired in autonomic neuropathy, a common and underdiagnosed complication of common medical conditions which is detected by testing autonomic reflexes. We sought to describe the relationship between autonomic reflex abnormalities and resting HRV, taking into consideration medical comorbidities and demographic variables. METHODS:Participants (n = 209) underwent a standardized autonomic reflex screen which was summarized as the Composite Autonomic Severity Score (CASS) and included measures of reflexive HRV, e.g., heart rate with deep breathing (HRDB). Resting HRV measures were: pNN50 (percentage of NN intervals that differ by > 50 ms) and cvRMSSD (adjusted root mean square of successive differences). RESULTS:In univariate analyses, lower resting HRV was associated with: older age, higher CASS, neuropathy on examination, hypertension, diabetes, chronic obstructive pulmonary disease, chronic kidney disease, and psychiatric disease. Adaptive regression spline analysis revealed that HRDB explained 27% of the variability in resting HRV for participants with values of HRDB in the normal range. Outside this range, there was no linear relationship because: (1) when HRDB was low (indicating autonomic neuropathy), resting HRV was also low with low variance; and (2) when HRDB was high, the variance in resting HRV was high. In multivariate models, only HRDB was significantly independently associated with cvRMSSD and pNN50. CONCLUSION/CONCLUSIONS:Subclinical autonomic neuropathy, as evidenced by low HRDB and other autonomic reflexes, should be considered as a potential confounder of resting HRV in research involving medically and demographically diverse populations.
PMID: 35562548
ISSN: 1619-1560
CID: 5215042

The Movement Disorder Society Criteria for the Diagnosis of Multiple System Atrophy

Wenning, Gregor K; Stankovic, Iva; Vignatelli, Luca; Fanciulli, Alessandra; Calandra-Buonaura, Giovanna; Seppi, Klaus; Palma, Jose-Alberto; Meissner, Wassilios G; Krismer, Florian; Berg, Daniela; Cortelli, Pietro; Freeman, Roy; Halliday, Glenda; Höglinger, Günter; Lang, Anthony; Ling, Helen; Litvan, Irene; Low, Phillip; Miki, Yasuo; Panicker, Jalesh; Pellecchia, Maria Teresa; Quinn, Niall; Sakakibara, Ryuji; Stamelou, Maria; Tolosa, Eduardo; Tsuji, Shoji; Warner, Tom; Poewe, Werner; Kaufmann, Horacio
BACKGROUND:The second consensus criteria for the diagnosis of multiple system atrophy (MSA) are widely recognized as the reference standard for clinical research, but lack sensitivity to diagnose the disease at early stages. OBJECTIVE:To develop novel Movement Disorder Society (MDS) criteria for MSA diagnosis using an evidence-based and consensus-based methodology. METHODS:We identified shortcomings of the second consensus criteria for MSA diagnosis and conducted a systematic literature review to answer predefined questions on clinical presentation and diagnostic tools relevant for MSA diagnosis. The criteria were developed and later optimized using two Delphi rounds within the MSA Criteria Revision Task Force, a survey for MDS membership, and a virtual Consensus Conference. RESULTS:The criteria for neuropathologically established MSA remain unchanged. For a clinical MSA diagnosis a new category of clinically established MSA is introduced, aiming for maximum specificity with acceptable sensitivity. A category of clinically probable MSA is defined to enhance sensitivity while maintaining specificity. A research category of possible prodromal MSA is designed to capture patients in the earliest stages when symptoms and signs are present, but do not meet the threshold for clinically established or clinically probable MSA. Brain magnetic resonance imaging markers suggestive of MSA are required for the diagnosis of clinically established MSA. The number of research biomarkers that support all clinical diagnostic categories will likely grow. CONCLUSIONS:This set of MDS MSA diagnostic criteria aims at improving the diagnostic accuracy, particularly in early disease stages. It requires validation in a prospective clinical and a clinicopathological study. © 2022 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
PMID: 35445419
ISSN: 1531-8257
CID: 5206282

Social Determinants of Health Attenuate the Relationship Between Race and Ethnicity and White Matter Hyperintensity Severity but not Microbleed Presence in Patients with Intracerebral Hemorrhage

Bauman, Kristie M; Yaghi, Shadi; Lewis, Ariane; Agarwal, Shashank; Changa, Abhinav; Dogra, Siddhant; Litao, Miguel; Sanger, Matthew; Lord, Aaron; Ishida, Koto; Zhang, Cen; Czeisler, Barry; Torres, Jose; Dehkharghani, Seena; Frontera, Jennifer A; Melmed, Kara R
BACKGROUND:The association between race and ethnicity and microvascular disease in patients with intracerebral hemorrhage (ICH) is unclear. We hypothesized that social determinants of health (SDOHs) mediate the relationship between race and ethnicity and severity of white matter hyperintensities (WMHs) and microbleeds in patients with ICH. METHODS:We performed a retrospective observational cohort study of patients with ICH at two tertiary care hospitals between 2013 and 2020 who underwent magnetic resonance imaging of the brain. Magnetic resonance imaging scans were evaluated for the presence of microbleeds and WMH severity (defined by the Fazekas scale; moderate to severe WMH defined as Fazekas scores 3-6). We assessed for associations between sex, race and ethnicity, employment status, median household income, education level, insurance status, and imaging biomarkers of microvascular disease. A mediation analysis was used to investigate the influence of SDOHs on the associations between race and imaging features. We assessed the relationship of all variables with discharge outcomes. RESULTS:We identified 233 patients (mean age 62 [SD 16]; 48% female) with ICH. Of these, 19% were Black non-Hispanic, 32% had a high school education or less, 21% required an interpreter, 11% were unemployed, and 6% were uninsured. Moderate to severe WMH, identified in 114 (50%) patients, was associated with age, Black non-Hispanic race and ethnicity, highest level of education, insurance status, and history of hypertension, hyperlipidemia, or diabetes (p < 0.05). In the mediation analysis, the proportion of the association between Black non-Hispanic race and ethnicity and the Fazekas score that was mediated by highest level of education was 65%. Microbleeds, present in 130 (57%) patients, was associated with age, highest level of education, and history of diabetes or hypertension (p < 0.05). Age, highest level of education, insurance status, and employment status were associated with discharge modified Rankin Scale scores of 3-6, but race and ethnicity was not. CONCLUSIONS:The association between Black non-Hispanic race and ethnicity and moderate to severe WMH lost significance after we adjusted for highest level of education, suggesting that SDOHs may mediate the association between race and ethnicity and microvascular disease.
PMID: 34918215
ISSN: 1556-0961
CID: 5084672

Comprehensive Evaluation of the Functional Activities Questionnaire (FAQ) and Its Reliability and Validity

González, David Andrés; Gonzales, Mitzi M; Resch, Zachary J; Sullivan, A Campbell; Soble, Jason R
The Functional Activities Questionnaire (FAQ) is a collateral-report measure of difficulties in activities of daily living. Despite its widespread use, psychometric analyses have been limited in scope, piecemeal across samples, and limited primarily to classical test theory. This article consolidated and expanded psychometric analyses using tools from generalizability and item response theories among 27,916 individuals from the National Alzheimer's Coordinating Center database who completed the FAQ. Reliability was evaluated with internal consistency, test-retest, and generalizability analyses. Validity was assessed via convergence with neurocognitive measures, classification accuracy with impairment stage, and confirmatory factor and item response theory analyses. Demographics did not impact scores and there was strong evidence for reliability (0.52-0.95), though coefficients were attenuated when restricted in range to diagnostic groups (e.g., normal cognition). There were strong correlations with neurocognitive measures (rs: -.30 to -.59), strong classification accuracy (areas under the curve: .81-.99), and a single-factor model had excellent fit. All items evidenced strong item response theory discrimination and provided significant information regarding functional disability, albeit within a relatively restricted range. The FAQ is a reliable and valid measure of activities of daily living concerns for use in clinical/research settings. It best assesses mild levels of functional difficulty, which is helpful in distinguishing normal cognition from mild cognitive impairment and dementia.
PMCID:8339133
PMID: 33543638
ISSN: 1552-3489
CID: 5592592