Searched for: school:SOM
Department/Unit:Neurology
Deep learning-based classifier for carcinoma of unknown primary using methylation quantitative trait loci
Walker, Adam; Fang, Camila S; Schroff, Chanel; Serrano, Jonathan; Vasudevaraja, Varshini; Yang, Yiying; Belakhoua, Sarra; Faustin, Arline; William, Christopher M; Zagzag, David; Chiang, Sarah; Acosta, Andres Martin; Movahed-Ezazi, Misha; Park, Kyung; Moreira, Andre L; Darvishian, Farbod; Galbraith, Kristyn; Snuderl, Matija
Cancer of unknown primary (CUP) constitutes between 2% and 5% of human malignancies and is among the most common causes of cancer death in the United States. Brain metastases are often the first clinical presentation of CUP; despite extensive pathological and imaging studies, 20%-45% of CUP are never assigned a primary site. DNA methylation array profiling is a reliable method for tumor classification but tumor-type-specific classifier development requires many reference samples. This is difficult to accomplish for CUP as many cases are never assigned a specific diagnosis. Recent studies identified subsets of methylation quantitative trait loci (mQTLs) unique to specific organs, which could help increase classifier accuracy while requiring fewer samples. We performed a retrospective genome-wide methylation analysis of 759 carcinoma samples from formalin-fixed paraffin-embedded tissue samples using Illumina EPIC array. Utilizing mQTL specific for breast, lung, ovarian/gynecologic, colon, kidney, or testis (BLOCKT) (185k total probes), we developed a deep learning-based methylation classifier that achieved 93.12% average accuracy and 93.04% average F1-score across a 10-fold validation for BLOCKT organs. Our findings indicate that our organ-based DNA methylation classifier can assist pathologists in identifying the site of origin, providing oncologists insight on a diagnosis to administer appropriate therapy, improving patient outcomes.
PMCID:11747144
PMID: 39607989
ISSN: 1554-6578
CID: 5778232
Association between the Amplification Parameters of the α-Synuclein Seed Amplification Assay and Clinical and Genetic Subtypes of Parkinson's Disease
Grillo, Piergiorgio; Concha-Marambio, Luis; Pisani, Antonio; Riboldi, Giulietta Maria; Kang, Un Jung
BACKGROUND:α-Synuclein seed amplification assay on cerebrospinal fluid (CSF-αSyn-SAA) has shown high accuracy for Parkinson's disease (PD) diagnosis. The analysis of CSF-αSyn-SAA parameters may provide useful insight to dissect the heterogeneity of synucleinopathies. OBJECTIVE:To assess differences in CSF-αSyn-SAA amplification parameters in participants with PD stratified by rapid eye movement (REM) sleep behavior disorder (RBD), dysautonomia, GBA, and LRRK2 variants. METHODS:(T50), time to threshold (TTT), slope, and area under the curve (AUC). Sporadic PD (n = 371) was stratified according to RBD and dysautonomia (DysA) symptoms. Genetic PD included carriers of pathogenic variants of GBA (GBA-PD, n = 52) and LRRK2 (LRRK2-PD, n = 124) gene. RESULTS:CSF-αSyn-SAA was positive in 77% of LRRK2-PD, 92.3% of GBA-PD, and 93.8% of sporadic PD. The LRRK2-PD cohort showed longer T50 and TTT, and smaller AUC than GBA-PD (P = 0.029, P = 0.029, P = 0.016, respectively) and sporadic PD (P = 0.034, P = 0.033, P = 0.014, respectively). In the sporadic cohort, CSF-αSyn-SAA parameters were similar between PD with (n = 157) and without (n = 190) RBD, whereas participants with DysA (n = 193) presented shorter T50 (P = 0.026) and larger AUC (P = 0.029) than those without (n = 150). CONCLUSION/CONCLUSIONS:CSF-αSyn-SAA parameters vary across genetic and non-genetic PD subtypes at the group level. These differences are mostly driven by the presence of LRRK2 variants and DysA. Significant overlaps in the amplification parameter values exist between groups and limit their use at the individual level. Further studies are necessary to understand the mechanisms of CSF-αSyn-SAA parameter differences. © 2024 International Parkinson and Movement Disorder Society.
PMID: 39692283
ISSN: 1531-8257
CID: 5764452
External validation of the Memory Assessment Clinics Scale for Epilepsy (MAC-E)
Arrotta, Kayela; Lapin, Brittany; Miller, Margaret; Hogan, Thomas; Barr, William B; Friedman, Daniel; Cotton, Erica; Schuele, Stephan; Wiebe, Samuel; Jehi, Lara; Busch, Robyn M
OBJECTIVE:This study aimed to externally validate the Memory Assessment Clinics Scale for Epilepsy (MAC-E), a brief self-report measure of subjective memory complaints in adults with epilepsy. METHODS:A cross-sectional study was conducted including adults with focal pharmacoresistant epilepsy from three Level 4 epilepsy centers in the U.S., who completed the MAC-E as part of a clinical neuropsychological evaluation. Confirmatory factor analysis was conducted, and goodness-of-fit criteria were calculated to assess model fit: comparative fit index (CFI), root mean square error of approximation (RMSEA), and standardized root mean residual (SRMR). Item response theory models were constructed, and Mokken analysis was used to assess discrimination and unidimensionality. Internal consistency was evaluated with McDonald's Omega. RESULTS:values for each of the 5 factors (0.58-0.91 and 0.34-0.82, respectively). MAC-E items demonstrated high levels of discrimination as well as the ability to evaluate across the entirety of each latent trait. Score responses were uniformly distributed across latent traits, and unidimensionality was established by factor (all H coefficients > 0.4). Internal consistency was high across factors (omega range: 0.77-0.88). CONCLUSIONS:Results of this study demonstrate good external validation of the MAC-E in an independent, multicenter cohort of adults with epilepsy. These findings provide further support that the MAC-E is a psychometrically valid, self-report instrument to assess every-day memory abilities in adults with epilepsy in both clinical and research settings.
PMID: 39642672
ISSN: 1525-5069
CID: 5792962
Guidelines for Seizure Prophylaxis in Patients Hospitalized with Nontraumatic Intracerebral Hemorrhage: A Clinical Practice Guideline for Health Care Professionals from the Neurocritical Care Society
Frontera, Jennifer A; Rayi, Appaji; Tesoro, Eljim; Gilmore, Emily J; Johnson, Emily L; Olson, DaiWai; Ullman, Jamie S; Yuan, Yuhong; Zafar, Sahar; Rowe, Shaun
BACKGROUND:There is practice heterogeneity in the use, type, and duration of prophylactic antiseizure medications (ASM) in patients hospitalized with acute nontraumatic intracerebral hemorrhage (ICH). METHODS:We conducted a systematic review and meta-analysis assessing ASM primary prophylaxis in adults hospitalized with acute nontraumatic ICH. The following population, intervention, comparison, and outcome (PICO) questions were assessed: (1) Should ASM versus no ASM be used in patients with acute ICH with no history of clinical or electrographic seizures? (2) If an ASM is used, should levetiracetam (LEV) or phenytoin/fosphenytoin (PHT/fPHT) be preferentially used? and (3) If an ASM is used, should a long (> 7 days) versus short (≤ 7 days) duration of prophylaxis be used? The main outcomes assessed were early seizure (≤ 14 days), late seizures (> 14 days), adverse events, mortality, and functional and cognitive outcomes. We used Grading of Recommendations Assessment, Development, and Evaluation methodology to generate recommendations. RESULTS:The initial literature search yielded 1,988 articles, and 15 formed the basis of the recommendations. PICO 1: although there was no significant impact of ASM on the outcomes of early or late seizure or mortality, meta-analyses demonstrated increased adverse events and higher relative risk of poor functional outcomes at 90 days with prophylactic ASM use. PICO 2: we did not detect any significant positive or negative effect of PHT/fPHT compared to LEV for early seizures or adverse events, although point estimates tended to favor LEV. PICO 3: based on one decision analysis, quality-adjusted life-years were increased with a shorter duration of ASM prophylaxis. CONCLUSIONS:We suggest avoidance of prophylactic ASM in hospitalized adult patients with acute nontraumatic ICH (weak recommendation, very low quality of evidence). If used, we suggest LEV over PHT/fPHT (weak recommendation, very low quality of evidence) for a short duration (≤ 7 days; weak recommendation, very low quality of evidence).
PMID: 39707127
ISSN: 1556-0961
CID: 5765022
Severe intracranial hypotension secondary to cerebrospinal-venous fistula in a patient with remote history of spinal decompression and fusion
Greenberg, Julia; Kallik, Christina; Jadow, Benjamin; Boonsiri, Joseph; Kvint, Svetlana; Raz, Eytan; Lewis, Ariane
PMID: 39733505
ISSN: 1532-2653
CID: 5805402
Toward a biological definition of neuronal and glial synucleinopathies
Soto, Claudio; Mollenhauer, Brit; Hansson, Oskar; Kang, Un Jung; Alcalay, Roy N; Standaert, David; Trenkwalder, Claudia; Marek, Kenneth; Galasko, Douglas; Poston, Kathleen
Cerebral accumulation of alpha-synuclein (αSyn) aggregates is the hallmark event in a group of neurodegenerative diseases-collectively called synucleinopathies-which include Parkinson's disease, dementia with Lewy bodies and multiple system atrophy. Currently, these are diagnosed by their clinical symptoms and definitively confirmed postmortem by the presence of αSyn deposits in the brain. Here, we summarize the drawbacks of the current clinical definition of synucleinopathies and outline the rationale for moving toward an earlier, biology-anchored definition of these disorders, with or without the presence of clinical symptoms. We underscore the utility of the αSyn seed amplification assay to detect aggregated αSyn in living patients and to differentiate between neuronal or glial αSyn pathology. We anticipate that a biological definition of synucleinopathies, if well-integrated with the current clinical classifications, will enable further understanding of the disease pathogenesis and contribute to the development of effective, disease-modifying therapies.
PMID: 39885358
ISSN: 1546-170x
CID: 5781232
Association of Dynamic Trajectories of Time-Series Data and Life-Threatening Mass Effect in Large Middle Cerebral Artery Stroke
Ong, Charlene J; Huang, Qiuxi; Kim, Ivy So Yeon; Pohlmann, Jack; Chatzidakis, Stefanos; Brush, Benjamin; Zhang, Yihan; Du, Yili; Malinger, Leigh Ann; Benjamin, Emelia J; Dupuis, Josée; Greer, David M; Smirnakis, Stelios M; Trinquart, Ludovic
BACKGROUND:Life-threatening, space-occupying mass effect due to cerebral edema and/or hemorrhagic transformation is an early complication of patients with middle cerebral artery stroke. Little is known about longitudinal trajectories of laboratory and vital signs leading up to radiographic and clinical deterioration related to this mass effect. METHODS:We curated a retrospective data set of 635 patients with large middle cerebral artery stroke totaling 95,463 data points for 10 longitudinal covariates and 40 time-independent covariates. We assessed trajectories of the 10 longitudinal variables during the 72 h preceding three outcomes representative of life-threatening mass effect: midline shift ≥ 5 mm, pineal gland shift (PGS) > 4 mm, and decompressive hemicraniectomy (DHC). We used a "backward-looking" trajectory approach. Patients were aligned based on outcome occurrence time and the trajectory of each variable was assessed before that outcome by accounting for cases and noncases, adjusting for confounders. We evaluated longitudinal trajectories with Cox proportional time-dependent regression. RESULTS:Of 635 patients, 49.0% were female, and the mean age was 69 years. Thirty five percent of patients had midline shift ≥ 5 mm, 24.3% of patients had PGS > 4 mm, and 10.7% of patients underwent DHC. Backward-looking trajectories showed mild increases in white blood cell count (10-11 K/UL within 72 h), temperature (up to half a degree within 24 h), and sodium levels (1-3 mEq/L within 24 h) before the three outcomes of interest. We also observed a decrease in heart rate (75-65 beats per minute) 24 h before DHC. We found a significant association between increased white blood cell count with PGS > 4 mm (hazard ratio 1.05, p value 0.007). CONCLUSIONS:Longitudinal profiling adjusted for confounders demonstrated that white blood cell count, temperature, and sodium levels appear to increase before radiographic and clinical indicators of space-occupying mass effect. These findings will inform the development of multivariable dynamic risk models to aid prediction of life-threatening, space-occupying mass effect.
PMID: 38955931
ISSN: 1556-0961
CID: 5732722
DISCOntinuation of disease-modifying therapies in MS: The DISCOMS extension trial
Corboy, John R; Fox, Robert J; Cutter, Gary; Engebretson, Eric; Miller, Aaron; Morgan, Charity; Gustafson, Tarah; Goodman, Andrew D; Kannan, Meena; Sriram, Subramanian; Xia, Zongqi; Lynch, Sharon; Bowen, James; Kister, Ilya
BACKGROUND/UNASSIGNED:In the DISCOMS (DISCOntinuation of disease-modifying therapies (DMTs) in multiple sclerosis (MS)) randomized clinical trial, we could not demonstrate that discontinuing MS DMTs in older, stable adults was not inferior to continuing DMTs. Relapses were rare in both groups, and most new disease activity was one to two new brain magnetic resonance imaging (MRI) lesions unassociated with clinical changes. OBJECTIVE/AIMS/UNASSIGNED:Describe results of the DISCOMS extension study. METHODS/UNASSIGNED:Among 10/19 of the original sites, we enrolled patients who completed DISCOMS; did not reach the primary endpoint during the original trial; and retained original randomized assignment. Participants completed one study visit and brain MRI at least 30 months after original enrollment in DISCOMS. Primary endpoint was time from entry into the primary study to relapse or new brain MRI activity. RESULTS/UNASSIGNED:= 0.043 from log-rank test). CONCLUSIONS/UNASSIGNED:From entry into DISCOMS extension study, time to new MS activity remained shorter in discontinuers, but relapses were absent and new brain MRI lesions were rare.
PMID: 39834328
ISSN: 1477-0970
CID: 5780442
A comparative analysis of microsurgical resection versus stereotactic radiosurgery for Spetzler-Martin grade III arteriovenous malformations: A multicenter propensity score matched study
Tos, Salem M; Hajikarimloo, Bardia; Osama, Mahmoud; Mantziaris, Georgios; Adeeb, Nimer; Kandregula, Sandeep; Salim, Hamza Adel; Musmar, Basel; Ogilvy, Christopher; Kondziolka, Douglas; Dmytriw, Adam A; El Naamani, Kareem; Abdelsalam, Ahmed; Kumbhare, Deepak; Gummadi, Sanjeev; Ataoglu, Cagdas; Essibayi, Muhammed Amir; Erginoglu, Ufuk; Keles, Abdullah; Muram, Sandeep; Sconzo, Daniel; Riina, Howard; Rezai, Arwin; Pöppe, Johannes; Sen, Rajeev D; Alwakaa, Omar; Griessenauer, Christoph J; Jabbour, Pascal; Tjoumakaris, Stavropoula I; Burkhardt, Jan-Karl; Starke, Robert M; Baskaya, Mustafa K; Sekhar, Laligam N; Levitt, Michael R; Altschul, David J; Haranhalli, Neil; McAvoy, Malia; Abushehab, Abdallah; Aslan, Assala; Swaid, Christian; Abla, Adib; Stapleton, Christopher; Koch, Matthew; Srinivasan, Visish M; Chen, Peng R; Blackburn, Spiros; Cochran, Joseph; Choudhri, Omar; Pukenas, Bryan; Orbach, Darren; Smith, Edward; Möhlenbruch, Markus; Alaraj, Ali; Aziz-Sultan, Ali; Dlouhy, Kathleen; El Ahmadieh, Tarek; Patel, Aman B; Savardekar, Amey; Cuellar, Hugo H; Lawton, Michael; Guthikonda, Bharat; Morcos, Jacques; Sheehan, Jason
BACKGROUND:Spetzler-Martin (SM) Grade III brain arteriovenous malformations (BAVMs) represent a transitional risk zone between low- and high-grade BAVMs, characterized by diverse angioarchitecture. The primary treatment options are endovascular embolization, microsurgical resection (MS), and stereotactic radiosurgery (SRS). This study compares the efficacy and outcomes of MS and SRS. METHODS:We conducted a multicenter, retrospective study involving patients from the MISTA database with SM Grade III BAVMs treated with MS or SRS between 2010 and 2023. Propensity matching was based on age, favorable modified Rankin Score (mRS) at presentation, nidus size, rupture status, location depth, and eloquence. RESULTS:, p = 0.6) were similar. MS showed higher obliteration rates (93.3 %) compared to SRS (46.7 %) at the last follow-up (p < 0.001). The median time to obliteration post-SRS was 31.5 months (IQR: 15.3-60.0). SRS obliteration rates were 19 %, 29 %, and 59 % at 24, 36, and 60 months, respectively. Overall complication rates (MS: 30 % vs. SRS: 20 %, p = 0.4) and permanent complications (MS: 10 % vs. SRS: 13.3 %, p > 0.9) were similar. Hemorrhage occurred once in the MS group and none in the SRS (p > 0.9). Favorable outcomes (mRS 0-2) were higher with SRS than MS (93.3 % vs 80.0 %, p = 0.3), with one AVM-related mortality in the MS group. CONCLUSION/CONCLUSIONS:MS and SRS are viable treatments for SM Grade III BAVMs. Treatment choice should be individualized by a multidisciplinary team, considering patient goals.
PMID: 39642799
ISSN: 1872-6968
CID: 5800382
The α-synuclein seed amplification assay: Interpreting a test of Parkinson's pathology
Espay, Alberto J; Lees, Andrew J; Cardoso, Francisco; Frucht, Steven J; Erskine, Daniel; Sandoval, Ivette M; Bernal-Conde, Luis Daniel; Sturchio, Andrea; Imarisio, Alberto; Hoffmann, Christian; Montemagno, Kora T; Milovanovic, Dragomir; Halliday, Glenda M; Manfredsson, Fredric P
The α-synuclein seed amplification assay (αSyn-SAA) sensitively detects Lewy pathology, the amyloid state of α-synuclein, in the cerebrospinal fluid (CSF) of patients with Parkinson's disease (PD). The αSyn-SAA harnesses the physics of seeding, whereby a superconcentrated solution of recombinant α-synuclein lowers the thermodynamic threshold (nucleation barrier) for aggregated α-synuclein to act as a nucleation catalyst ("seed") to trigger the precipitation (nucleation) of monomeric α-synuclein into pathology. This laboratory setup increases the signal for identifying a catalyst if one is present in the tissue examined. The result is binary: positive, meaning precipitation occurred, and a catalyst is present, or negative, meaning no precipitation, therefore no catalyst. Since protein precipitation via seeding can only occur at a concentration many-fold higher than the human brain, laboratory-elicited seeding does not mean human brain seeding. We suggest that a positive αSyn-SAA reveals the presence of pathological α-synuclein but not the underlying etiology for the precipitation of monomeric α-synuclein into its pathological form. Thus, a positive αSyn-SAA supports a clinical diagnosis of PD but cannot inform disease pathogenesis, ascertain severity, predict the rate of progression, define biology or biological subtypes, or monitor treatment response.
PMID: 39794217
ISSN: 1873-5126
CID: 5782072