Searched for: school:SOM
Department/Unit:Neuroscience Institute
Improving scalability in systems neuroscience
Chen, Zhe Sage; Pesaran, Bijan
Emerging technologies to acquire data at increasingly greater scales promise to transform discovery in systems neuroscience. However, current exponential growth in the scale of data acquisition is a double-edged sword. Scaling up data acquisition can speed up the cycle of discovery but can also misinterpret the results or possibly slow down the cycle because of challenges presented by the curse of high-dimensional data. Active, adaptive, closed-loop experimental paradigms use hardware and algorithms optimized to enable time-critical computation to provide feedback that interprets the observations and tests hypotheses to actively update the stimulus or stimulation parameters. In this perspective, we review important concepts of active and adaptive experiments and discuss how selectively constraining the dimensionality and optimizing strategies at different stages of discovery loop can help mitigate the curse of high-dimensional data. Active and adaptive closed-loop experimental paradigms can speed up discovery despite an exponentially increasing data scale, offering a road map to timely and iterative hypothesis revision and discovery in an era of exponential growth in neuroscience.
PMID: 33831347
ISSN: 1097-4199
CID: 4839702
Choice and Trade-offs: Parent Decision Making for Neurotechnologies for Pediatric Drug-Resistant Epilepsy
Hrincu, Viorica; McDonald, Patrick J; Connolly, Mary B; Harrison, Mark J; Ibrahim, George M; Naftel, Robert P; Chiong, Winston; Alam, Armaghan; Ribary, Urs; Illes, Judy
This qualitative study investigated factors that guide caregiver decision making and ethical trade-offs for advanced neurotechnologies used to treat children with drug-resistant epilepsy. Caregivers with affected children were recruited to semi-structured focus groups or interviews at one of 4 major epilepsy centers in Eastern and Western Canada and the USA (n = 22). Discussions were transcribed and qualitative analytic methods applied to examine values and priorities (eg, risks, benefits, adherence, invasiveness, reversibility) of caregivers pertaining to novel technologies to treat drug-resistant epilepsy. Discussions revealed 3 major thematic branches for decision making: (1) features of the intervention-risks and benefits, with an emphasis on an aversion to perceived invasiveness; (2) decision drivers-trust in the clinical team, treatment costs; and (3) quality of available information about neurotechnological options. Overall, caregivers' definition of treatment success is more expansive than seizure freedom. The full involvement of their values and priorities must be considered in the decision-making process.
PMID: 34078159
ISSN: 1708-8283
CID: 4891662
Eight-week antidepressant treatment reduces functional connectivity in first-episode drug-naïve patients with major depressive disorder
Li, Le; Su, Yun-Ai; Wu, Yan-Kun; Castellanos, Francisco Xavier; Li, Ke; Li, Ji-Tao; Si, Tian-Mei; Yan, Chao-Gan
Previous neuroimaging studies have revealed abnormal functional connectivity of brain networks in patients with major depressive disorder (MDD), but findings have been inconsistent. A recent big-data study found abnormal intrinsic functional connectivity within the default mode network in patients with recurrent MDD but not in first-episode drug-naïve patients with MDD. This study also provided evidence for reduced default mode network functional connectivity in medicated MDD patients, raising the question of whether previously observed abnormalities may be attributable to antidepressant effects. The present study (ClinicalTrials.gov identifier: NCT03294525) aimed to disentangle the effects of antidepressant treatment from the pathophysiology of MDD and test the medication normalization hypothesis. Forty-one first-episode drug-naïve MDD patients were administrated antidepressant medication (escitalopram or duloxetine) for 8 weeks, with resting-state functional connectivity compared between posttreatment and baseline. To assess the replicability of the big-data finding, we also conducted a cross-sectional comparison of resting-state functional connectivity between the MDD patients and 92 matched healthy controls. Both Network-Based Statistic analyses and large-scale network analyses revealed intrinsic functional connectivity decreases in extensive brain networks after treatment, indicating considerable antidepressant effects. Neither Network-Based Statistic analyses nor large-scale network analyses detected significant functional connectivity differences between treatment-naïve patients and healthy controls. In short, antidepressant effects are widespread across most brain networks and need to be accounted for when considering functional connectivity abnormalities in MDD.
PMID: 33638263
ISSN: 1097-0193
CID: 4802392
Neural cell adhesion molecule is required for ventricular conduction system development
Delgado, Camila; Bu, Lei; Zhang, Jie; Liu, Fang-Yu; Sall, Joseph; Liang, Feng-Xia; Furley, Andrew J; Fishman, Glenn I
The most distal portion of the ventricular conduction system (VCS) contains cardiac Purkinje cells (PCs), which are essential for synchronous activation of the ventricular myocardium. Contactin-2 (CNTN2), a member of the immunoglobulin superfamily of cell adhesion molecules (IgSF-CAMs), was previously identified as a marker of the VCS. Through differential transcriptional profiling, we discovered two additional highly enriched IgSF-CAMs in the VCS: NCAM-1 and ALCAM. Immunofluorescence staining showed dynamic expression patterns for each IgSF-CAM during embryonic and early postnatal stages, but ultimately all three proteins became highly enriched in mature PCs. Mice deficient in NCAM-1, but not CNTN2 or ALCAM, exhibited defects in PC gene expression and VCS patterning, as well as cardiac conduction disease. Moreover, using ST8sia2 and ST8sia4 knockout mice, we show that inhibition of post-translational modification of NCAM-1 by polysialic acid leads to disrupted trafficking of sarcolemmal intercalated disc proteins to junctional membranes and abnormal expansion of the extracellular space between apposing PCs. Taken together, our data provide insights into the complex developmental biology of the ventricular conduction system.
PMID: 34100064
ISSN: 1477-9129
CID: 4899742
Activated microglia drive demyelination via CSF1R signaling
Marzan, Dave E; Brügger-Verdon, Valérie; West, Brian L; Liddelow, Shane; Samanta, Jayshree; Salzer, James L
Microgliosis is a prominent pathological feature in many neurological diseases including multiple sclerosis (MS), a progressive auto-immune demyelinating disorder. The precise role of microglia, parenchymal central nervous system (CNS) macrophages, during demyelination, and the relative contributions of peripheral macrophages are incompletely understood. Classical markers used to identify microglia do not reliably discriminate between microglia and peripheral macrophages, confounding analyses. Here, we use a genetic fate mapping strategy to identify microglia as predominant responders and key effectors of demyelination in the cuprizone (CUP) model. Colony-stimulating factor 1 (CSF1), also known as macrophage colony-stimulating factor (M-CSF) - a secreted cytokine that regulates microglia development and survival-is upregulated in demyelinated white matter lesions. Depletion of microglia with the CSF1R inhibitor PLX3397 greatly abrogates the demyelination, loss of oligodendrocytes, and reactive astrocytosis that results from CUP treatment. Electron microscopy (EM) and serial block face imaging show myelin sheaths remain intact in CUP treated mice depleted of microglia. However, these CUP-damaged myelin sheaths are lost and robustly phagocytosed upon-repopulation of microglia. Direct injection of CSF1 into CNS white matter induces focal microgliosis and demyelination indicating active CSF1 signaling can promote demyelination. Finally, mice defective in adopting a toxic astrocyte phenotype that is driven by microglia nevertheless demyelinate normally upon CUP treatment implicating microglia rather than astrocytes as the primary drivers of CUP-mediated demyelination. Together, these studies indicate activated microglia are required for and can drive demyelination directly and implicate CSF1 signaling in these events.
PMID: 33620118
ISSN: 1098-1136
CID: 4794442
Validation of a Novel Compact System for the Measurement of Lung Volumes
Berger, Kenneth I; Adam, Ori; Dal Negro, Roberto Walter; Kaminsky, David A; Shiner, Robert J; Burgos, Felip; de Jongh, Frans H C; Cohen, Inon; Fredberg, Jeffrey J
BACKGROUND:Current techniques for measuring absolute lung volumes rely on bulky and expensive equipment and are complicated to use for the operator and the patient. A novel method for measurement of absolute lung volumes, the MiniBox method, is presented. RESEARCH QUESTION/OBJECTIVE:Across a population of patients and healthy participants, do values for total lung capacity (TLC) determined by the novel compact device (MiniBox, PulmOne Advanced Medical Devices, Ltd.) compare favorably with measurements determined by traditional whole body plethysmography? STUDY DESIGN AND METHODS/METHODS:). RESULTS:was 7.0%Â in healthy participants. In obstructed patients, the NSD was 7.9%Â in mild obstruction and 9.1%Â in severe obstruction. In restricted patients, the NSD was 7.8%Â in mild restriction and 13.9%Â in moderate and severe restriction. No significant differences were found between TLC values obtained by the two measurement techniques. Also no significant differences were found in results obtained among the five centers. INTERPRETATION/CONCLUSIONS:TLC as measured by the novel MiniBox system is not significantly different from TLC measured by conventional whole body plethysmography, thus validating the MiniBox method as a reliable method to measure absolute lung volumes.
PMID: 33539839
ISSN: 1931-3543
CID: 4901182
Rapid volume pulsation of the extracellular space coincides with epileptiform activity in mice and depends on the NBCe1 transporter
Colbourn, Robert; Hrabe, Jan; Nicholson, Charles; Perkins, Matthew; Goodman, Jeffrey H; Hrabetova, Sabina
KEY POINTS/CONCLUSIONS:cotransporter (NBCe1). NBCe1 pharmacological inhibition suppresses RVP and epileptiform activity. Inhibition of changes in ECS volume may represent a useful target in epilepsy patients who are resistant to current treatments. ABSTRACT/UNASSIGNED:cotransporter (NBCe1) by 4,4'-diisothiocyano-2,2'-stilbenedisulfonic acid (DIDS) eliminated both the RVP and the persistent ECS shrinkage. Importantly, this blocker also stopped the epileptiform activity. These results demonstrate that RVP is closely associated with epileptiform activity across several models of epileptiform activity and therefore the underlying mechanism could potentially represent a novel target for epilepsy management and treatment. This article is protected by copyright. All rights reserved.
PMID: 33942325
ISSN: 1469-7793
CID: 4866162
Tracking cell lineages to improve research reproducibility [Letter]
Zaaijer, Sophie; Groen, Simon C; Sanjana, Neville E
PMID: 34012093
ISSN: 1546-1696
CID: 4950182
A recurrent, homozygous EMC10 frameshift variant is associated with a syndrome of developmental delay with variable seizures and dysmorphic features
Shao, Diane D; Straussberg, Rachel; Ahmed, Hind; Khan, Amjad; Tian, Songhai; Hill, R Sean; Smith, Richard S; Majmundar, Amar J; Ameziane, Najim; Neil, Jennifer E; Yang, Edward; Al Tenaiji, Amal; Jamuar, Saumya S; Schlaeger, Thorsten M; Al-Saffar, Muna; Hovel, Iris; Al-Shamsi, Aisha; Basel-Salmon, Lina; Amir, Achiya Z; Rento, Lariza M; Lim, Jiin Ying; Ganesan, Indra; Shril, Shirlee; Evrony, Gilad; Barkovich, A James; Bauer, Peter; Hildebrandt, Friedhelm; Dong, Min; Borck, Guntram; Beetz, Christian; Al-Gazali, Lihadh; Eyaid, Wafaa; Walsh, Christopher A
PURPOSE/OBJECTIVE:The endoplasmic reticulum membrane complex (EMC) is a highly conserved, multifunctional 10-protein complex related to membrane protein biology. In seven families, we identified 13 individuals with highly overlapping phenotypes who harbor a single identical homozygous frameshift variant in EMC10. METHODS:Using exome, genome, and Sanger sequencing, a recurrent frameshift EMC10 variant was identified in affected individuals in an international cohort of consanguineous families. Multiple families were independently identified and connected via Matchmaker Exchange and internal databases. We assessed the effect of the frameshift variant on EMC10 RNA and protein expression and evaluated EMC10 expression in normal human brain tissue using immunohistochemistry. RESULTS:A homozygous variant EMC10 c.287delG (Refseq NM_206538.3, p.Gly96Alafs*9) segregated with affected individuals in each family, who exhibited a phenotypic spectrum of intellectual disability (ID) and global developmental delay (GDD), variable seizures and variable dysmorphic features (elongated face, curly hair, cubitus valgus, and arachnodactyly). The variant arose on two founder haplotypes and results in significantly reduced EMC10 RNA expression and an unstable truncated EMC10 protein. CONCLUSION/CONCLUSIONS:We propose that a homozygous loss-of-function variant in EMC10 causes a novel syndromic neurodevelopmental phenotype. Remarkably, the recurrent variant is likely the result of a hypermutable site and arose on distinct founder haplotypes.
PMID: 33531666
ISSN: 1530-0366
CID: 4793132
A spatial map out of place
Peyrache, Adrien; Duszkiewicz, Adrian J
PMID: 33627792
ISSN: 1748-7838
CID: 4802342