Searched for: school:SOM
Department/Unit:Neuroscience Institute
A Convolutional Subunit Model for Neuronal Responses in Macaque V1
Vintch, Brett; Movshon, J Anthony; Simoncelli, Eero P
The response properties of neurons in the early stages of the visual system can be described using the rectified responses of a set of self-similar, spatially shifted linear filters. In macaque primary visual cortex (V1), simple cell responses can be captured with a single filter, whereas complex cells combine a set of filters, creating position invariance. These filters cannot be estimated using standard methods, such as spike-triggered averaging. Subspace methods like spike-triggered covariance can recover multiple filters but require substantial amounts of data, and recover an orthogonal basis for the subspace in which the filters reside, rather than the filters themselves. Here, we assume a linear-nonlinear-linear-nonlinear (LN-LN) cascade model in which the first LN stage consists of shifted ("convolutional") copies of a single filter, followed by a common instantaneous nonlinearity. We refer to these initial LN elements as the "subunits" of the receptive field, and we allow two independent sets of subunits, each with its own filter and nonlinearity. The second linear stage computes a weighted sum of the subunit responses and passes the result through a final instantaneous nonlinearity. We develop a procedure to directly fit this model to electrophysiological data. When fit to data from macaque V1, the subunit model significantly outperforms three alternatives in terms of cross-validated accuracy and efficiency, and provides a robust, biologically plausible account of receptive field structure for all cell types encountered in V1. SIGNIFICANCE STATEMENT: We present a new subunit model for neurons in primary visual cortex that significantly outperforms three alternative models in terms of cross-validated accuracy and efficiency, and provides a robust and biologically plausible account of the receptive field structure in these neurons across the full spectrum of response properties.
PMCID:4635132
PMID: 26538653
ISSN: 1529-2401
CID: 1882652
Synaptic circuits and their variations within different columns in the visual system of Drosophila
Takemura, Shin-Ya; Xu, C Shan; Lu, Zhiyuan; Rivlin, Patricia K; Parag, Toufiq; Olbris, Donald J; Plaza, Stephen; Zhao, Ting; Katz, William T; Umayam, Lowell; Weaver, Charlotte; Hess, Harald F; Horne, Jane Anne; Nunez-Iglesias, Juan; Aniceto, Roxanne; Chang, Lei-Ann; Lauchie, Shirley; Nasca, Ashley; Ogundeyi, Omotara; Sigmund, Christopher; Takemura, Satoko; Tran, Julie; Langille, Carlie; Le Lacheur, Kelsey; McLin, Sari; Shinomiya, Aya; Chklovskii, Dmitri B; Meinertzhagen, Ian A; Scheffer, Louis K
We reconstructed the synaptic circuits of seven columns in the second neuropil or medulla behind the fly's compound eye. These neurons embody some of the most stereotyped circuits in one of the most miniaturized of animal brains. The reconstructions allow us, for the first time to our knowledge, to study variations between circuits in the medulla's neighboring columns. This variation in the number of synapses and the types of their synaptic partners has previously been little addressed because methods that visualize multiple circuits have not resolved detailed connections, and existing connectomic studies, which can see such connections, have not so far examined multiple reconstructions of the same circuit. Here, we address the omission by comparing the circuits common to all seven columns to assess variation in their connection strengths and the resultant rates of several different and distinct types of connection error. Error rates reveal that, overall, <1% of contacts are not part of a consensus circuit, and we classify those contacts that supplement (E+) or are missing from it (E-). Autapses, in which the same cell is both presynaptic and postsynaptic at the same synapse, are occasionally seen; two cells in particular, Dm9 and Mi1, form >/=20-fold more autapses than do other neurons. These results delimit the accuracy of developmental events that establish and normally maintain synaptic circuits with such precision, and thereby address the operation of such circuits. They also establish a precedent for error rates that will be required in the new science of connectomics.
PMCID:4640747
PMID: 26483464
ISSN: 1091-6490
CID: 1825352
Attention stabilizes the shared gain of V4 populations
Rabinowitz, Neil C; Goris, Robbe L; Cohen, Marlene; Simoncelli, Eero
Responses of sensory neurons represent stimulus information, but are also influenced by internal state. For example, when monkeys direct their attention to a visual stimulus, the response gain of specific subsets of neurons in visual cortex changes. Here, we develop a functional model of population activity to investigate the structure of this effect. We fit the model to the spiking activity of bilateral neural populations in area V4, recorded while the animal performed a stimulus discrimination task under spatial attention. The model reveals four separate time-varying shared modulatory signals, the dominant two of which each target task-relevant neurons in one hemisphere. In attention-directed conditions, the associated shared modulatory signal decreases in variance. This finding provides an interpretable and parsimonious explanation for previous observations that attention reduces variability and noise correlations of sensory neurons. Finally, the recovered modulatory signals reflect previous reward, and are predictive of choice behavior.
PMCID:4758958
PMID: 26523390
ISSN: 2050-084x
CID: 1931202
The Corticohippocampal Circuit, Synaptic Plasticity, and Memory
Basu, Jayeeta; Siegelbaum, Steven A
Synaptic plasticity serves as a cellular substrate for information storage in the central nervous system. The entorhinal cortex (EC) and hippocampus are interconnected brain areas supporting basic cognitive functions important for the formation and retrieval of declarative memories. Here, we discuss how information flow in the EC-hippocampal loop is organized through circuit design. We highlight recently identified corticohippocampal and intrahippocampal connections and how these long-range and local microcircuits contribute to learning. This review also describes various forms of activity-dependent mechanisms that change the strength of corticohippocampal synaptic transmission. A key point to emerge from these studies is that patterned activity and interaction of coincident inputs gives rise to associational plasticity and long-term regulation of information flow. Finally, we offer insights about how learning-related synaptic plasticity within the corticohippocampal circuit during sensory experiences may enable adaptive behaviors for encoding spatial, episodic, social, and contextual memories.
PMCID:4632668
PMID: 26525152
ISSN: 1943-0264
CID: 1825442
Stejskal's formula for multiple-pulsed diffusion MRI
Jensen, Jens H
A fundamental theoretical result for diffusion MRI is the formula by Stejskal showing that the diffusion NMR signal is proportional to the Fourier transform of the diffusion displacement probability density function. Here this result is extended to multiple-pulsed diffusion MRI (MP-dMRI) by using a higher dimensional q-space formalism to express the diffusion-weighted signal for a sequence with N diffusion wave vectors in terms of a Fourier transform of a diffusion displacement probability density function in a 3N-dimensional space. As an illustration of the application of this extended version of Stejskal's formula, it is used to analyze the cumulant expansion of the signal magnitude for MP-dMRI.
PMID: 26220858
ISSN: 1873-5894
CID: 4452192
Trial-unique, delayed nonmatching-to-location (TUNL) touchscreen testing for mice: sensitivity to dorsal hippocampal dysfunction
Kim, Chi Hun; Romberg, Carola; Hvoslef-Eide, Martha; Oomen, Charlotte A; Mar, Adam C; Heath, Christopher J; Berthiaume, Andree-Anne; Bussey, Timothy J; Saksida, Lisa M
RATIONALE: The hippocampus is implicated in many of the cognitive impairments observed in conditions such as Alzheimer's disease (AD) and schizophrenia (SCZ). Often, mice are the species of choice for models of these diseases and the study of the relationship between brain and behaviour more generally. Thus, automated and efficient hippocampal-sensitive cognitive tests for the mouse are important for developing therapeutic targets for these diseases, and understanding brain-behaviour relationships. One promising option is to adapt the touchscreen-based trial-unique nonmatching-to-location (TUNL) task that has been shown to be sensitive to hippocampal dysfunction in the rat. OBJECTIVES: This study aims to adapt the TUNL task for use in mice and to test for hippocampus-dependency of the task. METHODS: TUNL training protocols were altered such that C57BL/6 mice were able to acquire the task. Following acquisition, dysfunction of the dorsal hippocampus (dHp) was induced using a fibre-sparing excitotoxin, and the effects of manipulation of several task parameters were examined. RESULTS: Mice could acquire the TUNL task using training optimised for the mouse (experiments 1). TUNL was found to be sensitive to dHp dysfunction in the mouse (experiments 2, 3 and 4). In addition, we observed that performance of dHp dysfunction group was somewhat consistently lower when sample locations were presented in the centre of the screen. CONCLUSIONS: This study opens up the possibility of testing both mouse and rat models on this flexible and hippocampus-sensitive touchscreen task.
PMCID:4600470
PMID: 26173611
ISSN: 1432-2072
CID: 1675222
Defining glioblastoma stem cell heterogeneity [Meeting Abstract]
Bayin, N S; Sen, R; Si, S; Modrek, A S; Ortenzi, V; Zagzag, D; Snuderl, M; Golfinos, J G; Doyle, W; Galifianakis, N; Chesler, M; Illa-Bochaca, I; Barcellos-Hoff, M H; Dolgalev, I; Heguy, A; Placantonakis, D
A major impeding factor in designing effective therapies against glioblastoma (GBM) is its extensive molecular heterogeneity and the diversity of microenvironmental conditions within any given tumor. To test whether heterogeneity with the GBM stem cell (GSC) population is required to ensure tumor growth in such diverse microenvironments, we used human GBM biospecimens to examine the identity of cells marked by two established GSC markers: CD133 and activation of the Notch pathway. Using primary GBM cultures engineered to express GFP upon activation of Notch signaling, we observed only partial overlap between cells expressing cell surface CD133 and cells with Notch activation (n = 3 specimens), contrary to expectations based on prior literature. To further investigate this finding, we FACS-isolated these cell populations and characterized them. While both CD133+ (CD133 + /Notch-) and Notch+(CD133-/Notch+) cells fulfill GSC criteria, they differ vastly in their transcriptome, metabolic preferences and differentiation capacity, thus giving rise to histologically distinct tumors. CD133+ GSCs have increased expression of hypoxia-regulated and glycolytic genes, and are able to expand under hypoxia by activating anaerobic glycolysis. In contrast, Notch+ GSCs are unable to utilize anaerobic glycolysis under hypoxia, leading to decreased tumorsphere formation ability. While CD133+ GSCs give rise to histologically homogeneous tumors devoid of large tumor vessels, tumors initiated by Notch+ GSCs are marked by large perfusing vessels enveloped by pericytes. Using a lineage tracing system, we showed that pericytes are derived from Notch+ GSCs. In addition, Notch+ cells are able to give rise to all tumor lineages in vitro and in vivo, including CD133 + /Notch- cells, as opposed to Notch- populations, which have restricted differentiation capacity and do not generate Notch+ lineages. Our findings demonstrate that GSC heterogeneity is a mechanism used by tumors to sustain growth in diverse microenvironmental conditions
EMBASE:72188944
ISSN: 1522-8517
CID: 2015952
An eight-step synthesis of epicolactone reveals its biosynthetic origin
Ellerbrock, Pascal; Armanino, Nicolas; Ilg, Marina K; Webster, Robert; Trauner, Dirk
Epicolactone is a recently isolated fungal metabolite that is highly complex for its size, and yet racemic. With its array of quaternary stereocentres, high degree of functionalization and intricate polycyclic structure, it poses a considerable challenge to synthesis, a challenge that can be met by understanding its biosynthetic origin. If drawn in a certain way, epicolactone reveals a pattern that resembles purpurogallin, the archetype of ubiquitous natural colourants formed via oxidative dimerization. Based on this insight, we designed a biomimetic synthesis of epicolactone that proceeds in only eight steps from vanillyl alcohol. We have isolated a key intermediate that supports our biosynthetic hypothesis and anticipate that an isomer of epicolactone stemming from our synthetic efforts could also be found as a natural product.
PMID: 26492007
ISSN: 1755-4349
CID: 2484302
Direct recordings of muscle and cutaneous sympathetic nerve activity in patients with familial dysautonomia [Meeting Abstract]
Macefield, V G; Norcliffe-Kaufmann, L; Axelrod, F B; Kaufmann, H
Familial dysautonomia (FD) features a unique combination of cardiovascular disturbances not seen in patients with any other chronic disorder of the autonomic nervous system. While blood pressure falls and both heart rate and plasma noradrenaline fail to increase during standing in FD, patients demonstrate significant increases in blood pressure and plasma noradrenaline during episodes of emotional arousal. This indicates that vasoconstrictor neurones can be activated during states of emotional arousal, and that noradrenaline is released. Because constriction of arterioles in skeletal muscle vascular beds is one of the primary determinants of total peripheral resistance and hence of blood pressure, we would expect that muscle sympathetic nerve activity (MSNA) -which is vasoconstrictor in function - would be present in patients with FD. However, given the absence of functional baroreflex afferents we predicted that MSNA would not appear as cardiac-locked bursts. We tested this hypothesis using tungsten microelectrodes inserted percutaneously into muscle or cutaneous fascicles of the nerve in 12 patients with FD. Spontaneous bursts of MSNA were absent in all patients, but in five patients we found evidence of tonically firing sympathetic neurones, with no cardiac rhythmicity, that increased their spontaneous discharge during emotional arousal but not during baroreceptor unloading. Conversely, skin sympathetic nerve activity (SSNA) appeared normal. We conclude that the loss of baroreflex modulation of MSNA contributes to the poor control of blood pressure in FD, and that the increase in tonic firing of muscle vasoconstrictor neurones contributes to the increase in blood pressure during emotional excitement
EMBASE:72346655
ISSN: 1872-7484
CID: 2204742
Obituary: Cornelius H. Vanderwolf [Obituary]
Buzsaki, Gyorgy; Bland, Brian H
C.H. Vanderwolf described motor correlates of hippocampal theta oscillations and uncovered two broad classes: atropine-sensitive and atropine-resistant rhythm with likely different behavioral and cognitive significance. (c) 2015 Wiley Periodicals, Inc.
PMID: 26314554
ISSN: 1098-1063
CID: 1839432