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| Encoding
of Depth in Parietal Reach Region (PRR)
Rajan Bhattacharyya, Richard Andersen
Technological
developments in the past decade have accelerated the pace of research
in brain computer interfaces. Multiple research groups across the country
are pursuing this area of research as a possible solution to spinal
cord injury. The Andersen lab at Caltech specializes in studying brain
areas in the parietal cortex, which is associated with vision and motor
planning, and in particular the Parietal Reach Region (PRR) which encodes
the plan for the next intended reach movement, which is markedly different
than the approach taken by other research groups which are using the
motor cortex as the source of control signal. The Cortical Prosthetic
Project at the Andersen lab has multiple research areas, including the
development of an implantable chip to read signals from the parietal
cortex, development of computational models for the neural signals involved,
development of an online decoding algorithm for the intended movements,
and finally the implementation of the real time control of a robotic
arm through a brain computer interface.
This project seeks to investigate the encoding of depth by PRR neurons
by carrying out experiments that in essence characterize the system.
The first experiment will involve training non-human primates to maintain
fixed eye positions while reaching to targets at various locations in
three dimensional space. The second experiment will have the primates
vary eye positions, however maintain fixed reach locations. Subsequently,
we will investigate the neural mechanism by which PRR neurons encode
the intended three dimensional reach location and develop a computational
model to simulate the process. Lastly, we will augment the online decoding
algorithm that is under development to decode PRR signals from implanted
arrays in non human primates to control a robotic arm in real time to
make reaches to locations in three dimensional space. (full
report)
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| Reward
Expectancy in Dorsomedial Frontal Cortex
of the Macaque Monkey
M. Campos, B. Breznen, and R. A. Andersen
We recorded
neural activity from the dorsomedial frontal cortex of two macaque monkeys
during the performance of memory guided and object based saccade tasks.
Target locations in both tasks were identical, and event defined intervals
could be readily compared across tasks. In about 75% of the recorded
neurons we observed a burst of activity during the interval following
the instructed saccade in both tasks. The majority (65%) of these neurons
also showed a shift in the onset time of this burst from one task to
the other. The burst occurred immediately after the target-acquiring
saccade in the object based task, but with a ~250ms delay in the memory
guided task. The timing of the burst corresponded to the appearance
of the visual feedback that indicated to the monkey that he successfully
completed the task. Furthermore, in successful trials the burst terminated
with the delivery of the reward, but in error trials, in which the monkey
attempted the proper saccade but was not rewarded, the burst was sustained
for up to 2 seconds. We interpret these results to mean that the burst
activity in these cells reflects an expectation of a reward, and that
it persists until the reward is obtained.
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| Decoding
Neuroprosthetic Control Signals from Human Parietal Cortex
Daniel Rizzuto, Richard Andersen
Recent
work in macaques has shown that different areas of posterior parietal
cortex are specialized for planning hand and eye movements (1; 2), and
that it is possible to use recordings from these areas to predict the
direction of the planned movement (3). Preliminary studies from our
group have taken the first step toward identifying the human homologue
of the macaque parietal reach region (PRR), which is responsible for
planning hand movements (4). However, it is still unknown if neural
activity in human PRR exhibits the same spectral characteristics as
that in the macaque. To address this question we are working with human
participants who have chronically implanted electrodes placed on the
surface of cortex and within deep brain regions, often in partial cortex.
Recording taken from these participants while they execute delayed reaches
allow us to acquire high signal-to-noise intracranial EEG (iEEG) activity
from cortical areas during motor planning. Analysis of this neural activity
is aimed at determining which properties of the signal can be used to
decode and predict planned movement.
Additionally, in order for human PRR to serve as a substrate for neuroprosthetic
control signals it must be resistant to pathological reorganization
after cortico-spinal tract (CST) injury, an issue which is still a matter
of debate. To address this, we have begun using fMRI to examine differences
in motor planning activity in quadriplegic patients compared to normal
participants. This comparison will allow us to see to what degree the
activity in these areas degenerates after CST injury. The results of
these studies will provide an assessment of the feasibility of using
PRR recordings in patients with CST injury to control a prosthetic device.(full
report)
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| Robotics
Facilitation in Spinal Learning
Lance Cai, Andy Fong, Joel Burdick and V. Reggie Edgerton
Each year,
11,000 Americans suffer spinal cord injury. Victims of severe spinal
cord injury may suffer symptoms as severe as paraplegia, quadriplegia,
and death. Currently we have no means of restoring locomotor function
to patients who have suffered severe neural tissue damage resulting
from spinal cord injury. While ideal treatments for such injuries involve
regenerating the damaged tissues or developing compensatory neural connections,
these options are not yet feasible. For patients who have lost the ability
to walk, however, promising studies indicate that properly conducted,
systematic motor training may help them walk again. (full
report)
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| Neuromechanical
Design and Active Sensory Systems in Animals
Malcolm Maciver, Joel Burdick
The field
of neuroethology has made tremendous progress in understanding the sensory
processing that subserve natural behaviors. Much work remains, however,
in obtaining an equally detailed and quantitative understanding of how
the mechanics of animals subserve natural behaviors, and in particular,
how sensory abilities complement an animal’s mechanical control
and locomotory needs and characteristics. In addition to its basic science
import, these issues have relevance to engineers seeking to emulate
some of key advantages of animal neuromechanical design, such as high
maneuverability, and high levels of sensory integration for executing
behaviors under changing and uncertain conditions. In this work we study
how motion and sensing are integrated in the weakly electric fish. (full
report)
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|
Control
Algorithm for Movable Neuro-Probes
Zoran Nenadic
Abstract.
The process of extracellular recording from animals cortex is rarely
automated. Moreover, such a procedure requires a constant human supervision
and could be very time consuming. Here we propose a new algorithm that
automatically controls the position of a recording electrode, while
maintaining a certain level of signal quality. (full
report)
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| Fly
Flight Simulator to Study Visual and Rotational Stimuli
John Bender, Michael Dickinson, Pietro Perona
The fly
flight arena was designed (not by me!) to explore the connections between
the different sensory modalities that fruit flies use to control their
flight. The fly is glued to a metal post mounted in the center of a
cylindrical arena. The walls of this cylinder are made out of 11,340
LEDs which are controlled in real time by a computer. (Flies have poor
spatial resolution, estimated at 5°, but very fast temporal resolution
- around 200 Hz. Human vision has spatial resolution of about 1/30th
degree and temporal resolution around 20 Hz.) (full
report)
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| Modular
Electronics for Rapid Development of Behavioral Stimuli
Michael Reiser, Michael Dickinson
Whereas
flies use many sensory modalities, most of the behaviors we casually
observe are dominated by visual control. For this reason, presenting
controlled visual environment to tethered flies continues to be a powerful
experimental paradigm. Most experiments have been done in simple arenas,
either patterns attached to a rotating drum, or in recent years, using
cylinders covered with LEDs. Conventional display technologies (LCDs,
CRTs, etc.) can not be used as stimuli for insect experiments, because
their refresh rates are typically several times slower than the flicker
fusion rate of insect visual systems. LEDs are used because they can
be rapidly refreshed, which is necessary to maintain the illusion of
motion. We have designed modular panels of 64 LEDs each, which can be
snapped together to ‘tile’ an experimental environment with
controllable displays. The panels are individually addressed and communicated
with via a rapid serial interface. The panels have been designed to
be extremely bright (with the added flexibility of individual pixel
programmable brightness control), allowing experimentation over a broad
range of behaviorally relevant stimuli conditions. The panels are controlled
via a microprocessor controller which, for most experiments, will not
require a computer in the loop, significantly reducing the infrastructure
necessary for experiments. This technology allows an experimenter to
build a visual arena with a customized geometry in a matter of hours.
(full report)
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| Vision
as a Compensatory Mechanism for Disturbance Rejection in Upwind Flight
Michael Reiser, Michael Dickinson, Sean Humbert, Richard Murray
For several
decades the visuo-motor control system of flies has been extensively
studied. However, recent results have cast new light on many long standing
assumptions about the operation of the flight control system. In this
project we seek to demonstrate that through a faithful model of the
fly's behavior, it is possible to provide some context within which
controlled behavioral assays can be interpreted. (full
report)
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| A
Biosphere for Studying Neural Circuits of Drosophila melanogaster
Jasper Simon, Michael Dickinson
Research
Proposal. Observation rather than experimentation dominates the
study of animal behavior, a limit to our understanding. We require the
ability to study behavior while aspects of an animal's environment can
be controlled. To meet this goal, I plan a biosphere in which I can
control various parameters to recapitulate the pertinent aspects of
an animal's natural environment.
Seasonal change and undesirable habitats force animals to assess local
resources and decide between to stay or to move somewhere potentially
more desirable. Cues from both the environment and an animal's current
internal state influence such decisions. What mechanisms underlie the
ability to integrate and process these cues? Is movement directed simply
by cue saliency? Or do animals carry out some rudimentary cost-benefit
analysis?
Within a neuroethological context, resource leaving in the fruit fly
Drosophila melanogaster provides a useful model to study such elementary
decision making. With the molecular tools available in Drosophila, I
propose to study the neural circuits involved in this process.
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| Neurogenetic
Dissection of Resource Choice in the Fruit Fly Drosophila melanogaster
Jasper Simon, Michael Dickinson
Abstract.
I propose to study the neurogenetic mechanisms that underlie resource
choice in the fruit fly Drosophila melanogaster. Specifically, how do
genes regulate the decision to leave resources? In natural environments
the distribution and abundance of resources vary over space and time—quite
scarce during certain times in the life of a fly. Thus, it seems flies
would stay indefinitely on an established resource, but casual observation
proves this false. At various times scales: moment-to-moment, over the
course of a day, or throughout a lifetime, flies leave resources. What
external and internal cues influence the probability to leave? How do
these cues interact? Moreover, this behavior initiates dispersal and
has implications for the animal’s life history. Within a neuroethologcal
context, resource leaving in flies provides a useful model to study
elementary decision-making in a simple nervous system. I aim to characterize,
identify, and define the relative contribution of external sensory cues,
internal state cues, and their interactions in the determination of
resource choice. Using molecular and population genetic approaches,
I will attempt to identify the neuronal circuits and genes that participate
in the regulation of resource choice.
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| The
Stochastic Nature of Single Neurons
Kamran Diba, Christof Koch
Our labs
have been very active in furthering our understanding of the biophysical
noise in neocortical pyramidal cells. The Hebrew University group traveled
to California in March, and Dr. Kamran Diba traveled twice to Jerusalem
in April and August to discuss and advance our collaborative research.
Theoretically, we have strengthened our understanding of the role of
ion channels and synaptic vesicular release in determining the voltage
noise fluctuations. Experimentally, we made more measurements under
varied pharmacological conditions. We also developed a method for quantifying
instrumental noise, and we began measuring the input impedance of the
cell with zap currents. We presented a poster at the Society for Neuroscience
meeting in November. We are presently working to understand some of
the low-frequency noise features that we recently uncovered. (full
report)
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| Line
Source Approximation Predicts Extra-Cellular Voltage for CA1 Neurons Recorded
In Vivo
Carl Gold, Christof Koch, Darrell Henze, Gyorgy Buzsaki
Abstract.
The Line Source Approximation (LSA) is a mathematical method for calculating
the extracellular field from a 3-D distribution of membrane current
sources. We investigate the use of the LSA combined with detailed compartmental
modeling, including a model of the electrodes used, to predict the extracellular
voltage waveform shape and magnitude resulting from the spiking activity
of individual neurons. This provides an estimate of the maximal distance
at which a neuron could be detected by an extracellular electrode. In
order to tune the model we compare simultaneous intracellular and extracellular
recordings of CA1 neurons recorded in vivo with model predictions for
the same cells reconstructed and simulated. The approximate electrode
position is estimated from the histologically determined track. We overcome
the uncertainty regarding the values of biophysical parameters, such
as the extra-cellular conductivity and the membrane Na+ conductance,
by comparing the model and experimental results for numerous samples
of the same class of neuron. Based upon comparisons with experimental
data, we conclude that the compartmental model can accurately simulate
the in vivo intracellular action potential and the LSA model can accurately
simulate the extracellular fields of individual spiking neurons.
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| The
Involvement of the Anterior Cingulate Cortex in Novelty
Han C.J., Anderson D.J., & Koch, C.
The activation of
the anterior cingulate cortex was previously shown to correlate with
novelty detection. However, whether the anterior cingulate cortex is
necessary to novelty detection is unclear. We set up a novelty object
paradigm in mice. Mice were brought to the testing room in their home
cage. A group of mice received a novel object (a corning 15 ml tube),
a group received the same procedure including lifting the cage lid but
not the object, and a group received nothing. We showed that the novel
object readily induces the exploratory behaviors of the mouse directed
towards the novel object, and cage lid lifting induces general exploratory
behaviors. The sum of time that the group receiving the novel object
and the group receiving the lid lifting spend in exploratory behaviors
are equal, but the exploratory behaviors in the group that received
the novel object are mostly directly to the object. c-fos mRNA was used
as a surrogate marker to detect neuronal activation by in situ hybridization
on brains from each group. Animals from each of the three groups were
sacrificed 30 minutes after the first exposure of the stimulus. We discovered
that there are more c-fos positive cells in the anterior cingulate cortex
of the brain that received the novel object, compared with the other
two groups. To answer the question whether the anterior cingulate cortex
is necessary for novelty detection, a group of mice received excitotoxic
lesions of the anterior cingulate cortex and another group received
sham surgery. Behavioral experiments and analyses are being conducted
to determine whether the lesions to the anterior cingulate cortex cause
any exploratory behavioral changes directed to the novel object.
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| Inter-stimulus
Distance Effects in Visual Search
Lavanya Reddy, Rufin VanRullen, Christof Koch
Abstract.
In a previous study, we showed that the attentional requirements of
a task, as revealed by the dual-task paradigm, do not necessarily determine
whether visual search will be parallel or serial. For example, natural
scene categorization can be performed "preattentively" in
a dual-task situation (i.e., a single scene containing animals can be
discriminated from non-animal scenes even while attention is occupied
elsewhere), and yet visual search for an animal scene among a number
of non-animal scenes is a serial process. We interpreted these findings
as follows: a task can be performed preattentively if there exist specific
neuronal populations selective to the target and distractor categories,
independent of the level of processing involved (from V1 to IT); when
such selectivities exist, visual search is parallel only if the receptive
fields of the relevant neurons do not significantly overlap. When receptive
fields are too large, target and distractors compete within the same
field and search is serial. It follows that search performance should
improve if target and distractors can be separated enough to prevent
them from falling into the same receptive field. We tested this prediction
and found that for preattentive tasks that usually result in serial
visual search (e.g., color-orientation conjunction discrimination, upright
vs. inverted face discrimination), search performance improved as inter-stimulus
distance was increased. For preattentive parallel tasks (color discrimination,
orientation discrimination), the effect of increasing inter-stimulus
distance was negligible. These results support the idea that for preattentive
tasks, competition within the relevant receptive fields can affect visual
search performance.
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| Trace
and Delay Fear Conditioning and its Dependence on Awareness in Humans
Tsuchia, N., Koch, C
Previous
studies of associative learning implicate higher-level cognitive processes
in some forms of classical conditioning. An ongoing debate is concerned
with the extent to which attention and awareness are necessary for trace
but not delay eye blink conditioning (Clark, R.E. & Squire, L.R.
(1998) Science 280, 77-81; Lovibond, P.F. & Shanks, D. (2002) J.
Exp. Psychol. Anim. Behav. Process 28, 38-42]. In trace conditioning,
a short interval is interposed between the termination of the conditioned
stimulus CS and the onset of the unconditioned stimulus US. In delay
conditioning, the CS and US overlap. We investigate the extent to which
human classical fear conditioning depends on working memory and attention.
(full report)
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