Research Square (Research Square),
Journal Year:
2022,
Volume and Issue:
unknown
Published: Oct. 26, 2022
Abstract
Machine
learning
methods
are
frequently
used
to
detect
behavioral
and
ecological
data
patterns.
Even
though
these
new
mathematical
useful
tools,
the
results
often
ambivalent
if
we
do
not
utilize
biologically
relevant
parameters
in
analyses.
In
our
experiment,
analyzed
whether
bout
length
of
behavior
elements
could
be
a
parameter
determine
window
by
machine
method.
We
defined
eight
collected
motion
with
smartwatch
attached
dog’s
collar.
The
sequences
56
freely
moving
dogs
from
various
breeds
were
deploying
specific
software
(SensDog).
recognition
was
based
on
binary
classification
that
evaluated
Light
Gradient
Boosted
(LGBM)
algorithm,
boosted
decision-tree-based
method
3-fold
cross-validation.
sliding
technique
during
signal
processing,
aimed
at
finding
best
size
for
analysis
each
element
achieve
most
effective
settings.
Our
showed
case
all
highest
AUC
values
achieved
when
corresponded
median
particular
behavior.
summary,
strategy
improve
significantly
accuracy
is
using
behavior-specific
models,
choosing
sizes
(even
same
ML
model)
synchronizing
time
length.
Current Opinion in Neurobiology,
Journal Year:
2022,
Volume and Issue:
76, P. 102610 - 102610
Published: Aug. 17, 2022
Small
rhythmic
circuits,
such
as
those
found
in
invertebrates,
have
provided
fundamental
insights
into
how
circuit
dynamics
depend
on
individual
neuronal
and
synaptic
properties.
Degenerate
circuits
are
with
different
network
parameters
similar
behavior.
New
work
degenerate
their
modulation
illustrates
some
of
the
rules
that
help
maintain
stable
robust
function
despite
environmental
perturbations.
Advances
neuropeptide
isolation
identification
provide
enhanced
understanding
neuromodulation
for
The
advent
molecular
studies
mRNA
expression
provides
new
insight
animal-to-animal
variability
homeostatic
regulation
excitability
neurons
networks.
Deciphering
how
the
brain
regulates
motor
circuits
to
control
complex
behaviors
is
an
important,
long-standing
challenge
in
neuroscience.
In
fly,
Drosophila
melanogaster
,
this
coordinated
by
a
population
of
~
1100
descending
neurons
(DNs).
Activating
only
few
DNs
known
be
sufficient
drive
like
walking
and
grooming.
However,
what
additional
role
larger
plays
during
natural
remains
largely
unknown.
For
example,
they
may
modulate
core
behavioral
commands
or
comprise
parallel
pathways
that
are
engaged
depending
on
sensory
context.
We
evaluated
these
possibilities
recording
populations
nearly
100
individual
tethered
flies
while
generated
limb-dependent
behaviors,
including
found
largest
fraction
recorded
encode
fewer
active
head
grooming
resting.
A
large
walk-encoding
turning
far
weakly
speed.
Although
odor
context
does
not
determine
which
behavior-encoding
recruited,
odors
rather
than
behaviors.
Lastly,
we
illustrate
one
can
identify
from
DN
recordings
using
their
spatial,
functional,
morphological
properties.
These
results
set
stage
for
comprehensive,
population-level
understanding
brain’s
signals
regulate
actions.
Interface Focus,
Journal Year:
2022,
Volume and Issue:
12(3)
Published: April 15, 2022
While
experimental
and
theoretical
studies
have
established
the
prevalence
of
rhythmic
behaviour
at
all
levels
biological
organization,
less
common
is
coexistence
between
multiple
oscillatory
regimes
(multi-rhythmicity),
which
has
been
predicted
by
a
variety
models
for
oscillators.
The
phenomenon
multi-rhythmicity
involves,
most
commonly,
two
(birhythmicity)
or
three
(trirhythmicity)
distinct
self-sustained
oscillations.
Birhythmicity
observed
experimentally
in
few
chemical
reactions
examples
pertaining
to
cardiac
cell
physiology,
neurobiology,
human
voice
patterns
ecology.
present
study
consists
parts.
We
first
review
mechanisms
underlying
biochemical
cellular
oscillations
was
investigated
over
years.
In
second
part,
we
focus
on
coupling
cycle
circadian
clock
show
how
an
additional
source
arises
from
bidirectional
these
Upon
coupling,
networks
generally
synchronize
unique
manner
characterized
single,
period.
some
conditions,
however,
oscillators
may
different
ways
waveforms
periods.
refer
this
type
as
'multi-synchronization'.
PLoS Biology,
Journal Year:
2025,
Volume and Issue:
23(4), P. e3003094 - e3003094
Published: April 21, 2025
How
do
neural
networks
generate
and
regulate
diversity
variability
in
motor
outputs
with
finite
cellular
components?
Here
we
examine
this
problem
by
exploring
the
role
that
inhibitory
neuron
motifs
play
generating
mixtures
of
programs
segmentally
organised
Drosophila
larval
locomotor
system.
We
developed
a
computational
model
is
constrained
experimental
calcium
imaging
data.
The
comprises
single-compartment
cells
single
voltage-gated
current,
which
are
interconnected
graded
excitatory
synapses.
Local
neurons
form
conditional
oscillators
each
hemisegment.
Surrounding
architecture
reflects
key
aspects
inter-
intrasegmental
connectivity
identified
literature.
generates
metachronal
waves
activity
recapitulate
features
fictive
forwards
backwards
locomotion,
as
well
bilaterally
asymmetric
anterior
regions
represents
head
sweeps.
statistics
inputs
to
competing
command-like
motifs,
coupled
detect
across
multiple
segments
network
states
promote
outputs,
while
at
same
time
preventing
maladaptive
overlap
programs.
Overall,
testable
predictions
for
connectomics
physiological
studies
providing
platform
uncovering
how
circuit
underpin
generation
systems.
Central
pattern
generators
(CPGs)
are
neurons
or
neural
circuits
that
produce
periodic
output
without
requiring
patterned
input.
More
complex
behaviors
can
be
assembled
from
simpler
subroutines,
and
nested
CPGs
have
been
proposed
to
coordinate
their
repetitive
elements,
organizing
control
over
different
time
scales.
Here,
we
use
behavioral
experiments
establish
Drosophila
grooming
may
controlled
by
CPGs.
On
a
short
scale
(5–7
Hz,
~
200
ms/movement),
flies
clean
with
leg
sweeps
rubs.
surprisingly,
transitions
between
bouts
of
head
sweeping
rubbing
also
on
longer
(0.3–0.6
~2
s/bout).
We
examine
at
range
temperatures
show
the
frequencies
both
oscillations
increase—a
hallmark
CPG
control—and
rhythms
two
scales
increase
same
rate,
indicating
linked.
This
relationship
holds
when
sensory
drive
is
held
constant
using
optogenetic
activation,
but
decouple
in
spontaneously
flies,
showing
alternative
modes
possible.
Loss
feedback
does
not
disrupt
periodicity
slow
down
alternation.
Nested
simplify
generation
behaviors,
identifying
them
presents
an
opportunity
map
constitute
them.
Integrative and Comparative Biology,
Journal Year:
2023,
Volume and Issue:
63(2), P. 450 - 463
Published: June 5, 2023
While
animals
swim,
crawl,
walk,
and
fly
with
apparent
ease,
building
robots
capable
of
robust
locomotion
remains
a
significant
challenge.
In
this
review,
we
draw
attention
to
mechanosensation-the
sensing
mechanical
forces
generated
within
outside
the
body-as
key
sense
that
enables
in
animals.
We
discuss
differences
between
mechanosensation
current
respect
(1)
encoding
properties
distribution
mechanosensors
(2)
integration
regulation
mechanosensory
feedback.
argue
robotics
would
benefit
greatly
from
detailed
understanding
these
aspects
To
end,
highlight
promising
experimental
engineering
approaches
study
mechanosensation,
emphasizing
mutual
benefits
for
biologists
engineers
emerge
moving
forward
together.
Network Neuroscience,
Journal Year:
2022,
Volume and Issue:
7(1), P. 269 - 298
Published: Oct. 13, 2022
We
present
a
functionally
relevant,
quantitative
characterization
of
the
neural
circuitry
Drosophila
melanogaster
at
mesoscopic
level
neuron
types
as
classified
exclusively
based
on
potential
network
connectivity.
Starting
from
large
neuron-to-neuron
brain-wide
connectome
fruit
fly,
we
use
stochastic
block
modeling
and
spectral
graph
clustering
to
group
neurons
together
into
common
"cell
class"
if
they
connect
other
classes
according
same
probability
distributions.
then
characterize
connectivity-based
cell
with
standard
neuronal
biomarkers,
including
neurotransmitters,
developmental
birthtimes,
morphological
features,
spatial
embedding,
functional
anatomy.
Mutual
information
indicates
that
classification
reveals
aspects
are
not
adequately
captured
by
traditional
schemes.
Next,
using
theoretic
random
walk
analyses
identify
hubs,
sources,
or
destinations,
detect
pathways
patterns
directional
connectivity
potentially
underpin
specific
interactions
in
brain.
uncover
core
highly
interconnected
dopaminergic
functioning
backbone
communication
pathway
for
multisensory
integration.
Additional
predicted
pertain
facilitation
circadian
rhythmic
activity,
orientation,
fight-or-flight
response,
olfactory
learning.
Our
analysis
provides
experimentally
testable
hypotheses
critically
deconstructing
complex
brain
function
organized
connectomic
architecture.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2024,
Volume and Issue:
unknown
Published: June 6, 2024
Limbs
execute
diverse
actions
coordinated
by
the
nervous
system
through
multiple
motor
programs.
The
basic
architecture
of
neurons
that
activate
muscles
articulate
joints
for
antagonistic
flexion
and
extension
movements
is
conserved
from
flies
to
vertebrates.
While
excitatory
premotor
circuits
are
expected
establish
sets
leg
work
together,
our
study
uncovered
a
new
instructive
role
inhibitory
circuits:
their
ability
generate
rhythmic
movements.
Using
electron
microscopy
data
Drosophila
nerve
cord,
we
categorized
~120
GABAergic
13A
13B
hemi-lineages
into
classes
based
on
similarities
in
morphology
connectivity.
By
mapping
synaptic
partners,
pathways
inhibiting
specific
groups
neurons,
disinhibiting
counterparts,
inducing
alternation
between
extension.
We
tested
function
optogenetic
activation
silencing,
using
an
in-depth
ethological
analysis
during
grooming.
combined
anatomy
behavior
findings
construct
computational
model
can
reproduce
major
aspects
observed
behavior,
confirming
sufficiency
these
rhythms.