Network representation of multicellular activity in pancreatic islets: Technical considerations for functional connectivity analysis
Marko Šterk,
No information about this author
Yaowen Zhang,
No information about this author
Viljem Pohorec
No information about this author
et al.
PLoS Computational Biology,
Journal Year:
2024,
Volume and Issue:
20(5), P. e1012130 - e1012130
Published: May 13, 2024
Within
the
islets
of
Langerhans,
beta
cells
orchestrate
synchronized
insulin
secretion,
a
pivotal
aspect
metabolic
homeostasis.
Despite
inherent
heterogeneity
and
multimodal
activity
individual
cells,
intercellular
coupling
acts
as
homogenizing
force,
enabling
coordinated
responses
through
propagation
waves.
Disruptions
in
this
coordination
are
implicated
irregular
hallmark
diabetes.
Recently,
innovative
approaches,
such
integrating
multicellular
calcium
imaging
with
network
analysis,
have
emerged
for
quantitative
assessment
cellular
islets.
However,
different
groups
use
distinct
experimental
preparations,
microscopic
techniques,
apply
methods
to
process
measured
signals
various
derive
functional
connectivity
patterns.
This
makes
comparisons
between
findings
their
integration
into
bigger
picture
difficult
has
led
disputes
interpretations.
To
address
these
issues,
we
present
here
systematic
analysis
how
approaches
influence
representation
islet
activity.
Our
show
that
choice
used
construct
networks
is
not
crucial,
although
care
needed
when
combining
data
from
Conversely,
conclusions
drawn
can
be
heavily
affected
by
pre-processing
time
series,
type
oscillatory
component
signals,
preparation.
tutorial-like
investigation
aims
resolve
interpretational
reconcile
conflicting
views,
advance
implications,
encourage
researchers
adopt
analysis.
As
conclude,
outline
challenges
future
research,
emphasizing
broader
applicability
our
other
tissues
exhibiting
complex
dynamics.
Language: Английский
Both electrical and metabolic coupling shape the collective multimodal activity and functional connectivity patterns in beta cell collectives: A computational model perspective
Marko Šterk,
No information about this author
Uroš Barać,
No information about this author
Andraž Stožer
No information about this author
et al.
Physical review. E,
Journal Year:
2023,
Volume and Issue:
108(5)
Published: Nov. 22, 2023
Pancreatic
beta
cells
are
coupled
excitable
oscillators
that
synchronize
their
activity
via
different
communication
pathways.
Their
oscillatory
manifests
itself
on
multiple
timescales
and
consists
of
bursting
electrical
activity,
subsequent
oscillations
in
the
intracellular
${\mathrm{Ca}}^{2+}$,
as
well
metabolism
exocytosis.
The
coordination
intricate
multicellular
level
plays
a
key
role
regulation
physiological
pulsatile
insulin
secretion
is
incompletely
understood.
In
this
paper,
we
investigate
theoretically
principles
give
rise
to
synchronized
cell
populations
by
building
up
phenomenological
model
incorporates
basic
features
dynamics.
Specifically,
composed
slow
fast
units
reflect
metabolic
processes
respectively.
Using
realistic
description
intercellular
interactions,
study
how
combination
coupling
generates
collective
rhythmicity
shapes
functional
networks.
It
turns
out
while
solely
can
responses,
addition
interactions
further
enhances
coordination,
spatial
range
increases
number
connections
networks,
ensures
better
consistency
with
experimental
findings.
Moreover,
our
computational
results
provide
additional
insights
into
relationship
between
heterogeneity,
profiles,
connectivity,
supplementing
thereby
recent
endocrine
Language: Английский