Nature Communications,
Journal Year:
2025,
Volume and Issue:
16(1)
Published: Jan. 25, 2025
Abstract
How
macrophages
in
the
tissue
environment
integrate
multiple
stimuli
depends
on
genetic
background
of
host,
but
this
is
still
poorly
understood.
We
investigate
IL-4
activation
male
C57BL/6
and
BALB/c
strain
specific
vivo
tissue-resident
(TRMs)
from
peritoneal
cavity.
TRMs
are
more
transcriptionally
responsive
to
stimulation,
with
induced
genes
associated
super
enhancers,
topologically
associating
domains
(TAD)
boundaries.
IL-4-directed
epigenomic
remodeling
reveals
enrichment
NF-κB,
IRF,
STAT
motifs.
Additionally,
IL-4-activated
demonstrate
an
augmented
synergistic
response
upon
vitro
lipopolysaccharide
(LPS)
exposure,
despite
naïve
displaying
a
robust
transcriptional
LPS.
Single-cell
RNA
sequencing
(scRNA-seq)
analysis
mixed
bone
marrow
chimeras
indicates
that
differences
synergy
cell
intrinsic
within
same
environment.
Hence,
variation
alters
IL-4-induced
epigenetic
reprogramming
resulting
responses
LPS
exposure.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2025,
Volume and Issue:
unknown
Published: April 16, 2025
Abstract
Pulmonary
infection
after
inhalation
of
Mycobacterium
tuberculosis
(Mtb)
causes
(TB).
In
humans
and
non-human
primates,
TB
presents
with
lung
granulomas
-
complex
spheroidal
structures
composed
immune
cells
bacteria.
These
often
have
centralized
caseum
(necrotic
tissue)
where
mycobacteria
are
spatially
quarantined,
complicating
antibiotic
treatment.
It
is
challenging
to
untangle
which
the
many
host-pathogen
interactions
drive
heterogeneous
treatment
outcomes
observed
at
between-host
within-host
scales.
Treatment
involves
administration
multiple
antibiotics
for
extended
periods
time.
Determining
regimens
optimal
reducing
times
toxicity
a
goal
recent
eradication
campaigns.
clinical
trials
different
drug
expensive
challenging.
Here,
determine
responses
various
combinations
antibiotics,
we
simulate
treatments
in
HostSim
,
our
whole-host
mechanistic,
multi-scale
computational
model
Mtb-infection
within
primates.
tracks
dynamics
pulmonary
primate
host
over
molecular,
cellular,
tissue,
organ,
We
also
create
heterogenous
virtual
cohort,
comprising
distinct
hosts,
trials.
Virtual
represented
by
newly
integrated
pharmacokinetics
/
pharmacodynamics
drug-interaction
model.
containing
up
four
commonly-prescribed
(e.g.,
HRZE
or
BPaL).
Our
approach
allows
us
identify
both
(1)
hosts/granulomas
most
improved
each
treatment,
(2)
mechanisms
influence
outcome
heterogeneity.
recapitulates
several
known
correlate
total
bacterial
burden
(CFU)
hosts
such
as
volume
bactericidal
activity
T
macrophages.
By
tracking
experimental
measurements
silico
virtually
recreate
rankings
from
literature.
Strikingly,
find
that
ranking
methods
overall
regimen
efficacy
strongly
influenced
‘definition
improvement’
used
and,
some
cases,
detection
threshold
CFU.
Other
depend
on
initial
granulomas.
work
suggests
metrics
optimality
may
be
orthogonal,
explain
seemingly-contradictory
findings
studies.
Nature Communications,
Journal Year:
2025,
Volume and Issue:
16(1)
Published: Jan. 25, 2025
Abstract
How
macrophages
in
the
tissue
environment
integrate
multiple
stimuli
depends
on
genetic
background
of
host,
but
this
is
still
poorly
understood.
We
investigate
IL-4
activation
male
C57BL/6
and
BALB/c
strain
specific
vivo
tissue-resident
(TRMs)
from
peritoneal
cavity.
TRMs
are
more
transcriptionally
responsive
to
stimulation,
with
induced
genes
associated
super
enhancers,
topologically
associating
domains
(TAD)
boundaries.
IL-4-directed
epigenomic
remodeling
reveals
enrichment
NF-κB,
IRF,
STAT
motifs.
Additionally,
IL-4-activated
demonstrate
an
augmented
synergistic
response
upon
vitro
lipopolysaccharide
(LPS)
exposure,
despite
naïve
displaying
a
robust
transcriptional
LPS.
Single-cell
RNA
sequencing
(scRNA-seq)
analysis
mixed
bone
marrow
chimeras
indicates
that
differences
synergy
cell
intrinsic
within
same
environment.
Hence,
variation
alters
IL-4-induced
epigenetic
reprogramming
resulting
responses
LPS
exposure.