Cancers,
Journal Year:
2022,
Volume and Issue:
14(15), P. 3584 - 3584
Published: July 22, 2022
Recently,
immunotherapeutic
approaches
have
become
a
feasible
option
for
subset
of
pediatric
cancer
patients.
Low
MHC
class
I
expression
hampers
the
use
immunotherapies
relying
on
antigen
presentation.
A
well-established
stemness
score
(mRNAsi)
was
determined
using
bulk
transcriptomes
1134
small
round
blue
cell
tumors.
Interestingly,
gene
(HLA-A/-B/-C)
correlated
negatively
with
mRNAsi
throughout
all
diagnostic
entities:
neuroblastomas
(NB)
(n
=
88,
r
−0.41,
p
<
0.001),
Ewing’s
sarcoma
family
tumors
(ESFT)
117,
−0.46,
rhabdomyosarcomas
(RMS)
158,
−0.5,
Wilms
(WT)
224,
−0.39,
and
central
nervous
system-primitive
neuroectodermal
CNS-PNET
(r
−0.49,
exception
medulloblastoma
(MB)
76,
−0.24,
0.06).
The
negative
correlation
independent
clinical
features
in
NB,
RMS,
WT.
In
NB
WT,
increased
tumor
stage.
RMS
patients
high
abundant
CD8
T
cells
showed
prolonged
overall
survival
148,
0.004).
Possibly,
low
are
remnants
prenatal
tumorigenesis
from
multipotent
precursor
cells.
Further
studies
needed
to
assess
usefulness
as
predictive
markers.
Nature Communications,
Journal Year:
2024,
Volume and Issue:
15(1)
Published: Jan. 8, 2024
Medulloblastomas
with
extensive
nodularity
are
cerebellar
tumors
characterized
by
two
distinct
compartments
and
variable
disease
progression.
The
mechanisms
governing
the
balance
between
proliferation
differentiation
in
MBEN
remain
poorly
understood.
Here,
we
employ
a
multi-modal
single
cell
transcriptome
analysis
to
dissect
this
process.
In
internodular
compartment,
identify
proliferating
granular
neuronal
precursor-like
malignant
cells,
along
stromal,
vascular,
immune
cells.
contrast,
nodular
compartment
comprises
postmitotic,
neuronally
differentiated
Both
connected
through
an
intermediate
stage
resembling
actively
migrating
CGNPs.
Notably,
also
discover
astrocytic-like
found
proximity
cells
at
transition
zone
compartments.
Our
study
sheds
light
on
spatial
tissue
organization
its
link
developmental
trajectory,
resulting
more
benign
tumor
phenotype.
This
integrative
approach
holds
promise
explore
intercompartmental
interactions
other
cancers
varying
histology.
Oncogene,
Journal Year:
2024,
Volume and Issue:
43(12), P. 839 - 850
Published: Feb. 14, 2024
Abstract
Medulloblastoma
is
one
of
the
most
common
malignant
pediatric
brain
tumors
derived
from
posterior
fossa.
The
current
treatment
includes
maximal
safe
surgical
resection,
radiotherapy,
whole
cranio-spinal
radiation
and
adjuvant
with
chemotherapy.
However,
it
can
only
limitedly
prolong
survival
time
severe
side
effects
relapse.
Defining
intratumoral
heterogeneity,
cellular
origin
identifying
interaction
network
within
tumor
microenvironment
are
helpful
for
understanding
mechanisms
medulloblastoma
tumorigenesis
Due
to
technological
limitations,
heterogeneity
have
not
been
fully
understood.
Recently,
emergence
single-cell
technology
has
provided
a
powerful
tool
achieving
goal
tumorigenesis.
Several
studies
demonstrated
each
subtype
utilizing
RNA-seq,
which
uncovered
before
using
conventional
technologies.
In
this
review,
we
present
an
overview
progress
in
discuss
novel
findings
age
Nature Communications,
Journal Year:
2024,
Volume and Issue:
15(1)
Published: Jan. 8, 2024
Abstract
Many
genes
that
drive
normal
cellular
development
also
contribute
to
oncogenesis.
Medulloblastoma
(MB)
tumors
likely
arise
from
neuronal
progenitors
in
the
cerebellum,
and
we
hypothesized
heterogeneity
observed
MBs
with
sonic
hedgehog
(SHH)
activation
could
be
due
differences
developmental
pathways.
To
investigate
this
question,
here
perform
single-nucleus
RNA
sequencing
on
highly
differentiated
SHH
extensively
nodular
histology
malignant
cells
resembling
each
stage
of
canonical
granule
neuron
development.
Through
innovative
computational
approaches,
connect
these
results
published
datasets
find
some
established
molecular
subtypes
MB
appear
arrested
at
different
stages.
Additionally,
using
multiplexed
proteomic
imaging
MALDI
mass
spectrometry,
identify
distinct
histological
metabolic
profiles
for
tumors.
Our
approaches
are
applicable
understanding
interplay
between
differentiation
other
cancers
can
provide
important
insights
design
targeted
therapies.
Acta Neuropathologica,
Journal Year:
2022,
Volume and Issue:
145(1), P. 49 - 69
Published: Nov. 27, 2022
Abstract
Pediatric
central
nervous
system
(CNS)
tumors
represent
the
most
common
cause
of
cancer-related
death
in
children
aged
0–14
years.
They
differ
from
their
adult
counterparts,
showing
extensive
clinical
and
molecular
heterogeneity
as
well
a
challenging
histopathological
spectrum
that
often
impairs
accurate
diagnosis.
Here,
we
use
DNA
methylation-based
CNS
tumor
classification
combination
with
copy
number,
RNA-seq,
ChIP-seq
analysis
to
characterize
newly
identified
type.
In
addition,
report
histology,
patient
characteristics,
survival
data
this
We
describe
biologically
distinct
pediatric
type
(
n
=
31
cases)
is
characterized
by
focal
high-level
amplification
resultant
overexpression
either
PLAGL1
or
PLAGL2
,
an
absence
recurrent
genetic
alterations
characteristic
other
types.
Both
genes
act
transcription
factors
for
regulatory
subset
imprinted
(IGs),
components
Wnt/β-Catenin
pathway,
potential
drug
targets
RET
CYP2W1
which
are
also
specifically
overexpressed
A
derived
PLAGL-specific
gene
expression
signature
indicates
dysregulation
imprinting
control
differentiation/development.
These
occurred
throughout
neuroaxis
including
cerebral
hemispheres,
cerebellum,
brainstem,
were
predominantly
composed
primitive
embryonal-like
cells
lacking
robust
markers
glial
neuronal
differentiation
(e.g.,
GFAP,
OLIG2,
synaptophysin).
Tumors
typically
diagnosed
during
adolescence
(median
age
10.5
years),
whereas
those
early
childhood
2
years).
The
10-year
overall
was
66%
-amplified
tumors,
25%
18%
male
patients,
82%
female
patients.
summary,
new
PLAGL1/2
occurs
infants
toddlers
)
adolescents
consider
best
classified
embryonal
associated
intermediate
survival.
cell
origin
optimal
treatment
strategies
remain
be
defined.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 3, 2025
Abstract
Single-cell
technologies
enable
high-resolution,
multi-dimensional
analysis
of
molecular
profiles
in
cancer
biology
but
face
challenges
related
to
low
coverage
and
cell
annotation.
The
inherent
hetero-geneity
complexity
brain
tumors
may
hinder
large-scale
single
multi-omic
profiling.
An
efficient
alternative
is
digital
dissociation,
which
involves
quantifying
abundance
purifying
bulk
samples
at
high
resolution.
However,
most
existing
tools
for
resolving
transcriptomes
using
scRNA-seq
as
a
reference
are
not
easily
transferred
other
omics
(e.g.,
chromatin
accessibility,
DNA
methylation,
protein)
due
ambiguous
markers.
Here,
we
introduce
MODE,
novel
multimodal
autoencoder
neural
network
designed
jointly
recover
personalized
estimate
cellular
compositions.
MODE
the
first
algorithm
trained
on
pseudo-bulk
multi-omics
derived
from
an
external
individualized
non-RNA
panel
constructed
target
tumors.
accuracy
was
evaluated
through
extensive
simulation
study,
generated
realistic
data
distinct
tissue
types.
outperformed
deconvolution
pipelines
with
superior
generalizability.
Additionally,
high-resolution
purified
by
showed
strong
fidelity
enhanced
power
detect
differentially
expressed
genes.
We
applied
methylome-transcriptome
two
independent
tumor
cohorts,
revealing
modality-specific
landscapes
pediatric
medul-loblastoma
(MB)
adult
glioblastoma
(GBM).
In
MB
tumors,
accurately
predicted
composition
embryonal
lineage
cells
their
marker
genes
expression.
GBM,
deconvoluted
revealed
increased
myeloid
associated
poorer
event-free
survival.
Overall,
dissociation
unravels
origins,
evolution,
prognosis
offering
powerful
tool
state
resolution
without
sequencing.
pipeline
freely
available
https://github.com/jsuncompubio/MODE
.
Nature,
Journal Year:
2025,
Volume and Issue:
unknown
Published: May 7, 2025
Abstract
Despite
recent
advances
in
understanding
disease
biology,
treatment
of
group
3/4
medulloblastoma
remains
a
therapeutic
challenge
paediatric
neuro-oncology
1
.
Bulk-omics
approaches
have
identified
considerable
intertumoural
heterogeneity
medulloblastoma,
including
the
presence
clear
single-gene
oncogenic
drivers
only
subset
cases,
whereas
most
large-scale
copy
number
aberrations
prevail
2,3
However,
intratumoural
heterogeneity,
role
oncogene
aberrations,
and
broad
variation
tumour
evolution
resistance
remain
poorly
understood.
To
dissect
this
interplay,
we
used
single-cell
technologies
(single-nucleus
RNA
sequencing
(snRNA-seq),
single-nucleus
assay
for
transposase-accessible
chromatin
with
high-throughput
(snATAC-seq)
spatial
transcriptomics)
on
cohort
known
alterations
oncogenes
MYC
,
MYCN
PRDM6
We
show
that
chromosomal
are
early
tumour-initiating
events,
events
arise
late
typically
subclonal,
but
can
become
clonal
upon
progression
to
drive
further
development
therapy
resistance.
Spatial
transcriptomics
shows
subclones
mostly
interspersed
across
tissue,
segregation
is
also
present.
Using
population
genetics
model,
estimate
initiation
cerebellar
unipolar
brush
cell
lineage
starting
from
first
gestational
trimester.
Our
findings
demonstrate
how
be
applied
detection
diagnosis
fatal
disease.