Beyond Macrostructure: Is There a Role for Radiomics Analysis in Neuroimaging ?
Magnetic Resonance in Medical Sciences,
Год журнала:
2024,
Номер
23(3), С. 367 - 376
Опубликована: Янв. 1, 2024
The
most
commonly
used
neuroimaging
biomarkers
of
brain
structure,
particularly
in
neurodegenerative
diseases,
have
traditionally
been
summary
measurements
from
ROIs
derived
structural
MRI,
such
as
volume
and
thickness.
Advances
MR
acquisition
techniques,
including
high-field
imaging,
emergence
learning-based
methods
opened
up
opportunities
to
interrogate
structure
finer
detail,
allowing
investigators
move
beyond
macrostructural
measurements.
On
the
one
hand,
superior
signal
contrast
has
potential
make
appearance-based
metrics
that
directly
analyze
intensity
patterns,
texture
analysis
radiomics
features,
more
reliable.
Quantitative
at
high-field,
can
also
provide
a
richer
set
measures
with
greater
interpretability.
other
use
neural
networks-based
techniques
exploit
subtle
patterns
images
now
be
mined
advanced
imaging.
Finally,
there
are
for
integration
multimodal
data
different
spatial
scales
is
enabled
by
developments
many
above
techniques-for
example,
combining
digital
histopathology
high-resolution
ex-vivo
in-vivo
MRI.
Some
these
approaches
early
stages
development
present
their
own
challenges.
Nonetheless,
they
hold
promise
drive
next
generation
validation
biomarker
studies.
This
article
will
survey
recent
this
area,
particular
focus
on
Alzheimer's
disease
related
disorders.
However,
discussion
equally
relevant
imaging
neurological
disorders,
even
organ
systems
interest.
It
not
meant
an
exhaustive
review
available
literature,
but
rather
presented
trends
through
collection
representative
studies
eye
towards
what
future
may
hold.
Язык: Английский
Brain age prediction based on brain region volume modeling under broad network field of view
Computer Methods and Programs in Biomedicine,
Год журнала:
2025,
Номер
unknown, С. 108739 - 108739
Опубликована: Март 1, 2025
Язык: Английский
Combining Radiomics and Connectomics in MRI Studies of the Human Brain: A Systematic Literature Review
Computer Methods and Programs in Biomedicine,
Год журнала:
2025,
Номер
unknown, С. 108771 - 108771
Опубликована: Апрель 1, 2025
Язык: Английский
Explainable brain age prediction: a comparative evaluation of morphometric and deep learning pipelines
Brain Informatics,
Год журнала:
2024,
Номер
11(1)
Опубликована: Дек. 1, 2024
Язык: Английский
Exploring biomarkers of Alzheimer’s disease based on multi-omics and Mendelian randomisation analysis
Annals of Human Biology,
Год журнала:
2024,
Номер
51(1)
Опубликована: Ноя. 7, 2024
Alzheimer's
disease
(AD)
is
an
irreversible
neurodegenerative
disorder
with
no
fully
curative
treatment.
Язык: Английский