Genome biology,
Journal Year:
2023,
Volume and Issue:
24(1)
Published: March 27, 2023
Abstract
Background
The
largest
sequence-based
models
of
transcription
control
to
date
are
obtained
by
predicting
genome-wide
gene
regulatory
assays
across
the
human
genome.
This
setting
is
fundamentally
correlative,
as
those
exposed
during
training
solely
sequence
variation
between
genes
that
arose
through
evolution,
questioning
extent
which
capture
genuine
causal
signals.
Results
Here
we
confront
predictions
state-of-the-art
regulation
against
data
from
two
large-scale
observational
studies
and
five
deep
perturbation
assays.
most
advanced
these
models,
Enformer,
large,
captures
determinants
promoters.
However,
fail
effects
enhancers
on
expression,
notably
in
medium
long
distances
particularly
for
highly
expressed
More
generally,
predicted
impact
distal
elements
expression
small
ability
correctly
integrate
long-range
information
significantly
more
limited
than
receptive
fields
suggest.
likely
caused
escalating
class
imbalance
actual
candidate
distance
increases.
Conclusions
Our
results
suggest
have
point
silico
study
promoter
regions
variants
can
provide
meaningful
insights
practical
guidance
how
use
them.
Moreover,
foresee
it
will
require
new
kinds
train
accurately
accounting
elements.
Nature Neuroscience,
Journal Year:
2021,
Volume and Issue:
24(4), P. 584 - 594
Published: March 15, 2021
Abstract
The
human
cortex
comprises
diverse
cell
types
that
emerge
from
an
initially
uniform
neuroepithelium
gives
rise
to
radial
glia,
the
neural
stem
cells
of
cortex.
To
characterize
earliest
stages
brain
development,
we
performed
single-cell
RNA-sequencing
across
regions
developing
brain,
including
telencephalon,
diencephalon,
midbrain,
hindbrain
and
cerebellum.
We
identify
nine
progenitor
populations
physically
proximal
suggesting
more
heterogeneity
than
previously
described,
a
highly
prevalent
mesenchymal-like
population
disappears
once
neurogenesis
begins.
Comparison
mouse
at
corresponding
identifies
two
clusters
are
enriched
in
early
cortical
development.
also
find
organoid
systems
display
low
fidelity
neuroepithelial
glia
types,
but
improve
as
progresses.
Overall,
provide
comprehensive
molecular
spatial
atlas
Neuron,
Journal Year:
2021,
Volume and Issue:
110(3), P. 452 - 469.e14
Published: Nov. 18, 2021
The
hippocampal-entorhinal
system
supports
cognitive
functions,
has
lifelong
neurogenic
capabilities
in
many
species,
and
is
selectively
vulnerable
to
Alzheimer's
disease.
To
investigate
potential
cellular
diversity,
we
profiled
single-nucleus
transcriptomes
five
subregions
humans,
macaques,
pigs.
Integrated
cross-species
analysis
revealed
robust
transcriptomic
histologic
signatures
of
neurogenesis
the
adult
mouse,
pig,
macaque
but
not
humans.
Doublecortin
(DCX),
a
widely
accepted
marker
newly
generated
granule
cells,
was
detected
diverse
human
neurons,
it
did
define
immature
neuron
populations.
explore
species
differences
diversity
implications
for
disease,
characterized
subregion-specific,
transcriptomically
defined
cell
types
transitional
changes
from
three-layered
archicortex
six-layered
neocortex.
Notably,
METTL7B
subregion-specific
excitatory
neurons
astrocytes
primates,
associated
with
endoplasmic
reticulum
lipid
droplet
proteins,
including
disease-related
proteins.
This
resource
reveals
cell-type-
species-specific
properties
shaping
function.
Frontiers in Cell and Developmental Biology,
Journal Year:
2020,
Volume and Issue:
8
Published: March 19, 2020
Cardiovascular
diseases
are
the
leading
cause
of
death
worldwide.
Therefore,
discovery
induced
pluripotent
stem
cells
(iPSCs)
and
subsequent
generation
human
cell-derived
cardiomyocytes
(hiPSC-CMs)
was
a
pivotal
point
in
regenerative
medicine
cardiovascular
research.
They
constituted
an
appealing
tool
for
replacing
dead
dysfunctional
cardiac
tissue,
screening
drugs
toxins,
studying
inherited
diseases.
The
problem
is
that
these
remain
largely
immature,
order
to
utilize
them,
they
must
reach
functional
degree
maturity.
To
attempt
mimic
Frontiers in Genetics,
Journal Year:
2020,
Volume and Issue:
11
Published: June 30, 2020
Gene
set
analysis
methods
are
widely
used
to
provide
insight
into
high-throughput
gene
expression
data.
There
many
available.
These
rely
on
various
assumptions
and
have
different
requirements,
strengths
weaknesses.
In
this
paper,
we
classify
based
their
components,
describe
the
underlying
requirements
for
each
class,
directions
future
research
in
developing
evaluating
methods.
Nucleic Acids Research,
Journal Year:
2022,
Volume and Issue:
51(D1), P. D39 - D45
Published: Oct. 5, 2022
Abstract
Transcription
factors
(TFs)
are
proteins
that
interact
with
specific
DNA
sequences
to
regulate
gene
expression
and
play
crucial
roles
in
all
kinds
of
biological
processes.
To
keep
up
new
data
provide
a
more
comprehensive
resource
for
TF
research,
we
updated
the
Animal
Factor
Database
(AnimalTFDB)
version
4.0
(http://bioinfo.life.hust.edu.cn/AnimalTFDB4/)
up-to-date
functions.
We
refined
family
rules
prediction
pipeline
predict
TFs
genome-wide
protein
from
Ensembl.
As
result,
predicted
274
633
genes
150
726
transcription
cofactor
AnimalTFDB
183
animal
genomes,
which
86
species
than
3.0.
Besides
double
volume,
also
added
following
annotations
functions
database:
(i)
variations
(including
mutations)
on
various
human
cancers
other
diseases;
(ii)
post-translational
modification
sites
phosphorylation,
acetylation,
methylation
ubiquitination
sites)
8
species;
(iii)
regulation
autophagy;
(iv)
annotation
38
(v)
exact
batch
search
allow
users
flexibly.
is
useful
studying
regulation,
contains
classification
cofactors.