Intelligence
is
polygenic,
highly
heritable,
and
predicts
wide-ranging
life
outcomes.
Here,
we
meta-analysed
the
predictive
validity
of
polygenic
scores
for
intelligence
based
on
largest
available
genome-wide
association
study
(or
GWAS;
Savage
et
al.,
2018)
tested,
phenotypic
to
date.
Across
32
estimates
from
9
independent
samples,
which
all
came
WEIRD
countries
were
European
ancestry
(Ntotal=452,864),
our
meta-analytic
estimate
between
was
ρ=.245
(p<.001,
95%
CI=.184
–
.307),
an
effect
medium
size.
The
varied
across
studies,
measures
intelligence,
even
after
accounting
these
moderators,
score
predictions
remained
significantly
heterogenous.
Our
findings
support
claims
that
benefit
advance
research
but
their
utility
in
other
contexts
yet
be
demonstrated.
Intelligence,
Journal Year:
2022,
Volume and Issue:
95, P. 101689 - 101689
Published: Sept. 22, 2022
Most
research
on
individual
differences
in
performance
tests
of
cognitive
ability
focuses
general
(g),
the
highest
level
three-level
Cattell-Horn-Carroll
(CHC)
hierarchical
model
intelligence.
About
50%
variance
g
is
due
to
inherited
DNA
(heritability)
which
increases
across
development.
Much
less
known
about
genetics
middle
CHC
model,
includes
16
broad
factors
such
as
fluid
reasoning,
processing
speed,
and
quantitative
knowledge.
We
provide
a
meta-analytic
review
747,567
monozygotic-dizygotic
twin
comparisons
from
77
publications
for
these
middle-level
factors,
we
refer
specific
abilities
(SCA),
even
though
are
not
independent
g.
Twin
were
available
11
domains.
The
average
heritability
all
SCA
56%,
similar
that
However,
there
substantial
differential
do
show
developmental
increase
seen
also
investigated
(SCA.g).
A
surprising
finding
SCA.g
remain
substantially
heritable
(53%
average),
25%
covaries
with
has
been
removed.
Our
highlights
need
more
especially
SCA.g.
Despite
limitations
research,
our
frames
expectations
genomic
will
use
polygenic
scores
predict
Genome-wide
association
studies
needed
create
can
profiles
disabilities
Journal of Intelligence,
Journal Year:
2023,
Volume and Issue:
11(2), P. 32 - 32
Published: Feb. 6, 2023
Carroll's
treatise
on
the
structure
of
human
cognitive
abilities
is
a
milestone
in
psychometric
intelligence
research.
Thirty
years
later,
work
continues
to
influence
research
theories
and
development
interpretation
tests.
A
historical
review
relations
between
3S
CHC
necessitates
recommendation
that
Cattell,
Horn,
Carroll
be
reframed
as
family
obliquely
correlated
theories-not
single
theory.
Next,
previously
unpublished
exploratory
factor
analysis
46
achievement
tests
presented.
complimentary
bifactor
presented
reinforces
conclusion
his
model
more
accurately
represents
than
two
prominent
alternative
models.
Finally,
Carroll-recommended
higher-stratum
network
(PNA)
cognitive,
reading,
math
variables
The
PNA
results
demonstrate
how
can
complement
serve
framework
for
identifying
empirically
evaluating
cognitive-achievement
causal
mechanisms
(e.g.,
developmental
cascade
investment
theories),
with
an
eye
toward
improved
intervention
It
believed
Carroll,
given
long-standing
interest
school
learning,
would
welcome
integration
theory-driven
Intelligence,
Journal Year:
2024,
Volume and Issue:
104, P. 101833 - 101833
Published: April 9, 2024
Network
models
have
become
a
popular
alternative
to
factor
for
analysing
the
phenotypic
relationships
among
cognitive
abilities.
Studies
begun
compare
these
directly
one
another
using
ability
data,
although
such
comparison
has
so
far
not
extended
genetics.
Our
aim
with
this
study
was
therefore
and
network
of
abilities
first
at
level
then
genetic
level.
We
analyzed
data
from
Twins
Early
Development
Study
that
were
collected
14
measures
11,290
twins
in
UK
aged
12
years
old.
conducted
analyses
which
numerous
tested,
including
novel
twin
model.
Factor
both
provided
useful
representations
Surprisingly,
several
within
networks
negative,
suggests
might
share
some
variants
inverse
effects,
more
research
is
currently
needed
confirm
this.
Implications
future
genomic
are
discussed.
Frontiers in Neuroscience,
Journal Year:
2025,
Volume and Issue:
19
Published: March 14, 2025
Background
Different
studies
have
consistently
demonstrated
a
positive
correlation
between
chronic
pain
and
cognitive
changes.
This
study
aimed
to
explore
the
genetic
factors
underlying
relationship
traits,
investigate
whether
an
inherent
causal
connection
exists
them.
Method
The
contributions
of
multi-site
eight
traits
were
investigated
based
on
Genome-wide
association
(GWAS)
data.
Linkage
disequilibrium
score
regression
(LDSC)
was
employed
assess
correlations
each
pair
traits.
shared
components
these
by
identifying
single
nucleotide
polymorphisms
(SNPs)
with
pleiotropic
effects
using
Cross
Phenotype
Association
(CPASSOC)
method.
Furthermore,
enrichment
analysis
transcriptome-wide
(TWAS)
performed
characterize
significant
associations
latent
variable
model
(LCV)
potential
both
Results
A
negative
found
several
functions,
particularly
intelligence
(rg
=
−0.
11,
p
7.77
×
10
−64
).
CPASSOC
identified
150
loci.
co-localization
conducted,
which
20
loci
exhibiting
at
same
genomic
position.
LCV
indicated
no
Conclusion
present
work
contributed
enhanced
understanding
complex
interplay
function
pain.
Frontiers in Aging Neuroscience,
Journal Year:
2024,
Volume and Issue:
16
Published: Oct. 3, 2024
Cognitive
impairment
is
a
leading
component
of
several
neurodegenerative
and
neurodevelopmental
diseases,
profoundly
impacting
on
the
individual,
family,
society
at
large.
pathologies
are
driven
by
multiplicity
factors,
from
genetic
mutations
risk
neurotransmitter-associated
dysfunction,
abnormal
connectomics
level
local
neuronal
circuits
broader
brain
networks,
to
environmental
influences
able
modulate
some
endogenous
factors.
Otherwise
healthy
older
adults
can
be
expected
experience
degree
mild
cognitive
impairment,
which
fall
into
category
subjective
deficits
in
clinical
practice,
while
many
diseases
course
with
more
profound
alterations
cognition,
particularly
within
spectrum
dementias.
Our
knowledge
underlying
neuropathological
mechanisms
root
this
ample
palette
entities
far
complete.
This
review
looks
current
synaptic
modifications
context
function
along
ageing
dysfunction
disease,
providing
insight
differential
diagnostic
elements
wide
range
synapse
alterations,
those
associated
changes
physiological
senescence
abnormalities
occurring
advanced
stages
dementia.
I
propose
term
"cognitive
synaptopathy"
encompass
higher
disorders.
Behavior Genetics,
Journal Year:
2025,
Volume and Issue:
55(2), P. 103 - 113
Published: Feb. 18, 2025
Diverse
tests
of
cognitive
abilities
correlate
about
0.30
phenotypically
and
0.60
genetically.
Their
phenotypic
overlap
defines
general
ability
(g),
driven
largely
by
genetic
overlap.
Consequently,
much
our
understanding
the
landscape
specific
likely
reflects
g
rather
than
themselves.
Removing
this
g-associated
variance
will
sharpen
research
on
tests.
Here,
we
use
Genomic
Structural
Equation
Modelling
(Genomic
SEM)
to
remove
shared
among
12
diverse
that
capture
verbal
nonverbal
domains.
We
applied
SEM
summary
statistics
from
largest
genome-wide
association
studies
(GenLang
Consortium,
five
tests)
(UK
Biobank,
seven
chart
independent
as
compared
uncorrected
found
SNP
heritabilities
were
nearly
high
for
corrected
uncorrected:
average
heritability
was
0.16
(SE
=
0.02)
0.13
g.
Despite
this,
transformed
after
controlling
genomic
The
matrix
positive
correlations
(average
0.45)
disappeared
g-correction,
some
strong
negative
emerged;
instance,
Memory
Word
(-0.72),
Fluid
Symbol
Tower
Spelling
(-0.79).
these
g-corrected
can
be
used
researchers
create
polygenic
scores
focus
specificity
Twin Research and Human Genetics,
Journal Year:
2025,
Volume and Issue:
unknown, P. 1 - 15
Published: May 5, 2025
Abstract
Is
general
intelligence
(
g
)
a
reflective
construct,
representing
latent
causal
entity
underlying
subtest
performance,
or
formative
better
understood
as
an
aggregate
variable
shaped
by
and
summarizing
variation
across
subtests?
Genetically
informative
data
provide
framework
for
testing
whether
construct
is
comparing
common
pathway
independent
pathways
structural
equation
models
(SEMs).
Previous
studies
using
biometric
SEMs
have
predominantly
supported
the
model,
with
phenotypic
mediating
effects
of
additive
genetic
environmental
influences
on
lower
level
abilities.
In
current
study,
four
large
genetically
informed
datasets
(three
from
US
one
UK)
were
analyzed
to
test
three
competing
SEM
—
pathway,
pathways,
merged
Confirmatory
Factor
Analysis
(CFA).
Genetic
was
estimated
in
each
sample
derived
polygenic
scores
indexing
educational
attainment
cognitive
The
compared
follows:
consistent
,
included
direct
path
;
featured
indirect
paths
via
subtests;
model
incorporated
both
paths.
Across
all
datasets,
consistently
provided
best
fit
(based
goodness-of-fit
parsimony
criteria).
Phenotypic
mediated
between
31%
81%
subtests.
These
findings
suggest
that
functions
entity.
Research Square (Research Square),
Journal Year:
2024,
Volume and Issue:
unknown
Published: Jan. 12, 2024
Abstract
Specific
cognitive
abilities
(SCA)
correlate
genetically
about
0.50,
which
underpins
general
ability
(g),
but
it
also
means
that
there
is
considerable
genetic
specificity.
If
g
not
controlled,
then
genomic
prediction
of
specific
truly
specific
because
they
are
all
perfused
with
g.
Here,
we
investigated
the
heritability
mathematics,
reading,
and
language
independent
(SCA.g)
using
twins
DNA,
extent
to
multiple
genome-wide
polygenic
scores
(multi-PGS)
can
jointly
predict
these
SCA.g
as
compared
SCA
uncorrected
for
We
created
composites
from
a
battery
14
tests
administered
at
age
12
5,000
twin
pairs
in
Twins
Early
Development
Study
(TEDS).
Univariate
analyses
yielded
an
average
estimate
40%
SCA.g,
53%
SCA.
Using
SNP
genotypes,
SNP-based
heritabilities
were
26%
35%
multi-PGS
least
50
PGS
each
elastic
net
penalised
regression
models.
Multi-PGS
predicted
4.4%
variance
on
average,
11.1%
The
twin,
estimates
provide
further
evidence
merely
reflection
Although
relative
reduction
was
greater
than
or
heritability,
this
decrease
likely
due
paucity
hope
results
encourage
researchers
conduct
association
studies
SCA,
especially
be
used
profiles
strengths
weaknesses
Molecular Psychiatry,
Journal Year:
2024,
Volume and Issue:
unknown
Published: July 31, 2024
Abstract
Specific
cognitive
abilities
(SCA)
correlate
genetically
about
0.50,
which
underpins
general
ability
(g),
but
it
also
means
that
there
is
considerable
genetic
specificity.
If
g
not
controlled,
then
genomic
prediction
of
specific
truly
because
they
are
all
perfused
with
g.
Here,
we
investigated
the
heritability
mathematics,
reading,
and
language
independent
(SCA.g)
using
twins
DNA,
extent
to
multiple
genome-wide
polygenic
scores
(multi-PGS)
can
jointly
predict
these
SCA.g
as
compared
SCA
uncorrected
for
We
created
composites
from
a
battery
14
tests
administered
at
age
12
5,000
twin
pairs
in
Twins
Early
Development
Study
(TEDS).
Univariate
analyses
yielded
an
average
estimate
40%
SCA.g,
53%
SCA.
Using
SNP
genotypes,
SNP-based
heritabilities
were
26%
35%
multi-PGS
least
50
PGS
each
elastic
net
penalised
regression
models.
Multi-PGS
predicted
4.4%
variance
on
average,
11.1%
The
twin,
estimates
provide
further
evidence
merely
reflection
Although
relative
reduction
was
greater
than
or
heritability,
this
decrease
likely
due
paucity
hope
results
encourage
researchers
conduct
association
studies
SCA,
especially
be
used
profiles
strengths
weaknesses