Nature Communications,
Год журнала:
2025,
Номер
16(1)
Опубликована: Янв. 12, 2025
Abstract
Immunotherapy
is
improving
the
survival
of
patients
with
metastatic
non-small
cell
lung
cancer
(NSCLC),
yet
reliable
biomarkers
are
needed
to
identify
responders
prospectively
and
optimize
patient
care.
In
this
study,
we
explore
benefits
multimodal
approaches
predict
immunotherapy
outcome
using
multiple
machine
learning
algorithms
integration
strategies.
We
analyze
baseline
data
from
a
cohort
317
NSCLC
treated
first-line
immunotherapy,
including
positron
emission
tomography
images,
digitized
pathological
slides,
bulk
transcriptomic
profiles,
clinical
information.
Testing
strategies,
most
them
yield
models
surpassing
both
best
unimodal
established
univariate
biomarkers,
such
as
PD-L1
expression.
Additionally,
several
combinations
demonstrate
improved
risk
stratification
compared
built
routine
features
only.
Our
study
thus
provides
evidence
superiority
over
approaches,
advocating
for
collection
large
datasets
develop
validate
robust
powerful
biomarkers.
New England Journal of Medicine,
Год журнала:
2023,
Номер
389(6), С. 491 - 503
Опубликована: Июнь 3, 2023
Among
patients
with
resectable
early-stage
non–small-cell
lung
cancer
(NSCLC),
a
perioperative
approach
that
includes
both
neoadjuvant
and
adjuvant
immune
checkpoint
inhibition
may
provide
benefit
beyond
either
alone.
Download
PDF
of
the
Research
Summary.
We
conducted
randomized,
double-blind,
phase
3
trial
to
evaluate
pembrolizumab
in
NSCLC.
Participants
stage
II,
IIIA,
or
IIIB
(N2
stage)
NSCLC
were
assigned
1:1
ratio
receive
(200
mg)
placebo
once
every
weeks,
each
which
was
given
cisplatin-based
chemotherapy
for
4
cycles,
followed
by
surgery
weeks
up
13
cycles.
The
dual
primary
end
points
event-free
survival
(the
time
from
randomization
first
occurrence
local
progression
precluded
planned
surgery,
unresectable
tumor,
recurrence,
death)
overall
survival.
Secondary
included
major
pathological
response,
complete
safety.
A
total
397
participants
group,
400
group.
At
prespecified
interim
analysis,
median
follow-up
25.2
months.
Event-free
at
24
months
62.4%
group
40.6%
(hazard
progression,
death,
0.58;
95%
confidence
interval
[CI],
0.46
0.72;
P<0.001).
estimated
24-month
80.9%
77.6%
(P=0.02,
did
not
meet
significance
criterion).
response
occurred
30.2%
11.0%
those
(difference,
19.2
percentage
points;
CI,
13.9
24.7;
P<0.0001;
threshold,
P=0.0001),
18.1%
4.0%,
respectively
14.2
10.1
18.7;
P=0.0001).
Across
all
treatment
phases,
44.9%
37.3%
had
treatment-related
adverse
events
grade
higher,
including
1.0%
0.8%,
respectively,
who
5
events.
resectable,
NSCLC,
plus
resection
significantly
improved
survival,
as
compared
alone
surgery.
Overall
differ
between
groups
this
analysis.
(Funded
Merck
Sharp
Dohme;
KEYNOTE-671
ClinicalTrials.gov
number,
NCT03425643.)
QUICK
TAKE
VIDEO
SUMMARYNeoadjuvant
Pembrolizumab
Lung
Cancer
02:12
JAMA Network Open,
Год журнала:
2023,
Номер
6(11), С. e2343689 - e2343689
Опубликована: Ноя. 17, 2023
Clinical
interpretation
of
complex
biomarkers
for
precision
oncology
currently
requires
manual
investigations
previous
studies
and
databases.
Conversational
large
language
models
(LLMs)
might
be
beneficial
as
automated
tools
assisting
clinical
decision-making.
Lung Cancer,
Год журнала:
2023,
Номер
184, С. 107293 - 107293
Опубликована: Июль 12, 2023
KRAS
is
the
most
commonly
mutated
oncogene
in
advanced,
non-squamous,
non-small
cell
lung
cancer
(NSCLC)
Western
countries.
Of
various
mutants,
G12C
common
variant
(~40%),
representing
10-13%
of
advanced
non-squamous
NSCLC.
Recent
regulatory
approvals
KRASG12C-selective
inhibitors
sotorasib
and
adagrasib
for
patients
with
or
metastatic
NSCLC
harboring
KRASG12C
have
transformed
into
a
druggable
target.
In
this
review,
we
explore
evolving
role
from
prognostic
to
predictive
biomarker
NSCLC,
discussing
biology,
real-world
prevalence,
clinical
relevance
co-mutations,
approaches
molecular
testing.
Real-world
evidence
demonstrates
significant
geographic
differences
prevalence
(8.9-19.5%
US,
9.3-18.4%
Europe,
6.9-9.0%
Latin
America,
1.4-4.3%
Asia)
Additionally,
body
data
pertaining
co-mutations
such
as
STK11,
KEAP1,
TP53
increasing.
evidence,
G12C-mutant
was
associated
10.3-28.0%,
6.3-23.0%,
17.8-50.0%
patients,
respectively.
Whilst
are
currently
approved
use
second-line
setting
beyond
advanced/metastatic
testing
reporting
should
be
included
routine
prior
first-line
therapy.
test
results
clearly
documented
patients'
health
records
actionability
at
progression.
Where
available,
next-generation
sequencing
recommended
facilitate
simultaneous
potentially
actionable
biomarkers
single
run
conserve
tissue.
Results
inform
decisions
treating
G12C-mutated
Journal for ImmunoTherapy of Cancer,
Год журнала:
2024,
Номер
12(2), С. e008189 - e008189
Опубликована: Фев. 1, 2024
Background
In
CheckMate
9LA,
nivolumab
plus
ipilimumab
with
chemotherapy
prolonged
overall
survival
(OS)
versus
regardless
of
tumor
PD-L1
expression
or
histology.
We
report
updated
efficacy
and
safety
in
all
randomized
patients
a
minimum
4-year
follow-up
an
exploratory
treatment-switching
adjustment
analysis
treated
who
received
subsequent
immunotherapy.
Methods
Adults
stage
IV/recurrent
non-small
cell
lung
cancer
(NSCLC),
no
sensitizing
EGFR/ALK
alterations,
ECOG
performance
status
≤1
were
1:1
to
360
mg
every
3
weeks
1
mg/kg
6
(two
cycles)
(four
cycles,
optional
maintenance
pemetrexed
for
the
nonsquamous
population).
Assessments
included
OS,
progression-free
survival,
objective
response
rate.
Exploratory
analyses
by
histology
discontinued
due
treatment-related
adverse
events
(TRAEs),
using
inverse
probability
censoring
weighting.
Results
With
47.9-month
continued
prolong
OS
over
(HR
0.74,
95%
CI
0.63
0.87;
rate:
21%
16%),
(95%
CI):
PD-L1<1%,
0.66
(0.50
0.86)
≥1%,
0.74
(0.60
0.92))
(squamous,
0.64
(0.48
0.84)
non-squamous,
0.80
(0.66
0.97)).
components
TRAEs
(n=61),
rate
was
41%.
36%
receiving
immunotherapy
arm,
estimated
HR
0.55
0.80).
No
new
signals
observed.
Conclusions
this
update,
have
long-term,
durable
benefit
and/or
A
greater
relative
observed
after
use
arm.
These
results
further
support
as
first-line
treatment
metastatic/recurrent
NSCLC,
including
those
PD-L1<1%
squamous
histology,
populations
high
unmet
needs.