Journal of Biopharmaceutical Statistics,
Journal Year:
2017,
Volume and Issue:
27(3), P. 477 - 494
Published: Feb. 6, 2017
Recently,
there
has
been
a
surge
of
early
phase
trials
molecularly
targeted
agents
(MTAs)
and
immunotherapies.
These
new
therapies
have
different
toxicity
profiles
compared
to
cytotoxic
therapies.
MTAs
can
benefit
from
trial
designs
that
allow
inclusion
low-grade
toxicities,
late-onset
addition
an
efficacy
endpoint,
flexibility
in
the
specification
target
probability.
To
study
degree
adoption
these
methods,
we
conducted
Web
Science
search
articles
published
between
2008
2014
describe
1
oncology
trials.
Trials
were
categorized
based
on
dose-finding
design
used
type
drug
studied.
Out
1,712
met
our
criteria,
1,591
(92.9%)
utilized
rule-based
design,
92
(5.4%;
range
2.3%
2009
9.7%
2014)
model-based
or
novel
design.
Over
half
tested
MTA
immunotherapy.
Among
immunotherapy
trials,
5.8%
3.9%
8.3%
chemotherapy
radiotherapy
respectively.
While
percentage
using
tripled
since
2007,
continues
remain
low.
The Journal of Clinical Pharmacology,
Journal Year:
2017,
Volume and Issue:
57(9), P. 1138 - 1147
Published: May 31, 2017
Hepatocellular
carcinoma
(HCC)
accounts
for
up
to
90%
of
primary
liver
cancer
occurrences
worldwide.
Lenvatinib,
a
multikinase
inhibitor,
was
approved
in
radioiodine-refractory
differentiated
thyroid
cancer.
In
this
phase
2
study
(study
202),
we
aimed
identify
the
lenvatinib
optimal
dose
subjects
with
advanced
HCC
Child-Pugh
class
A.
Pooled
data
from
1
studies
healthy
adults
and
mixed
tumor
types,
202
HCC,
were
analyzed
using
population
pharmacokinetic
approach.
The
relationship
between
treatment-emergent
adverse
events
leading
withdrawal
or
reduction
during
cycle
exposure
explored
by
logistic
regression
analysis.
A
receiver
operating
characteristics
analysis
used
investigate
best
cutoff
values
body
weight
high-risk
group
early
modification.
final
model
included
body-weight
effects
on
apparent
clearance
volume.
area
under
plasma
concentration–time
curve
(AUC)
at
steady
state
demonstrated
an
increase
AUC
as
decreased
HCC.
An
exposure–response
observed,
higher
lower
resulting
earlier
drug
reduction.
57.8
kg
2430
ng·h/mL,
respectively,
predict
high
risk
We
therefore
recommend
12-mg
8-mg
starting
doses
≥60
<60
kg,
Future Oncology,
Journal Year:
2023,
Volume and Issue:
19(9), P. 621 - 629
Published: March 1, 2023
Dedifferentiated
liposarcoma
(DDLPS)
is
a
rare,
aggressive
associated
with
poor
prognosis.
First-line
treatment
for
advanced/metastatic
DDLPS
systemic
chemotherapy,
but
efficacy
and
toxicities
substantial.
Most
tumors
have
amplification
of
the
CPT Pharmacometrics & Systems Pharmacology,
Journal Year:
2023,
Volume and Issue:
13(5), P. 691 - 709
Published: Nov. 16, 2023
Project
Optimus
is
a
US
Food
and
Drug
Administration
Oncology
Center
of
Excellence
initiative
aimed
at
reforming
the
dose
selection
optimization
paradigm
in
oncology
drug
development.
This
project
seeks
to
bring
together
pharmaceutical
companies,
international
regulatory
agencies,
academic
institutions,
patient
advocates,
other
stakeholders.
Although
there
much
promise
this
initiative,
are
several
challenges
that
need
be
addressed,
including
multidimensionality
problem
oncology,
heterogeneity
cancer
patients,
importance
evaluating
long-term
tolerability
beyond
dose-limiting
toxicities,
lack
reliable
biomarkers
for
efficacy.
Through
lens
Totality
Evidence
with
mindset
model-informed
development,
we
offer
insights
into
by
building
quantitative
knowledge
base
integrating
diverse
sources
data
leveraging
modeling
tools
build
evidence
dosage
considering
exposure,
disease
biology,
efficacy,
toxicity,
factors.
We
believe
rational
can
achieved
improving
outcomes
maximizing
therapeutic
benefit
while
minimizing
toxicity.
Clinical Pharmacology & Therapeutics,
Journal Year:
2015,
Volume and Issue:
99(4), P. 419 - 431
Published: Aug. 12, 2015
Lack
of
response
to
monoclonal
antibodies
(mAbs)
has
been
associated
with
inadequate
mAb
serum
concentrations.
Therapeutic
drug
monitoring
(TDM)
mAbs
the
potential
guide
more
effective
dosing
in
individual
patients.
This
review
discusses
mechanisms
responsible
for
interpatient
variability
pharmacokinetics,
summarizes
exposure‐response
data
used
inflammatory
and
malignant
disease,
presents
current
evidence
mAb‐TDM
provides
hurdles
required
future
steps
further
implementing
mAb‐TDM.
Clinical Pharmacology & Therapeutics,
Journal Year:
2015,
Volume and Issue:
97(5), P. 502 - 507
Published: Feb. 12, 2015
Although
randomized
trials
provide
the
most
reliable
evidence
of
a
drug's
safety
and
efficacy,
there
are
situations
where
not
possible
or
ethical.
In
this
article
we
discuss
when
how
single-arm
can
be
used
to
support
full
approval
oncology
drugs.
These
include
in
which
an
unprecedented
effect
on
tumor
response
is
observed
setting
high
unmet
medical
need,
clinical
trial
patients
have
been
well
characterized,
enabling
target
population
clearly
defined,
experience
exists
sufficient
number
allow
adequate
assessment
risk:benefit
relationship,
proper
historical
context
provided
for
analysis.
We
also
rates
might
considered
predictive
long-term
outcomes
clinically
meaningful
themselves
certain
contexts.
Clinical and Translational Science,
Journal Year:
2018,
Volume and Issue:
11(4), P. 345 - 351
Published: Feb. 1, 2018
Today's
cancer
therapy
has
made
substantial
progress.
Recent
success
in
immuno-oncology
(IO)
and
combination
therapies
provide
opportunities
to
enhance
activity
the
broader
population
with
less
drug
resistance.1-3
However,
these
advances
also
raise
challenges
oncology
development.
At
2017
American
Society
of
Clinical
Pharmacology
Therapeutics
(ASCPT)
Annual
Meeting,
issues
were
addressed
a
symposium
case
studies
illustrating
opportunities.
The
presentations
discussion
are
summarized
this
review.
It
been
increasingly
acknowledged
that
conventional
maximum
tolerated
dose
(MTD)
approach
used
development
may
not
be
ideal,
improving
selection
is
needed.4,
5
Historically,
MTD
dominated
dose-finding
paradigm.
Its
origin
lies
cytotoxic
agents
based
on
underlying
assumption
higher
dose,
greater
likelihood
efficacy
toxicity.6,
7
Dose-limiting
toxicities
(DLTs)
predefined
phase
I
escalation
trials
and,
DLT
criteria,
escalated
until
reached.
Over
recent
decades,
variety
novel
molecular
modalities
target
immune
have
become
available
challenged
traditional
MTD-based
Using
as
only
for
late-stage
could
major
contributor
failures
past
paradigms,
especially
since
it
results
large
number
reductions
or
discontinuations
due
toxicity.8
Therefore,
finding
right
schedule
best
balances
risk
benefit
direction
shift
toward.
Despite
need
improve
oncology,
highly
challenging
heterogeneity
disease,
complexity
biology,
high
variability
response,
narrow
therapeutic
window,
resistance,
limitation
study
design
severity
urgency
deliver
effective
treatments
patients.
Moreover,
clinical
clearly
defined
by
phases
well
controlled.
Depending
novelty
mechanism,
level
medical
promising
anticancer
new
agent,
evolve
grow
into
registration
trial.
For
example,
first-in-human
(FIH)
trail
IO
pembrolizumab,
monoclonal
antibody
blocking
interaction
between
programmed
cell
death-1
(PD-1)
receptor
its
ligands,
served
primary
evidence
supporting
initial
accelerated
approval
use
melanoma.9
On
other
hand,
such
an
opportunity
seamless
present
challenges.
instance,
data
sets
complex
(as
they
designed
meet
needs)
insufficiently
powered
when
analyzed
using
analysis
tools.
raised
additional
difficulty
translate
from
preclinical
models
surrogate
molecules,
systems
their
multifaceted
impacts
tumors,
tumors
microenvironment.
Hence,
identifying
develop
approaches
tackle
key
ASCPT
2014
paradigm
was
expectations
discussed.10
During
we
reviewed
what
accomplished
at
symposium:
"Finding
Right
Dose
Patients
Oncology
Immuno-oncology:
Are
We
There
Yet
How
Have
Quantitative
Pharmacology,
Translational
Precision
Medicine
Been
Utilized?".11
shared
our
experience
commentary
perspectives
pharmaceutical
industry,
practice,
regulatory
authority.
utilizing
modeling
simulation
(M&S)
during
both
early-
late-phase
advocated.
Multidisciplinary
collaboration
integrates
quantitative
experimental
sciences
translational
precision
medicine
emphasized.
New
advances,
methods
applications
broad
spectrum
therapy,
discussed.
Current
defining
targeted
include
failing
find
optimal
consequence,
continues
postmarketing
trials.
An
example
cabozantinib,
which
approved
US
Food
Drug
Administration
(FDA)
metastatic
medullary
thyroid
(MTC)
140
mg
administered
daily.
encountered
79%
patients
pivotal
III
resulted
16%
discontinuing
toxicity.
Subsequent
revised
formulation,
conducted
much
lower
60
mg.12,
13
Roda
et
al.
reported
prevalent
34
recently
agents.14
Seven
required
more
than
50%
This
presents
challenge
where
Many
still
exist,
tolerable
therapies,
whether
able
identify
toxicity
agents,
optimization
dosing
schedules
combinations.
In
determination,
"3+3"
widely
trial
but
offer
design.
review
published
articles
181
evaluable
trials,
96%
them
utilized
variation.15
More
options,
model-based
Bayesian
approaches,
considered
explored
should
evaluated
totality
many
factors,
including
scientific
basis,
end
points,
sample
size,
type,
speed,
feasibility
operation.
addition,
effort
needed
educate
teams
utility
different
designs
development.16
Another
lack
full
characterization
chronic
toxicity,
typical
determination
methodologies
reflect
Cycle
1
misrepresent
safety
profile
chronically
over
multiple
cycles,
long-term
events
occur
later
1.
Additionally,
treatment
interruptions
continue
happen
beyond
1.17
some
delayed
assessment
always
feasible.
result
identification
requires
reduced
doses
subsequent
cycles
toxicities,
resulting
unable
derive
meaningful
treatment.16
Approaches
Ib
expansion
cohort
can
better
inform
recommended
II
(RP2D).14
proposal
includes
12–20
longer
observations
(at
least
two
cycles),
30%
Jardim
supported
view
appropriate
reflective
inadequate
I.18
Some
paradigms
emerging
worthy
consideration
gaining
efficiency
When
exposure
demonstrated
added
patients,
within-patient
strategies
incorporated
part
development,
allowing
individualized
maximal
highest
possible.
Such
adopted
successfully
implemented
axitinib,
tyrosine
kinase
inhibitor
vascular
endothelial
growth
factor
(VEGFR)-1,
VEGFR-2,
VEGFR-3.19
Wages
Tait
described
conducting
I/II
account
efficacy.
20
method
proposed
bivariate
extension
continual
reassessment
(CRM),
combining
features
CRM
order
restricted
inference.
Trial
Design
(CTD)
Task
Force
National
Cancer
Institute
(NCI)
Investigational
Steering
Committee
selecting
regimens
biological
pharmacological
rationale
data,
taking
potential
pharmacokinetic
(PK)
pharmacodynamic
(PD)
interactions.21
Alternative
controls
leveraging
mathematical
suggested.
exercise
very
balancing
act
while
keeping
manageable.
A
impediment
optimized
availability
levels
II/III
studies,
assessed.
limit
ability
conduct
robust
exposure–response
(ER)
analyses
help
arriving
dose(s)
regimen.
Recognizing
challenge,
establishing
range
rather
studying
single
current
RP2D
paradigm,
recommended.22
attempts
testing
one
level/regimen
maximize
IO.23,
24
Due
life-threatening
nature
often
interpretation
challenging.
offers
integrating
sources
biomarkers,
response
competitors.
multidisciplinary
Research
Development.
Used
proactively
properly,
M&S
powerful
tool
quantitatively
Different
(Figure
1).
Along
learning
confirming
development,25
continuously
modified
time
next
stage
Data
across
molecules
integrated
build
platform
models,
disease
progression,
prediction
outcome
early
literature
meta-analysis,
system
pharmacology
(QSP)
acting
same
pathway
indication.
Prior
investigational
(IND)
entering
focuses
FIH
projection
predicting
efficacious
biologically
humans.
PK/PD,
physiologically-based
PK
(PBPK),
QSP
models.
Preclinical
competitor
if
available,
early-phase
(phase
I/II),
informs
(RDE)
RP2D.
evaluate
ER
relationship
characterize
course
interpatient
variability,
biomarkers
correlate
modulation.
PK/PD
leveraged.
III/IV),
further
window
effects
intrinsic
extrinsic
index
(CUI),
confirm
justify
selected,
properties
label.
Population
PK,
ER,
progression
incorporate
all
available.
PBPK
support
characterization.
approach(es)
selected
address
question(s)
hand.
Even
though
areas,
impact
evolving.
Reviewing
application
(NDA)
biologic
license
(BLA)
documents
revealed
decision
varies.
axitinib
titration
schemes
sponsor
accepted
FDA.19
cases,
justification
show
no
apparent
relationship.
examples
vismodegib
(a
hedgehog
inhibitor)26
trametinib
(an
mitogen-activated
extracellular
signal
regulated
2
(MEK1
MEK2)).27
Although
limited
trial,
provides
insights
low
within
given
level,
thus
justifying
label
requirement
(PMR)
issued
optimize
dose.
vandetanib,
inhibitors
(TKI)
inhibits
VEGF
against
epidermal
(EGFR)
oncogenic
RET
kinase.
MTD,
explore
alternative
and/or
reduce
maintain
efficacy.28
To
effectively
select
implementing
critical.
so
sufficient
collected
allow
registration.
limitations
size
patient
stage,
inconclusive
stage.
efforts
obtain
biomarker
starting
would
require
research
strategic
plan.
Collecting
particularly
important
drugs
because
disguised
pseudo-progression.
While
typically
drive
strategy,
nonclinical
leveraged
One
WNT974,
small-molecule
Porcupine
investigation,
biomarker,
RDE
selection.29
Briefly,
AXIN2,
target-engagement
dysgeusia,
most
common
adverse
event.
Based
analyses,
estimated.
then
predict
profiles
regimens.
By
estimated
predicted
regimen
phase.
ABL001,
breakpoint
cluster
region-abelson
(BCR-ABL),
myeloid
leukemia
(CML).30,
31
mRNA
(%)
BCR-ABL
correlates
CML
semiphysiological
model
developed
describe
kinetics
BCR-ABL.
average
ABL001
concentration
stable
derived
parameters
model.
simulated
above
threshold
≥95%
As
described,
collecting
critical
Proactive
communicating
collaborating
team
important,
strategy
methodology
collect
modeling.
fast
pace
potentially
prioritized
performed
real-time
fashion
timely
compounds
cellular
permeability,
comparing
vivo
unbound
vs.
potency
above,
minimal
steady
state
WNT974
IC50s
vitro
proliferation
assays
after
correction
protein
binding.
small
membrane
permeability
biologics,
tissue
distribution
site
action
consider.
general,
translation
IO.
factors
considered,
difference
biology
immunology,
expression,
disposition.
designing
on,
thoroughly
analyzing
necessary
enablers
applied
population,
fulfil
adjustment
needs
subgroups,
factors.
Analyses
generally
focus
outcomes
points
events.
established
times
projects
indication,
mechanism
(MOA),
therapy.
Atezolizumab,
human
targets
ligand
(PD-L1),
contributed
IMvigor
210
atezolizumab
1,200
once
every
3
weeks
(Q3W)
platinum-treated
locally
advanced
urothelial
carcinoma
showed
statistically
significant
exposure–efficacy
objective
rate
(ORR),
exposure–safety
Grade
3–5
special
interest
(AESI).32
suggested
improved
expected
Q3W,
doses,
caveat
210.
Collectively
labeled
Q3W.
Similar
nonsmall-cell
lung
(NSCLC)
open-label
randomized-controlled
(POPLAR
study).33
Longitudinal
tumor
estimate
inhibition
(TGI)
metrics
sum
longest
diameters
(SLD)
lesions
per
Response
Evaluation
Criteria
Solid
Tumors
(RECIST).
framework
TGI
(such
time-to-tumor-growth
(TTG),
constant
(KG),
Week
8
change
baseline)
predictor
overall
survival
(OS)
shown
several
types
MOA.34
dynamics
appears
MOAs.
patterns
diverse,
responses,
even
increase
burden
appearance
before
regression
(pseudo-progression).35
lead
efficacy,
exemplified
OS
separation
late
times.
applicability
POPLAR
docetaxel
pretreated
NSCLC.33,
36
study,
arm
crossed
about
25
weeks,
shrinkage
docetaxel-treated
slower
on-treatment
KG
atezolizumab-treated
multivariate
parametric
linking
baseline
characteristics
(albumin
sites)
developed.
hazard
ratio
(HR)
POPLAR,
subpopulations
varying
PD-L1
expression
levels,
suggesting
validity
Tumor
dynamic
KG)
strong
point
being
validated
developments
led
options
types.
evolvement
leads
necessity
behooves
us
community
work
solutions,
despite
rapidly
changing
landscape
options.
Working
collectively
industry
academia
challenges,
FDA
Office
Hematology
products
along
Association
(AACR)
series
three
workshops
(DFWs)
IO.37-39
laid
groundwork
molecule
introducing
adaptive
investigation
beneficial
antitumor
opposed
systematic
relationships
ad-hoc
fulfill
requirements
submission.40
first
DFW
(DFW-1)
May
2015
purpose
interdisciplinary
forum
discuss
practices
inhibitors.37
academia,
personnel.
presented
understanding
dose–response
benefit–risk
decision-making.
successful
showcasing
prospective
active
cross-functional
throughout
take-home
messages
DFW-1
there
increased
importance
communications,
looking
implications
revisit/retest
signals
emerge.
clear
message
conference
does
open
designs.41
workshop
followed
second
one,
held
June
2016.38
broadened
products,
focused
primarily
DFW-2
acceptable
effect
(MABEL)
occupancy
(RO)
choose
molecules.
Strategies
intrapatient
"n"
cohorts
minimize
anticipated
active.42
These
bound
ranges
ensure
safe
minimizing
doses/patients
spectrum,
expectation
activity.
relationships.
third
dose-optimizing
(DFW-3)
July
Washington
DC
chemotherapy,
checkpoint
(ICIs).39
Biomarkers
aid
define
DFW-3.
DFWs
offered
invaluable
experts
agencies
disciplines
advancement
today's
evolving
therapies.
Collaborations
affiliations
move
forward.
type
collective
intelligence
crucial
faster
smarter
bring
certain
areas
optimization.
doing
encounter
having
exposure.
who
withdraw
(and
hence
little
benefit)
likely
exposure,
reductions.
disparity
confound
relationship,
showing
Consideration
assessing
any
differences
lowest
groups
confounding
truly
observed
categorized.
imperative
biases
problematic
biologics
tested.
Change
clearance
(CL)
uncovered
nivolumab,
necessitating
dose.23
Recently,
"false
positive"
acknowledged.
Various
analysis,
incorporating
case–control
comparison,
time-varying
CL,
TGI.23,
34,
43-45
optimization,
test
studies.
ranging
relevance
ORR
progression-free
(PFS)).
III)
ethical
considerations
speed
earlier
access.
depend
prior
molecule.
Development
predictive
ORR,
PFS,
observed/predicted
metrics)
OS)
way
bridging
gap
phases,
Finding
hot
topic
apply
benefit.
Application
PD
surrogates
immensely
points.46,
47
Clearly,
teamwork,
siloed-approach
individual
pieces
puzzle
whole
picture.
each
function
responsible
generating
group
sole
ownership
data.
collaborate
bigger
goal
optimizing
believe
adoption
regarding
innovative
analytical
clinical,
pharmacologic,
appropriate,
information
guide
Y.J.,
A.S.
J.Y.J,
wrote
article.
D.M.H.
G.K.
content
receives
funding
Institutes
Health
P30
CA008748.
views
those
authors
do
necessarily
represent
position
government.
annual
meeting,
Dr.
Kim
employee
FDA;
however,
publication
he
employed
Y.J.
stock
shareholder
Novartis.
J.Y.J.
Roche/Genentech.
A.S
Takeda.
consulting
advisory
role
Atara
Biotheapeutics,
Chugai
Pharma,
CytomX
Therapeutics,
Boehringer
Ingelheim,
AstraZeneca,
NIH
CA008748,
Puma
Biotechnology,
Loxo.
federal
conflicts
meeting
article
preparation.