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BASKET,
UMBRELLA AND
PLATFORM
TRIALS
Dr. Govind Mishra, MD
DM Resident (Clinical Pharmacology)
AIIMS Bhubaneswar
Background
• With increasing advancements in genomics, there have been increasing
interests in biomarkers and how they can be used to improve biomedical
interventions
• Biomarker-guided trials are becoming more popular to identify therapies
that can specifically affect disease targets based on their genetic make-up
– known as ‘targeted therapies’
Adapted from Baxter C. After the double helix. Nature Reviews Genetics. 2003 Apr 1;4(4):246-7.
1953 1958 1980 1983 1990 1999 2003 2017 2018
European
consensus
statement
released on CIDs
2019 2020
C
2
DNA
helix
structur
e
First DNA
replicatio
n
First
genome
sequenced
(FX174)
PCR
develope
d
Huma
n
genom
e
project
1st
chromoso
me
decoded
Human
genome
project
completed
First tumor-
agnostic therapy
approved by the
FDA
(Pembrolizumab)
FDA draft
guidance on
master
protocols
FDA draft
guidance
on
Complex
Innovative
Designs (CIDs)
Master
Protocol
A master protocol is defined as “a
protocol designed with multiple sub
studies, which may have different
objectives and involves coordinated
efforts to evaluate one or more
investigational drugs in one or more
disease subtypes within the overall trial
structure.”
• Often categorized as basket
trials, umbrella trials, and
platform trials
Master Protocols. Efficient Clinical Trial Design Strategies to Expedite Development of Oncology
Drugs and Biologics Guidance for Industry (Draft Guidance)
Types of Master protocols
Type of Trial Objective
Umbrella To study multiple targeted therapies in the context of
a single disease.
Basket To study a single targeted therapy in the context of
multiple diseases or disease subtypes.
Platform To study multiple targeted therapies in the context of
a single disease in a perpetual manner, with therapies
allowed to enter or leave the platform on the basis of
a decision algorithm.
Woodcock J, LaVange LM. Master Protocols to Study Multiple Therapies, Multiple Diseases, or
Both. N Engl J Med. 2017 Jul 6;377(1):62-70. doi: 10.1056/NEJMra1510062. PMID: 28679092.
Rising popularity of master protocols
60
90
80
70
50
40
30
20
10
0
2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019
Basket trials Umbrella trials
Platform trials
Number of Master Protocols over Time:
Basket Trials, Umbrella Trials, and Platform Trials
Cytel Inc. 6
Park JJ et al. BMC Trials. 2019 Dec;20(1):1-0.
Systematic review of basket trials, umbrella trials, and platform trials: a landscape analysis of master protocols.
Imatinib Target
Exploration
Consortium
Study B2225
What is a basket trial?
7
• A clinical trial that tests one or more targeted
interventions across multiple types of diseases
that share common molecular alterations and/or
other risk factors
• There are unifying eligibility criteria usually
based on predictive risk factors that combine
patients with different diseases into a single
“basket”
• Predictive risk factors are usually based on the
intervention’s mechanism of action since it can
help predict whether the patient will respond to a
specific intervention
A basket trial in cancer
• Multiple histological types of cancer
• Common targets as unifying
eligibility criteria
• Interventions agnostic to tumor and
histology
An illustrate example of a single-arm basket trial
Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians.
An overview of precision oncology basket and umbrella trials for clinicians
An illustrate example of a randomized basket trial
Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians.
An overview of precision oncology basket and umbrella trials for clinicians
What is an umbrella trial?
10
• A clinical trial that tests multiple targeted interventions
for a single disease based on predictive biomarkers
and/or other risk factors
• In an umbrella trial, a single disease (e.g. breast
cancer) is stratified into multiple groups
• For example, the eligibility for each group can be
defined by the intervention’s mechanism of action
An umbrella trial in cancer
• A single histological cancer type
• Multiple targets used to stratify
patients
• Multiple interventions
An illustrate example of a single-arm
umbrella trial
Cytel Inc.
Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians.
An overview of precision oncology basket and umbrella trials for clinicians
10
An illustrate example of a randomized
umbrella trial
Cytel Inc.
Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians.
An overview of precision oncology basket and umbrella trials for clinicians
11
Illustrations of basket and umbrella trials
Cytel Inc.
Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians.
An overview of precision oncology basket and umbrella trials for clinicians
12
Basket and umbrella trials
14
A basket trial in cancer An umbrella trial in cancer
• Multiple histological types of
cancer
• A single histological cancer type
• Common targets as unifying
eligibility criteria
• Multiple targets used to stratify
patients
• Interventions agnostic to tumor
and histology
• Multiple sub-cancer
interventions
Are basket
and umbrella
trials similar
in any way?
• In both trials, a common
molecular screening protocol is
used to determine eligibility
• Standardized biomarker assays are
used within the trial ecosystem –
features of master protocols
• Intervention assignment may
or may not be determined
using randomization in these
trials
15
Basket trials
• The inherent nature of basket trials may
be
described as “unification of diseases”
• Patients in a basket trial will represent
multiple diseases that share a common
unifying predictive risk factor
• Given that the disease sub-type is often a
prognostic factor, patient subgroups may be
defined based on the disease sub-types, but
they are usually not powered to detect
subgroups
Lung
cancer
Salivary gland
cancer
Ovarian
cancer
Biliary tract
cancer
Colorectal
cancer
Bladder
cancer
HER2 amplification
or mutation
Unification of diseases
Adapted from NCT02675829: “Trial of Ado-Trastuzumab
Emtansine for Patients With HER2 Amplified or Mutant Cancers"
Ado-trastuzumab
emtasine
Umbrella trials
• Umbrella trials have an inherent feature
of using multiple predictive risk factors to
stratify single-disease patients into
multiple groups (patient stratification)
• Each group is statistically powered as
each sub-study of the master protocol
Adapted from NICE’s advanced non-squamousnon-small
cell lung cancer systematic anti-cancer therapyguideline
17
Basket and umbrella trials: Trial design
characteristics
18
Trial design
characteristics*
Basket trials
(N = 49)
Umbrella trials
(N = 18)
Exploratory
(phase I or II)
96%
(n = 47)
89%
(n = 16)
Use of
randomization
10%
(n = 5)
44%
(n = 8)
Number of interventions
investigated
Median: 1
(IQR: 3-1 = 2)
Median: 5
(IQR: 6-4 = 2)
*Park JJ et al. BMC Trials. 2019 Dec;20(1):1-0.
Systematic review of basket trials, umbrella trials, and platform trials: a landscape analysis of master protocols.
Acronym: Interquartile range - IQR (Q3 –
Q1)
Basket and umbrella trials vs. other biomarker-guided trials
• Similar to other biomarker-guided trials, basket and
umbrella trials aim to use “omic” technologies to
define disease and eligibility criteria for improved
characterization and identification of predictive
biomarkers and targeted therapies
• Basket trials aim to identify histology-agnostic
therapies
• Traditionally, it is not uncommon for phase I trials to
recruit multiple tumors to test for the existence of
signal, but basket trials’ histology-agnostic
approaches are now being considered for phase 2
and 3 evaluations
Transcriptomics
mRNA
Proteomics
Protein
Metabolomics
Metabolite
Genomics
DNA
19
Basket and
umbrella
trials vs.
other
biomarker-
guided trials
• The use of a single master protocol
with standardized operating
procedures is a key difference!
• In umbrella trials, multiple histology-
dependent targeted therapies are
evaluated as different sub-studies that are
molecularly differentiated
• Use of a master protocol in an
umbrella trial allows for screening
efficiency
20
Screening for eligible biomarker-positive
population
Screening population
Cytel Inc.
Eligible biomarker
population
Screening
Basket and
umbrella trials
vs. other
biomarker-
guided trials
• For example, if we assume that 10% of
breast cancer patients will have the
biomarker of interest, an expected 1000
cancer patients will need to be screening
to reach the recruitment target of 100
patients
• In principle, each sub-study of an umbrella
trial can be conducted separately as a non-
master protocol, but conducting them
independently would require a much
larger number of patients that would
need to be screened.
Key design considerations for basket and umbrellatrials
23
Biological
plausibility
Accuracy of
biomarker
assays
Biospecimen
collection
Biomarker
prevalence
Sample size
calculations
Use of
randomization
Biological plausibility
24
Most important to consider the biological
plausibility of the targeted intervention strategies
being evaluated
It is common for cancers to have multiple genetic
mutations, but most mutations are passenger
mutations that do not affect the underlying
carcinogenic process.
Intervention strategies should be targeting driver
mutations, but it can be difficult to separate
driver mutations from passenger mutations
Accuracy of biomarker
assays
• Conceptually, a targeted intervention should be
more efficacious against the disease with the
biomarker target versus the disease without the
target
• Given that all medical tests have some degree of
diagnostic inaccuracy, a proportion of false positive
patients are expected in basket and umbrella trials
• In exploratory biomarker-guided trials, it has
been shown that increasing false positive rates of
biomarker tests will reduce statistical power
Biospecimen collection
• Ensuring adequate biospecimen collection
procedures and standards across multiple
trial institutions are important
• Centralized biospecimen processing and
molecular analyses established through a
master protocol can help
• Ease of biospecimen collection,
biospecimen quality, and biospecimen yield
should be similar between different tumors
26
Biomarker
prevalence
• Patient recruitment is a key determinant for
any clinical trials
• Biomarker prevalence will affect the size of
eligible patient pool. If the target
biomarker has a low prevalence,
recruitment challenges can be amplified
• Planning for comprehensive recruitment
strategies to reach the target sample size
within the desired trial duration will be
essential
Sample size calculations
• For basket trials, sample size calculations
may be done for the overall cohort.
• It can be difficult to differentiate
’responders’ and ‘non-responders’
between different disease sub-types
• For umbrella trials, sample size calculations
may be done for each of the sub-studies
given that multiple targeted interventions
are being evaluated
Use of randomization
• Randomization is generally preferable, as it can help determine
whether the risk factors being used as part of the targeted
intervention strategies are indeed predictive
• In single-arm basket and umbrella trials, it can be difficult to
differentiate between predictive and prognostic factors
• Statistical adjustments may be made on disease sub-types and/or
other prognostic risk factors, but adjustments are difficult in
smaller data sets
Use of
randomization
• Choice in control arm:
• If there are multiple standard-of-
care across different tumors, it
might be difficult to pick a single
control in a basket trial
• In an umbrella trial, each sub-study
can have its own control and
powered accordingly
EXAMPLES OF MASTER PROTOCOLS
Vemurafenib in Nonmelanoma Cancers Harboring BRAF
V600 Mutations
• *ECD = Erdheim-Chester
disease; LCH = Langerhans cell
histiocytosis.
Hyman DM, Puzanov I, Subbiah V, Faris JE, Chau I, Blay JY, Wolf J, Raje NS, Diamond EL, Hollebecque A, Gervais R, Elez-Fernandez ME, Italiano A, Hofheinz RD, Hidalgo M, Chan E,
Schuler M, Lasserre SF, Makrutzki M, Sirzen F, Veronese ML, Tabernero J, Baselga J. Vemurafenib in Multiple Nonmelanoma Cancers with BRAF V600 Mutations. N Engl J Med.
2015 Aug 20;373(8):726-36. doi: 10.1056/NEJMoa1502309. Erratum in: N Engl J Med. 2018 Oct 18;379(16)
Vemurafenib in Nonmelanoma Cancers Harboring BRAF V600
Mutations
Signature program: a platform of basket trials
• A series of 8 phase 2, agent-specific basket protocols.
• Each protocol evaluated 1 agent (buparlisib, dovitinib, binimetinib, encorafenib,
sonidegib, BGJ398, ceritinib, or ribociclib) in patients with solid or hematologic
malignancies and an actionable mutation.
• The primary endpoint - clinical benefit rate (ie, complete or partial response, or
stable disease) at 16 weeks.
• The most common tumor types among the 595 treated patients were colorectal
(9.2%), non-small cell lung adenocarcinoma (9.1%), and ovarian (8.4%).
• Frequent genetic alterations were in PIK3CA, RAS, p16, and PTEN. Overall, 30 partial
or complete responses were observed with 6 compounds in 16 tumor types.
Agents Target Mutations Required Tumor Types Excluded
Buparlisib (BKM120) Pan-Pl3K PIK3CA mutation/amplification, PTEN
mutation/loss, or PIK3R1 mutation
Endometrial, glioblastoma, NSCLC,
prostate, breast
Dovitinib (TKI258) Various RTKs FGFR1-3, FLT3, or c-
KIT mutation/amplification
or PDGFRα/β, VEGFR1-
2, RET, TrkA (NTRK1), or CSF-
1R mutation
Multiple myeloma, urothelial, AML
(FLT3+), hepatocellular, endometrial,
renal cell, breast (metastatic),
squamous NSCLC
Binimetinib
(MEK162)
MEK (RAS pathway) RAS, RAF, MEK1/MEK2, or NF1 Pancreatic, biliary, colorectal, ovarian
(low-grade serous), melanoma
Encorafenib
(LGX818)
BRAF BRAF V600E Melanoma, colorectal, primary CNS
Ceritinib (LDK378) ALK/ROS1 ALK/ROS1 mutation/amplification/tra
nslocation/rearrangement
ALK+ NSCLC
Signature program: a platform of basket trials
BATTLE trial
Design-
• BATTLE was a randomized phase II, single-center, open-label study
in patients with advanced NSCLC refractory to prior chemotherapy.
Study groups-
• Following molecular tumor biomarker assessments, patients were
randomly assigned to oral treatment with erlotinib (150 mg once
daily), vandetanib (300 mg once daily), erlotinib (150 mg once daily)
plus bexarotene (400 mg/m2 once daily), or sorafenib (400 mg
twice daily)
BATTLE trial
Primary end point- disease control rate (DCR) at eight weeks.
Secondary end points-
• Included response rate
• Progression-free survival (PFS)
• Overall survival (OS)
• Toxicity.
Planned exploratory objectives were each treatment's efficacy in
relation to patient biomarker profiles.
Results
• Sorafenib was active against tumors with
mutated or wild-type KRAS, but had a
worse DCR (compared with other study
agents) in patients with EGFR mutations.
• Erlotinib was beneficial in patients with
mutated-EGFR tumors. Erlotinib plus
bexarotene improved DC in patients with a
higher expression of cyclin D1 and also
improved DC in the KRAS-mutant patient
population.
FOCUS 4 TRIAL
FOCUS4-D trial schema
• FOCUS4-D has shown no evidence of efficacy of single-agent EGFR,
HER2, and HER3 inhibition with AZD8931 (Sapitinib) in patients with
advanced colorectal cancer whose tumours are wild-type for BRAF,
PIK3CA, KRAS, and NRAS after first-line induction therapy.
FOCUS 4 Conclusion
Platform Trials
• A randomized design with a common control
arm and many different experimental arms
that enter and exit the trial as futility or
efficacy are demonstrated, often according to
Bayesian decision rules.
Platform
Trials
• The trial itself then comprises a platform or
standing infrastructure to which novel
therapies may be added or from which they
may be dropped.
• Adaptive randomization, i.e. mid-trial shifts
in the randomization ratios for patients with
a given biomarker signature to favor the
treatment showing the most promise in that
signature, may also be present.
I-SPY 2 TRIAL (Investigation of Serial studies to Predict The Therapeutic
Response with Imaging and Molecular Analysis 2, NCT01042379)
• Multicenter, open-label, adaptive phase 2 clinical trial design for women with high-risk clinical
stage II or III breast cancer.
• Goal- I-SPY 2 trial is to target rapid, focused, and individualized clinical development of promising
agents or agent combinations based upon breast cancer biomarker subtypes.
• The trial classifies breast cancer into 10 subtypes based on ER, HER2, and MammaPrint scores.
• Study population – Women with invasive tumor. ≥ 2.5 cm in Diameter.
I-SPY 2 TRIAL
• The control group receives standard neoadjuvant therapy consisting
of weekly intravenous paclitaxel (T) at a dose of 80 mg per m2 of
body surface area for 12 cycles, followed by 4 cycles of doxorubicin
(A) at a dose of 60 mg per m2 and cyclophosphamide (C) at a dose
of 600 mg per m2 , administered intravenously every 2 weeks to 3
weeks.
• The primary endpoint - pCR, defined as elimination of invasive
cancer in the breast and lymph nodes at the time of surgery.
• Drugs that increase pCR rates within a specific molecular subtype
will be preferentially assigned to new patients entering the trial with
that particular subtype allowing for a more rapid determination of
success. On the other hand, drugs doing poorly within a particular
subtype will be less likely assigned to that subtype.
I-SPY 2 TRIAL
• Criteria for Stopping enrolment in an experimental group-
Bayesian predictive probability of success reaches a
prespecified threshold (usually 85%) for any biomarker
signature- Agent/combination is deemed as “graduated”
from the trial.
Futility - if the probability falls to below 10% for all
biomarker signatures.
The steps involved in the enrollment, randomization, and treatment
process.
Veliparib/Carboplatin graduated with triple
negative signatures
Estimated qCR rates : 26% Estimated qCR : 52%
95% interval : 11% - 40% 95% interval : 35%-69%
The steps involved in the enrollment, randomization, and treatment
process.
Neratinib
graduated in
HR-/HER2+
Summary
• There is great promise that use of the Master Protocol design to
discover, explore, and test multiple biomarkers and therapeutic
regimens under one study mechanism will result in getting new and
effective therapies to patients more quickly.
• Methodological advancements in basket and umbrella trials will help
catalyze the adoption of precision medicine and oncology into clinical
practice.
• There are some important considerations that are need to be made
for these trials.
Thank you

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Umbrella, Basket and Platform trials

  • 1. BASKET, UMBRELLA AND PLATFORM TRIALS Dr. Govind Mishra, MD DM Resident (Clinical Pharmacology) AIIMS Bhubaneswar
  • 2. Background • With increasing advancements in genomics, there have been increasing interests in biomarkers and how they can be used to improve biomedical interventions • Biomarker-guided trials are becoming more popular to identify therapies that can specifically affect disease targets based on their genetic make-up – known as ‘targeted therapies’ Adapted from Baxter C. After the double helix. Nature Reviews Genetics. 2003 Apr 1;4(4):246-7. 1953 1958 1980 1983 1990 1999 2003 2017 2018 European consensus statement released on CIDs 2019 2020 C 2 DNA helix structur e First DNA replicatio n First genome sequenced (FX174) PCR develope d Huma n genom e project 1st chromoso me decoded Human genome project completed First tumor- agnostic therapy approved by the FDA (Pembrolizumab) FDA draft guidance on master protocols FDA draft guidance on Complex Innovative Designs (CIDs)
  • 3. Master Protocol A master protocol is defined as “a protocol designed with multiple sub studies, which may have different objectives and involves coordinated efforts to evaluate one or more investigational drugs in one or more disease subtypes within the overall trial structure.” • Often categorized as basket trials, umbrella trials, and platform trials Master Protocols. Efficient Clinical Trial Design Strategies to Expedite Development of Oncology Drugs and Biologics Guidance for Industry (Draft Guidance)
  • 4. Types of Master protocols Type of Trial Objective Umbrella To study multiple targeted therapies in the context of a single disease. Basket To study a single targeted therapy in the context of multiple diseases or disease subtypes. Platform To study multiple targeted therapies in the context of a single disease in a perpetual manner, with therapies allowed to enter or leave the platform on the basis of a decision algorithm. Woodcock J, LaVange LM. Master Protocols to Study Multiple Therapies, Multiple Diseases, or Both. N Engl J Med. 2017 Jul 6;377(1):62-70. doi: 10.1056/NEJMra1510062. PMID: 28679092.
  • 5. Rising popularity of master protocols 60 90 80 70 50 40 30 20 10 0 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 Basket trials Umbrella trials Platform trials Number of Master Protocols over Time: Basket Trials, Umbrella Trials, and Platform Trials Cytel Inc. 6 Park JJ et al. BMC Trials. 2019 Dec;20(1):1-0. Systematic review of basket trials, umbrella trials, and platform trials: a landscape analysis of master protocols. Imatinib Target Exploration Consortium Study B2225
  • 6. What is a basket trial? 7 • A clinical trial that tests one or more targeted interventions across multiple types of diseases that share common molecular alterations and/or other risk factors • There are unifying eligibility criteria usually based on predictive risk factors that combine patients with different diseases into a single “basket” • Predictive risk factors are usually based on the intervention’s mechanism of action since it can help predict whether the patient will respond to a specific intervention A basket trial in cancer • Multiple histological types of cancer • Common targets as unifying eligibility criteria • Interventions agnostic to tumor and histology
  • 7. An illustrate example of a single-arm basket trial Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians. An overview of precision oncology basket and umbrella trials for clinicians
  • 8. An illustrate example of a randomized basket trial Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians. An overview of precision oncology basket and umbrella trials for clinicians
  • 9. What is an umbrella trial? 10 • A clinical trial that tests multiple targeted interventions for a single disease based on predictive biomarkers and/or other risk factors • In an umbrella trial, a single disease (e.g. breast cancer) is stratified into multiple groups • For example, the eligibility for each group can be defined by the intervention’s mechanism of action An umbrella trial in cancer • A single histological cancer type • Multiple targets used to stratify patients • Multiple interventions
  • 10. An illustrate example of a single-arm umbrella trial Cytel Inc. Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians. An overview of precision oncology basket and umbrella trials for clinicians 10
  • 11. An illustrate example of a randomized umbrella trial Cytel Inc. Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians. An overview of precision oncology basket and umbrella trials for clinicians 11
  • 12. Illustrations of basket and umbrella trials Cytel Inc. Park JJH et al. 2020 Feb 7 CA: A Cancer Journal for Clinicians. An overview of precision oncology basket and umbrella trials for clinicians 12
  • 13.
  • 14. Basket and umbrella trials 14 A basket trial in cancer An umbrella trial in cancer • Multiple histological types of cancer • A single histological cancer type • Common targets as unifying eligibility criteria • Multiple targets used to stratify patients • Interventions agnostic to tumor and histology • Multiple sub-cancer interventions
  • 15. Are basket and umbrella trials similar in any way? • In both trials, a common molecular screening protocol is used to determine eligibility • Standardized biomarker assays are used within the trial ecosystem – features of master protocols • Intervention assignment may or may not be determined using randomization in these trials 15
  • 16. Basket trials • The inherent nature of basket trials may be described as “unification of diseases” • Patients in a basket trial will represent multiple diseases that share a common unifying predictive risk factor • Given that the disease sub-type is often a prognostic factor, patient subgroups may be defined based on the disease sub-types, but they are usually not powered to detect subgroups Lung cancer Salivary gland cancer Ovarian cancer Biliary tract cancer Colorectal cancer Bladder cancer HER2 amplification or mutation Unification of diseases Adapted from NCT02675829: “Trial of Ado-Trastuzumab Emtansine for Patients With HER2 Amplified or Mutant Cancers" Ado-trastuzumab emtasine
  • 17. Umbrella trials • Umbrella trials have an inherent feature of using multiple predictive risk factors to stratify single-disease patients into multiple groups (patient stratification) • Each group is statistically powered as each sub-study of the master protocol Adapted from NICE’s advanced non-squamousnon-small cell lung cancer systematic anti-cancer therapyguideline 17
  • 18. Basket and umbrella trials: Trial design characteristics 18 Trial design characteristics* Basket trials (N = 49) Umbrella trials (N = 18) Exploratory (phase I or II) 96% (n = 47) 89% (n = 16) Use of randomization 10% (n = 5) 44% (n = 8) Number of interventions investigated Median: 1 (IQR: 3-1 = 2) Median: 5 (IQR: 6-4 = 2) *Park JJ et al. BMC Trials. 2019 Dec;20(1):1-0. Systematic review of basket trials, umbrella trials, and platform trials: a landscape analysis of master protocols. Acronym: Interquartile range - IQR (Q3 – Q1)
  • 19. Basket and umbrella trials vs. other biomarker-guided trials • Similar to other biomarker-guided trials, basket and umbrella trials aim to use “omic” technologies to define disease and eligibility criteria for improved characterization and identification of predictive biomarkers and targeted therapies • Basket trials aim to identify histology-agnostic therapies • Traditionally, it is not uncommon for phase I trials to recruit multiple tumors to test for the existence of signal, but basket trials’ histology-agnostic approaches are now being considered for phase 2 and 3 evaluations Transcriptomics mRNA Proteomics Protein Metabolomics Metabolite Genomics DNA 19
  • 20. Basket and umbrella trials vs. other biomarker- guided trials • The use of a single master protocol with standardized operating procedures is a key difference! • In umbrella trials, multiple histology- dependent targeted therapies are evaluated as different sub-studies that are molecularly differentiated • Use of a master protocol in an umbrella trial allows for screening efficiency 20
  • 21. Screening for eligible biomarker-positive population Screening population Cytel Inc. Eligible biomarker population Screening
  • 22. Basket and umbrella trials vs. other biomarker- guided trials • For example, if we assume that 10% of breast cancer patients will have the biomarker of interest, an expected 1000 cancer patients will need to be screening to reach the recruitment target of 100 patients • In principle, each sub-study of an umbrella trial can be conducted separately as a non- master protocol, but conducting them independently would require a much larger number of patients that would need to be screened.
  • 23. Key design considerations for basket and umbrellatrials 23 Biological plausibility Accuracy of biomarker assays Biospecimen collection Biomarker prevalence Sample size calculations Use of randomization
  • 24. Biological plausibility 24 Most important to consider the biological plausibility of the targeted intervention strategies being evaluated It is common for cancers to have multiple genetic mutations, but most mutations are passenger mutations that do not affect the underlying carcinogenic process. Intervention strategies should be targeting driver mutations, but it can be difficult to separate driver mutations from passenger mutations
  • 25. Accuracy of biomarker assays • Conceptually, a targeted intervention should be more efficacious against the disease with the biomarker target versus the disease without the target • Given that all medical tests have some degree of diagnostic inaccuracy, a proportion of false positive patients are expected in basket and umbrella trials • In exploratory biomarker-guided trials, it has been shown that increasing false positive rates of biomarker tests will reduce statistical power
  • 26. Biospecimen collection • Ensuring adequate biospecimen collection procedures and standards across multiple trial institutions are important • Centralized biospecimen processing and molecular analyses established through a master protocol can help • Ease of biospecimen collection, biospecimen quality, and biospecimen yield should be similar between different tumors 26
  • 27. Biomarker prevalence • Patient recruitment is a key determinant for any clinical trials • Biomarker prevalence will affect the size of eligible patient pool. If the target biomarker has a low prevalence, recruitment challenges can be amplified • Planning for comprehensive recruitment strategies to reach the target sample size within the desired trial duration will be essential
  • 28. Sample size calculations • For basket trials, sample size calculations may be done for the overall cohort. • It can be difficult to differentiate ’responders’ and ‘non-responders’ between different disease sub-types • For umbrella trials, sample size calculations may be done for each of the sub-studies given that multiple targeted interventions are being evaluated
  • 29. Use of randomization • Randomization is generally preferable, as it can help determine whether the risk factors being used as part of the targeted intervention strategies are indeed predictive • In single-arm basket and umbrella trials, it can be difficult to differentiate between predictive and prognostic factors • Statistical adjustments may be made on disease sub-types and/or other prognostic risk factors, but adjustments are difficult in smaller data sets
  • 30. Use of randomization • Choice in control arm: • If there are multiple standard-of- care across different tumors, it might be difficult to pick a single control in a basket trial • In an umbrella trial, each sub-study can have its own control and powered accordingly
  • 31. EXAMPLES OF MASTER PROTOCOLS
  • 32. Vemurafenib in Nonmelanoma Cancers Harboring BRAF V600 Mutations • *ECD = Erdheim-Chester disease; LCH = Langerhans cell histiocytosis. Hyman DM, Puzanov I, Subbiah V, Faris JE, Chau I, Blay JY, Wolf J, Raje NS, Diamond EL, Hollebecque A, Gervais R, Elez-Fernandez ME, Italiano A, Hofheinz RD, Hidalgo M, Chan E, Schuler M, Lasserre SF, Makrutzki M, Sirzen F, Veronese ML, Tabernero J, Baselga J. Vemurafenib in Multiple Nonmelanoma Cancers with BRAF V600 Mutations. N Engl J Med. 2015 Aug 20;373(8):726-36. doi: 10.1056/NEJMoa1502309. Erratum in: N Engl J Med. 2018 Oct 18;379(16)
  • 33. Vemurafenib in Nonmelanoma Cancers Harboring BRAF V600 Mutations
  • 34. Signature program: a platform of basket trials • A series of 8 phase 2, agent-specific basket protocols. • Each protocol evaluated 1 agent (buparlisib, dovitinib, binimetinib, encorafenib, sonidegib, BGJ398, ceritinib, or ribociclib) in patients with solid or hematologic malignancies and an actionable mutation. • The primary endpoint - clinical benefit rate (ie, complete or partial response, or stable disease) at 16 weeks. • The most common tumor types among the 595 treated patients were colorectal (9.2%), non-small cell lung adenocarcinoma (9.1%), and ovarian (8.4%). • Frequent genetic alterations were in PIK3CA, RAS, p16, and PTEN. Overall, 30 partial or complete responses were observed with 6 compounds in 16 tumor types.
  • 35. Agents Target Mutations Required Tumor Types Excluded Buparlisib (BKM120) Pan-Pl3K PIK3CA mutation/amplification, PTEN mutation/loss, or PIK3R1 mutation Endometrial, glioblastoma, NSCLC, prostate, breast Dovitinib (TKI258) Various RTKs FGFR1-3, FLT3, or c- KIT mutation/amplification or PDGFRα/β, VEGFR1- 2, RET, TrkA (NTRK1), or CSF- 1R mutation Multiple myeloma, urothelial, AML (FLT3+), hepatocellular, endometrial, renal cell, breast (metastatic), squamous NSCLC Binimetinib (MEK162) MEK (RAS pathway) RAS, RAF, MEK1/MEK2, or NF1 Pancreatic, biliary, colorectal, ovarian (low-grade serous), melanoma Encorafenib (LGX818) BRAF BRAF V600E Melanoma, colorectal, primary CNS Ceritinib (LDK378) ALK/ROS1 ALK/ROS1 mutation/amplification/tra nslocation/rearrangement ALK+ NSCLC Signature program: a platform of basket trials
  • 36. BATTLE trial Design- • BATTLE was a randomized phase II, single-center, open-label study in patients with advanced NSCLC refractory to prior chemotherapy. Study groups- • Following molecular tumor biomarker assessments, patients were randomly assigned to oral treatment with erlotinib (150 mg once daily), vandetanib (300 mg once daily), erlotinib (150 mg once daily) plus bexarotene (400 mg/m2 once daily), or sorafenib (400 mg twice daily)
  • 37. BATTLE trial Primary end point- disease control rate (DCR) at eight weeks. Secondary end points- • Included response rate • Progression-free survival (PFS) • Overall survival (OS) • Toxicity. Planned exploratory objectives were each treatment's efficacy in relation to patient biomarker profiles.
  • 38.
  • 39.
  • 40. Results • Sorafenib was active against tumors with mutated or wild-type KRAS, but had a worse DCR (compared with other study agents) in patients with EGFR mutations. • Erlotinib was beneficial in patients with mutated-EGFR tumors. Erlotinib plus bexarotene improved DC in patients with a higher expression of cyclin D1 and also improved DC in the KRAS-mutant patient population.
  • 43. • FOCUS4-D has shown no evidence of efficacy of single-agent EGFR, HER2, and HER3 inhibition with AZD8931 (Sapitinib) in patients with advanced colorectal cancer whose tumours are wild-type for BRAF, PIK3CA, KRAS, and NRAS after first-line induction therapy. FOCUS 4 Conclusion
  • 44. Platform Trials • A randomized design with a common control arm and many different experimental arms that enter and exit the trial as futility or efficacy are demonstrated, often according to Bayesian decision rules.
  • 45. Platform Trials • The trial itself then comprises a platform or standing infrastructure to which novel therapies may be added or from which they may be dropped. • Adaptive randomization, i.e. mid-trial shifts in the randomization ratios for patients with a given biomarker signature to favor the treatment showing the most promise in that signature, may also be present.
  • 46.
  • 47. I-SPY 2 TRIAL (Investigation of Serial studies to Predict The Therapeutic Response with Imaging and Molecular Analysis 2, NCT01042379) • Multicenter, open-label, adaptive phase 2 clinical trial design for women with high-risk clinical stage II or III breast cancer. • Goal- I-SPY 2 trial is to target rapid, focused, and individualized clinical development of promising agents or agent combinations based upon breast cancer biomarker subtypes. • The trial classifies breast cancer into 10 subtypes based on ER, HER2, and MammaPrint scores. • Study population – Women with invasive tumor. ≥ 2.5 cm in Diameter.
  • 48. I-SPY 2 TRIAL • The control group receives standard neoadjuvant therapy consisting of weekly intravenous paclitaxel (T) at a dose of 80 mg per m2 of body surface area for 12 cycles, followed by 4 cycles of doxorubicin (A) at a dose of 60 mg per m2 and cyclophosphamide (C) at a dose of 600 mg per m2 , administered intravenously every 2 weeks to 3 weeks. • The primary endpoint - pCR, defined as elimination of invasive cancer in the breast and lymph nodes at the time of surgery. • Drugs that increase pCR rates within a specific molecular subtype will be preferentially assigned to new patients entering the trial with that particular subtype allowing for a more rapid determination of success. On the other hand, drugs doing poorly within a particular subtype will be less likely assigned to that subtype.
  • 49. I-SPY 2 TRIAL • Criteria for Stopping enrolment in an experimental group- Bayesian predictive probability of success reaches a prespecified threshold (usually 85%) for any biomarker signature- Agent/combination is deemed as “graduated” from the trial. Futility - if the probability falls to below 10% for all biomarker signatures.
  • 50. The steps involved in the enrollment, randomization, and treatment process.
  • 51. Veliparib/Carboplatin graduated with triple negative signatures Estimated qCR rates : 26% Estimated qCR : 52% 95% interval : 11% - 40% 95% interval : 35%-69%
  • 52. The steps involved in the enrollment, randomization, and treatment process.
  • 54. Summary • There is great promise that use of the Master Protocol design to discover, explore, and test multiple biomarkers and therapeutic regimens under one study mechanism will result in getting new and effective therapies to patients more quickly. • Methodological advancements in basket and umbrella trials will help catalyze the adoption of precision medicine and oncology into clinical practice. • There are some important considerations that are need to be made for these trials.