the foundation role of immunomodulation therapy for long-term efficacy safety, outcome measures, and...
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The Foundation Role of The Foundation Role of Immunomodulation Therapy Immunomodulation Therapy
for Long-Term Efficacy for Long-Term Efficacy
Safety, Outcome Measures, and Disability MitigationSafety, Outcome Measures, and Disability Mitigation
Investigations • Innovation • Clinical ApplicationInvestigations • Innovation • Clinical Application
Program ChairmanProgram ChairmanBruce A. Cree, MD, PhD, MCRBruce A. Cree, MD, PhD, MCR
Assistant Professor of NeurologyAssistant Professor of NeurologyDepartment of NeurologyDepartment of Neurology
University of CaliforniaUniversity of CaliforniaSan Francisco Multiple Sclerosis CenterSan Francisco Multiple Sclerosis Center
San Francisco, CaliforniaSan Francisco, California
OverviewOverview
► Mechanisms of action of first line Mechanisms of action of first line therapiestherapies
► Outcome measures in clinical trialsOutcome measures in clinical trials
► Comparison of landmark trialsComparison of landmark trials
► Longitudinal studies: what do they tell Longitudinal studies: what do they tell us?us?
Goals of TreatmentGoals of Treatment
► Reduce frequency of relapseReduce frequency of relapse
► Slow progression of disabilitySlow progression of disability
► Reduce MRI activityReduce MRI activity
► Prevent morbidity from symptoms and Prevent morbidity from symptoms and provide palliative careprovide palliative care
► Maintain adherenceMaintain adherence
► Provide long-term efficacy and safety Provide long-term efficacy and safety
TregTh2/Th3
MO
IL-4IL-5IL-6
IL-13TGF
B
HistamineProteases
TNFNAA, ATP
NOO2
5-HT
Mast Cell
IL-12
APC
Thp
CD4
CD40LCD40
IL-4 & IL-10
CD4APCThp
CD28B7
Th2/Th3
B7
CD40
MicrogliaCD40L
CD28
Th1Th17
B
Glutamate
TCD8
MMP-2/9
VCAM-1ICAM-1 VCAM-1
IFNTNFIL-17
IL-10TGF
Ab+C9neo
CD8
Mast Cell
T
Granutocyte
Complement
Monocyte
Pl
Figure courtesy of Dhib-Jalbut S, 2008
Immunopathogenesis of the MS LesionImmunopathogenesis of the MS Lesion
IFNTNFTh17
NOOi
TNFaMMP
LFA-1VLA-4Th1
Th17
Oligo
BBB
MCP-1MIP-1P-10
RANTES
Astrocyte
IL-23
Treg
CD4+CD25+
Myelin AgMicrobial Ag
HLA
Virus
TCR
IFN-IFN-: Activity: Activity
TH1+
RestingT cell
MMP
Activated (+)T cells
TH1+
TH1+
MMP
BBBBlood CNS
TNF-α IFN-γ
IL-2
TH1APC APC
IFN-β
IFN-β
MyelinproteinAntigen
TH1+
Adapted from Yong VW. Adapted from Yong VW. NeurologyNeurology. 2002;59:802-808.. 2002;59:802-808.
Glatiramer Acetate: ActivityGlatiramer Acetate: Activity
Adapted from Ziemssen T et al. J Neurol Sci. 2005;233:109-112.Adapted from Ziemssen T et al. J Neurol Sci. 2005;233:109-112.
BBB
GA-specificT cell
APC
GA
ther
apy
TH1 TH2
APC
Microglia
MHC
CNS Ag
TCR
Macrophage
Periphery CNS
TH2
MHC
GA
TCR
Neuroregeneration
Bystandersuppression
effect
Anti-inflammatory cytokines
Neurotrophins+ +
TCRIL-4
IL-10
BDNF
Low (0-1 attacks in 2 years)Low (0-1 attacks in 2 years)
Intermediate (2-4 attacks in 2 years)Intermediate (2-4 attacks in 2 years)
High (High (>> 5 in 2 years) 5 in 2 years)
Weinhenker B et al. Brain. 1989;112:1422Weinhenker B et al. Brain. 1989;112:1422
Long-Term DisabilityLong-Term DisabilityEffect of Early RelapsesEffect of Early Relapses
50504040303020201010
2020
00
00
4040
6060
8080
100100
Time from onset of MS (years)Time from onset of MS (years)
Per
cent
Pts
DS
S <
6P
erce
nt P
ts D
SS
< 6
p < 0.0001p < 0.0001
Number of Attacks, 1Number of Attacks, 1stst 2 years 2 years p <0.001p <0.001
Interval Between 1Interval Between 1stst 2 Attacks 2 Attacks p <0.001p <0.001
DSS at 2 yearsDSS at 2 years p < 0.001p < 0.001
DSS at 5 yearsDSS at 5 years p < 0.001p < 0.001
Development of DisabilityDevelopment of DisabilityEffect of Early Clinical Course Effect of Early Clinical Course
Clinical CharacteristicClinical Characteristic Significance*Significance*
* Controlled for age at onset, remitting at onset, cerebellar, cerebral* Controlled for age at onset, remitting at onset, cerebellar, cerebral
Weinshenker B et al. Weinshenker B et al. Brain. 1991;114 ( Pt 2):1045-56.Brain. 1991;114 ( Pt 2):1045-56.
Relapses in MSRelapses in MS
► Relapses are the most obvious evidence of Relapses are the most obvious evidence of inflammatory disease activity in RRMS inflammatory disease activity in RRMS
► Relapse frequency in typical untreated Relapse frequency in typical untreated RRMS populations enables treatment effect RRMS populations enables treatment effect to be rapidly assessable in a 12-month to be rapidly assessable in a 12-month clinical studyclinical study
Total number of relapses during the study periodTotal in-study person-years
Effect on Annualized Relapse Rates: Summary Effect on Annualized Relapse Rates: Summary of Phase III Trials – 2 years in-studyof Phase III Trials – 2 years in-study
35
% R
educ
tion
in r
elap
se r
ates
% R
educ
tion
in r
elap
se r
ates
30
25
20
15
10
5
0
31%
8 MIU qod8 MIU qodIFN beta-1bIFN beta-1b
P=0.0001
29%
4.4 MIU tiw4.4 MIU tiwIFN beta-1aIFN beta-1a
P<0.001
32%
8.8 MIU tiw8.8 MIU tiwIFN beta-1aIFN beta-1a
P<0.0001
29%
20 mg qd20 mg qdglatiramer acetateglatiramer acetate
P=0.055P=0.055
6 MIU qw6 MIU qwIFN beta-1aIFN beta-1a
P=0.04
18%
N.B.: Results are from separate clinical trialsJacobs et al. Ann Neurol. 1996;39:285; IFNB MS Study Group. Neurology. 1993;43:655; IFNB MS Study Group and University of British Columbia MS/MRI Analysis Group. Neurology. 1995;45:1277; Johnson et al. Neurology. 1995:45:1268; Johnson et al. Neurology. 1998;50:701; PRISMS Study Group. Lancet. 1998;352:1498; Rebif package insert.
Is MS All About Relapses? Is MS All About Relapses?
► Hypothesis: if relapses cause long-term Hypothesis: if relapses cause long-term disability then patients with frequent disability then patients with frequent relapses should be at higher risk for relapses should be at higher risk for disabilitydisability
► From the London Ontario natural history From the London Ontario natural history studies patients with frequent attacks studies patients with frequent attacks are at highest risk for future ambulatory are at highest risk for future ambulatory disabilitydisability
► Assumption: modifying the relapse rate Assumption: modifying the relapse rate will influence long-term disabilitywill influence long-term disability
Weinshenker et al. 1989 Brain 112:1419Weinshenker et al. 1989 Brain 112:1419
Proportion of Placebo Groups Proportion of Placebo Groups with Clinical Activity with Clinical Activity
Jacobs et al. Ann Neurol. 1996;39:285; IFNB MS Study Group. Neurology. 1993;43:655; IFNB MS Study Group and University of British Columbia MS/MRI Analysis Group. Neurology. 1995;45:1277; Johnson et al. Neurology. 1995:45:1268; Johnson et al. Neurology. 1998;50:701; PRISMS Study Group. Lancet. 1998;352:1498.
RelapsesRelapses EDSS EDSS ProgressProgress
IFNIFNββ-1b (3 year)-1b (3 year) 86%86% 39%39%
IFNIFNββ-1a (QW) (2 year)-1a (QW) (2 year) 77%77% 35%35%
IFNIFNββ-1a (TIW) (2 year)-1a (TIW) (2 year) 84%84% 38%38%
Glatiramer acetate (2 year)Glatiramer acetate (2 year) 73%73% 25%25%
How is Sustained Progression How is Sustained Progression Measured?Measured?
► Most clinical trials define progression by Most clinical trials define progression by comparing the change in EDSS from comparing the change in EDSS from baseline to study conclusion, and then baseline to study conclusion, and then confirmconfirm the change in EDSS at 3 or 6 the change in EDSS at 3 or 6 monthsmonths
► Does this measure of confirmed Does this measure of confirmed progression reflect permanent disability?progression reflect permanent disability?
► If so, then confirmed changes in EDSS If so, then confirmed changes in EDSS during the course of the trial should be during the course of the trial should be sustainedsustained by the end of the study by the end of the study
Does Sustained Disability Measure Does Sustained Disability Measure Permanent Disability?Permanent Disability?
► 50% of patients with a 1 point change, 50% of patients with a 1 point change, confirmed at 3 months will improve to a lower confirmed at 3 months will improve to a lower EDSSEDSS
► 33% of patients with a 1 point change, 33% of patients with a 1 point change, confirmed at 6 months, will improve to a lower confirmed at 6 months, will improve to a lower EDSSEDSS
► More stringent measures of change are harder More stringent measures of change are harder to demonstrate in 2-year trials because to demonstrate in 2-year trials because relatively few MS patients will progress relatively few MS patients will progress
► Conclusions: Conclusions: 6 months sustained EDSS change 6 months sustained EDSS change is more rigorous than a 3-month sustained is more rigorous than a 3-month sustained change, but neither is a good predictor of long change, but neither is a good predictor of long term disabilityterm disabilityLiu C & Blumhardt LD Liu C & Blumhardt LD J Neurol Neurosurg Psychiatry. 2000J Neurol Neurosurg Psychiatry. 2000;;68:450-7.68:450-7.
**1 EDSS point sustained for 1 EDSS point sustained for 6 months in 6 MIU qw phase III trial6 months in 6 MIU qw phase III trial and for and for 3 months 3 months in all other in all other phase III trials.phase III trials.
Jacobs et al. Ann Neurol. 1996;39:285; IFNB MS Study Group. Neurology. 1993;43:655IFNB MS Study Group and University of British Columbia MS/MRI Analysis Group. Neurology. 1995;45:1277Johnson et al. Neurology. 1995:45:1268; Johnson et al. Neurology. 1998;50:701PRISMS Study Group. Lancet. 1998;352:1498
Effect on Sustained Disability*: Effect on Sustained Disability*: Summary of Phase III TrialsSummary of Phase III Trials
40
Reduct
ion in
R
educt
ion in
su
stain
ed d
isabili
ty
sust
ain
ed d
isabili
ty
pro
gre
ssio
n (
%)
pro
gre
ssio
n (
%)
12%
22%
30%
NS
30
20
10
0
8.8 MIU tiw8.8 MIU tiwIFN beta-1aIFN beta-1a
4.4 MIU tiw4.4 MIU tiwIFN beta-1aIFN beta-1a
20 mg qd20 mg qdglatiramer acetateglatiramer acetate
p<0.05
p<0.05
p=NSp=NS
37%
6 MIU qw6 MIU qwIFN beta-1aIFN beta-1a
p=0.0229%
8 MIU qod8 MIU qodIFN beta-1bIFN beta-1b
p=NSp=NS
SummarySummary
► Relapses and disability progression represent Relapses and disability progression represent different but complimentary aspects of MS natural different but complimentary aspects of MS natural historyhistory
► Relapse rate reduction and the mean change in Relapse rate reduction and the mean change in EDSS are the most sensitive clinical outcome EDSS are the most sensitive clinical outcome measures in MS trialsmeasures in MS trials
► The generally accepted sustained change in EDSS The generally accepted sustained change in EDSS measure is not a reliable marker of long term measure is not a reliable marker of long term disability disability
► Phase III trials results showed:Phase III trials results showed: The interferons and glatiramer acetate modestly reduce the relapse The interferons and glatiramer acetate modestly reduce the relapse
raterate IFN beta-1a has a statistically significant impact on sustained IFN beta-1a has a statistically significant impact on sustained
disability progression over two yearsdisability progression over two years IFN beta-1a and glatiramer acetate have a statistically significant IFN beta-1a and glatiramer acetate have a statistically significant
impact on the mean EDSS over two yearimpact on the mean EDSS over two year
Are direct comparator studies Are direct comparator studies needed in MS or can we make needed in MS or can we make
valid conclusions from cross trial valid conclusions from cross trial comparisons?comparisons?
Cross Trial ComparisonsCross Trial ComparisonsRelative Efficacy (RR)Relative Efficacy (RR)
IFNIFNββ-1a-1a30 30 µµgg qwqw
IFNIFNββ-1b, -1b, 250 250 µµgg
qodqod
IFN IFN ββ-1a -1a 44 44 µµgg
tiwtiw
GA GA 20 mg20 mg
qdqd
Relapse rate (annualized)Relapse rate (annualized) -18%-18% -34%-34% -32%-32% -29%-29%
Relapse-Free (2 years)Relapse-Free (2 years) +42%+42% +95%+95% +100%+100% +36%+36%
Progression free Progression free -37%-37% -29%-29% -30%-30% -12%-12%
New T2 LesionsNew T2 Lesions -36%-36% -83%-83% -78%-78% -38%-38%
Gd+ LesionsGd+ Lesions -42%-42% -- -88%-88% -33%-33%
BODBOD - 4%- 4% -17%-17% -15%-15% -8%-8%
672 days (96 weeks)
IFNβ-1a
GA
Time to first relapse (days)Time to first relapse (days)
Hazard ratio (95% CI): 0.943 (0.74, 1.21) p = 0.643
0 100 200 300 400 500 600 700
0.00
0.25
0.50
0.75
1.00
Sur
viva
l dis
trib
utio
n fu
nctio
nS
urvi
val d
istr
ibut
ion
func
tion
The REGARD TrialThe REGARD TrialTime to First Relapse (1Time to First Relapse (1oo endpoint) endpoint)
The BEYOND TrialThe BEYOND TrialRelapse Risk (1Relapse Risk (1oo Endpoint) Endpoint)
►No significant difference in relapse risk between any groupNo significant difference in relapse risk between any group
Interferon beta-1bInterferon beta-1b 500 500 vs. vs. Interferon beta-1bInterferon beta-1b 250 250
Interferon beta-1b Interferon beta-1b 500500vs. Glatiramer acetatevs. Glatiramer acetate
Interferon beta-1b Interferon beta-1b 250250vs. Glatiramer acetatevs. Glatiramer acetate
Primary AnalysisPrimary Analysis
Sensitivity Analysis Sensitivity Analysis (no major protocol violations, (no major protocol violations,
100% of doses, post-hoc)100% of doses, post-hoc)
P-valuesP-values(one-sided)(one-sided)
P-valuesP-values(one-sided)(one-sided)
P=0.16P=0.16
P=0.73P=0.73
P=0.43P=0.43
P=0.29P=0.29
P=0.30P=0.30
P=0.18P=0.18
0.50.5 1.0 1.5 1.0 1.50.50.5 1.0 1.5 1.0 1.5
What can be learned from What can be learned from long-term follow up studies?long-term follow up studies?
Long-Term Follow UpLong-Term Follow Up
► Do long-term follow up studies Do long-term follow up studies adequately address medication safety?adequately address medication safety?
► Do long-term studies adequately Do long-term studies adequately address longitudinal efficacy?address longitudinal efficacy?
► Have methods of analysis for Have methods of analysis for longitudinal studies been optimized?longitudinal studies been optimized?
BiasBias ImpactImpact StrategyStrategy
AscertainmentAscertainmentModified therapeutic effect dependent Modified therapeutic effect dependent
on characteristics of participating on characteristics of participating patients.patients.
F/U must be as complete as possible F/U must be as complete as possible Directly compare baseline and on-Directly compare baseline and on-RCT characteristics of those RCT characteristics of those patients in LTF to those not in LTFpatients in LTF to those not in LTF
Informed Informed Therapeutic Therapeutic DecisionsDecisions
Inflated estimate of therapeutic benefit Inflated estimate of therapeutic benefit because patients doing well because patients doing well continue therapy whereas failing continue therapy whereas failing patients switch or stop therapy.patients switch or stop therapy.
MPR: Use percent of total possible MPR: Use percent of total possible time on therapy instead of time on therapy instead of absolute time to assess exposure.absolute time to assess exposure.
Treatment Treatment SelectionSelection
Modified therapeutic effect dependent Modified therapeutic effect dependent on patient selection characteristics.on patient selection characteristics.
Propensity Scoring: Adjust for the Propensity Scoring: Adjust for the propensity (i.e., likelihood) that a propensity (i.e., likelihood) that a particular treatment will be particular treatment will be selected based on available selected based on available patient characteristicspatient characteristics
Multiple TestingMultiple TestingIncreased risk of Type 1 error from the Increased risk of Type 1 error from the
use of multiple predictor variables use of multiple predictor variables and weighting schemesand weighting schemes
Create a single model and apply Create a single model and apply adjustments to p-values according adjustments to p-values according to the number of predictors tested to the number of predictors tested in the model.in the model.
Sources of Bias in LTFU StudiesSources of Bias in LTFU Studies
Glatiramer Acetate 15 year LTFUGlatiramer Acetate 15 year LTFU
Ford C et al. Mult Scler. 2010;16:342-50. Ford C et al. Mult Scler. 2010;16:342-50.
Glatiramer Acetate 15 year LTFUGlatiramer Acetate 15 year LTFU
Ford C et al. Mult Scler. 2010;16:342-50. Ford C et al. Mult Scler. 2010;16:342-50.
Glatiramer Acetate 15 year LTFUGlatiramer Acetate 15 year LTFU
► In a small cohort of patients followed for In a small cohort of patients followed for 15 years, glatiramer acetate was safe and 15 years, glatiramer acetate was safe and well toleratedwell tolerated
► 65% of continuously treated patients did 65% of continuously treated patients did not progress to SPMSnot progress to SPMS
► 41% of patients withdrawing from the 41% of patients withdrawing from the study did so because of disease study did so because of disease progressionprogression● Propensity scores were used to try to adjust Propensity scores were used to try to adjust
for differences between ongoing and for differences between ongoing and withdrawing patientswithdrawing patients
► EDSS at baseline predicts EDSS at 15 EDSS at baseline predicts EDSS at 15 yearsyears
IFN IFN ββ-1a (QW) LTFU Disposition-1a (QW) LTFU Disposition
Bermel R et al. Mult Scler. 2010 Feb 18. [Epub ahead of print]Bermel R et al. Mult Scler. 2010 Feb 18. [Epub ahead of print]
Complete 2-year follow-up(n=172)
Unascertained(n=36)
Ascertained for ASSURANCE(n=136; 79%)
Able to locate,Unable to contact
(n=13)
Unable to locate(n=23)
Living(n=122; 90%)
Deceased(n=14; 10%)
ICF and question booklet
completedLOCF
IFN IFN ββ-1a QW LTFU Outcomes-1a QW LTFU Outcomes
Bermel R et al. Mult Scler. 2010 Feb 18. [Epub ahead of print]Bermel R et al. Mult Scler. 2010 Feb 18. [Epub ahead of print]
Currently receiving IM IFN ß-1a (n=56)Currently receiving IM IFN ß-1a (n=56)Not currently receiving IM IFN ß-1a (n=66)Not currently receiving IM IFN ß-1a (n=66)
Pat
ient
s, %
Pat
ient
s, %
Pat
ient
s, %
Pat
ient
s, %
P=0.062P=0.062
EDSS MilestoneEDSS Milestone
P=0.326P=0.326P=0.114P=0.114
P=0.006P=0.006
IFN IFN ββ-1a QW LTFU Conclusions-1a QW LTFU Conclusions
► 79% of eligible patients were located for the 15 79% of eligible patients were located for the 15 year follow upyear follow up
► At 15 years, patients currently on IFN At 15 years, patients currently on IFN ββ-1a had -1a had less progression in EDSS scores than patients less progression in EDSS scores than patients not on IFN not on IFN ββ-1a -1a
► However, patients not currently on IFN However, patients not currently on IFN ββ-1a had -1a had higher baseline EDSS scores suggesting more higher baseline EDSS scores suggesting more severe baseline MSsevere baseline MS● Propensity scores were used to adjust for these Propensity scores were used to adjust for these
differencesdifferences
► Inferences with regard to association with lower Inferences with regard to association with lower EDSS and ongoing treatment were not made EDSS and ongoing treatment were not made
Bermel R et al. Mult Scler. 2010 Feb 18. [Epub ahead of print]
124124
125125
123123
5252
5858
5656IFNβ-1b 250 µg
IFNβ-1b 50 µg
Placebo
1988 1993
Pivotal Study (n=372)Pivotal Study (n=372)
LTF
2005
Cross-sectional investigation of:- clinical outcomes (disability, relapse rate)- imaging (brain and spinal MRI)- cognition and mood- QoL, resource use- lab parameter including NAb's and PgX
Patients under regular medical care - no trial
1990
IFN IFN ββ-1b LTFU Design-1b LTFU Design
Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at AAN, October 2006: M-3Ebers G et al. presented at AAN, October 2006: M-3
Event Rates and Long-Term EfficacyEvent Rates and Long-Term EfficacyClinical and Radiological EndpointsClinical and Radiological Endpoints
1.1. Need to demonstrate that the short-Need to demonstrate that the short-term event-rates are correlated with term event-rates are correlated with long-term outcome.long-term outcome.
2.2. Need to demonstrate that the short-Need to demonstrate that the short-term event-rates contribute term event-rates contribute independently to predicting outcome.independently to predicting outcome.
3.3. Need to demonstrate that therapies Need to demonstrate that therapies which reduce the event-rates, are also which reduce the event-rates, are also associated with improved long-term associated with improved long-term outcome.outcome.
Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at AAN, October 2006: M-3Ebers G et al. presented at AAN, October 2006: M-3
IFN IFN ββ-1b LTFU Adjusted OUtcome-1b LTFU Adjusted OUtcome
Any Variable + Any Exposure Weighting – Any Negative Outcome
EDSSp<0.001
1
Exposurep<0.001
2
HighLow
Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at ECTRIMS, Madrid, Spain, September 2006: P666Ebers G et al. presented at AAN, October 2006: M-3Ebers G et al. presented at AAN, October 2006: M-3
Event Rates and Long-Term EfficacyEvent Rates and Long-Term EfficacyConclusionsConclusions
1.1. The LTF study demonstrates that the short-term The LTF study demonstrates that the short-term event-rate is correlated with long-term outcome.event-rate is correlated with long-term outcome.
2.2. The LTF study also demonstrates that the short-The LTF study also demonstrates that the short-term event-rate contributes independently to term event-rate contributes independently to predicting long-term outcome.predicting long-term outcome.
3.3. The LTF study provides convincing evidence that The LTF study provides convincing evidence that early initiation and sustained use of IFNearly initiation and sustained use of IFNββ-1b has a -1b has a beneficial impact on long-term outcome in MS.beneficial impact on long-term outcome in MS.
4.4. The analysis strategy employed provides a The analysis strategy employed provides a methodological framework for mitigating bias in methodological framework for mitigating bias in assessing long-term efficacy in other clinical trials assessing long-term efficacy in other clinical trials having similar non-randomized data.having similar non-randomized data.
► Disease modifying therapy seems favorably effect the Disease modifying therapy seems favorably effect the long-term course of MSlong-term course of MS
► Propensity score adjusted analysis and other statistical Propensity score adjusted analysis and other statistical methods for controlling biases inherent in long term, methods for controlling biases inherent in long term, unblinded studies are important statistical advances for unblinded studies are important statistical advances for interpreting these studiesinterpreting these studies
► Once the MS community agrees on the relevant Once the MS community agrees on the relevant covariates, these methods can be used to sort out some covariates, these methods can be used to sort out some of these issues without the cost (and ethical dilemmas) of these issues without the cost (and ethical dilemmas) posed by long-term placebo-controlled trials.posed by long-term placebo-controlled trials.
ConclusionsConclusions