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Initiation of Symptomatic Medication in Alzheimer’s Clinical Trials:
Hypothetical vs Treatment Policy Approach
Michael C Donohue1, Fabian Model2, Paul Delmar2, Nicola Volye2, Hong Liu-Seifert3, Michael S Rafii1, Paul S Aisen1
1. Alzheimer’s Therapeutic Research Institute, University of Southern California, San Diego
2. F. Hoffmann - La Roche Ltd, Basel, Switzerland
3. Eli Lilly, Indianapolis, Indiana
Background
ICH E9 (R1) Addendum on estimands and sensitivity analysis in clinical trials to the guideline on statistical principles for clinical trials (Aug 2017):• Sparked discussion of appropriate handling of intercurrent events,
such as initiation of concurrent medications in Alzheimer’s trials.• Treatment policy strategy: collect and analyze until end of planned
observation period, regardless of intercurrent events• Effectiveness, De Facto, Intention-to-treat
• Hypothetical strategy: The efficacy under some hypothetical scenario (e.g. in absence of an intercurrent event)• Efficacy, De Jure
Background
EMA Guideline on the clinical investigation of medicines for the treatment of Alzheimer’s disease (Feb 2018):
“In general, and unless an alternative is duly justified, the actual adherence to treatment should be reflected in the target of estimation (i.e. the “treatment-policy” strategy should be applied for this intercurrent event).”
Examples of estimand definitionsIntercurrent event Approach Population Endpoint Population-level
summary
None NA Inc/Exc Criteria Change from baseline to month 6
Group diff. in means
Switching to rescue med.
Treatment policy Same Change from baseline to month 6
Group diff. in means regardless of event
Captured in composite outcome
Composite strategy Same Composite binary response and no switching
Group diff. in response proportions
Switching to rescue med.
Hypothetical strategy Same Change from baseline to month 6
Group diff. in means had rescue med. not been available
Committee for Human Medicinal Products. ICH E9 (R1) addendum on estimands and sensitivity analysis in clinical trials to the guideline on statistical principles for clinical trials, Step 2b. In:2017.
Examples of estimand definitionsIntercurrent event Approach Population Endpoint Population-level
summary
Captured through population
Principal stratum strategy
Inc/ExcCriteria; would not require rescue
Change from baseline to month 6
Group diff. in means
Captured through variable
While on treatment strategy
Inc/ExcCriteria
Average response while on randomized treatment
Group diff. in means while on randomized treatment
Committee for Human Medicinal Products. ICH E9 (R1) addendum on estimands and sensitivity analysis in clinical trials to the guideline on statistical principles for clinical trials, Step 2b. In:2017.
Concurrent Symptomatic Meds in MCI trials
• In Mild Cognitive Impairment (MCI) trials, it is common for participants to initiate concurrent symptomatic meds for Alzheimer’s post-randomization• Example: Phase 3 study of 799 prodromal Alzheimer’s patients
reported 46 (5.8%) patients had initiated an acetylcholinesterase inhibitor (AChEI) or memantine at the time of futility analysis1
• Had the study been completed, upwards of 10% might have initiated
• Some might hypothesize that a Treatment Policy approach to this intercurrent event would reduce the apparent experimental treatment effect relative to a Hypothetical approach.
Ostrowitzki S, Lasser RA, Dorflinger E, et al. A phase III randomized trial of gantenerumab in prodromal Alzheimer's disease. Alzheimers Res Ther. 2017;9(1):95.
Effects of Donepezil2
Raina P, Santaguida P, Ismaila A, et al. Effectiveness of cholinesterase inhibitors and memantine for treating dementia: evidence review for a clinical practice guideline. Ann Intern Med. 2008;148(5):379-397.
Effects of Galantamine2
Raina P, Santaguida P, Ismaila A, et al. Effectiveness of cholinesterase inhibitors and memantine for treating dementia: evidence review for a clinical practice guideline. Ann Intern Med. 2008;148(5):379-397.
Effects of Rivastigmine & Memantine2
Raina P, Santaguida P, Ismaila A, et al. Effectiveness of cholinesterase inhibitors and memantine for treating dementia: evidence review for a clinical practice guideline. Ann Intern Med. 2008;148(5):379-397.
Treatment policy concern
Time
Resp
onse
Placebo (Med-free observations)
Active
Placebo (All observations)
Therefore we might assume: E[Treatment policy effect] < E[Hypothetical effect | no symptomatic meds]Is this assumption supported by available data?
Schneider LS, Insel PS, Weiner MW. Treatment with cholinesterase inhibitors and memantine of patients in the Alzheimer's Disease Neuroimaging Initiative. Archives of neurology. 2011;68(1):58-66.
Han JY, Besser LM, Xiong C, Kukull WA, Morris JC. Cholinesterase Inhibitors May Not Benefit Mild Cognitive Impairment and Mild Alzheimer Disease Dementia. Alzheimer Dis Assoc Disord. 2019;33(2):87-94.
N
On symptomatic medication at baseline
(N=351)
Initiated symptomatic medication
(N=147)
Never Initiated symptomatic medication(N=479)
Combined
(N=977)
P-value
eMCI at baseline 977 74 (21%) 41 (28%) 240 (50%) 355 (36%) <0.001Age (years) 977 73.2 (7.18) 74.2 (6.98) 72.4 (8.12) 72.9 (7.65) 0.015Sex (female) 977 129 (37%) 58 (39%) 214 (45%) 401 (41%) 0.066Education (years) 977 15.9 (2.81) 15.8 (2.82) 16.0 (2.80) 16.0 (2.80) 0.607APOEe4 alleles 603 <0.0010 136 (41%) 62 (42%) 272 (60%) 470 (50%)1 147 (44%) 67 (46%) 151 (33%) 365 (39%)2 52 (16%) 18 (12%) 32 (7%) 102 (11%)
CSF Ab1-42 (pg/ml) 619 796 (372) 799 (375) 1145 (431) 961 (437) <0.001Florbetapir PET (SUVR) 488 1.31 (0.24) 1.30 (0.22) 1.15 (0.20) 1.22 (0.23) <0.001Amyloid positive 743 154 (59%) 75 (64%) 204 (56%) 433 (58%) 0.300CDR Sum of Boxes 977 1.822 (0.944) 1.561 (0.817) 1.261 (0.768) 1.508 (0.880) <0.001ADAS-Cog 13 970 19.60 (6.47) 18.93 (6.19) 14.11 (5.98) 16.80 (6.73) <0.001MMSE 977 27.15 (1.84) 27.33 (1.80) 28.03 (1.71) 27.61 (1.82) <0.001Hippocampus (/ICVx1,000) 744 4.179 (0.736) 4.164 (0.746) 4.738 (0.772) 4.444 (0.805) <0.001Follow-up (years) 977 3.42 (2.68) 4.85 (2.15) 3.45 (2.94) 3.65 (2.78) <0.001Exposure to symptomatic meds (years) 977 - 2.913 (1.803) - - -
Table 1. Characteristics of ADNI MCI participants grouped by whether or not the participant initiated a symptomatic medication during the course of follow-up. P-values are from Pearson’s c2 test or Kruskal-Wallis test.
ADNI MCI characteristics
Cognitive worsening not “reversed” by sympt. medsADAS13
CDRSBM
MSE
−5 0 5 10
0
20
40
60
0
5
10
15
10
20
30
Years since initiation of symptomatic medication
ADAS13C
DR
SBM
MSE
−5 0 5 10
0
20
40
60
0
5
10
15
10
20
30
Years since initiation of symptomatic medication
0
20
40
60
−5 0 5 10
ADAS
13
0
5
10
15
−5 0 5 10
CD
RSB
10
20
30
−5 0 5 10Years since initiation of symptomatic medication
MM
SE
MMRM analysis
Mixed Model of Repeated Measures (MMRM) analysis of ADAS-Cog (13 item), CDRSB, MMSE change from baseline.• Categorical time• Covariates: baseline score, APOEe4 carriage, and age• Two datasets:
1. Treatment policy: All available observations2. Hypothetical: Exclude all observations after initiation of symptomatic meds
Including post-rescue data leads to worse trends
0
5
10
15
0 12 24 36 48 60 72 84 96 108 120 132Month
ADAS
13
All observationsMed−free observations
508483
433351
376297
281204
178129
143100
8961
5538
2519
1915
1010
All observationsMed−free observations
0
1
2
3
4
50 12 24 36 48 60 72 84 96 108 120 132
Month
CD
RSB
503478
432347
374293
280202
177128
143100
9263
5539
2619
1915
1110
All observationsMed−free observations
−4
−2
0
0 12 24 36 48 60 72 84 96 108 120 132Month
MM
SE
510485
440355
381299
286208
180131
146103
9465
5740
2921
1915
1110
All observationsMed−free observations
Similar trend for Prodromal (Ab+) MCI
0
10
20
300 12 24 36 48 60 72 84 96 108 120 132
Month
ADAS
13
All observationsMed−free observations
251237
223185
202162
163120
10778
7953
5434
3120
118
97
44
All observationsMed−free observations
0.0
2.5
5.0
7.5
0 12 24 36 48 60 72 84 96 108 120 132Month
CD
RSB
247233
220180
200160
163120
10778
8054
5736
3019
127
97
44
All observationsMed−free observations
−7.5
−5.0
−2.5
0.0
0 12 24 36 48 60 72 84 96 108 120 132Month
MM
SE
251237
226186
203162
165122
10980
8054
5837
3120
149
97
44
All observationsMed−free observations
First 36 months
0
1
2
3
0 6 12 18 24 36Month
ADAS
13
All observationsMed−free observations
512507
508483
176149
433351
376297
All observationsMed−free observations
0.00
0.25
0.50
0.75
1.00
1.250 6 12 18 24 36
Month
CD
RSB
511506
503478
173146
432347
374293
All observationsMed−free observations
−1.5
−1.0
−0.5
0.0
0 6 12 18 24 36Month
MM
SE
515510
510485
177150
440355
381299
All observationsMed−free observations
Treatment policy concern revisited
Time
Resp
onse
Placebo (Med-free observations)
Active
Placebo (All available data)
ADNI data suggests E[Treatment policy effect] > E[Hypothetical effect | no symptomatic meds]
The selection bias induced by requiring rescue is stronger than the benefit of symptomatic treatment
Discussion points
• ADNI may not be representative of every clinical trial (higher levels of education and more symptomatic medication use)• Still, departing from treatment policy approach is not supported
• By excluding observations, are we actually estimating:• Hypothetical effect had rescue not been available?• Or something closer to “while on randomized treatment” (alone)?
• Potential application of a delta method approach in which we perturb post-rescue observations to have more decline?
Is excluding observations providing the correct estimate of hypothetical estimand?
Time
Resp
onse
Placebo (Med-free observations)
Active
Placebo (All available data)
Placebo (Had rescue notbeen available)
Recommendations
• Use treatment policy approach for initiation of symptomatic meds• Equivalently, we might conclude initiation of approved symptomatic
meds need not be considered an important intercurrent event.