Evidence map›Paper›PMID 40042496›Full record

ArticleAlzheimer's & dementia : the journal of the Alzheimer's Association2025

Predicted natural progression as an Alzheimer's prognostic covariate improves the precision of lecanemab efficacy assessments and clinical trial efficiency.

Viswanath Devanarayan, Yuanqing Ye, Liang Zhu, Lu Tian, Lynn Kramer, Michael Irizarry, Shobha Dhadda

2 registry-linked trialsAbstract read
In one paragraph

Article in Alzheimer's & dementia : the journal of the Alzheimer's Association, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT01767311 phase2completednot on this map

A Placebo-Controlled, Double-Blind, Parallel-Group, Bayesian Adaptive Randomization Design and Dose Regimen-finding Study With an Open-Label Extension Phase to Evaluate Safety, Tolerability and Efficacy of BAN2401 in Subjects With Early Alzheimer's Disease

TypeinterventionalSponsorEisai Inc.Ran2012 to 2024Enrolled856ConditionsAlzheimer's DiseaseArmsLecanemab 2.5 mg/kg, Lecanemab 5.0 mg/kg, Lecanemab 10 mg/kg, Placebo
NCT03887455 phase3active not recruitingnot on this map

A Placebo-Controlled, Double-Blind, Parallel-Group, 18-Month Study With an Open-Label Extension Phase to Confirm Safety and Efficacy of BAN2401 in Subjects With Early Alzheimer's Disease

TypeinterventionalSponsorEisai Inc.Ran2019 to 2029Enrolled1,906ConditionsEarly Alzheimer's DiseaseArmsLecanemab IV, Placebo, Lecanemab SC
3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Trial
  2. Enhancing early Alzheimer's disease clinical trials through prognostic score covariate adjustment.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Article
  3. Review
  4. Article
  5. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Viswanath DevanarayanClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.ORCID 0000-0003-2059-9252
Yuanqing YeClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.
Liang ZhuClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.
Lu TianDepartment of Biomedical Data Science, Stanford University, Stanford, California, USA.
Lynn KramerClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.
Michael IrizarryClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.
Shobha DhaddaClinical Evidence Generation, Eisai Inc., Nutley, New Jersey, USA.

Funding

Stanford Alzheimer's Disease Research CenterAdmin Supp: Developing iPSC models for AD and PDP30AG066515 · NIA · STANFORD UNIVERSITY · PI ELIZABETH MORMINO · 2020 to 2026
$29.0M
Eisai IncNIA NIH HHS P30 AG066515
6 · The paper itself

Abstract

backgroundHeterogeneity in Alzheimer's disease (AD) progression introduces variability in treatment effect assessments. Using predicted future progression as an AD prognostic covariate (APC) may reduce this variability. This study evaluates this strategy in lecanemab trials and its implications for AD trial design.

methodsTwo APCs were derived at baseline for each trial participant from published models with historical controls: one with clinical features, the other adding structural MRI features. Their impact on estimating the difference in cognitive decline between the treatment and placebo arms and the time saved from delayed progression (TSDP) was assessed.

resultsIncorporating either APC reduced variance estimates by up to 19.1% across phase II and phase III trials, increased power to 90.2%, and reduced sample size by 27.2%. These APCs improved treatment effect estimates and TSDP, demonstrating broad applicability across endpoints. DISCUSSION: APCs enhance treatment effect evaluation, improve statistical power, and reduce required sample sizes in Alzheimer's trials. CLINICAL TRIALS: GOV IDENTIFIERS: NCT01767311 (Lecanemab Study 201), NCT03887455 (Lecanemab Study 301; ClarityAD). HIGHLIGHTS: Baseline prediction of future progression can serve as an APC for treatment effect assessments. These predictions can be derived from progression models developed using external controls. APC accounts for heterogeneity in progression among trial participants, improving treatment effect estimates. Enhanced accuracy and precision were observed across lecanemab phase II and phase III trials for various endpoints. This approach results in substantial increase in statistical power and reduced sample size for future AD trials.

Indexed as

Alzheimer DiseaseAntibodies, Monoclonal, HumanizedDisease ProgressionAgedClinical Trials, Phase II as TopicClinical Trials, Phase III as TopicCognitive DysfunctionFemaleHumansMagnetic Resonance ImagingMalePrognosisTreatment OutcomeAntibodies, Monoclonal, HumanizedAlzheimer's disease progressionbiomarker integrationclinical trial methodologycovariate adjustmentdisease heterogeneityimagingmachine learningsample size optimization

Identifiers

PMID40042496
PMCPMC11881612

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.