Blood-based biomarker prescreening with different testing combinations and cutoffs: A simulation study examining efficacy and cost-effectiveness in Alzheimer's disease prevention studies

IF 4.9 Q1 CLINICAL NEUROLOGY
Kenichiro Sato, Yoshiki Niimi, Ryoko Ihara, Atsushi Iwata, Kazushi Suzuki, Takeshi Iwatsubo
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Abstract

INTRODUCTION

Blood-based biomarkers (BBBMs), including plasma amyloid beta (Aβ) or phosphorylated tau (p-tau), combined with apolipoprotein E (APOE) testing, are anticipated to serve as prescreening tools before amyloid positron emission tomography (PET) for recruiting participants for Alzheimer's disease (AD) prevention studies. The predictive efficacy and cost-effectiveness of prescreening may vary with different testing combinations, sequences, and cutoff levels.

METHODS

We conducted a simulation study utilizing data from our ongoing Japanese Trial-Ready Cohort (J-TRC) onsite study (n = 202) recruited online. We included cognitively unimpaired individuals who had undergone amyloid PET, APOE genotyping, and evaluation of BBBMs (i.e., plasma Aβ42/Aβ40 ratio, plasma p-tau217, and plasma p-tau217/Aβ42 ratio). We examined 14 different prescreening models incorporating APOE genotype and/or BBBMs with varied combinations and cutoff levels. Models were evaluated for predictive performance (sensitivity, specificity, and positive predictive value [PPV]) and cost-effectiveness (cost per identified amyloid-positive case) across varied testing costs and the prevalence of amyloid positivity.

RESULTS

Applying BBBM prescreening significantly decreased sensitivity and increased specificity and PPV compared to the no-prescreening scenario. Although no single model was superior in all performance metrics, a trade-off between sensitivity and specificity was observed. Generalized linear models (GLMs) simultaneously incorporating plasma Aβ42/Aβ40 ratio and p-tau217 showed a balanced efficacy (the best level of improvement in number needed to screen (NNS) but modest worsening in sensitivity) and the best level of cost-effectiveness compared to other models, although there were substantial overlaps in their 95% confidence intervals (CIs). The minimum-required PET/BBBM cost ratio to achieve improved cost-effectiveness by employing the prescreening process was negatively associated with the background prevalence of amyloid positivity.

DISCUSSION

The choice of prescreening strategy in AD prevention studies/trials should be tailored to specific trial requirements, considering the relative importance of sensitivity versus cost-effectiveness, local testing cost environments, and background population characteristics.

Highlights

  • We investigated different models of blood-based biomarker (BBBM) prescreening.
  • Data from Japanese Trial-Ready Cohort Study were used for simulation.
  • BBBM reduced the number needed to screen with positron emission tomography (PET) but decreased the sensitivity.
  • The cost-effectiveness improved with a higher PET/BBBM cost ratio.
  • No single model was optimal for all scenarios.

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来源期刊
CiteScore
10.10
自引率
2.10%
发文量
134
审稿时长
10 weeks
期刊介绍: Alzheimer''s & Dementia: Translational Research & Clinical Interventions (TRCI) is a peer-reviewed, open access,journal from the Alzheimer''s Association®. The journal seeks to bridge the full scope of explorations between basic research on drug discovery and clinical studies, validating putative therapies for aging-related chronic brain conditions that affect cognition, motor functions, and other behavioral or clinical symptoms associated with all forms dementia and Alzheimer''s disease. The journal will publish findings from diverse domains of research and disciplines to accelerate the conversion of abstract facts into practical knowledge: specifically, to translate what is learned at the bench into bedside applications. The journal seeks to publish articles that go beyond a singular emphasis on either basic drug discovery research or clinical research. Rather, an important theme of articles will be the linkages between and among the various discrete steps in the complex continuum of therapy development. For rapid communication among a multidisciplinary research audience involving the range of therapeutic interventions, TRCI will consider only original contributions that include feature length research articles, systematic reviews, meta-analyses, brief reports, narrative reviews, commentaries, letters, perspectives, and research news that would advance wide range of interventions to ameliorate symptoms or alter the progression of chronic neurocognitive disorders such as dementia and Alzheimer''s disease. The journal will publish on topics related to medicine, geriatrics, neuroscience, neurophysiology, neurology, psychiatry, clinical psychology, bioinformatics, pharmaco-genetics, regulatory issues, health economics, pharmacoeconomics, and public health policy as these apply to preclinical and clinical research on therapeutics.
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