Estimating Early Biomarker Accelerations in AD‐progression: Modelling the Jack Curves

Late AD-progression and covariate-related shifts in progression were comparable across models, suggesting robustness to sigmoid choice. In contrast, estimates of early AD-onset may be more dependent on functional form. While logistic-sigmoids inherently increase monotonically, hyperbolas do not, here estimating a decline in initial amyloid trend. Future work may explore adding biologically informed constraints to flexible sigmoidal-functions, and alternative Bayesian approaches, to optimize both model fit and estimation of early AD-onset age.

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Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70861_108869
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
0.00
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Estimating Early Biomarker Accelerations in AD‐progression: Modelling the Jack Curves

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Estimating Early Biomarker Accelerations in AD‐progression: Modelling the Jack Curves

Petrice M. Cogswell, D. S. Knopman, Jonathan Graff‐Radford, TH Mosley, Gwen Windham, Murat Bilgel, Jeannette Simino, M E Griswold, C. R. Jack, Hunter C Sylvester, Ronald Petersen, Prashanthi Vemuri
article en

Abstract

Late AD-progression and covariate-related shifts in progression were comparable across models, suggesting robustness to sigmoid choice. In contrast, estimates of early AD-onset may be more dependent on functional form. While logistic-sigmoids inherently increase monotonically, hyperbolas do not, here estimating a decline in initial amyloid trend. Future work may explore adding biologically informed constraints to flexible sigmoidal-functions, and alternative Bayesian approaches, to optimize both model fit and estimation of early AD-onset age.

Alzheimer s & DementiaVol. 21(S7)
Mayo Clinic (US), WinnMed (US), Jackson Memorial Hospital (US), University of Mississippi Medical Center (US), Mayo Clinic in Arizona (US), Institute on Aging (US), National Institute on Aging (US)
Openalex Percentile: Top 35%
Dementia and Cognitive Impairment Research
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