Duygu Tosun1, Yun-Fei Chen2, Peng Yu2, Karen L Sundell2, Joyce Suhy3, Eric Siemers2, Adam J Schwarz2, Michael W Weiner4. 1. Department Radiology and Biomedical Imaging, University of California-San Francisco, San Francisco, CA, USA. Electronic address: duygu.tosun@ucsf.edu. 2. Eli Lilly and Company, Indianapolis, IN, USA. 3. BioClinica, CA, USA. 4. Department Radiology and Biomedical Imaging, University of California-San Francisco, San Francisco, CA, USA.
Abstract
INTRODUCTION: Mild-Alzheimer's disease (AD) subjects without significant Aβ pathology represent a confounding finding for clinical trials because they may not progress clinically on the expected trajectory, adding variance into analyses where slowing of progression is being measured. METHODS: A prediction model based on structural magnetic resonance imaging (MRI) in combination with baseline demographics and clinical measurements was used to impute Aβ status of a placebo-treated mild-AD sub-cohort (N = 385) of patients participating in global phase 3 trials. The clinical trajectories of this cohort were evaluated over 18 months duration of the trial, stratified by imputed Aβ status within a mixed-model repeated measures statistical framework. RESULTS: In the imputed Aβ-positive cohort, both cognitive (ADAS-Cog14 and MMSE) and functional (ADCS-iADL) measures declined more rapidly than in the undifferentiated population. DISCUSSION: Our results demonstrate imputing Aβ status from MRI scans in mild-AD subjects may be a useful screening tool in global clinical trials if amyloid measurement is not available.
INTRODUCTION: Mild-Alzheimer's disease (AD) subjects without significant Aβ pathology represent a confounding finding for clinical trials because they may not progress clinically on the expected trajectory, adding variance into analyses where slowing of progression is being measured. METHODS: A prediction model based on structural magnetic resonance imaging (MRI) in combination with baseline demographics and clinical measurements was used to impute Aβ status of a placebo-treated mild-AD sub-cohort (N = 385) of patients participating in global phase 3 trials. The clinical trajectories of this cohort were evaluated over 18 months duration of the trial, stratified by imputed Aβ status within a mixed-model repeated measures statistical framework. RESULTS: In the imputed Aβ-positive cohort, both cognitive (ADAS-Cog14 and MMSE) and functional (ADCS-iADL) measures declined more rapidly than in the undifferentiated population. DISCUSSION: Our results demonstrate imputing Aβ status from MRI scans in mild-AD subjects may be a useful screening tool in global clinical trials if amyloid measurement is not available.
Authors: Miriam T Ashford; John Neuhaus; Chengshi Jin; Monica R Camacho; Juliet Fockler; Diana Truran; R Scott Mackin; Gil D Rabinovici; Michael W Weiner; Rachel L Nosheny Journal: Alzheimers Dement (Amst) Date: 2020-09-24
Authors: Jie Zhang; Qunxi Dong; Jie Shi; Qingyang Li; Cynthia M Stonnington; Boris A Gutman; Kewei Chen; Eric M Reiman; Richard J Caselli; Paul M Thompson; Jieping Ye; Yalin Wang Journal: Med Image Anal Date: 2021-02-24 Impact factor: 8.545
Authors: Qunxi Dong; Wen Zhang; Cynthia M Stonnington; Jianfeng Wu; Boris A Gutman; Kewei Chen; Yi Su; Leslie C Baxter; Paul M Thompson; Eric M Reiman; Richard J Caselli; Yalin Wang Journal: Neuroimage Clin Date: 2020-07-05 Impact factor: 4.881
Authors: Duygu Tosun; Dallas Veitch; Paul Aisen; Clifford R Jack; William J Jagust; Ronald C Petersen; Andrew J Saykin; James Bollinger; Vitaliy Ovod; Kwasi G Mawuenyega; Randall J Bateman; Leslie M Shaw; John Q Trojanowski; Kaj Blennow; Henrik Zetterberg; Michael W Weiner Journal: Brain Commun Date: 2021-02-02
Authors: Jack Albright; Miriam T Ashford; Chengshi Jin; John Neuhaus; Gil D Rabinovici; Diana Truran; Paul Maruff; R Scott Mackin; Rachel L Nosheny; Michael W Weiner Journal: Alzheimers Dement (Amst) Date: 2021-06-09
Authors: Clifford R Jack; Heather J Wiste; Stephen D Weigand; Terry M Therneau; Val J Lowe; David S Knopman; Hugo Botha; Jonathan Graff-Radford; David T Jones; Tanis J Ferman; Bradley F Boeve; Kejal Kantarci; Prashanthi Vemuri; Michelle M Mielke; Jennifer Whitwell; Keith Josephs; Christopher G Schwarz; Matthew L Senjem; Jeffrey L Gunter; Ronald C Petersen Journal: Brain Date: 2020-10-01 Impact factor: 13.501