scholarly journals Temporal association of neuropsychological test performance using unsupervised learning reveals a distinct signature of Alzheimer's disease status

Author(s):  
Prajakta S. Joshi ◽  
Megan Heydari ◽  
Shruti Kannan ◽  
Ting Fang Alvin Ang ◽  
Qiuyuan Qin ◽  
...  
2018 ◽  
Vol 32 (2) ◽  
pp. 145-149 ◽  
Author(s):  
Maria Tensil ◽  
Johannes B. Hessler ◽  
Maria Gutsmiedl ◽  
Lina Riedl ◽  
Timo Grimmer ◽  
...  

1995 ◽  
Vol 1 (3) ◽  
pp. 252-260 ◽  
Author(s):  
Deborah A. Cahn ◽  
David P. Salmon ◽  
Nelson Butters ◽  
Wigbert C. Wiederholt ◽  
Jody Corey-Bloom ◽  
...  

AbstractThe ability to detect dementia of the Alzheimer type (DAT) in a community-dwelling sample of elderly individuals on the basis of neuropsychological test performance was examined. Three hundred sixty community-dwelling individuals were identified by neurological examination as having probable or possible Alzheimer’s disease, being at risk for Alzheimer’s disease, or having no cognitive impairment. A logistic model comprised of tests of verbal and nonverbal memory, mental flexibility, and confrontation naming correctly classified 82% of DAT subjects and 98% of normal elderly subjects. The logistic model classified 77% of subjects who were diagnosed as at risk for Alzheimer's disease as being cognitively normal. A cross-validation with a clinically based sample of subjects correctly classified 89% of DAT patients and 100% of normal control subjects. The results suggest that psychometric discrimination of dementia may be less accurate in community-dwelling populations than in clinically based samples. (JINS, 1995, I, 252–260.)


2021 ◽  
pp. 1-13
Author(s):  
Ajay Sood ◽  
Valory Pavlik ◽  
Eveleen Darby ◽  
Wenyaw Chan ◽  
Rachelle Doody

Background: Cognitive profiles characterized by primarily language or visuospatial deficits have been documented in individuals meeting diagnostic criteria for probable Alzheimer’s disease (AD), but their association with progression rate or overall survival is not well described. Objective: To compare time from diagnosis to severe disease stage and death in probable AD patients classified into three groups based on neuropsychological test performance: marked verbal impairment (Verb-PI) with relatively preserved visuospatial function, marked visuospatial impairment with preserved verbal function (Vis-PI), and balanced verbal and visuospatial impairments (Bal-PI). Methods: This prospective cohort study included 540 probable AD patients attending an academic memory clinic who were enrolled from 1995–2013 and followed annually. Eligible individuals had a Mini-Mental State Exam (MMSE) score ≥10 at baseline, and at least one annual follow up visit. We used Cox proportional hazards modeling to analyze the association of cognitive profiles with time to decline in MMSE and CDR Global Score. Results: Sixty-one (11.3%) individuals had a Verb-PI profile, 86 (16%) had a Vis-PI profile, and 393 (72.8%) a Bal-PI profile. MMSE decline to <10 was faster in Verb-PI than Vis-PI (HR 2.004, 95%CI, 1.062–3.780; p = 0.032). Progression to CDR-GS = 3 was faster in Verb-PI individuals compared to Bal-PI (HR 1.604, 95%CI, 1.022–2.515; p = 0.040) or Vis-PI (HR 2.388, 95%CI, 1.330–4.288; p = 0.004) individuals. Baseline cognitive profile did not affect mortality. Conclusion: A recognition of different AD profiles may help to personalize care by providing a better understanding of pathogenesis and expected progression.


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