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Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease.

Publication ,  Journal Article
Gamberger, D; Lavrač, N; Srivatsa, S; Tanzi, RE; Doraiswamy, PM
Published in: Sci Rep
July 28, 2017

The heterogeneity of Alzheimer's disease contributes to the high failure rate of prior clinical trials. We analyzed 5-year longitudinal outcomes and biomarker data from 562 subjects with mild cognitive impairment (MCI) from two national studies (ADNI) using a novel multilayer clustering algorithm. The algorithm identified homogenous clusters of MCI subjects with markedly different prognostic cognitive trajectories. A cluster of 240 rapid decliners had 2-fold greater atrophy and progressed to dementia at almost 5 times the rate of a cluster of 184 slow decliners. A classifier for identifying rapid decliners in one study showed high sensitivity and specificity in the second study. Characterizing subgroups of at risk subjects, with diverse prognostic outcomes, may provide novel mechanistic insights and facilitate clinical trials of drugs to delay the onset of AD.

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Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

July 28, 2017

Volume

7

Issue

1

Start / End Page

6763

Location

England

Related Subject Headings

  • Sensitivity and Specificity
  • Risk Factors
  • Male
  • Humans
  • Female
  • Disease Progression
  • Dementia
  • Cognitive Dysfunction
  • Cluster Analysis
  • Biomarkers
 

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Gamberger, D., Lavrač, N., Srivatsa, S., Tanzi, R. E., & Doraiswamy, P. M. (2017). Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease. Sci Rep, 7(1), 6763. https://doi.org/10.1038/s41598-017-06624-y
Gamberger, Dragan, Nada Lavrač, Shantanu Srivatsa, Rudolph E. Tanzi, and P Murali Doraiswamy. “Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease.Sci Rep 7, no. 1 (July 28, 2017): 6763. https://doi.org/10.1038/s41598-017-06624-y.
Gamberger D, Lavrač N, Srivatsa S, Tanzi RE, Doraiswamy PM. Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease. Sci Rep. 2017 Jul 28;7(1):6763.
Gamberger, Dragan, et al. “Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease.Sci Rep, vol. 7, no. 1, July 2017, p. 6763. Pubmed, doi:10.1038/s41598-017-06624-y.
Gamberger D, Lavrač N, Srivatsa S, Tanzi RE, Doraiswamy PM. Identification of clusters of rapid and slow decliners among subjects at risk for Alzheimer's disease. Sci Rep. 2017 Jul 28;7(1):6763.

Published In

Sci Rep

DOI

EISSN

2045-2322

Publication Date

July 28, 2017

Volume

7

Issue

1

Start / End Page

6763

Location

England

Related Subject Headings

  • Sensitivity and Specificity
  • Risk Factors
  • Male
  • Humans
  • Female
  • Disease Progression
  • Dementia
  • Cognitive Dysfunction
  • Cluster Analysis
  • Biomarkers