Literature DB >> 34219737

Classifying Non-Dementia and Alzheimer's Disease/Vascular Dementia Patients Using Kinematic, Time-Based, and Visuospatial Parameters: The Digital Clock Drawing Test.

Anis Davoudi1, Catherine Dion2, Shawna Amini2, Patrick J Tighe3, Catherine C Price2,4, David J Libon5, Parisa Rashidi1.   

Abstract

BACKGROUND: Advantages of digital clock drawing metrics for dementia subtype classification needs examination.
OBJECTIVE: To assess how well kinematic, time-based, and visuospatial features extracted from the digital Clock Drawing Test (dCDT) can classify a combined group of Alzheimer's disease/Vascular Dementia patients versus healthy controls (HC), and classify dementia patients with Alzheimer's disease (AD) versus vascular dementia (VaD).
METHODS: Healthy, community-dwelling control participants (n = 175), patients diagnosed clinically with Alzheimer's disease (n = 29), and vascular dementia (n = 27) completed the dCDT to command and copy clock drawing conditions. Thirty-seven dCDT command and 37 copy dCDT features were extracted and used with Random Forest classification models.
RESULTS: When HC participants were compared to participants with dementia, optimal area under the curve was achieved using models that combined both command and copy dCDT features (AUC = 91.52%). Similarly, when AD versus VaD participants were compared, optimal area under the curve was, achieved with models that combined both command and copy features (AUC = 76.94%). Subsequent follow-up analyses of a corpus of 10 variables of interest determined using a Gini Index found that groups could be dissociated based on kinematic, time-based, and visuospatial features.
CONCLUSION: The dCDT is able to operationally define graphomotor output that cannot be measured using traditional paper and pencil test administration in older health controls and participants with dementia. These data suggest that kinematic, time-based, and visuospatial behavior obtained using the dCDT may provide additional neurocognitive biomarkers that may be able to identify and tract dementia syndromes.

Entities:  

Keywords:  Alzheimer’s disease; Alzheimer’s disease/vascular spectrum dementia; digital clock drawing test; executive control; kinematics; vascular dementia

Year:  2021        PMID: 34219737      PMCID: PMC8283934          DOI: 10.3233/JAD-201129

Source DB:  PubMed          Journal:  J Alzheimers Dis        ISSN: 1387-2877            Impact factor:   4.472


  29 in total

1.  "Mini-mental state". A practical method for grading the cognitive state of patients for the clinician.

Authors:  M F Folstein; S E Folstein; P R McHugh
Journal:  J Psychiatr Res       Date:  1975-11       Impact factor: 4.791

2.  Leukoaraiosis severity and list-learning in dementia.

Authors:  Catherine C Price; Kelly Davis Garrett; Angela L Jefferson; Stephanie Cosentino; Jared J Tanner; Dana L Penney; Rodney Swenson; Tania Giovannetti; Brianne Magouirk Bettcher; David J Libon
Journal:  Clin Neuropsychol       Date:  2009-08       Impact factor: 3.535

3.  A new method of classifying prognostic comorbidity in longitudinal studies: development and validation.

Authors:  M E Charlson; P Pompei; K L Ales; C R MacKenzie
Journal:  J Chronic Dis       Date:  1987

4.  Capacity to maintain mental set in dementia.

Authors:  Melissa Lamar; Catherine C Price; Kelly L Davis; Edith Kaplan; David J Libon
Journal:  Neuropsychologia       Date:  2002       Impact factor: 3.139

Review 5.  Alzheimer's/Vascular Spectrum Dementia: Classification in Addition to Diagnosis.

Authors:  Sheina Emrani; Melissa Lamar; Catherine C Price; Victor Wasserman; Emily Matusz; Rhoda Au; Rodney Swenson; Robert Nagele; Kenneth M Heilman; David J Libon
Journal:  J Alzheimers Dis       Date:  2020       Impact factor: 4.472

6.  Clock Drawing Performance Slows for Older Adults After Total Knee Replacement Surgery.

Authors:  Loren P Hizel; Eric D Warner; Margaret E Wiggins; Jared J Tanner; Hari Parvataneni; Randall Davis; Dana L Penney; David J Libon; Patrick Tighe; Cynthia W Garvan; Catherine C Price
Journal:  Anesth Analg       Date:  2019-07       Impact factor: 5.108

7.  Quantitative and qualitative analyses of clock drawings in Alzheimer's and Huntington's disease.

Authors:  I Rouleau; D P Salmon; N Butters; C Kennedy; K McGuire
Journal:  Brain Cogn       Date:  1992-01       Impact factor: 2.310

8.  Cognitive and connectome properties detectable through individual differences in graphomotor organization.

Authors:  Melissa Lamar; Olusola Ajilore; Alex Leow; Rebecca Charlton; Jamie Cohen; Johnson GadElkarim; Shaolin Yang; Aifeng Zhang; Randall Davis; Dana Penney; David J Libon; Anand Kumar
Journal:  Neuropsychologia       Date:  2016-03-30       Impact factor: 3.139

Review 9.  The Clock Drawing Test versus Mini-mental Status Examination as a Screening Tool for Dementia: A Clinical Comparison.

Authors:  Delnaz Palsetia; G Prasad Rao; Sarvada C Tiwari; Pragya Lodha; Avinash De Sousa
Journal:  Indian J Psychol Med       Date:  2018 Jan-Feb

10.  Quantitative evaluation of handwriting: factors that affect pen operating skills.

Authors:  Sho Horie; Katsuyuki Shibata
Journal:  J Phys Ther Sci       Date:  2018-07-24
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  7 in total

Review 1.  The New Frontier of Perioperative Cognitive Medicine for Alzheimer's Disease and Related Dementias.

Authors:  Catherine C Price
Journal:  Neurotherapeutics       Date:  2022-01-27       Impact factor: 6.088

2.  Variational autoencoder provides proof of concept that compressing CDT to extremely low-dimensional space retains its ability of distinguishing dementia.

Authors:  Catherine Price; Patrick Tighe; Sabyasachi Bandyopadhyay; Catherine Dion; David J Libon; Parisa Rashidi
Journal:  Sci Rep       Date:  2022-05-14       Impact factor: 4.996

3.  Modeling Users' Cognitive Performance Using Digital Pen Features.

Authors:  Alexander Prange; Daniel Sonntag
Journal:  Front Artif Intell       Date:  2022-05-03

4.  Digitally generated Trail Making Test data: Analysis using hidden Markov modeling.

Authors:  Mengtian Du; Stacy L Andersen; Stephanie Cosentino; Robert M Boudreau; Thomas T Perls; Paola Sebastiani
Journal:  Alzheimers Dement (Amst)       Date:  2022-03-08

5.  Automated Analysis of Drawing Process to Estimate Global Cognition in Older Adults: Preliminary International Validation on the US and Japan Data Sets.

Authors:  Yasunori Yamada; Kaoru Shinkawa; Masatomo Kobayashi; Varsha D Badal; Danielle Glorioso; Ellen E Lee; Rebecca Daly; Camille Nebeker; Elizabeth W Twamley; Colin Depp; Miyuki Nemoto; Kiyotaka Nemoto; Ho-Cheol Kim; Tetsuaki Arai; Dilip V Jeste
Journal:  JMIR Form Res       Date:  2022-05-05

Review 6.  Digital Cognitive Biomarker for Mild Cognitive Impairments and Dementia: A Systematic Review.

Authors:  Zihan Ding; Tsz-Lok Lee; Agnes S Chan
Journal:  J Clin Med       Date:  2022-07-19       Impact factor: 4.964

7.  Automated Early Detection of Alzheimer's Disease by Capturing Impairments in Multiple Cognitive Domains with Multiple Drawing Tasks.

Authors:  Masatomo Kobayashi; Yasunori Yamada; Kaoru Shinkawa; Miyuki Nemoto; Kiyotaka Nemoto; Tetsuaki Arai
Journal:  J Alzheimers Dis       Date:  2022       Impact factor: 4.160

  7 in total

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