Digital quantification of the MMSE interlocking pentagon areas: a three-stage algorithm

被引:0
|
作者
Kim, Namhee [1 ]
Truty, Timothy [2 ]
Duke Han, S. [3 ,4 ,5 ,6 ]
Heo, Moonseong [7 ]
Buchman, Aron S. [2 ]
Bennett, David A. [2 ]
Tasaki, Shinya [2 ]
机构
[1] Rosalind Franklin Univ Med & Sci, Michael Reese Fdn, Ctr Hlth Equ Res, 3333 Green Bay Rd, N Chicago, IL 60064 USA
[2] Rush Univ, Med Ctr, Rush Alzheimers Dis Ctr, Chicago, IL 60612 USA
[3] Univ Southern Calif, Dept Family Med, Los Angeles, CA 90089 USA
[4] Univ Southern Calif, Dept Neurol, Los Angeles, CA 90089 USA
[5] Univ Southern Calif, Dept Psychol, Los Angeles, CA 90089 USA
[6] Univ Southern Calif, Sch Gerontol, Los Angeles, CA 90089 USA
[7] Clemson Univ, Dept Publ Hlth Sci, Clemson, SC 29634 USA
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
基金
美国国家卫生研究院;
关键词
Mini-mental state examination; Pentagon copying test; Aging; Perceptual speed; MINI-MENTAL-STATE; ALZHEIMERS-DISEASE; DEMENTIA; CLOCK;
D O I
10.1038/s41598-024-59194-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The Mini-Mental State Examination (MMSE) is a widely employed screening tool for the severity of cognitive impairment. Among the MMSE items, the pentagon copying test (PCT) requires participants to accurately replicate a sample of two interlocking pentagons. While the PCT is traditionally scored on a binary scale, there have been limited developments of granular scoring scale to assess task performance. In this paper, we present a novel three-stage algorithm, called Quantification of Interlocking Pentagons (QIP) which quantifies PCT performance by computing the areas of individual pentagons and their intersection areas, and a balance ratio between the areas of the two individual pentagons. The three stages of the QIP algorithm include: (1) detection of line segments, (2) unraveling of the interlocking pentagons, and (3) quantification of areas. A set of 497 PCTs from 84 participants including their baseline and follow-up PCTs from the Rush Memory and Aging Project was selected blinded about their cognitive and clinical status. Analysis of the quantified data revealed a significant inverse relationship between age and balance ratio (beta = - 0.49, p = 0.0033), indicating that older age was associated with a smaller balance ratio. In addition, balance ratio was associated with perceptual speed (r = 0.71, p = 0.0135), vascular risk factors (beta = - 3.96, p = 0.0269), and medical conditions (beta = - 2.78, p = 0.0389). The QIP algorithm can serve as a useful tool for enhancing the scoring of performance in the PCT.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] A three-stage evolutionary algorithm for three-stage unit material handling operations
    Tao, Sha, 1971, Systems Engineering Society of China (34):
  • [2] Three-Stage Tone Mapping Algorithm
    Zhao, Lanfei
    Sun, Ruiyang
    Wang, Jun
    ELECTRONICS, 2022, 11 (24)
  • [3] Digital Control of Three Phase Three-Stage Hybrid Multilevel Inverter
    Mekhilef, Saad
    Kadir, Mohamad N. Abdul
    Salam, Zainal
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2013, 9 (02) : 719 - 727
  • [4] A Three-Stage Solution Algorithm for Chemical Production Scheduling
    Lee, Hojae
    Maravelias, Christos T.
    IFAC PAPERSONLINE, 2019, 52 (01): : 838 - 843
  • [5] A three-stage algorithm on community detection in social networks
    You, Xuemei
    Ma, Yinghong
    Liu, Zhiyuan
    KNOWLEDGE-BASED SYSTEMS, 2020, 187
  • [6] A three-stage algorithm for filtering erroneous Argos satellite locations
    Austin, D
    McMillan, JI
    Bowen, WD
    MARINE MAMMAL SCIENCE, 2003, 19 (02) : 371 - 383
  • [7] A neighborhood-based three-stage hierarchical clustering algorithm
    Wang, Yan
    Ma, Yan
    Huang, Hui
    MULTIMEDIA TOOLS AND APPLICATIONS, 2021, 80 (21-23) : 32379 - 32407
  • [8] The Study on Three-stage Matching Algorithm Framework of Semantic Similarity
    Zhang, Chijun
    Huang, Na
    Liu, Ying
    Du, Zhanwei
    2014 NINTH INTERNATIONAL CONFERENCE ON BROADBAND AND WIRELESS COMPUTING, COMMUNICATION AND APPLICATIONS (BWCCA), 2014, : 34 - 37
  • [9] Three-stage heuristic algorithm for three-dimensional irregular packing problem
    Wu, Hongteng
    Leung, Stephen C. H.
    Si, Yain-whar
    Zhang, Defu
    Lin, Adi
    APPLIED MATHEMATICAL MODELLING, 2017, 41 : 431 - 444
  • [10] A neighborhood-based three-stage hierarchical clustering algorithm
    Yan Wang
    Yan Ma
    Hui Huang
    Multimedia Tools and Applications, 2021, 80 : 32379 - 32407