Machine learning to spot frailty in aging mice

被引:2
|
作者
Bisset, Elise S. [1 ]
Howlett, Susan E. [1 ,2 ]
机构
[1] Dalhousie Univ, Dept Pharmacol, Halifax, NS, Canada
[2] Dalhousie Univ, Dept Med Geriatr Med, Halifax, NS, Canada
来源
NATURE AGING | 2022年 / 2卷 / 08期
关键词
RELIABILITY; IMPACT; INDEX;
D O I
10.1038/s43587-022-00267-z
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Mouse frailty can be measured with a frailty index by manually counting health deficits. Vivek Kumar and colleagues use machine learning to extract physical performance deficits from video data to create a 'visual frailty index'. This automated technique may facilitate high-throughput research into new frailty interventions.
引用
收藏
页码:684 / 685
页数:2
相关论文
共 50 条
  • [1] Machine learning to spot frailty in aging mice
    Elise S. Bisset
    Susan E. Howlett
    Nature Aging, 2022, 2 : 684 - 685
  • [2] Development of a Frailty Detection Model Using Machine Learning with the Korean Frailty and Aging Cohort Study Data
    Koo, Dongjun
    Lee, Ah Ra
    Lee, Eunjoo
    Kim, Il Kon
    HEALTHCARE INFORMATICS RESEARCH, 2022, 28 (03) : 231 - 239
  • [3] Aging and frailty or frailty and aging?
    Bos, Angelo Jose Goncalves
    GERIATRICS & GERONTOLOGY INTERNATIONAL, 2016, 16 (07) : 880 - 880
  • [4] Machine Learning for Family Doctors: A Case of Cluster Analysis for Studying Aging Associated Comorbidities and Frailty
    Babic, Frantisek
    Majnaric, Ljiljana Trtica
    Bekic, Sanja
    Holzinger, Andreas
    MACHINE LEARNING AND KNOWLEDGE EXTRACTION, CD-MAKE 2019, 2019, 11713 : 178 - 194
  • [5] A Clinical Frailty Index in Aging Mice: Comparisons With Frailty Index Data in Humans
    Whitehead, Jocelyne C.
    Hildebrand, Barbara A.
    Sun, Michael
    Rockwood, Michael R.
    Rose, Robert A.
    Rockwood, Kenneth
    Howlett, Susan E.
    JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2014, 69 (06): : 621 - 632
  • [6] METABOLOMICS BIOMARKERS FOR FRAILTY: A LONGITUDINAL STUDY OF AGING MICE
    Zhu, Dantong
    Wu, Judy
    Samuelson, Brady
    Kane, Alice
    INNOVATION IN AGING, 2024, 8 : 855 - 856
  • [7] Machine Learning in Aging Research
    Odden, Michelle C.
    Melzer, David
    JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2019, 74 (12): : 1901 - 1902
  • [8] A machine-vision-based frailty index for mice
    Hession, Leinani E. E.
    Sabnis, Gautam S. S.
    Churchill, Gary A. A.
    Kumar, Vivek
    NATURE AGING, 2022, 2 (08): : 756 - +
  • [9] A machine-vision-based frailty index for mice
    Leinani E. Hession
    Gautam S. Sabnis
    Gary A. Churchill
    Vivek Kumar
    Nature Aging, 2022, 2 : 756 - 766
  • [10] AGING AND LEARNING BY INBRED MICE
    WARREN, JM
    BEHAVIOR GENETICS, 1983, 13 (05) : 557 - 557