PMID- 32440309
OWN - NLM
STAT- PubMed-not-MEDLINE
LR  - 20240328
IS  - 1867-1764 (Print)
IS  - 1867-1772 (Electronic)
IS  - 1867-1764 (Linking)
VI  - 11
IP  - 2
DP  - 2019 Jul
TI  - Joint and Individual Representation of Domains of Physical Activity, Sleep, and 
      Circadian Rhythmicity.
PG  - 371-402
LID - 10.1007/s12561-019-09236-4 [doi]
AB  - Developments in wearable technology have enabled researchers to continuously and 
      objectively monitor various aspects and physiological domains of real-life 
      including levels of physical activity, quality of sleep, and strength of 
      circadian rhythm in many epidemiological and clinical studies. Current analytical 
      practice is to summarize each of these three domains individually via a standard 
      inventory of interpretable features, and explore individual associations between 
      the features and clinical variables. However, the features often exhibit 
      significant interaction and correlation both within and between domains. 
      Integration of features across multiple domains remains methodologically 
      challenging. To address this problem, we propose to use joint and individual 
      variation explained (JIVE), a dimension reduction technique that efficiently 
      deals with multivariate data representing multiple domains. In this paper, we 
      review the most frequently used features to characterize the domains of physical 
      activity, sleep, and circadian rhythniicity and illustrate the approach using 
      wrist-worn actigraphy data from 198 participants of the Baltimore Longitudinal 
      Study of Aging.
FAU - Di, Junrui
AU  - Di J
AD  - Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health.
FAU - Spira, Adam
AU  - Spira A
AD  - Johns Hopkins Center on Aging and Health.
AD  - Departnient of Mental Health, Johns Hopkins Bloomberg School of Public Health.
AD  - Department of Psychiatry and Behavioral Sciences, Johns Hopkins School of 
      Medicine.
FAU - Bai, Jiawei
AU  - Bai J
AD  - Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health.
FAU - Urbanek, Jacek
AU  - Urbanek J
AD  - Department of Medicine, Division of Geriatric Medicine and Gerontology, Johns 
      Hopkins University School of Medicine.
FAU - Leroux, Andrew
AU  - Leroux A
AD  - Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health.
FAU - Wu, Mark
AU  - Wu M
AD  - Departments of Neurology and Neuroscience, Johns Hopkins University School of 
      Medicine.
FAU - Resnick, Susan
AU  - Resnick S
AD  - Intramural Research Program, National Institute on Aging, National Institutes of 
      Health.
FAU - Simonsick, Eleanor
AU  - Simonsick E
AD  - Intramural Research Program, National Institute on Aging, National Institutes of 
      Health.
FAU - Ferrucci, Luigi
AU  - Ferrucci L
AD  - Intramural Research Program, National Institute on Aging, National Institutes of 
      Health.
FAU - Schrack, Jennifer
AU  - Schrack J
AD  - Johns Hopkins Center on Aging and Health.
AD  - Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health.
FAU - Zipunnikov, Vadim
AU  - Zipunnikov V
AD  - Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health.
AD  - Johns Hopkins Center on Aging and Health.
LA  - eng
GR  - P30 AG066507/AG/NIA NIH HHS/United States
GR  - R01 AG050507/AG/NIA NIH HHS/United States
GR  - T32 AG000247/AG/NIA NIH HHS/United States
PT  - Journal Article
DEP - 20190415
PL  - United States
TA  - Stat Biosci
JT  - Statistics in biosciences
JID - 101498115
PMC - PMC7241438
MID - NIHMS1030153
OTO - NOTNLM
OT  - Circadian Rhythmicity
OT  - Dimension Reduction
OT  - JIVE
OT  - Multi-domain
OT  - Physical Activity
OT  - Sleep
EDAT- 2020/05/23 06:00
MHDA- 2020/05/23 06:01
PMCR- 2020/07/01
CRDT- 2020/05/23 06:00
PHST- 2020/05/23 06:00 [entrez]
PHST- 2020/05/23 06:00 [pubmed]
PHST- 2020/05/23 06:01 [medline]
PHST- 2020/07/01 00:00 [pmc-release]
AID - 10.1007/s12561-019-09236-4 [doi]
PST - ppublish
SO  - Stat Biosci. 2019 Jul;11(2):371-402. doi: 10.1007/s12561-019-09236-4. Epub 2019 
      Apr 15.