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Analysing body composition as compositional data: An exploration of the relationship between body composition, body mass and bone strength
- Source :
- Statistical Methods in Medical Research. 30:331-346
- Publication Year :
- 2020
- Publisher :
- SAGE Publications, 2020.
-
Abstract
- Human body composition is made up of mutually exclusive and exhaustive parts (e.g. %truncal fat, %non-truncal fat and%fat-free mass) which are constrained to sum to the same total (100%). In statistical analyses, individual parts of body composition (e.g. %truncal fat or %fat-free mass) have traditionally been used as proxies for body composition, and have been linked with a range of health outcomes. But analysis of individual parts omits information about the other parts,which are intrinsically co-dependent because of the constant sum constraint of 100%. Further, body mass may be associated with health outcomes. We describe a statistical approach for body composition based on compositional data analysis. The body composition data are expressed as logratios to allow relative information about all the compositional parts to be explored simultaneously in relation to health outcomes. We describe a recent extension to the logratio approach to compositional data analysis which allows absolute information about the total of the compositional parts (body mass) to be considered alongside relative information about body composition. The statistical approach is illustrated by an example that explores the relationships between adults’ body composition, body mass and bone strength. Refereed/Peer-reviewed
- Subjects :
- Adult
Data Analysis
Statistics and Probability
Epidemiology
Composition of the human body
Health outcomes
Mutually exclusive events
01 natural sciences
multiplicative total
010104 statistics & probability
03 medical and health sciences
0302 clinical medicine
Bone strength
Health Information Management
Statistical analyses
Statistics
Humans
030212 general & internal medicine
0101 mathematics
Mathematics
body composition
logratio
Composition (combinatorics)
body mass
compositional data
Constraint (information theory)
Body Composition
Compositional data
Subjects
Details
- ISSN :
- 14770334 and 09622802
- Volume :
- 30
- Database :
- OpenAIRE
- Journal :
- Statistical Methods in Medical Research
- Accession number :
- edsair.doi.dedup.....d4a0b179115fe46984868b8751954659
- Full Text :
- https://doi.org/10.1177/0962280220955221