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Comparing Analytical Methods for the Gut Microbiome and Aging: Gut Microbial Communities and Body Weight in the Osteoporotic Fractures in Men (MrOS) Study
- Source :
- J Gerontol A Biol Sci Med Sci
- Publication Year :
- 2020
- Publisher :
- Oxford University Press (OUP), 2020.
-
Abstract
- Determining the role of gut microbial communities in aging-related phenotypes, including weight loss, is an emerging gerontology research priority. Gut microbiome datasets comprise relative abundances of microbial taxa that necessarily sum to 1; analysis ignoring this feature may produce misleading results. Using data from the Osteoporotic Fractures in Men (MrOS) study (n = 530; mean [SD] age = 84.3 [4.1] years), we assessed 163 genera from stool samples and body weight. We compared conventional analysis, which does not address the sum-to-1 constraint, to compositional analysis, which does. Specifically, we compared elastic net regression (for variable selection) and conventional Bayesian linear regression (BLR) and network analysis to compositional BLR and network analysis; adjusting for past weight, height, and other covariates. Conventional BLR identified Roseburia and Dialister (higher weight) and Coprococcus-1 (lower weight) after multiple comparisons adjustment (p < .0125); plus Sutterella and Ruminococcus-1 (p < .05). No conventional network module was associated with weight. Using compositional BLR, Coprococcus-2 and Acidaminococcus were most strongly associated with higher adjusted weight; Coprococcus-1 and Ruminococcus-1 were most strongly associated with lower adjusted weight (p < .05), but nonsignificant after multiple comparisons adjustment. Two compositional network modules with respective hub taxa Blautia and Faecalibacterium were associated with adjusted weight (p < .01). Findings depended on analytical workflow. Compositional analysis is advocated to appropriately handle the sum-to-1 constraint.
- Subjects :
- Male
Aging
Sutterella
Cohort Studies
Sex Factors
Weight loss
Covariate
Linear regression
Statistics
medicine
Humans
Microbiome
Special Issue: The Gut Microbiome and Aging
Aged
Aged, 80 and over
biology
business.industry
Body Weight
Age Factors
Bayes Theorem
biology.organism_classification
Regression
Gastrointestinal Microbiome
Multiple comparisons problem
Linear Models
Geriatrics and Gerontology
medicine.symptom
Roseburia
business
Osteoporotic Fractures
Subjects
Details
- ISSN :
- 1758535X and 10795006
- Volume :
- 75
- Database :
- OpenAIRE
- Journal :
- The Journals of Gerontology: Series A
- Accession number :
- edsair.doi.dedup.....06f0d8f2af7854f5f69efd2218f8ac81