Context-aware dimensionality reduction deconvolutes gut microbial community dynamics.
Nat Biotechnol
; 39(2): 165-168, 2021 02.
Article
em En
| MEDLINE
| ID: mdl-32868914
ABSTRACT
The translational power of human microbiome studies is limited by high interindividual variation. We describe a dimensionality reduction tool, compositional tensor factorization (CTF), that incorporates information from the same host across multiple samples to reveal patterns driving differences in microbial composition across phenotypes. CTF identifies robust patterns in sparse compositional datasets, allowing for the detection of microbial changes associated with specific phenotypes that are reproducible across datasets.
Texto completo:
1
Coleções:
01-internacional
Base de dados:
MEDLINE
Assunto principal:
Algoritmos
/
Microbioma Gastrointestinal
Tipo de estudo:
Prognostic_studies
Limite:
Humans
/
Infant
Idioma:
En
Ano de publicação:
2021
Tipo de documento:
Article