Applications of machine learning in human microbiome studies: a review on feature selection, biomarker identification, disease prediction and treatment
LJ Marcos-Zambrano… - Frontiers in …, 2021 - frontiersin.org
The number of microbiome-related studies has notably increased the availability of data on
human microbiome composition and function. These studies provide the essential material …
human microbiome composition and function. These studies provide the essential material …
Analysis of microbial compositions: a review of normalization and differential abundance analysis
H Lin, SD Peddada - NPJ biofilms and microbiomes, 2020 - nature.com
Increasingly, researchers are discovering associations between microbiome and a wide
range of human diseases such as obesity, inflammatory bowel diseases, HIV, and so on …
range of human diseases such as obesity, inflammatory bowel diseases, HIV, and so on …
NetCoMi: network construction and comparison for microbiome data in R
Motivation Estimating microbial association networks from high-throughput sequencing data
is a common exploratory data analysis approach aiming at understanding the complex …
is a common exploratory data analysis approach aiming at understanding the complex …
Establishing microbial composition measurement standards with reference frames
Differential abundance analysis is controversial throughout microbiome research. Gold
standard approaches require laborious measurements of total microbial load, or absolute …
standard approaches require laborious measurements of total microbial load, or absolute …
Consistent and correctable bias in metagenomic sequencing experiments
Marker-gene and metagenomic sequencing have profoundly expanded our ability to
measure biological communities. But the measurements they provide differ from the truth …
measure biological communities. But the measurements they provide differ from the truth …
Longitudinal gut microbiome changes in immune checkpoint blockade-treated advanced melanoma
JR Björk, LA Bolte, A Maltez Thomas, KA Lee… - Nature Medicine, 2024 - nature.com
Multiple clinical trials targeting the gut microbiome are being conducted to optimize
treatment outcomes for immune checkpoint blockade (ICB). To improve the success of these …
treatment outcomes for immune checkpoint blockade (ICB). To improve the success of these …
A novel sparse compositional technique reveals microbial perturbations
The central aims of many host or environmental microbiome studies are to elucidate factors
associated with microbial community compositions and to relate microbial features to …
associated with microbial community compositions and to relate microbial features to …
A field guide for the compositional analysis of any-omics data
Background Next-generation sequencing (NGS) has made it possible to determine the
sequence and relative abundance of all nucleotides in a biological or environmental …
sequence and relative abundance of all nucleotides in a biological or environmental …
[HTML][HTML] Statistical analysis of metagenomics data
ML Calle - Genomics & informatics, 2019 - ncbi.nlm.nih.gov
Understanding the role of the microbiome in human health and how it can be modulated is
becoming increasingly relevant for preventive medicine and for the medical management of …
becoming increasingly relevant for preventive medicine and for the medical management of …
Visualizing'omic feature rankings and log-ratios using Qurro
Many tools for dealing with compositional ''omics' data produce feature-wise values that can
be ranked in order to describe features' associations with some sort of variation. These …
be ranked in order to describe features' associations with some sort of variation. These …