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 …

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 …

NetCoMi: network construction and comparison for microbiome data in R

S Peschel, CL Müller, E Von Mutius… - Briefings in …, 2021 - academic.oup.com
Motivation Estimating microbial association networks from high-throughput sequencing data
is a common exploratory data analysis approach aiming at understanding the complex …

Establishing microbial composition measurement standards with reference frames

JT Morton, C Marotz, A Washburne, J Silverman… - Nature …, 2019 - nature.com
Differential abundance analysis is controversial throughout microbiome research. Gold
standard approaches require laborious measurements of total microbial load, or absolute …

Consistent and correctable bias in metagenomic sequencing experiments

MR McLaren, AD Willis, BJ Callahan - Elife, 2019 - elifesciences.org
Marker-gene and metagenomic sequencing have profoundly expanded our ability to
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 …

A novel sparse compositional technique reveals microbial perturbations

C Martino, JT Morton, CA Marotz, LR Thompson… - …, 2019 - Am Soc Microbiol
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 …

A field guide for the compositional analysis of any-omics data

TP Quinn, I Erb, G Gloor, C Notredame… - …, 2019 - academic.oup.com
Background Next-generation sequencing (NGS) has made it possible to determine the
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 …

Visualizing'omic feature rankings and log-ratios using Qurro

MW Fedarko, C Martino, JT Morton… - NAR genomics and …, 2020 - academic.oup.com
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 …