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 …

Current understanding of the human microbiome

JA Gilbert, MJ Blaser, JG Caporaso, JK Jansson… - Nature medicine, 2018 - nature.com
Our understanding of the link between the human microbiome and disease, including
obesity, inflammatory bowel disease, arthritis and autism, is rapidly expanding …

Gut microbiome, big data and machine learning to promote precision medicine for cancer

G Cammarota, G Ianiro, A Ahern, C Carbone… - Nature reviews …, 2020 - nature.com
The gut microbiome has been implicated in cancer in several ways, as specific microbial
signatures are known to promote cancer development and influence safety, tolerability and …

Administration of Akkermansia muciniphila Ameliorates Dextran Sulfate Sodium-Induced Ulcerative Colitis in Mice

X Bian, W Wu, L Yang, L Lv, Q Wang, Y Li… - Frontiers in …, 2019 - frontiersin.org
Inflammatory bowel diseases (IBDs) develop as a result of complex interactions among
genes, innate immunity and environmental factors, which are related to the gut microbiota …

Functional redundancy-induced stability of gut microbiota subjected to disturbance

A Moya, M Ferrer - Trends in microbiology, 2016 - cell.com
The microbiota should be considered as just another component of the human epigenetic
landscape. Thus, health is also a reflection of the diversity and composition of gut microbiota …

Correlation and association analyses in microbiome study integrating multiomics in health and disease

Y Xia - Progress in molecular biology and translational …, 2020 - Elsevier
Correlation and association analyses are one of the most widely used statistical methods in
research fields, including microbiome and integrative multiomics studies. Correlation and …

Predictive metabolomic profiling of microbial communities using amplicon or metagenomic sequences

H Mallick, EA Franzosa, LJ Mclver, S Banerjee… - Nature …, 2019 - nature.com
Microbial community metabolomics, particularly in the human gut, are beginning to provide a
new route to identify functions and ecology disrupted in disease. However, these data can …

Low dietary fiber intake increases Collinsella abundance in the gut microbiota of overweight and obese pregnant women

LF Gomez-Arango, HL Barrett, SA Wilkinson… - Gut …, 2018 - Taylor & Francis
The gut microbiota contributes to the regulation of glucose metabolism in pregnancy.
Abundance of the genus Collinsella is positively correlated with circulating insulin; however …

Inhalational exposure to particulate matter air pollution alters the composition of the gut microbiome

EA Mutlu, IY Comba, T Cho, PA Engen, C Yazıcı… - Environmental …, 2018 - Elsevier
Recent studies suggest an association between particulate matter (PM) air pollution and
gastrointestinal (GI) disease. In addition to direct deposition, PM can be indirectly deposited …

Altered Gut Microbiota and Compositional Changes in Firmicutes and Proteobacteria in Mexican Undernourished and Obese Children

EO Méndez-Salazar, MG Ortiz-López… - Frontiers in …, 2018 - frontiersin.org
Mexico is experiencing an epidemiological and nutritional transition period, and Mexican
children are often affected by the double burden of malnutrition, which includes …