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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 …
Best practices for analysing microbiomes
Complex microbial communities shape the dynamics of various environments, ranging from
the mammalian gastrointestinal tract to the soil. Advances in DNA sequencing technologies …
the mammalian gastrointestinal tract to the soil. Advances in DNA sequencing technologies …
Visualizing structure and transitions in high-dimensional biological data
The high-dimensional data created by high-throughput technologies require visualization
tools that reveal data structure and patterns in an intuitive form. We present PHATE, a …
tools that reveal data structure and patterns in an intuitive form. We present PHATE, a …
[HTML][HTML] Ketogenic diets alter the gut microbiome resulting in decreased intestinal Th17 cells
Very low-carbohydrate, high-fat ketogenic diets (KDs) induce a pronounced shift in
metabolic fuel utilization that elevates circulating ketone bodies; however, the …
metabolic fuel utilization that elevates circulating ketone bodies; however, the …
[HTML][HTML] Daily sampling reveals personalized diet-microbiome associations in humans
Diet is a key determinant of human gut microbiome variation. However, the fine-scale
relationships between daily food choices and human gut microbiome composition remain …
relationships between daily food choices and human gut microbiome composition remain …
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 …
Gut microbiome heritability is nearly universal but environmentally contingent
Relatives have more similar gut microbiomes than nonrelatives, but the degree to which this
similarity results from shared genotypes versus shared environments has been …
similarity results from shared genotypes versus shared environments has been …
Microbiome datasets are compositional: and this is not optional
Datasets collected by high-throughput sequencing (HTS) of 16S rRNA gene amplimers,
metagenomes or metatranscriptomes are commonplace and being used to study human …
metagenomes or metatranscriptomes are commonplace and being used to study human …
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 …
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 …