Using QIIME to study populations of microbiomes
What is a microbiome?
A microbiome is a collection of microbes, such as bacteria, fungi, protozoans and viruses, that inhabit a given environment. One example is the human body; the human microbiome is important for maintaining health and, when things go wrong, it can contribute to disease.
To understand how populations of many microbes influence human disease we need to understand the "microbial make up" of individuals. Microbes are studied using metagenomics, a technique that reveals the biological functions of an entire microbial community. Looking at the microbiome as a whole environment is important as our nasal, oral, skin, gastro-intestinal and urogenital areas are populated with multiple species that often carry different genes that carry out a variety of metabolic functions. Research shows it is often the collective impact of microbial functions that is important for health, rather than the presence or absence of a single species. The tool QIIME™ (Quantitative Insights Into Microbial Ecology) is designed to take users from raw sequencing data through to publication quality graphs and statistics that can be used to gain insight into a microbiome of interest. QIIME has been applied to studies based on billions of sequences from tens of thousands of samples.
Citation: QIIME allows analysis of high-throughput community sequencing data. J Gregory Caporaso, Justin Kuczynski, Jesse Stombaugh, et. al. ; Nature Methods, 2010; doi:10.1038/nmeth.f.303
To identify the many individual microbes that contribute to a sample's microbiome, researchers use DNA sequencing. A common technique is to sequence a short, unique DNA sequence called a marker. The marker can be uniquely identified from the whole genome by use of sequencing primers. The marker serves to identify the genome that contains it, thereby providing the species name for the microbe. One commonly used DNA marker is the gene that codes for the 16S subunit of ribosomal RNA, this gene is an important part of the cell’s protein-building machinery.
QIIME is an multi-platform, open-source bioinformatics pipeline for performing microbiome analysis. The tool allows a user to analyse and interpret the nucleic acid sequence data of the marker from fungal, viral, bacterial, and archaeal communities. The pipeline includes many steps from demultiplexing and quality filtering, OTU picking, taxonomic assignment, phylogenetic reconstruction, and diversity analyses and visualizations.
The output of a metagenomics analysis identifies the microbes that exist together in a sample of interest; the different species in a community and their relative abundance. From the data of multiple samples we can ask a scientific question - which microbes show the largest differences between environmental conditions? Microbes often depend on the metabolic products from their neighbours as resources for survival. It is the collection of functions the microbes provide that’s important for health. For example, a healthy gut contains bacteria that produce vitamins. It appears not to matter which types of bacteria are present making the vitamins, as long as the job gets done.
Working with QIIME
Eagle Genomics have broad experience working with QIIME to perform metagenomics analysis for customers. Eagle metagenomics pipelines are built using the eaglehive architecture. eaglehive coordinates “runnables” (pieces of analytics code) into a coordinated workflow.
Runnables are available from an ever-growing library of components (which includes QIIME) and dockerised images of fully functional analytical containers. These docker images can be created, stored and used on demand; our propriety Docker Swarm Orchestrator engine dynamically scales compute resources and schedules docker containers, fullfilling the needs of complicated workflows that support analysis in genomics, metagenomics, data visualisation etc. eaglehive pipelines can reduce the time needed to gain insight into your data of interest.
If you would like to discuss how eaglehive can help further your pursuit for metagenomic research, get in touch on +44 (0) 1223 654481
Further reading: Biocote have written a series of blogs about the microbiome