Collecting microbial network members and hub species

As microbial ecology has advanced in recent decades, the importance and incredible diversity of microbial communities has become apparent. However, the processes that determine the composition of microbial communities remain poorly understood. Determining what gives rise to a certain community composition may help us manipulate microbial communities into healthier or more productive forms.

To gather candidates for our synthetic microbial community studies, we are coordinating two A. thaliana microbial collections: one from Sweden and one from the Midwestern United States.  We are attempting to collect as many microbes from our samples as possible, creating a permanent “living library” for future research. We are collecting microbes primarily from internal leaf tissue. However, collections from the Midwest also include microbes from roots and siliques.

We are currently processing over 5000 new bacterial and hundreds of fungal isolates (we already hold >6,000 Midwestern bacterial and 50 fungal isolates).  We seek taxa that match hub OTUs that have not been previously cultured in order test them in controlled growth chamber experiments with sterile plants and ultimately combine them with other OTUs to form synthetic communities in which the network of interactions among microbes has been empirically verified.  Such a community will be used to assess the accuracy of various interaction inference approaches. This evaluation of our ability to identify microbial interactions is fundamental for our continued application of network science to microbial communities.             Future work will expand the application of this experimental community to address questions and hypotheses from network science and ecology. This may include topics such as: the importance of competitive interactions in community stability, and the effect of higher order interactions on community dynamics and composition.


Spatial and temporal dynamics of Arabidopsis thaliana associated bacterial communities

Seven Arabidopsis Midwestern accessions in HPG1 were grown in two locations, Warren Woods and the Michigan Research and Extension Center, for two successive years and sampled monthly during the growing seasons over the span of two years.  The aim was to collect samples for bacterial microbiome analysis using 16S rRNA from all developmental stages of the plants to understand how the microbiome changes in space and time.

Figure 1. PCoA showing separation of bacteria from soil, roots, and rosettes (colors) and location (shapes).

We find that the phyllosphere and rhizosphere communities have distinct compositions compared to each other and to the surrounding soil (Figure 1 above). Figure 2 (below) shows the networks constructed for each developmental stage in the roots at two different sites. The taxa richness, and thus the number of members in the network, increased as plant development progressed. An increase in community diversity at later stages can be seen as the number of different types of bacteria represented increases.

Figure 2. Bacterial networks sampled from A. thaliana roots by developmental stage. WW vegetative not sampled.

Bacterial networks also show more modularity in their structure as plant development progresses. Relative to random networks of the same size, networks from later developmental stages in both tissues were more modular than the networks from earlier developmental stages. There is more analysis that can be done on the modules present in the plant and soil networks to determine what variables in the data (microbe relatedness, site, or year) can best explain the patterns in community structure.

Previous studies on plant microbial networks identified sets of fungal or bacterial taxa as “hubs” because they were exceptionally well connected in inferred interaction networks. It is posited that this small set of microbes has outsized influence on phyllosphere and rhizosphere communities through interactions. However, in this dataset we find that the bacteria identified as hubs based on their connections in the network varied across plant development in both the phyllosphere and rhizosphere. This suggests the influence of a hub microbe may not be predictable across different tissues and developmental stages in plants.


The Microbiome and Evolution

We are investigating the importance of the microbiome and the holobiont in evolution. To test this, we are experimentally evolving the model plant, Arabidopsis thaliana in conjunction with a synthetic microbial community. Plant genetic diversity is supplied with a set of A. thaliana recombinant inbred lines. The synthetic microbial community is composed of bacteria, fungi, and other eukaryotes. These microbes were isolated from the tissues and rhizosphere of A. thaliana growing in the field.