Unification of Environmental Metabolomics with Metacommunity Ecology
Danczak, R. E.; Chu, R. K.; Fansler, S. J.; Goldman, A. E.; Graham, E. B.; Tfaily, M. M.; Toyoda, J. G.; Stegen, J. C.
Show abstract
Environmental metabolomics, enabled by high-resolution mass spectrometric techniques, have demonstrated the biogeochemical importance of the metabolites which comprise natural organic matter (NOM). However, significant gaps exist in our understanding of the spatiotemporal organization of NOM composition. We suggest that the underlying mechanisms governing NOM can be revealed by applying tools and concepts from metacommunity ecology to environmental metabolomics. After illustrating the similarities between metabolomes and ecological communities, we call this conceptual synthesis meta-metabolome ecology and demonstrate its potential utility using a freshwater mass spectrometry dataset. Specifically, we developed three relational metabolite dendrograms using combinations of molecular properties (i.e., aromaticity index, double-bond equivalents, etc.) and putative biochemical transformations. Using these dendrograms, which are similar to phylogenetic or functional trait trees in ecological communities, we illustrate potential analytical techniques by investigating relationally-informed -diversity and {beta}-diversity metrics (e.g., MPD, MNTD, UniFrac), and null model analyses (e.g., NRI, NTI, and {beta}NTI). Furthermore, we demonstrate that this synthesis allows ecological communities (e.g., microbes) and the metabolites they produce and consume using the same framework. We propose that applying this framework to a broad range of ecosystems will reveal generalizable principles that can advance our predictive capabilities regarding NOM dynamics.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Macroevolutionary constraints on global microbial diversity 92%
- Soil microbial communities associated with giant sequoia: How does the world’s largest tree affect some of the world’s smallest organisms? 92%
- Connecting higher order interactions with ecological stability in experimental aquatic food webs 92%
Similar papers in this journal
- Community composition, and not species richness of microbes, influences decomposer functional diversity in soil 95%
- Microbial community regulation of extracellular enzyme production can mediate patterns of particulate and mineral-associated organic matter accumulation in undersaturated soils 95%
- Soil protist diversity enhances prokaryotic diversity, and regulates dominant prokaryotes and the abundance of key nitrogen cycling genes 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.