Abstract

A tight association between microbial function and taxonomy is the basis of functional prediction based on taxonomy, but such associations have been controversial in water biomes largely due to the probable prevalence of functional redundancy. However, previous studies on this topic used a relatively coarse resolution of ecosystem functioning, potentially inflating the estimated functional redundancy. Thus, a comprehensive evaluation of the association between high-resolution functional traits and taxonomic diversity obtained from fresh and saline water metagenomic data is urgently needed. Here, we examined 938 functionally and taxonomically annotated water metagenomes obtained worldwide to scrutinize the connection between function and taxonomy, and to identify the key driver of water metagenomes function or taxonomic composition at a global scale. We found that pairwise similarity of function was significantly associated with taxonomy, though taxonomy had higher global dissimilarity than function. Classification into six water biomes resulted in greater variation in taxonomic compositions than functional profiles, as the key regulating factor was salinity. Fresh water microbes harbored distinct functional and taxonomic structures from microbes in saline water biomes, despite that taxonomy was more susceptible to gradient of geography and climate than function. In summary, our results find a significant relationship between taxonomic diversity and microbial functioning in global water metagenomes, although microbial taxonomic compositions vary to a larger extent than functional profiles in aquatic ecosystems, suggesting the possibility and necessity for functional prediction of microorganisms based on taxonomy in global aquatic ecosystems.

Highlights

  • Microbial communities are major regulators of biogeochemical processes and ecosystem functions (Hall et al, 2018)

  • We further merged the data matrix of each function extracted from different studies together to build up new datasets of microbial functional profiles annotated in the Subsystems database and taxonomic compositions annotated in RefSeq database

  • The box plots were constructed based on the pairwise similarity of function and taxonomy to compare similarity ranges of functional and taxonomic compositions related to the aquatic metagenomes

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Summary

INTRODUCTION

Microbial communities are major regulators of biogeochemical processes and ecosystem functions (Hall et al, 2018). The extent to which such functional redundancy could affect our potential to evaluate the global consequences of shifting microbial diversity on ecosystem functioning remains largely unknown. A comprehensive metagenomic analysis to elucidate the extent to which microbial functional profiles respond to different scales of variations in taxonomic compositions is still lacking for global water metagenomes. We constructed a dataset of 938 water metagenomes, functionally and taxonomically annotated, acquired from peerreviewed publications and MG-RAST database Based on this dataset of global water metagenomes, we tested the hypotheses that (1) across the globe, microbial functional profiles are associated with taxonomic compositions, though taxonomy may harbor less similarity and larger variation than function; (2) salinity is the potential key driver for significant shifts in both functional and taxonomic diversities across the globe

MATERIALS AND METHODS
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