Codon bias, nucleotide selection, and genome size predict in situ bacterial growth rate and transcription in rewetted soil
Abstract
In soils, the first rain after a prolonged dry period represents a major pulse event impacting soil microbial community function, yet we lack a full understanding of the genomic traits associated with the microbial response to rewetting. Genomic traits such as codon usage bias and genome size have been linked to bacterial growth in soils—however, often through measurements in culture. Here, we used metagenome-assembled genomes (MAGs) with 18 O-water stable isotope probing and metatranscriptomics to track genomic traits associated with growth and transcription of soil microorganisms over one week following rewetting of a grassland soil. We found that codon bias in ribosomal protein genes was the strongest predictor of growth rate. We also found higher growth rates in bacteria with smaller genomes, suggesting that reduced genome size enables a faster response to pulses in soil bacteria. Faster transcriptional upregulation of ribosomal protein genes was associated with high codon bias and increased nucleotide skew. We found that several of these relationships existed within phyla, indicating that these associations between genomic traits and activity could be generalized characteristics of soil bacteria. Finally, we used publicly available metagenomes to assess the distribution of codon bias across a pH gradient and found that microbial communities in higher pH soils—which are often more water limited and pulse driven—have higher codon usage bias in their ribosomal protein genes. Together, these results provide evidence that genomic characteristics affect soil microbial activity during rewetting and pose a potential fitness advantage for soil bacteria where water and nutrient availability are episodic.
Article Details
Journal Info
Proceedings of the National Academy of Sciences
National Academy of Sciences
Authors (8)
Peter F. Chuckran
Department of Environmental Science, Policy, and Management, University of California
Katerina Estera-Molina
Department of Environmental Science, Policy, and Management, University of California
Alexa M. Nicolas
Department of Environmental Science, Policy, and Management, University of California
Ella T. Sieradzki
Department of Environmental Science, Policy, and Management, University of California
Paul Dijkstra
Department of Biological Sciences, Center for Ecosystem Science and Society, Northern Arizona University
Mary K. Firestone
Department of Environmental Science, Policy, and Management, University of California
Jennifer Pett-Ridge
Physical and Life Sciences Directorate, Lawrence Livermore National Lab
Steven J. Blazewicz
Physical and Life Sciences Directorate, Lawrence Livermore National Laboratory