Science AdvancesBioinformaticsPeer-reviewed journal article
Simultaneous acclimation to nitrogen and iron scarcity in open ocean cyanobacteria revealed by sparse tensor decomposition of metatranscriptomes
Stephen BlaskowskiiD, Marie RoaldiD, Paul M. BerubeiD, Rogier BraakmaniD, E. Virginia ArmbrustiD
Abstract
Microbes respond to changes in their environment by adapting their physiology through coordinated adjustments to the expression levels of functionally related genes. To detect these shifts in situ, we developed a sparse tensor decomposition method that derives gene co-expression patterns from inherently complex whole community RNA-sequencing data. Application of the method to metatranscriptomes of the abundant marine cyanobacteria Prochlorococcus and Synechococcus identified responses to scarcity of two essential nutrients, nitrogen and iron, including increased transporter expression, restructured photosynthesis and carbon metabolism, and mitigation of oxidative stress. Further, expression profiles of the identified gene clusters suggest that both cyanobacteria populations experience simultaneous nitrogen and iron stresses in a transition zone between North Pacific oceanic gyres. The results demonstrate the power of our approach to infer organism responses to environmental pressures, hypothesize functions of uncharacterized genes, and extrapolate ramifications for biogeochemical cycles in a changing ecosystem. TeaserNew analytical approach reveals shifts in gene expression that may help cyanobacteria cope with environmental stressors.
- assay: metagenomics
- research focus: gene regulatory network inference
- research focus: differential expression
- research focus: benchmarking
- approach: statistical model
- Citations
- 3
- FWCI
- 1.58
- Field percentile
- top 21%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Differential global distribution of marine picocyanobacteria gene clusters reveals distinct niche-related adaptive strategies
H. Dore, U. Guyet, … L. Garczarek·bioRxiv·Aug 17, 2022
- High-throughput profiling of metabolic responses to exogenous nutrients in Synechocystis sp. PCC 6803
V. Haavisto, Z. Landry, S. Pontrelli·bioRxiv·Nov 15, 2023
- Open ocean and coastal strains of the N2-fixing cyanobacterium UCYN-A have distinct transcriptomes
M. d. C. Munoz-Marin, J. D. Magasin, J. P. Zehr·bioRxiv·Jul 26, 2022
- Synechococcus nitrogen gene loss in iron-limited ocean regions
G. C. Sharpe, M. G. Meyer, … S. M. Gifford·bioRxiv·May 24, 2022
- High-density CRISPRi screens reveal adaptive transcriptional gradients in cyanobacteria
Andrew Hren, Nicole Lollini, … Carrie A. Eckert·Proceedings of the National Academy of SciencesPeer-reviewed·Mar 21, 2025
- Nitrogen cost minimization is promoted by structural changes in the transcriptome of N deprived Prochlorococcus cells
Robert W. Read, Paul M. Berube, … Joseph J. Grzymski·DSpace@MIT (Massachusetts Institute of Technology)Peer-reviewed·Oct 1, 2017