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Updated: Jan 21, 2026

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Use of Principal Components for Scaling Up Topographic Models to Map Soil Redistribution and Soil Organic Carbon
Published on: October 16, 2018
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Microbial carbon use efficiency predicted from genome-scale metabolic models.
Mustafa Saifuddin1, Jennifer M Bhatnagar1, Daniel Segrè1
1Boston University, Boston, MA, 02215, USA.
Nature Communications
|August 10, 2019
Summary
Soil microbes drive significant carbon cycling. This study reveals bacterial carbon-use efficiency (CUE) varies widely, impacting global carbon models and predicting microbial responses to environmental change.
Area of Science:
- Microbial ecology
- Biogeochemistry
- Computational biology
Background:
- Soil microbial respiration is a major global carbon flux.
- Understanding microbial metabolism controls is crucial for predicting carbon cycle responses to global change.
Purpose of the Study:
- To predict bacterial carbon-use efficiency (CUE) for over 200 species using computational metabolic modeling.
- To investigate the relationship between genome size, substrate access, and CUE in soil bacteria.
- To assess the impact of microbial physiological diversity on soil carbon cycling.
Main Methods:
- Genome-specific constraint-based metabolic modeling was employed in silico.
- Over 200 bacterial species' metabolic potential was analyzed.
- Phylogenetic structuring and correlations with genome size were examined.
Main Results:
- Potential bacterial CUE averages 0.62 ± 0.17, with a broad range (0.22–0.98).
- Phylogenetic structuring was observed at subphylum levels.
- Potential CUE negatively correlates with genome size; larger genomes grant access to more carbon substrates.
Conclusions:
- Interspecific variation in bacterial CUE is substantial and phylogenetically structured.
- Genome size influences carbon substrate utilization and CUE.
- Accounting for diverse microbial physiology is essential for accurate soil carbon cycle modeling and predicting global change impacts.
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