COmmunity and Single Microbe Optimisation System (COSMOS)

Abstract Bioprocessing utilises microbial monocultures and communities to convert renewable resources into valuable products. While monocultures offer simplicity, communities provide metabolic diversity and cooperative biosynthesis. To systematically evaluate these systems, we developed COmmunity an...

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Main Authors: Lavanya Raajaraam, Karthik Raman
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:npj Systems Biology and Applications
Online Access:https://doi.org/10.1038/s41540-025-00534-w
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author Lavanya Raajaraam
Karthik Raman
author_facet Lavanya Raajaraam
Karthik Raman
author_sort Lavanya Raajaraam
collection DOAJ
description Abstract Bioprocessing utilises microbial monocultures and communities to convert renewable resources into valuable products. While monocultures offer simplicity, communities provide metabolic diversity and cooperative biosynthesis. To systematically evaluate these systems, we developed COmmunity and Single Microbe Optimisation System (COSMOS), a dynamic computational framework that simulates and compares monocultures and co-cultures to determine optimal microbial systems tailored to a specific environment. COSMOS revealed key factors shaping biosynthetic performance, such as environmental conditions, microbial interactions, and carbon sources. Notably, it predicted the Shewanella oneidensis–Klebsiella pneumoniae co-culture as the most efficient producer of 1,3-propanediol under anaerobic conditions, aligning closely with experimental data, including optimal carbon source concentrations and inoculum ratios. Additional findings highlight the resilience of microbial communities in nutrient-limited processes and emphasise the role of computational tools in balancing productivity with operational simplicity. Overall, this study advances the rational design of microbial systems, paving the way for sustainable bioprocesses and circular bio-economies.
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spelling doaj-art-2008943d304949d89ea1a569d19488bb2025-08-20T02:34:14ZengNature Portfolionpj Systems Biology and Applications2056-71892025-05-0111111510.1038/s41540-025-00534-wCOmmunity and Single Microbe Optimisation System (COSMOS)Lavanya Raajaraam0Karthik Raman1Department of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology (IIT) MadrasDepartment of Biotechnology, Bhupat and Jyoti Mehta School of Biosciences, Indian Institute of Technology (IIT) MadrasAbstract Bioprocessing utilises microbial monocultures and communities to convert renewable resources into valuable products. While monocultures offer simplicity, communities provide metabolic diversity and cooperative biosynthesis. To systematically evaluate these systems, we developed COmmunity and Single Microbe Optimisation System (COSMOS), a dynamic computational framework that simulates and compares monocultures and co-cultures to determine optimal microbial systems tailored to a specific environment. COSMOS revealed key factors shaping biosynthetic performance, such as environmental conditions, microbial interactions, and carbon sources. Notably, it predicted the Shewanella oneidensis–Klebsiella pneumoniae co-culture as the most efficient producer of 1,3-propanediol under anaerobic conditions, aligning closely with experimental data, including optimal carbon source concentrations and inoculum ratios. Additional findings highlight the resilience of microbial communities in nutrient-limited processes and emphasise the role of computational tools in balancing productivity with operational simplicity. Overall, this study advances the rational design of microbial systems, paving the way for sustainable bioprocesses and circular bio-economies.https://doi.org/10.1038/s41540-025-00534-w
spellingShingle Lavanya Raajaraam
Karthik Raman
COmmunity and Single Microbe Optimisation System (COSMOS)
npj Systems Biology and Applications
title COmmunity and Single Microbe Optimisation System (COSMOS)
title_full COmmunity and Single Microbe Optimisation System (COSMOS)
title_fullStr COmmunity and Single Microbe Optimisation System (COSMOS)
title_full_unstemmed COmmunity and Single Microbe Optimisation System (COSMOS)
title_short COmmunity and Single Microbe Optimisation System (COSMOS)
title_sort community and single microbe optimisation system cosmos
url https://doi.org/10.1038/s41540-025-00534-w
work_keys_str_mv AT lavanyaraajaraam communityandsinglemicrobeoptimisationsystemcosmos
AT karthikraman communityandsinglemicrobeoptimisationsystemcosmos