bioRxivMicrobiology
Ecology Shapes Microbial Immune Strategy: Temperature and Oxygen as Determinants of the Incidence of CRISPR Adaptive Immunity
Abstract
Bacteria and archaea are locked in a near-constant battle with their viral pathogens. Despite previous mechanistic characterization of numerous prokaryotic defense strategies, the underlying ecological drivers of different strategies remain largely unknown and predicting which species will take which strategies remains a challenge. Here, we focus on the CRISPR immune strategy and develop a phylogenetically-corrected machine learning approach to build a predictive model of CRISPR incidence using data on over 100 traits across over 2600 species. We discover a strong but hitherto-unknown negative interaction between CRISPR and aerobicity, which we hypothesize may result from interference between CRISPR associated proteins and non-homologous end-joining DNA repair due to oxidative stress. Our predictive model also quantitatively confirms previous observations of an association between CRISPR and temperature. Finally, we contrast the environmental associations of different CRISPR system types (I, II, III) and restriction modification systems, all of which act as intracellular immune systems.
- organism: bacteria (other)
- research focus: host-pathogen & immune response
- approach: machine learning (classical)
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
- Ecological drivers of CRISPR immune systems
Wei Xiao, J. L. Weissman, Philip L. F. Johnson·mSystemsPeer-reviewed·Nov 6, 2024
- Bacterial CRISPR-Cas Abundance Increases Precipitously at Around 45°C: Linking Antivirus Immunity to Grazing Risk
Xin-Ran Lan, Zhi-Ling Liu, Deng‐Ke Niu·bioRxiv·May 25, 2021
- Persisters are primed for CRISPR-Cas adaptation
Jesper Juel Mauritzen, Anne Sofie Wajn, … Nina Molin Høyland‐Kroghsbo·bioRxiv·Apr 1, 2025
- CRISPR adaptation in Streptococcus thermophilus can be driven by phage environmental DNA
Felix R. Croteau, Jenny N. Tran, Alexander P. Hynes·mSpherePeer-reviewed·Sep 22, 2025
- Distinct Regulation of Host Defences by CRISPR-Cas in Typhoidal and Non-Typhoidal Salmonella serovars
Ankita Das, Nandita Sharma, … Vidya Devi Negi·bioRxiv·Feb 26, 2026
- How important is CRISPR-Cas for protecting natural populations of bacteria against infections by mobile genetic elements??
E. Westra, B. R. Levin·bioRxiv·Feb 5, 2020