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Preliminary evidence for chaotic signatures in host-microbe interactions

Yehonatan Sella, Nichole A. Broderick, Kaitlin Stouffer, Deborah L. McEwan, Frederick M. Ausubel, Arturo Casadevall, Aviv Bergman

2024mSystems11 citationsDOIOpen Access PDF

Abstract

, respectively. We found suggestions of chaotic signatures in both systems but caution that our results are preliminary and highlight the need for more fine-grained and larger data sets in determining dynamical characteristics. If validated, chaos in host-microbe interactions would have important implications for the occurrence and outcome of infectious diseases, the reproducibility of experiments in the field of microbial pathogenesis, and the prediction of microbial threats.IMPORTANCEIs microbial pathogenesis a predictable scientific field? At a time when we are dealing with coronavirus disease 2019, there is intense interest in knowing about the epidemic potential of other microbial threats and new emerging infectious diseases. To know whether microbial pathogenesis will ever be a predictable scientific field requires knowing whether a host-microbe interaction follows deterministic, stochastic, or chaotic dynamics. If randomness and chaos are absent from virulence, there is hope for prediction in the future regarding the outcome of microbe-host interactions. Chaotic systems are inherently unpredictable, although it is possible to generate short-term probabilistic models, as is done in applications of stochastic processes and machine learning to weather forecasting. Information on the dynamics of a system is also essential for understanding the reproducibility of experiments, a topic of great concern in the biological sciences. Our study finds preliminary evidence for chaotic dynamics in infectious diseases.

Topics & Concepts

Host (biology)ChaoticBiologyEvolutionary biologyComputational biologyComputer scienceArtificial intelligenceEcologyYersinia bacterium, plague, ectoparasites researchEvolution and Genetic DynamicsGenomics and Phylogenetic Studies
Preliminary evidence for chaotic signatures in host-microbe interactions | Litcius