Published March 18, 2024 | Version v1

Data and code for: Pneumococcus co-colonization and the stress-gradient-hypothesis

  • 1. Instituto Superior Técnico

Description

Pneumococcus serotype co-colonization, caused by the polymorphic bacteria Streptococcus pneumoniae, has been increasingly investigated and reported in recent years. Yet, there is limited information on how co-colonization patterns vary globally, critical for understanding the evolution and transmission dynamics of these bacteria. Here we report on a rich dataset of cross-sectional pneumococcal colonization studies collected from the literature, where we quantified patterns of transmission intensity and co-colonization variation in children populations across different epidemiological settings. Fitting these data to an SIS model with co-colonization under the assumption of quasi-neutrality among multiple interacting strains,  our analysis reveals strong patterns of negative co-variation between transmission intensity R0 and susceptibility to co-colonization k, in support of the stress-gradient-hypothesis (SGH) in ecology. According to this hypothesis, ecological interactions between organisms shift positively as environmental stress increases. In our model higher environmental stress is represented via lower values of the basic reproduction number R0, and a shift towards positive interactions is represented via higher vulnerability to co-colonization (higher k) between pneumococcus serotypes.

Notes

Funding provided by: Fundação para a Ciência e Tecnologia
Crossref Funder Registry ID: https://ror.org/00snfqn58
Award Number: CEECIND/03051/2018

Funding provided by: Fundação para a Ciência e Tecnologia
Crossref Funder Registry ID: https://ror.org/00snfqn58
Award Number: LISBOA-01-0145-FEDER-029161

Funding provided by: University of Lisbon
Crossref Funder Registry ID: https://ror.org/01c27hj86
Award Number: BL183/2021/IST-ID

Funding provided by: Fundação para a Ciência e Tecnologia
Crossref Funder Registry ID: https://ror.org/00snfqn58
Award Number: 2022.03060.PTDC

Methods

These data have been synthesized from studies that report Streptococcus pneumoniae colonization and co-colonization in children populations worldwide. We provide primary data files (metadata and extracted epidemiological variables as well as serotype compositions), processed data files, and some auxiliary R codes for analysis. The main purpose of our initial analyses was to investigate the stress-gradient-hypothesis in pneumococcus, and to link the mathematical modeling framework in previous papers (Gjini and Madec, 2021; Madec and Gjini 2021) to a concrete epidemiological context. 

  • Gjini, Erida, and Sten Madec. "The ratio of single to co‐colonization is key to complexity in interacting systems with multiple strains." Ecology and Evolution 11.13 (2021): 8456-8474. https://doi.org/10.1002/ece3.7259 
  • Madec, Sten, and Erida Gjini. "Predicting N-strain coexistence from co-colonization interactions: epidemiology meets ecology and the replicator equation." Bulletin of Mathematical Biology 82.11 (2020): 142. https://doi.org/10.1007/s11538-020-00816-w

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Additional details

Related works

Is cited by
10.1016/j.tpb.2024.02.001 (DOI)
Is derived from
10.5281/zenodo.8411721 (DOI)