Antoine Brault
@abrault.bsky.social
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Postdoctoral researcher in infectious disease modelling at the Institut Pasteur @pasteur.fr
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abrault.bsky.social
Plague remains a health issue in several parts of the world—especially in Madagascar, where epidemics follow a seasonal pattern. In our new @pnas.org paper, we link that seasonality to rat and flea dynamics and quantify the impact of various control strategies. doi.org/10.1073/pnas...
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
doi.org
abrault.bsky.social
This week in the MOOC on modeling of infectious diseases, we will explore compartmental models. A pivotal tool in our field !

Join us here: www.fun-mooc.fr/en/courses/m...

@pasteuredu.bsky.social
lms.fun-mooc.fr
abrault.bsky.social
Join the MOOC “Mathematical Modeling of Infectious Diseases” from @pasteuredu.bsky.social and learn to:

• Estimate R₀
• Build SIR models
• Simulate the impact of interventions

🚀 Enroll now for free: www.fun-mooc.fr/en/courses/m...

📅 Course starts Sept 2.
Modeling of Infectious Diseases
In this online MOOC you will learn a basic, yet very general approach to mathematical modeling of infectious disease dynamics.
www.fun-mooc.fr
Reposted by Antoine Brault
quentinlclrc.bsky.social
We're recruiting a postdoc in our lab @mesurs-cnam.bsky.social (Paris) to work on epidemic modelling over healthcare networks, as part of the EU project ARCANE ! 💻🦠
Start date between 09/25-01/26, 2y contract

Interested in AMR, healthcare-related research & mathematical modelling? Find out more! ⬇️
IDDjobs — Postdoctoral position in epidemic modelling over healthcare networks — Conservatoire national des Arts et Métiers
Find infectious disease dynamics modelling jobs, studentships, and fellowships.
iddjobs.org
abrault.bsky.social
Led by @fanohi.bsky.social, and co-supervised by @scauchemez.bsky.social, this study is the result of a fruitful collaboration between Institut Pasteur Madagascar and @pasteur.fr.
abrault.bsky.social
Finally, we evaluated intervention strategies and found that targeting both rats and their fleas at the start of the epidemic season (July–Sep) was the most effective way for reducing human plague cases. This proactive strategy contrasts with the reactive measures currently used in Madagascar.
Impact of the control of rat and flea populations on the number of human plague cases. The figures show the proportion of human cases averted over one season (July 1 to June 30) as a function of the month of intervention when (A) only rats are targeted, (B) only fleas are targeted, and (C) both rats and the fleas on those rats are simultaneously targeted. Reduction levels are represented by gray dots (20% population reduction), red triangles (50% population reduction), and yellow rectangles (80% population reduction). Vertical bars indicate the 95% credible intervals.
abrault.bsky.social
We estimated that the rat-to-rat reproduction number peaks at 1.45 (95%CI: 1.41, 1.48) in Oct., whereas human cases peak in Dec.–Jan. Only 0.5% (95% CI: 0.2%, 0.9%) of rats are infected each season, suggesting that plague is not the main driver of rat population changes.
Plague epidemic in the rat population. (A) Effective reproduction number (Re) among rats, with the blue solid line showing the estimated Re over time, and the black dashed horizontal line representing the epidemic threshold (Re = 1). (B) Cumulative proportion of infected rats throughout a plague season from July 1 to June 30, assuming a probability of death upon infection of 0.3 (green dashed line), 0.5 (blue solid line, representing the baseline scenario), and 0.7 (red dashed line).
abrault.bsky.social
Models that incorporated seasonal fluctuations in rat and flea populations performed better than those that did not, indicating that rat and flea population dynamics are key drivers of human plague outbreaks.
Model calibration. Comparison of data and model predictions for (A) the number of collected fleas, (B) the number of collected rats, (C) the number of collected plague seropositive rats, (D) the flea index (mean number of fleas per rat), (E) average monthly number of confirmed human plague cases between 2018 and 2023. For Figures A–D, black dots represent the median values of data aggregated temporally proximate capture days, with vertical lines indicating the range between the minimum and the maximum of observed values across those days. For Figure E, black dots represent the monthly average number of confirmed human plague cases in the data. The models include no seasonality (Model 1 – purple), seasonality in the rat population (Model 2 – yellow), seasonality in the flea population (Model 3 – green), seasonality in both rat and flea populations (Model 4 – red), and mass-action model with seasonality in both rat and flea populations (Model 5 – blue).
abrault.bsky.social
Plague is usually transmitted to humans by bites from fleas that live on rats. From Dec 2018 to Jun 2020, rats were trapped in plague foci, fleas counted, and rats tested for plague antibodies. We built 5 rat–flea–human transmission models and fitted them to our field data and to human cases.
Plague transmission cycle that shows the interactions between rats, vector fleas, and humans. The cycle includes susceptible rats infested with uninfected fleas; rats infected by infected fleas; rats that die from plague, releasing infected fleas into the environment; and recovered rats, from which infected fleas die off, though infestation by fleas (infected or uninfected) may persist. Map highlighting the regions of Madagascar where plague is endemic (dotted outlines). The study site in the Ankazobe District is marked in yellow.
abrault.bsky.social
Plague remains a health issue in several parts of the world—especially in Madagascar, where epidemics follow a seasonal pattern. In our new @pnas.org paper, we link that seasonality to rat and flea dynamics and quantify the impact of various control strategies. doi.org/10.1073/pnas...
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
doi.org
Reposted by Antoine Brault