Evidence map›Paper›PMID 41888558›Full record

ArticleScientific reports2026

Nonlinear dynamics of Nosema ceranae and the fragile resilience of honeybee colonies under environmental strain.

Amer M Salman, Mohd Hafiz Mohd, Ammar Khazaal Kadhim Almansoori, Kawa M A Manmi

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In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Amer M SalmanSchool of Mathematical Sciences, Universiti Sains Malaysia, 11800 USM, Gelugor, Penang, Malaysia.
Mohd Hafiz MohdSchool of Mathematical Sciences, Universiti Sains Malaysia, 11800 USM, Gelugor, Penang, Malaysia. mohdhafizmohd@usm.my.
Ammar Khazaal Kadhim AlmansooriCentre for Chemical Biology (CCB), Universiti Sains Malaysia, SAINS@USM,29 Block B, 10, Persiaran Bukit Jambul, Bayan Lepas, 11900, Bayan Lepas, Penang, Malaysia.
Kawa M A ManmiMathematics Institute, University of Warwick, Gibbet Hill Road, Coventry, CV4 7AL, UK. kawa.manmi@warwick.ac.uk.

Funding

The Fundamental Research Grant Scheme by the Ministry of Higher Education, Malaysia (MOHE). FRGS/1/2022/STG06/USM/02/1
6 · The paper itself

Abstract

The health and sustainability of honeybee populations are essential for global food production and ecological balance. More than one-third of agricultural crops depend on pollination, making honeybees indispensable to the global economy. However, colonies worldwide are increasingly threatened by the gut parasite Nosema ceranae, whose recurrent outbreaks cause severe productivity losses and economic damage to the apicultural and agricultural sectors. Despite its prevalence, the nonlinear mechanisms responsible for the persistence and resurgence of Nosema ceranae remain poorly understood. This study aims to develop a mathematical model that interpret the complex epidemiological behaviour of Nosema ceranae under realistic biological conditions, specifically focusing on renewal of colony-level susceptibility and the strained resources available for control and management. A nonlinear Susceptible-Infected-Recovered-Susceptible (SIRS) model incorporating renewal of colony-level susceptibility and resource saturation is formulated and analysed using stability theory and numerical bifurcation techniques. Analytical derivations identify the conditions for transcritical and Hopf bifurcations, while numerical continuation analysis and time series simulations validate the theoretical predictions and reveal the rich dynamical structure. The analysis uncovers two critical thresholds governing colony dynamics. A forward (transcritical) bifurcation marks the transition from disease eradication to endemic persistence, while a Hopf bifurcation arising from resource limitations induces sustained oscillations representing recurrent infection waves. The coexistence of stable equilibria and periodic orbits highlights bistability, indicating that small perturbations or change in control interventions can trigger large amplitude outbreaks. These nonlinear feedbacks provide a mechanistic explanation for the cyclical prevalence of Nosema ceranae observed in distinct colonies. The proposed framework establishes, for the first time, how the interplay between partial recovery and limited resource availability can drive complex epidemic patterns in honeybee colonies. Beyond its theoretical contribution, the study provides actionable insight for the agriculture industry: efficient allocation of control resources and timely interventions are essential to prevent recurrent epidemics that threaten pollination services and agricultural productivity. The results bridge mathematical modelling and ecological management, offering a predictive foundation for mitigating the economic and environmental impact of Nosema ceranae on global food security.

Indexed as

NosemaAnimalsBeesModels, BiologicalModels, TheoreticalNonlinear DynamicsBifurcation and stability analysisColony collapse and resilienceEco-epidemiological modellingMathematical ecology of pollinatorsNosema ceranae dynamics

Identifiers

PMID41888558
PMCPMC13040048

What Socratic holds

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.