AI- modelling of molecular identification and feminization of wolbachia infected Aedes aegypti

Mehwish Iftikhar1, Sahrish Iftikhar2, Ayesha Sohail1

  • 1Department of Mathematics, Comsats University Islamabad, Lahore Campus, 54000, Pakistan.

Abstract

Insights

Genetic control using Wolbachia-infected male mosquitoes offers a promising strategy for vector-borne disease suppression. A new mathematical model, synchronized with experimental data, accurately forecasts disease control effectiveness.

Area of Science:

  • Vector-borne disease control
  • Population genetics
  • Mathematical modeling

Background:

  • Genetic control strategies aim to suppress vector populations using disease-refractory mosquitoes or reproductive rate manipulation.
  • Wolbachia bacteria are intracellular symbionts used in experimental trials to control Aedes aegypti populations.
  • While promising, limitations currently hinder the widespread application of Wolbachia-based vector control.

Purpose of the Study:

  • To develop a mathematical framework for Wolbachia-induced genetic control strategies.
  • To synchronize theoretical models with experimental findings for accurate prediction.
  • To forecast disease control by modeling Aedes aegypti populations with varying mating rates.

Main Methods:

  • Developed two mathematical models to simulate genetic control strategies with varying mating rates.
  • Utilized Artificial Intelligence (AI) tools to determine accurate parametric values.
  • Employed numerical computations to analyze time-varying coefficients and population dynamics.

Main Results:

  • The models demonstrate the impact of different mating rates on genetic control effectiveness.
  • Key parameters and time-varying coefficients were elucidated through numerical analysis.
  • Generated thresholds and forecasts provide valuable insights for future research.

Conclusions:

  • Genetic control strategies, particularly those involving Wolbachia-infected males, are effective for vector control.
  • Theoretical models offer an inexpensive and interpretable approach to understanding Wolbachia's role.
  • The developed models can aid in optimizing future experimental studies for disease suppression.

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