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Use of the Invertebrate Galleria mellonella as an Infection Model to Study the Mycobacterium tuberculosis Complex
Published on: June 30, 2019
Digital twin of Mycobacterium tuberculosis infection: Integrating immune dynamics and pathogen adaptation for
Ruqaiyyah Siddiqui1, Naveed Ahmed Khan2
1Institute of Biological Chemistry, Biophysics and Bioengineering, Heriot-Watt University, Edinburgh EH14 4AS, UK; Microbiota Research Center, Istinye University, Istanbul 34010, Turkey.
Abstract:
Mycobacterium tuberculosis remains one of the world's most persistent pathogens, responsible for over a million deaths each year despite effective drugs and decades of research. Disease progression varies widely among individuals, reflecting interactions between pathogen, physiology, host immunity, and pharmacological response. We propose a digital twin framework for tuberculosis that integrates clinical, immunological, and pharmacokinetic data into a continuously adaptive computational model. The twin would simulate host-pathogen dynamics from granuloma formation to systemic immune regulation, linking these processes with individualised drug exposure and treatment response. By forecasting outcomes and identifying early indicators of relapse or resistance, such a system could guide precision therapy and accelerate discovery of host-directed interventions. The tuberculosis digital twin thus represents a bridge between infection biology, computation, and clinical translation, presenting an evolving model capable of transforming how this ancient disease is understood and managed. However, translation will require further longitudinal clinical and immunological datasets and systematic validation of model predictions in real-world treatment settings.
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