TY - GEN
T1 - Coupling In silico and In vitro Mechanistic Models to Define Vitamin D3 Immunomodulation of IL-12 and Nitric Oxide in Mycobacterium tuberculosis Infection
AU - Ahmed, Azka
AU - Gough, Maya E.
AU - Salim, Taha
AU - May, Elebeoba
N1 - Publisher Copyright:
© 2024 IEEE.
PY - 2024
Y1 - 2024
N2 - Tuberculosis, caused by Mycobacterium tuberculosis (Mtb), is a highly infectious disease mainly affecting the lungs. Macrophages are key phagocytic immune cells and the preferred hosts for intracellular bacteria growth. Macrophages are also important sites of vitamin D3 synthesis, with vitamin D3 deficiency associated with increased risk of developing active TB. There is great interest in vitamin D3 as adjunctive therapy due to its immunomodulatory and antimicrobial properties, particularly the effect on proinflammatory effectors like bactericidal nitric oxide (NO). NO production requires inducible nitric oxide synthase expression, which is regulated by IFN-γ, a pro-inflammatory cytokine upregulated by IL-12. Vitamin D3 serves an important host protective function to regulate NO production to a level that is sufficient to restrict Mtb growth while avoiding uncontrolled inflammation. While previous in vitro studies have shown that vitamin D3 modulates NO levels and IL-12, in an infection dose-dependent manner, to date, there are no computational models that capture the mechanisms by which vitamin D3 regulates NO production during high and low Mtb infection. Using an integrative systems biology approach, we define key signaling pathways involved in vitamin D3 immunometabolism and determine the impact of vitamin D3 sufficiency/deficiency given infection dosage. Data from multiple computational models and in vitro infection studies are integrated into a mechanistic model, and simulation results compared to in vitro IL-12 and NO concentrations from our in vitro models of infection. Concurrence between our in-silico and in vitro models demonstrates the feasibility of NO modulation in a vitamin D3 and infection level dependent manner.
AB - Tuberculosis, caused by Mycobacterium tuberculosis (Mtb), is a highly infectious disease mainly affecting the lungs. Macrophages are key phagocytic immune cells and the preferred hosts for intracellular bacteria growth. Macrophages are also important sites of vitamin D3 synthesis, with vitamin D3 deficiency associated with increased risk of developing active TB. There is great interest in vitamin D3 as adjunctive therapy due to its immunomodulatory and antimicrobial properties, particularly the effect on proinflammatory effectors like bactericidal nitric oxide (NO). NO production requires inducible nitric oxide synthase expression, which is regulated by IFN-γ, a pro-inflammatory cytokine upregulated by IL-12. Vitamin D3 serves an important host protective function to regulate NO production to a level that is sufficient to restrict Mtb growth while avoiding uncontrolled inflammation. While previous in vitro studies have shown that vitamin D3 modulates NO levels and IL-12, in an infection dose-dependent manner, to date, there are no computational models that capture the mechanisms by which vitamin D3 regulates NO production during high and low Mtb infection. Using an integrative systems biology approach, we define key signaling pathways involved in vitamin D3 immunometabolism and determine the impact of vitamin D3 sufficiency/deficiency given infection dosage. Data from multiple computational models and in vitro infection studies are integrated into a mechanistic model, and simulation results compared to in vitro IL-12 and NO concentrations from our in vitro models of infection. Concurrence between our in-silico and in vitro models demonstrates the feasibility of NO modulation in a vitamin D3 and infection level dependent manner.
KW - Mycobacterium tuberculosis
KW - computational modeling and vitamin D3
KW - macrophages
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UR - http://www.scopus.com/inward/citedby.url?scp=85215013389&partnerID=8YFLogxK
U2 - 10.1109/EMBC53108.2024.10782823
DO - 10.1109/EMBC53108.2024.10782823
M3 - Conference contribution
C2 - 40039981
AN - SCOPUS:85215013389
T3 - Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
BT - 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024 - Proceedings
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024
Y2 - 15 July 2024 through 19 July 2024
ER -