Abstract:The steroid hormone, Glucocorticoid (GC) is a well-known immunosuppressant that controls T cellmediated adaptive immune response. In this work, we have developed a minimal kinetic network model of T-cell regulation connecting relevant experimental and clinical studies to quantitatively understand the long-term effects of GC on pro-inflammatory T-cell (Tpro) and anti-inflammatory Tcell (Tanti) dynamics. Due to the antagonistic relation between these two types of T-cells, their longterm steady-state population r… Show more
“…In the T-cell-mediated immune system context, such theoretical concepts help characterize different immunoregulatory states and their modulation under different environmental situations (Roy et al . 2014 ; Roy and Bagchi 2020 ; Nayak and Roy 2021 ). T-cell-mediated immune regulations are often classified into weak, strong, and moderate regulation regimes based on the ratio and relative concentration of pro-inflammatory T-cells and anti-inflammatory T-cells.…”
Section: Mathematical Models Capturing T-cell Dynamics Of the Human I...mentioning
confidence: 99%
“…Among these CD4+ T-cells, it has been observed that some act as pro-inflammatory cells (Th1, Th2, Th17, Th9, Th22, and Tfh cells), and others work as anti-inflammatory cells (Th 3 and Treg cells) (Lei et al . 2021 ; Nayak and Roy 2021 ).…”
Section: Experimental Overview Of Dynamic Behaviors Of Cd4+ T-cells: ...mentioning
confidence: 99%
“…The immune system can transit from a weak regulation regime to a moderate regulation regime and then to a strong regulation regime and vice versa depending on the concentration and composition of pro-inflammatory T-cells (T pro ) and anti-inflammatory T-cells (T anti ) (refer to Roy et al . 2014 ; Roy and Bagchi 2020 ; Nayak and Roy 2021 for more details). …”
Section: Mathematical Models Capturing T-cell Dynamics Of the Human I...mentioning
confidence: 99%
“…The saturation function presents a one-time external dose (GC) intake mode. Nayak and Roy ( 2021 ) have also developed a kinetic network-based model to understand the direct and indirect effects of GCs on the immune system and anti-inflammatory immune response. In the model of Yakimchuk ( 2020 ), the saturation function leads the system to saturate towards a constant dose value.…”
Section: Immunomodulatory Role Of Glucocorticoids From a Theoretical ...mentioning
confidence: 99%
“…After recognizing the microbial trespasser in the body, phagocytes are the specialized cells that quickly engulf the microbe through phagocytosis (Perelson 1989 ; Chaplin 2010 ; Brodin and Davis 2017 ; Mayassi et al . 2021 ; Nayak and Roy 2021 ).…”
Section: Introduction: a Brief Overview Of The Human Immune System An...mentioning
Long-term immunosuppressive therapy is a drug regimen often used to lower aggressive immune responses in various chronic inflammatory diseases. However, such long-term therapy leading to immune suppression may trigger other adverse reactions in the immune system. The rising concern regarding the optimal dose and duration of such treatment has motivated us to understand non-classical immunomodulatory responses induced by various immunosuppressive steroid and secosteroid drugs such as glucocorticoid and vitamin D supplements. The immunomodulatory actions of such immunosuppressants (that govern the adaptive immune response) are often mediated through their characteristic control over CD4+ T-cells involving pro- and anti-inflammatory T-cells. Several early studies attempted to decode temporal and dose-dependent behaviors of such pro- and anti-inflammatory T-cells using the chemical dynamics approach. We first summarize these early works. Then, we develop a minimal coarse-grained kinetic network model to capture the commonality in their immunomodulatory functions. This generic model successfully reproduces the characteristic dynamical features, including the clinical latency period in long-term T-cell dynamics. The temporal behavior of T-cells is found to be sensitive to specific rate parameters and doses of immunosuppressants. The steady-state analysis reflects the transition from an early classified weakly regulated (autoimmune-prone) immune state to a strongly regulated state (immunocompromised state), separated by an intervening state of moderate/balanced regulation. An optimal dose and duration are essential in rescuing balanced immune regulation. This review elucidates how developing a simple generic coarse-grained immune network model may provide immense information that helps diagnose inefficacy in adaptive immune function before and after administering immunosuppressants such as glucocorticoid or vitamin D.
Supplementary Information
The online version contains supplementary material available at 10.1007/s12038-022-00312-4.
“…In the T-cell-mediated immune system context, such theoretical concepts help characterize different immunoregulatory states and their modulation under different environmental situations (Roy et al . 2014 ; Roy and Bagchi 2020 ; Nayak and Roy 2021 ). T-cell-mediated immune regulations are often classified into weak, strong, and moderate regulation regimes based on the ratio and relative concentration of pro-inflammatory T-cells and anti-inflammatory T-cells.…”
Section: Mathematical Models Capturing T-cell Dynamics Of the Human I...mentioning
confidence: 99%
“…Among these CD4+ T-cells, it has been observed that some act as pro-inflammatory cells (Th1, Th2, Th17, Th9, Th22, and Tfh cells), and others work as anti-inflammatory cells (Th 3 and Treg cells) (Lei et al . 2021 ; Nayak and Roy 2021 ).…”
Section: Experimental Overview Of Dynamic Behaviors Of Cd4+ T-cells: ...mentioning
confidence: 99%
“…The immune system can transit from a weak regulation regime to a moderate regulation regime and then to a strong regulation regime and vice versa depending on the concentration and composition of pro-inflammatory T-cells (T pro ) and anti-inflammatory T-cells (T anti ) (refer to Roy et al . 2014 ; Roy and Bagchi 2020 ; Nayak and Roy 2021 for more details). …”
Section: Mathematical Models Capturing T-cell Dynamics Of the Human I...mentioning
confidence: 99%
“…The saturation function presents a one-time external dose (GC) intake mode. Nayak and Roy ( 2021 ) have also developed a kinetic network-based model to understand the direct and indirect effects of GCs on the immune system and anti-inflammatory immune response. In the model of Yakimchuk ( 2020 ), the saturation function leads the system to saturate towards a constant dose value.…”
Section: Immunomodulatory Role Of Glucocorticoids From a Theoretical ...mentioning
confidence: 99%
“…After recognizing the microbial trespasser in the body, phagocytes are the specialized cells that quickly engulf the microbe through phagocytosis (Perelson 1989 ; Chaplin 2010 ; Brodin and Davis 2017 ; Mayassi et al . 2021 ; Nayak and Roy 2021 ).…”
Section: Introduction: a Brief Overview Of The Human Immune System An...mentioning
Long-term immunosuppressive therapy is a drug regimen often used to lower aggressive immune responses in various chronic inflammatory diseases. However, such long-term therapy leading to immune suppression may trigger other adverse reactions in the immune system. The rising concern regarding the optimal dose and duration of such treatment has motivated us to understand non-classical immunomodulatory responses induced by various immunosuppressive steroid and secosteroid drugs such as glucocorticoid and vitamin D supplements. The immunomodulatory actions of such immunosuppressants (that govern the adaptive immune response) are often mediated through their characteristic control over CD4+ T-cells involving pro- and anti-inflammatory T-cells. Several early studies attempted to decode temporal and dose-dependent behaviors of such pro- and anti-inflammatory T-cells using the chemical dynamics approach. We first summarize these early works. Then, we develop a minimal coarse-grained kinetic network model to capture the commonality in their immunomodulatory functions. This generic model successfully reproduces the characteristic dynamical features, including the clinical latency period in long-term T-cell dynamics. The temporal behavior of T-cells is found to be sensitive to specific rate parameters and doses of immunosuppressants. The steady-state analysis reflects the transition from an early classified weakly regulated (autoimmune-prone) immune state to a strongly regulated state (immunocompromised state), separated by an intervening state of moderate/balanced regulation. An optimal dose and duration are essential in rescuing balanced immune regulation. This review elucidates how developing a simple generic coarse-grained immune network model may provide immense information that helps diagnose inefficacy in adaptive immune function before and after administering immunosuppressants such as glucocorticoid or vitamin D.
Supplementary Information
The online version contains supplementary material available at 10.1007/s12038-022-00312-4.
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