Hancioglu2007 - Human Immune Response to Influenza A virus Infection
View the 2019-08 Model of the Month entry for this model
Model Identifier
BIOMD0000000711
Short description
Format
SBML
(L2V4)
Related Publication
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A dynamical model of human immune response to influenza A virus infection.
- Hancioglu B, Swigon D, Clermont G
- Journal of theoretical biology , 5/ 2007 , Volume 246 , Issue 1 , pages: 70-86 , PubMed ID: 17266989
- Department of Mathematics, 301 Thackeray, University of Pittsburgh, Pittsburgh, PA 15260, USA.
- We present a simplified dynamical model of immune response to uncomplicated influenza A virus (IAV) infection, which focuses on the control of the infection by the innate and adaptive immunity. Innate immunity is represented by interferon-induced resistance to infection of respiratory epithelial cells and by removal of infected cells by effector cells (cytotoxic T-cells and natural killer cells). Adaptive immunity is represented by virus-specific antibodies. Similar in spirit to the recent model of Bocharov and Romanyukha [1994. Mathematical model of antiviral immune response. III. Influenza A virus infection. J. Theor. Biol. 167, 323-360], the model is constructed as a system of 10 ordinary differential equations with 27 parameters characterizing the rates of various processes contributing to the course of disease. The parameters are derived from published experimental data or estimated so as to reproduce available data about the time course of IAV infection in a naïve host. We explore the effect of initial viral load on the severity and duration of the disease, construct a phase diagram that sheds insight into the dynamics of the disease, and perform sensitivity analysis on the model parameters to explore which ones influence the most the onset, duration and severity of infection. To account for the variability and speed of adaptation of the adaptive response to a particular virus strain, we introduce a variable that quantifies the antigenic compatibility between the virus and the antibodies currently produced by the organism. We find that for small initial viral load the disease progresses through an asymptomatic course, for intermediate value it takes a typical course with constant duration and severity of infection but variable onset, and for large initial viral load the disease becomes severe. This behavior is robust to a wide range of parameter values. The absence of antibody response leads to recurrence of disease and appearance of a chronic state with nontrivial constant viral load.
Contributors
Submitter of the first revision: Sarubini Kananathan
Submitter of this revision: Sarubini Kananathan
Modellers: Sarubini Kananathan
Submitter of this revision: Sarubini Kananathan
Modellers: Sarubini Kananathan
Metadata information
is (2 statements)
isDescribedBy (1 statement)
hasTaxon (2 statements)
hasProperty (4 statements)
isDescribedBy (1 statement)
hasTaxon (2 statements)
hasProperty (4 statements)
Mathematical Modelling Ontology
Ordinary differential equation model
Gene Ontology immune response
Gene Ontology adaptive immune response
Gene Ontology innate immune response
Gene Ontology immune response
Gene Ontology adaptive immune response
Gene Ontology innate immune response
Curation status
Curated
Modelling approach(es)
Tags
Connected external resources
Name | Description | Size | Actions |
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Model files |
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Hancioglu2007 - Human Immune Response to Influenza A virus.xml | SBML L2V4 representation of Hancioglu2007 - Human Immune Response to Influnza A virus Infection | 107.71 KB | Preview | Download |
Additional files |
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Hancioglu2007 - Human Immune Response to Influenza A virus.cps | Copasi file for the model | 151.88 KB | Preview | Download |
- Model originally submitted by : Sarubini Kananathan
- Submitted: Sep 6, 2018 3:24:26 PM
- Last Modified: Oct 16, 2018 11:37:55 AM
Revisions
-
Version: 7
- Submitted on: Oct 16, 2018 11:37:55 AM
- Submitted by: Sarubini Kananathan
- With comment: Automatically added model identifier BIOMD0000000711
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Version: 5
- Submitted on: Sep 6, 2018 3:24:26 PM
- Submitted by: Sarubini Kananathan
- With comment: PubMed ID Updated
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revisions as only public revisions are displayed here. Any private revisions
of this model will only be shown to the submitter and their collaborators.
Legends
: Variable used inside SBML models
: Variable used inside SBML models
Species
Species | Initial Concentration/Amount |
---|---|
APC cells M trans-3-Hydroxycinnamate |
0.0 mmol |
Interferons F Interferon |
0.0 mmol |
Effector cells E Effector T-Lymphocyte ; cytotoxic T-lymphocyte |
1.0 mmol |
Viral Load V Influenza A Virus ; Influenza A virus |
0.01 mmol |
Antigenic compatibility S 0002315 |
0.1 mmol |
Dead cells D Epithelial Cell ; cell death ; Dead |
0.0 mmol |
Healthy Epithelial cells H Epithelial Cell |
1.0 mmol |
Reactions
Reactions | Rate | Parameters |
---|---|---|
=> APC_cells__M; Dead_cells__D, Viral_Load__V | Respiratory_tract_mucosa*(bMD*Dead_cells__D+bMV*Viral_Load__V)*(1-APC_cells__M) | bMV = 0.0037; bMD = 1.0 |
Interferons__F => | Respiratory_tract_mucosa*aF*Interferons__F | aF = 8.0 |
=> Effector_cells__E; APC_cells__M | Respiratory_tract_mucosa*bEM*APC_cells__M*Effector_cells__E | bEM = 8.3 |
Viral_Load__V => | Respiratory_tract_mucosa*aV1*Viral_Load__V/(1+aV2*Viral_Load__V) | aV2 = 23000.0; aV1 = 100.0 |
=> Antigenic_compatibility__S; Plasma_cells__P | Respiratory_tract_mucosa*r*Plasma_cells__P*(1-Antigenic_compatibility__S) | r = 3.0E-5 |
Dead_cells__D = ((1-Healthy_Epithelial_cells__H)-Resistant_cells__R)-Infected_Epithelial_cells__I | [] | [] |
Viral_Load__V => ; Healthy_Epithelial_cells__H | Respiratory_tract_mucosa*gammaVH*Healthy_Epithelial_cells__H*Viral_Load__V | gammaVH = 1.02 |
Healthy_Epithelial_cells__H => Resistant_cells__R; Interferons__F | Respiratory_tract_mucosa*bHF*Interferons__F*Healthy_Epithelial_cells__H | bHF = 0.01 |
Healthy_Epithelial_cells__H => Infected_Epithelial_cells__I; Viral_Load__V | Respiratory_tract_mucosa*gammaHV*Viral_Load__V*Healthy_Epithelial_cells__H | gammaHV = 0.34 |
Curator's comment:
(added: 16 Oct 2018, 11:36:22, updated: 16 Oct 2018, 11:36:22)
(added: 16 Oct 2018, 11:36:22, updated: 16 Oct 2018, 11:36:22)
Figure 2 of the reference publication has been reproduced. Uploaded figure is the first column of sub figures of Figure 2. Initial conditions were taken from the publication. The model was simulated using Copasi 4.22 and the figure was generated using Python 2.7.