Systems biology of epidemiology From genes to environment
Presenter
April 10, 2014
Abstract
Traditional epidemiological models consists of compartmentalizing hosts into susceptible, exposed, infected, recovered (SEIR), and variations of this paradigm (e.g. SIR, SIR/SI, etc.). These models are challenged when the within-host dynamics of disease is taken into account with aspects such as: (i) Simultaneous Infection: Simultaneous presence of several distinct pathogen genomes, from the same or multiple species, thus causing individual to belong to multiple compartments simultaneously. (ii) Antigenic diversity and variation: Antigenic variation, defined as the ability of a pathogen to change antigens presented to the immune system during an infection, and antigenic diversity, defined as antigenic differences between pathogens in a population, are central to the pathogen's ability to 1) infect previously exposed hosts, and 2) maintain a long-term infection in the face of the immune response. Immune evasion facilitated by this variability is a critical factor in the dynamics of pathogen growth, and therefore, transmission. This talk explores an alternate mechanistic formulation of epidemiological dynamics based upon studying the influence of within-host dynamics in environmental transmission. A basic propagation number is calculated that could guide public health policy.
Supplementary Materials
Timecodes
- 00:02
- Systems Biology of Epidemiology: From Genes to Environment
- 00:59
- Collaborators
- 01:45
- The Pioneers
- 02:51
- Epidemics are Driven by Cellular and Molecular Interactions
- 04:29
- Epidemics are Driven by Cellular and Molecular Interactions Continued
- 05:31
- Epidemics are Driven by Cellular and Molecular Interactions Continued
- 06:16
- Immunoepidemiology
- 07:15
- Challenges of omic data
- 12:34
- Molecular Changes vs. Physiological State
- 14:44
- Molecular Changes vs. Physiological State Continued
- 15:26
- Molecular Changes vs. Physiological State Continued
- 17:28
- Molecular Changes vs. Physiological State Continued
- 21:22
- Within-Host Dynamics
- 21:40
- Within-Host Dynamics Continued
- 22:14
- A Change in Perspective
- 23:20
- A Shift in the Paradigm
- 24:02
- A Shift in the Paradigm Continued
- 24:17
- Basic Propagation Number
- 24:52
- Basic Propagation Number Continued
- 25:04
- Basic Propagation Number Continued
- 25:15
- Basic Propagation Number Continued
- 25:22
- Basic Propagation Number Continued
- 26:30
- Between-Host Dynamics
- 27:44
- Diffusion on a Manifold
- 28:15
- Diffusion on a Manifold Continued
- 29:31
- Diffusion on a Manifold Continued
- 30:22
- Key Aspects of Infectious Disease Can Hardly Be Studied with Existing Paradigms
- 30:34
- Asymptomaticity is Very Important
- 30:58
- Vector Behavior is Very Important
- 31:46
- Vector Behavior is Very Important Continued
- 32:05
- The Malaria Case
- 33:55
- The Malaria Case Continued
- 33:58
- The Malaria Case Continued
- 34:02
- From Cells to Continent
- 35:39
- Summary
- 36:05
- The Bottom Line