Related Experiment Video
Updated: Jan 10, 2026

Evaluation of T Follicular Helper Cells and Germinal Center Response During Influenza A Virus Infection in Mice
Published on: June 27, 2020
Multivariate Host-Pathogen Interactions Driving Heterogeneous Viral Shedding and CD8+ T cell Control of Influenza
Nicole Bruce1, Jordan J A Weaver1, Cailan Jeynes-Smith1
1Department of Pediatrics, University of Tennessee Health Science Center, Memphis, TN USA.
Abstract:
Influenza virus infections vary widely in severity, with human challenge studies revealing substantial heterogeneity in viral shedding and immune responses. Yet, the mechanistic basis of this variability remains unresolved. Here, we applied a multivariate mechanistic modeling framework to determine how variation in viral replication and CD8+ T cell responses shapes infection kinetics and symptom dynamics in individuals experimentally challenged with H1N1 influenza virus. The analysis identified six distinct infection clusters arising from multivariate influences, including viral dose and individualized rates of viral infectivity. Baseline T cell levels contributed minimally, and model outputs suggested a tradeoff between CD8+ T cell efficacy and expansion. Two participants showed evidence of reinfection despite being antibody negative, and modeling their data indicated that host-pathogen interactions remained consistent with those from primary infections, though data were insufficient to distinguish between cytotoxic and IFN- -mediated protection. Modeling of symptom trajectories further revealed potential subjectivity in symptom reporting, independent of viral strain. Collectively, these findings demonstrate how mechanistic modeling can improve the predictability of influenza outcomes and reveal that intrinsic human variation can converge on similar infection trajectories.
More Related Videos
07:36Contact-Free Co-Culture Model for the Study of Innate Immune Cell Activation During Respiratory Virus Infection
Published on: February 28, 2021
13:13Single-cell Quantitation of mRNA and Surface Protein Expression in Simian Immunodeficiency Virus-infected CD4+ T Cells Isolated from Rhesus macaques
Published on: September 25, 2018
Related Concept Videos
Immune Response Against Viral Pathogens
NK Cells
NK cells are a crucial part of our innate immune system, acting as the first line of defense against viral infections. These cells can recognize and kill infected cells without prior exposure to the virus, effectively slowing down the spread of infection. Additionally, NK cells produce proinflammatory...
Viral Recombination
Leaky Scanning