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Examining B-cell dynamics and responsiveness in different inflammatory milieus using an agent-based model.

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Modeling B-cell dynamics reveals that chronic inflammation, such as from diabetes or obesity, impairs immune responses. This dysfunction affects B-cell immunity, increasing susceptibility to infections and impacting recovery, particularly in conditions like COVID-19.

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Area of Science:

  • Immunology
  • Computational Biology
  • Systems Biology

Background:

  • B-cells are crucial for immunity, producing antibodies and aiding in pathogen clearance.
  • Inflammatory conditions like sepsis, diabetes, obesity, and advanced age compromise B-cell function.
  • Dysfunctional B-cells, influenced by Interleukin-6 (IL-6) and Tumor Necrosis Factor-alpha (TNF-α), increase infection risk.

Purpose of the Study:

  • To model B-cell dynamics and investigate their response to varying systemic inflammation levels.
  • To understand how chronic inflammation impacts B-cell immunity and immune memory formation.

Main Methods:

  • Developed the B-cell Immunity Agent-based Model (BCIABM) incorporating B-cell subtypes, differentiation, and cytokines.
  • Calibrated the BCIABM to simulate responses to mild (immune memory) and severe (sepsis) antigen challenges.
  • Simulated B-cell responses under chronic low-level inflammation (simulating diabetes, obesity, advanced age) and validated against COVID-19 patient data.

Main Results:

  • The BCIABM accurately reproduced immune memory development and sepsis-induced immunoparalysis.
  • Simulations showed significantly reduced B-cell responsiveness with increasing chronic inflammation.
  • Model results aligned with observed COVID-19 infection data in a patient cohort with comorbidities.

Conclusions:

  • The BCIABM effectively models B-cell dynamics and immune responses across diverse inflammatory states.
  • Results support a conserved mechanism where chronic inflammation negatively correlates with B-cell responsiveness.
  • This model elucidates B-cell dysfunction in various conditions, explaining altered immune presentations.