Modeling Neuroimmune Interactions in Human Subjects and Animal Models to Predict Subtype-Specific Multidrug Treatments for Gulf War Illness.

  • Francisco Javier Carrera Arias
  • , Kristina Aenlle
  • , Maria Abreu
  • , Lindsay T. Michalovicz
  • , Kimberly A Kelly
  • , Nancy Klimas
  • , James P O'Callaghan
  • , Travis Craddock
  • , Allie Holschbach

Research output: Contribution to journalArticlepeer-review

Abstract

Gulf War Illness (GWI) is a persistent chronic neuroinflammatory illness exacerbated by external stressors and characterized by fatigue, musculoskeletal pain, cognitive, and neurological problems linked to underlying immunological dysfunction for which there is no known treatment. As the immune system and the brain communicate through several signaling pathways, including the hypothalamic-pituitary-adrenal (HPA) axis, it underlies many of the behavioral and physiological responses to stressors via blood-borne mediators, such as cytokines, chemokines, and hormones. Signaling by these molecules is mediated by the semipermeable blood-brain barrier (BBB) made up of a monocellular layer forming an integral part of the neuroimmune axis. BBB permeability can be altered and even diminished by both external factors (e.g., chemical agents) and internal conditions (e.g., acute or chronic stress, or cross-signaling from the hypothalamic-pituitary-gonadal (HPG) axis). Such a complex network of regulatory interactions that possess feed-forward and feedback connections can have multiple response dynamics that may include several stable homeostatic states beyond normal health. Here we compare immune and hormone measures in the blood of human clinical samples and mouse models of Gulf War Illness (GWI) subtyped by exposure to traumatic stress for subtyping this complex illness. We do this via constructing a detailed logic model of HPA-HPG-Immune regulatory behavior that also considers signaling pathways across the BBB to neuronal-glial interactions within the brain. We apply conditional interactions to model the effects of changes in BBB permeability. Several stable states are identified in the system beyond typical health. Following alignment of the human and mouse blood profiles in the context of the model, mouse brain sample measures were used to infer the neuroinflammatory state in human GWI and perform treatment simulations using a genetic algorithm to optimize the Monte Carlo simulations of the putative treatment strategies aimed at returning the ill system back to health. We identify several ideal multi-intervention strategies and potential drug candidates that may be used to treat chronic neuroinflammation in GWI.

Original languageAmerican English
Article number8546
JournalInternational Journal of Molecular Sciences
Volume22
Issue number16
DOIs
StatePublished - Aug 9 2021

Bibliographical note

Publisher Copyright:
© 2021 by the authors. Licensee MDPI, Basel, Switzerland.

Funding

This research was funded by the U.S. Department of Defense—Congressionally Directed Medical Research Programs—Gulf War Illness Research Program, grant numbers W81XWH-16-1-0632 (Craddock PI), and W81XWH-16-1-0552 (Craddock PI), W81XWH-13-2-0085 (Morris PI). Intramural funds from the Centers for Disease Control—National Institute for Occupational Safety and Health (O’Callaghan PI). The funder had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. We wish to acknowledge the excellent technical support of Brenda K. Billig and Christopher M. Felton. The findings and conclusions in this report are those of the authors and do not necessarily represent the official position of the National Institute for Occupational Safety and Health, Centers for Disease Control and Prevention. This work was supported by the Assistant Secretary of Defense for Health Affairs, through the Gulf War Illness Research Program. Opinions, interpretations, conclusions and recommendations are those of the author and are not necessarily endorsed by the Department of Defense.

FundersFunder number
Assistant Secretary of Defense for Health Affairs
Centers for Disease Control—National Institute for Occupational Safety and Health
Gulf War Illness Research ProgramW81XWH-13-2-0085, W81XWH-16-1-0552, W81XWH-16-1-0632
U.S. Department of Defense
Centers for Disease Control and Prevention
Congressionally Directed Medical Research Programs
National Institute for Occupational Safety and Health

    ASJC Scopus Subject Areas

    • Molecular Biology
    • Spectroscopy
    • Catalysis
    • Inorganic Chemistry
    • Computer Science Applications
    • Physical and Theoretical Chemistry
    • Organic Chemistry

    Keywords

    • adult
    • animals
    • blood-brain barrier
    • disease models
    • animal
    • humans
    • male
    • mice
    • middle aged
    • models
    • immunological
    • neurological
    • neuroimmunomodulation
    • persian gulf syndrome
    • signal transduction
    • Multidrug treatments
    • Blood–brain barrier
    • Treatment course prediction
    • Home-ostatic regulation
    • Post-traumatic stress disorder
    • Logical modeling
    • Repurposing
    • Gulf war illness
    • Neuroinflammation
    • Regulatory biology

    Disciplines

    • Psychology

    Fingerprint

    Dive into the research topics of 'Modeling Neuroimmune Interactions in Human Subjects and Animal Models to Predict Subtype-Specific Multidrug Treatments for Gulf War Illness.'. Together they form a unique fingerprint.

    Cite this