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Brett A. McKinney, David M. Reif, Michael T. Rock, Kathryn M. Edwards, Stephen F. Kingsmore, Jason H. Moore, James E. Crowe, Cytokine Expression Patterns Associated with Systemic Adverse Events following Smallpox Immunization, The Journal of Infectious Diseases, Volume 194, Issue 4, 15 August 2006, Pages 444–453, https://doi.org/10.1086/505503
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Abstract
Vaccinia virus is reactogenic in a significant number of vaccinees, with the most common adverse events being fever, lymphadenopathy, and rash. Although the inoculation is given in the skin, these adverse events suggest a robust systemic inflammatory response. To elucidate the cytokine response signature of systemic adverse events, we used a protein microarray technique to precisely quantitate 108 serum cytokines and chemokines in vaccine recipients before and 1 week after primary immunization with Aventis Pasteur smallpox vaccine. We studied 74 individuals after vaccination, of whom 22 experienced a systemic adverse event and 52 did not. The soluble factors most associated with adverse events were selected on the basis of voting among a committee of machine-learning methods and statistical procedures, and the selected cytokines were used to build a final decision-tree model. On the basis of changes in protein expression, we identified 6 cytokines that accurately discriminate between individuals on the basis of adverse event status: granulocyte colony-stimulating factor, stem cell factor, monokine induced by interferon-γ (CXCL9), intercellular adhesion molecule–1, eotaxin, and tissue inhibitor of metalloproteinases–2. This cytokine signature is characteristic of particular inflammatory response pathways and suggests that the secretion of cytokines by fibroblasts plays a central role in systemic adverse events