New approaches to understanding the immune response to vaccination and infection |
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Institution: | 1. Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA, United States;2. Department of Microbiology and Immunology, School of Medicine, Stanford University, Stanford, CA, United States;3. Howard Hughes Medical Institute, School of Medicine, Stanford University, Stanford, CA, United States |
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Abstract: | The immune system is a network of specialized cell types and tissues that communicates via cytokines and direct contact, to orchestrate specific types of defensive responses. Until recently, we could only study immune responses in a piecemeal, highly focused fashion, on major components like antibodies to the pathogen. But recent advances in technology and in our understanding of the many components of the system, innate and adaptive, have made possible a broader approach, where both the multiple responding cells and cytokines in the blood are measured. This systems immunology approach to a vaccine response or an infection gives us a more holistic picture of the different parts of the immune system that are mobilized and should allow us a much better understanding of the pathways and mechanisms of such responses, as well as to predict vaccine efficacy in different populations well in advance of efficacy studies. Here we summarize the different technologies and methods and discuss how they can inform us about the differences between diseases and vaccines, and how they can greatly accelerate vaccine development. |
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Keywords: | Systems immunology Immune profiling High-throughput methods Vaccinology Computational immunology Regularization Feature selection Elastic net Human immunology |
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