Proceedings of the National Academy of Sciences · 2017 · 139 citations · 28 references
Life SciencesCell BiologyImmunologyAdaptive ImmunityCellular ImmunologyImmunology Of Infectious DiseasesCell-mediated ImmunityCytokine BiologyImmune Cell PhysiologyImmune ResponseImmune SystemWhite Blood Cell PhysiologyAdaptive Immune Response VariabilityAdaptive Immune Response VariationImmune Cell CompositionImmune System InteractionsLymphocyte DynamicsVaccination StrategiesWhite Blood Cell Morphology
The immune system consists of many specialized cell populations that communicate with each other to achieve systemic immune responses. Our analyses of various measured immune cell population frequencies in healthy humans and their responses to diverse stimuli show that human immune variation is continuous in nature, rather than characterized by discrete groups of similar individuals. We show that the same three key combinations of immune cell population frequencies can define an individual's immunotype and predict a diverse set of functional responses to cytokine stimulation. We find that, even though interindividual variations in specific cell population frequencies can be large, unrelated individuals of younger age have more homogeneous immunotypes than older individuals. Across age groups, cytomegalovirus seropositive individuals displayed immunotypes characteristic of older individuals. The conceptual framework for defining immunotypes suggested by our results could guide the development of better therapies that appropriately modulate collective immunotypes, rather than individual immune components.
28
Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text
Colin Goodall, Ian T. Jolliffe · Technometrics · 1988 · 8.7K citations