Advanced Science · 2020 · 144 citations · 34 references
Life SciencesBioengineeringImmunologyBiomaterialsInflammationInnate ImmunityExtracellular MatrixMacrophage BiologyBiomaterial-macrophage InteractionsCell Phenotype CharacterizationCell Phenotype MaintenanceForeign Body Macrophage ResponseMacrophage Inflammatory ResponsesMacrophage PolarizationMonocyte-derived MacrophagesSingle-cell Profiling Of Macrophages
Macrophages play a central role in orchestrating immune responses to foreign materials, which are often responsible for the failure of implanted medical devices. Material topography is known to influence macrophage attachment and phenotype, providing opportunities for the rational design of "immune-instructive" topographies to modulate macrophage function and thus foreign body responses to biomaterials. However, no generalizable understanding of the inter-relationship between topography and cell response exists. A high throughput screening approach is therefore utilized to investigate the relationship between topography and human monocyte-derived macrophage attachment and phenotype, using a diverse library of 2176 micropatterns generated by an algorithm. This reveals that micropillars 5-10 µm in diameter play a dominant role in driving macrophage attachment compared to the many other topographies screened, an observation that aligns with studies of the interaction of macrophages with particles. Combining the pillar size with the micropillar density is found to be key in modulation of cell phenotype from pro to anti-inflammatory states. Machine learning is used to successfully build a model that correlates cell attachment and phenotype with a selection of descriptors, illustrating that materials can potentially be designed to modulate inflammatory responses for future applications in the fight against foreign body rejection of medical devices.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Transcriptome-Based Network Analysis Reveals a Spectrum Model of Human Macrophage Activation
Jia Xue, Susanne V. Schmidt, Jil Sander et al. · Immunity · 2014 · 2.2K citations · Full text
Modulation of macrophage phenotype by cell shape
Frances Y. McWhorter, Tingting Wang, Phoebe Nguyen et al. · Proceedings of the National Academy of Sciences · 2013 · 1.5K citations · Full text
Zwitterionic hydrogels implanted in mice resist the foreign-body reaction
Lei Zhang, Zhiqiang Cao, Tao Bai et al. · Nature Biotechnology · 2013 · 1K citations
Natural Sciences, Bioengineering, Biomedical Engineering +14