Analyzing immune response to engineered hydrogels by hierarchical clustering of inflammatory cell subsets.
Marc A Fernandez-YagueLauren A HymelClaire E OlingyClaire A McClainMolly E OgleJosé R GarcíaDustin MinshewSofiya VyshnyaHong Seo LimPeng QiuAndres J GarciaEdward A BotchweyPublished in: Science advances (2022)
Understanding the immune response to hydrogel implantation is critical for the design of immunomodulatory biomaterials. To study the progression of inflammation around poly(ethylene glycol) hydrogels presenting Arg-Gly-Asp (RGD) peptides and vascular endothelial growth factor, we used temporal analysis of high-dimensional flow cytometry data paired with intravital imaging, immunohistochemistry, and multiplexed proteomic profiling. RGD-presenting hydrogels created a reparative microenvironment promoting CD206 + cellular infiltration and revascularization in wounded dorsal skin tissue. Unbiased clustering algorithms (SPADE) revealed significant phenotypic transition shifts as a function of the cell-adhesion hydrogel properties. SPADE identified an intermediate macrophage subset functionally regulating in vivo cytokine secretion that was preferentially recruited for RGD-presenting hydrogels, whereas dendritic cell subsets were preferentially recruited to RDG-presenting hydrogels. Last, RGD-presenting hydrogels controlled macrophage functional cytokine secretion to direct polarization and vascularization. Our studies show that unbiased clustering of single-cell data provides unbiased insights into the underlying immune response to engineered materials.
Keyphrases
- single cell
- tissue engineering
- hyaluronic acid
- drug delivery
- wound healing
- rna seq
- immune response
- drug release
- vascular endothelial growth factor
- dendritic cells
- extracellular matrix
- case report
- high throughput
- flow cytometry
- cell adhesion
- oxidative stress
- stem cells
- high resolution
- electronic health record
- spinal cord
- adipose tissue
- machine learning
- big data
- toll like receptor
- peripheral blood
- inflammatory response
- neuropathic pain
- coronary artery bypass grafting
- photodynamic therapy
- artificial intelligence
- mass spectrometry