Cell-Type-Specific Gene Regulatory Networks of Pro-Inflammatory and Pro-Resolving Lipid Mediator Biosynthesis in the Immune System.
Matti HochJannik RautheKonstantin CesnuleviciusMyron SchultzDavid LescheidOlaf WolkenhauerValerio ChiurchiùShailendra GuptaPublished in: International journal of molecular sciences (2023)
Lipid mediators are important regulators in inflammatory responses, and their biosynthetic pathways are targeted by commonly used anti-inflammatory drugs. Switching from pro-inflammatory lipid mediators (PIMs) to specialized pro-resolving (SPMs) is a critical step toward acute inflammation resolution and preventing chronic inflammation. Although the biosynthetic pathways and enzymes for PIMs and SPMs have now been largely identified, the actual transcriptional profiles underlying the immune cell type-specific transcriptional profiles of these mediators are still unknown. Using the Atlas of Inflammation Resolution, we created a large network of gene regulatory interactions linked to the biosynthesis of SPMs and PIMs. By mapping single-cell sequencing data, we identified cell type-specific gene regulatory networks of the lipid mediator biosynthesis. Using machine learning approaches combined with network features, we identified cell clusters of similar transcriptional regulation and demonstrated how specific immune cell activation affects PIM and SPM profiles. We found substantial differences in regulatory networks in related cells, accounting for network-based preprocessing in functional single-cell analyses. Our results not only provide further insight into the gene regulation of lipid mediators in the immune response but also shed light on the contribution of selected cell types in their biosynthesis.
Keyphrases
- single cell
- rna seq
- oxidative stress
- fatty acid
- transcription factor
- high throughput
- immune response
- gene expression
- cell wall
- induced apoptosis
- liver failure
- anti inflammatory drugs
- palliative care
- bone marrow
- cell therapy
- high resolution
- mesenchymal stem cells
- toll like receptor
- intensive care unit
- stem cells
- endoplasmic reticulum stress
- signaling pathway
- drug induced
- anti inflammatory
- cell proliferation