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Cell-Type-Specific Gene Regulatory Networks of Pro-Inflammatory and Pro-Resolving Lipid Mediator Biosynthesis in the Immune System.
Hoch, Matti; Rauthe, Jannik; Cesnulevicius, Konstantin; Schultz, Myron; Lescheid, David; Wolkenhauer, Olaf; Chiurchiù, Valerio; Gupta, Shailendra.
Afiliação
  • Hoch M; Department of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.
  • Rauthe J; Department of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.
  • Cesnulevicius K; Heel GmbH, 76532 Baden-Baden, Germany.
  • Schultz M; Heel GmbH, 76532 Baden-Baden, Germany.
  • Lescheid D; Heel GmbH, 76532 Baden-Baden, Germany.
  • Wolkenhauer O; Department of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.
  • Chiurchiù V; Leibniz-Institute for Food Systems Biology, Technical University of Munich, 85354 Freising, Germany.
  • Gupta S; Stellenbosch Institute of Advanced Study, Wallenberg Research Centre, Stellenbosch University, Stellenbosch 7602, South Africa.
Int J Mol Sci ; 24(5)2023 Feb 22.
Article em En | MEDLINE | ID: mdl-36901771
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.
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Texto completo: 1 Base de dados: MEDLINE Assunto principal: Redes Reguladoras de Genes / Inflamação Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Redes Reguladoras de Genes / Inflamação Limite: Humans Idioma: En Ano de publicação: 2023 Tipo de documento: Article