Evidence map›Paper›PMID 36901771›Full record

ArticleInternational journal of molecular sciences2023

Cell-Type-Specific Gene Regulatory Networks of Pro-Inflammatory and Pro-Resolving Lipid Mediator Biosynthesis in the Immune System.

Matti Hoch, Jannik Rauthe, Konstantin Cesnulevicius, Myron Schultz, David Lescheid, Olaf Wolkenhauer, Valerio Chiurchiù, Shailendra Gupta

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In one paragraph

Article in International journal of molecular sciences, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Lipids in Neurodegenerative Diseases.International journal of molecular sciences · 2023
    Article
  8. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Matti HochDepartment of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.ORCID 0000-0002-2486-0246
Jannik RautheDepartment of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.
Konstantin CesnuleviciusHeel GmbH, 76532 Baden-Baden, Germany.
Myron SchultzHeel GmbH, 76532 Baden-Baden, Germany.
David LescheidHeel GmbH, 76532 Baden-Baden, Germany.
Olaf WolkenhauerDepartment of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.ORCID 0000-0001-6105-2937
Valerio ChiurchiùInstitute of Translational Pharmacology, National Research Council, 00133 Rome, Italy.
Shailendra GuptaDepartment of Systems Biology and Bioinformatics, University of Rostock, 18055 Rostock, Germany.ORCID 0000-0002-3470-3260

Funding

Federal Ministry of Education and Research 01ZX1905BItalian Ministry of Health GR-2016-02362380Italian Ministry of Health RF-2018-12365509
6 · The paper itself

Abstract

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.

Indexed as

Gene Regulatory NetworksInflammationAnti-Inflammatory AgentsEicosanoidsHumansImmune SystemAnti-Inflammatory AgentsEicosanoidsinflammation resolutionlipid mediatorsmachine learningnetwork modelingRNA-seq

Identifiers

PMID36901771
PMCPMC10001763

What Socratic holds

Textfull text, public
LicenceCC BY
measurements read10
table measurements read1
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.