Evidence map›Paper›PMID 37507201›Full record

ArticleAnnals of the rheumatic diseases2023

Disease activity drives transcriptomic heterogeneity in early untreated rheumatoid synovitis.

Clément Triaille, Gaëlle Tilman, Tatiana Sokolova, Axelle Loriot, Joelle Marchandise, Stéphanie De Montjoye, Adrien Nzeusseu-Toukap, Laurent Méric de Bellefon, Caroline Bouzin, Christine Galant and 3 more

Open access · hybridAbstract read
In one paragraph

Article in Annals of the rheumatic diseases, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
3.7field-weighted citation impact, top 6% of its field
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

9 citing papers in PubMed, 15 citations in OpenAlex.

  1. Review
  2. Article
  3. Journal of inflammation research · 2026
    Article
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Review
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

13 authors at 3 institutions in 1 country.

Clément TriailleService d'Hématologie, Oncologie et Rhumatologie pédiatrique, Cliniques universitaires Saint-Luc, Brussels, Belgium.ORCID 0000-0001-9227-3820
Gaëlle TilmanPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.
Tatiana SokolovaPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.
Axelle LoriotGroup of Computational Biology and Bioinformatics, de Duve Institute, Université catholique de Louvain, Brussels, Belgium.
Joelle MarchandisePôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.
Stéphanie De MontjoyeService de Rhumatologie, Cliniques universitaires Saint-Luc, Brussels, Belgium.
Adrien Nzeusseu-ToukapService de Rhumatologie, Cliniques universitaires Saint-Luc, Brussels, Belgium.ORCID 0000-0003-0924-1735
Laurent Méric de BellefonService de Rhumatologie, Cliniques universitaires Saint-Luc, Brussels, Belgium.
Caroline BouzinIREC Imaging Platform (2IP), Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.
Christine GalantService d'Anatomie Pathologique, Cliniques universitaires Saint-Luc, Brussels, Belgium.
Patrick DurezPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.ORCID 0000-0002-7156-2356
Bernard R LauwerysPôle de pathologies rhumatismales systémiques et inflammatoires, Institut de Recherche Expérimentale et Clinique, Université catholique de Louvain, Brussels, Belgium.
Nisha LimayeGenetics of Autoimmune Diseases and Cancer, de Duve Institute, Université catholique de Louvain, Brussels, Belgium nisha.limaye@uclouvain.be.ORCID 0000-0002-9820-4794
Cliniques Universitaires Saint-Luc · BEUCLouvain · BEde Duve Institute · BE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesTranscriptomic profiling of synovial tissue from patients with early, untreated rheumatoid arthritis (RA) was used to explore the ability of unbiased, data-driven approaches to define clinically relevant subgroups.

methodsRNASeq was performed on 74 samples, with disease activity data collected at inclusion. Principal components analysis (PCA) and unsupervised clustering were used to define patient clusters based on expression of the most variable genes, followed by pathway analysis and inference of relative abundance of immune cell subsets. Histological assessment and multiplex immunofluorescence (for CD45, CD68, CD206) were performed on paraffin sections.

resultsPCA on expression of the (n=894) most variable genes across this series did not divide samples into distinct groups, instead yielding a continuum correlated with baseline disease activity. Two patient clusters (PtC1, n=52; PtC2, n=22) were defined based on expression of these genes. PtC1, with significantly higher disease activity and probability of response to methotrexate therapy, showed upregulation of immune system genes; PtC2 showed upregulation of lipid metabolism genes, described to characterise tissue resident or M2-like macrophages. In keeping with these data, M2-like:M1-like macrophage ratios were inversely correlated with disease activity scores and were associated with lower synovial immune infiltration and the presence of thinner, M2-like macrophage-rich synovial lining layers.

conclusionIn this large series of early, untreated RA, we show that the synovial transcriptome closely mirrors clinical disease activity and correlates with synovial inflammation. Intriguingly, lower inflammation and disease activity are associated with higher ratios of M2:M1 macrophages, particularly striking in the synovial lining layer. This may point to a protective role for tissue resident macrophages in RA.

Indexed as

Arthritis, RheumatoidSynovitisHumansInflammationSynovial MembraneTranscriptomearthritis, rheumatoidmethotrexatesynovitis

Identifiers

PMID37507201
PMCPMC10646909
OpenAlexW4385340299

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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 OpenQuestion graph.