Evidence map›Paper›PMID 35576644›Full record

ArticleEBioMedicine2022

Longitudinal analysis of blood DNA methylation identifies mechanisms of response to tumor necrosis factor inhibitor therapy in rheumatoid arthritis.

Antonio Julià, Antonio Gómez, María López-Lasanta, Francisco Blanco, Alba Erra, Antonio Fernández-Nebro, Antonio Juan Mas, Carolina Pérez-García, Ma Luz García Vivar, Simón Sánchez-Fernández and 12 more

Abstract read
In one paragraph

Article in EBioMedicine, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
–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

15 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
  4. Rheumatoid Arthritis: Biomarkers and the Latest Breakthroughs.International journal of molecular sciences · 2025
    Review
  5. Article
  6. Article
  7. Article
  8. PTEN: an emerging target in rheumatoid arthritis?Cell communication and signaling : CCS · 2024
    Review
  9. Review
  10. Article
  11. Review
  12. Review
  13. Article
  14. Article
  15. 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

22 authors.

Antonio JuliàRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain. Electronic address: toni.julia@vhir.org.
Antonio GómezRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain.
María López-LasantaRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain.
Francisco BlancoRheumatology Department, INIBIC-Hospital Universitario A Coruña, A Coruña, Spain.
Alba ErraRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain; Rheumatology Department, Hospital de San Rafael, Barcelona, Spain.
Antonio Fernández-NebroRheumatology Department, Hospital Regional Universitario de Málaga, Málaga, Spain.
Antonio Juan MasRheumatology Department, Hospital Universitario Son Llàtzer, Mallorca, Spain.
Carolina Pérez-GarcíaReumatology Department, Hospital del Mar, Barcelona, Spain.
Ma Luz García VivarRheumatology Department, Hospital Universitario Basurto, Bilbao, Spain.
Simón Sánchez-FernándezRheumatology Department, Hospital General La Mancha Centro, Alcázar de San Juan, Spain.
Mercedes Alperi-LópezRheumatology Department, Hospital Universitario Central de Asturias, Oviedo, Spain.
Raimon SanmartíRheumatology Department, Fundació Clínic Recerca Biomèdica, Barcelona, Spain.
Ana María OrtizRheumatology Department, Hospital Universitario La Princesa, Madrid, Spain.
Carlos Marras Fernandez-CidDepartment of Rheumatology, Hospital Universitario Virgen de la Arrixaca, Murcia, Spain.
César Díaz-TornéRheumatology Department, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain.
Estefania MorenoRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain; Rheumatology Unit, Consorci Sanitari de l'Alt Penedès, Spain.
Tianlu LiRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain.
Sergio H Martínez-MateuRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain.
Devin M AbsherHudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA.
Richard M MyersHudsonAlpha Institute for Biotechnology, Huntsville, Alabama, USA.
Jesús Tornero MolinaDepartment of Rheumatology, Hospital Universitario de Guadalajara, Spain.
Sara MarsalRheumatology Research Group, Vall d'Hebron University Hospital Research Institute, Barcelona 08035, Spain. Electronic address: sara.marsal@vhir.org.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRheumatoid arthritis (RA) is a chronic, immune-mediated inflammatory disease of the joints that has been associated with variation in the peripheral blood methylome. In this study, we aim to identify epigenetic variation that is associated with the response to tumor necrosis factor inhibitor (TNFi) therapy.

methodsPeripheral blood genome-wide DNA methylation profiles were analyzed in a discovery cohort of 62 RA patients at baseline and at week 12 of TNFi therapy. DNA methylation of individual CpG sites and enrichment of biological pathways were evaluated for their association with drug response. Using a novel cell deconvolution approach, altered DNA methylation associated with TNFi response was also tested in the six main immune cell types in blood. Validation of the results was performed in an independent longitudinal cohort of 60 RA patients.

findingsTreatment with TNFi was associated with significant longitudinal peripheral blood methylation changes in biological pathways related to RA (FDR<0.05). 139 biological functions were modified by therapy, with methylation levels changing systematically towards a signature similar to that of healthy controls. Differences in the methylation profile of T cell activation and differentiation, GTPase-mediated signaling, and actin filament organization pathways were associated with the clinical response to therapy. Cell type deconvolution analysis identified CpG sites in CD4+T, NK, neutrophils and monocytes that were significantly associated with the response to TNFi.

interpretationOur results show that treatment with TNFi restores homeostatic blood methylation in RA. The clinical response to TNFi is associated to methylation variation in specific biological pathways, and it involves cells from both the innate and adaptive immune systems.

fundingThe Instituto de Salud Carlos III.

Indexed as

Antirheumatic AgentsArthritis, RheumatoidCohort StudiesDNA MethylationHumansTumor Necrosis Factor-alphaTumor Necrosis Factor InhibitorsAntirheumatic AgentsTumor Necrosis Factor-alphaTumor Necrosis Factor InhibitorsDNA methylationEpigeneticsRheumatoid arthritisTNF inhibitorsTreatment response

Identifiers

PMID35576644
PMCPMC9118662

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LicenceCC BY-NC-ND
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Registered trials

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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.