Evidence map›Paper›PMID 36642431›Full record

ArticleThe Journal of rheumatology2023

Pain Mechanisms Associated With Disease Activity in Patients With Rheumatoid Arthritis Treated With Disease-Modifying Antirheumatic Drugs: A Regression Tree Analysis.

Alyssa Wohlfahrt, Lutfiyya N Muhammad, Jing Song, Dorothy D Dunlop, Tuhina Neogi, Clifton O Bingham, Marcy B Bolster, Wendy Marder, Daniel J Clauw, Yvonne C Lee

Open access · bronzeAbstract read
In one paragraph

Article in The Journal of rheumatology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
2.2field-weighted citation impact, top 12% 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

2 citing papers in PubMed, 9 citations in OpenAlex.

  1. Article
  2. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

10 authors at 6 institutions in 2 countries.

Alyssa WohlfahrtA. Wohlfahrt, MS, Tufts University School of Medicine, Boston, Massachusetts.ORCID 0000-0003-4412-3275
Lutfiyya N MuhammadL.N. Muhammad, PhD, MPH, J. Song, MS, D.D. Dunlop, PhD, Y.C. Lee, MD, MMSc, Northwestern University, Chicago, Illinois.ORCID 0000-0001-8655-1484
Jing SongL.N. Muhammad, PhD, MPH, J. Song, MS, D.D. Dunlop, PhD, Y.C. Lee, MD, MMSc, Northwestern University, Chicago, Illinois.ORCID 0000-0002-8881-9664
Dorothy D DunlopL.N. Muhammad, PhD, MPH, J. Song, MS, D.D. Dunlop, PhD, Y.C. Lee, MD, MMSc, Northwestern University, Chicago, Illinois.ORCID 0000-0002-7226-3956
Tuhina NeogiT. Neogi, MD, PhD, Boston University School of Medicine, Boston, Massachusetts.ORCID 0000-0002-9515-1711
Clifton O BinghamC.O. Bingham III, MD, Johns Hopkins University School of Medicine, Baltimore, Maryland.ORCID 0000-0002-4752-5029
Marcy B BolsterM.B. Bolster, MD, Massachusetts General Hospital, Boston, Massachusetts.ORCID 0000-0002-5413-9345
Wendy MarderW. Marder, MD, MS, D.J. Clauw, MD, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0001-7963-4206
Daniel J ClauwW. Marder, MD, MS, D.J. Clauw, MD, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0002-8114-7818
Yvonne C LeeL.N. Muhammad, PhD, MPH, J. Song, MS, D.D. Dunlop, PhD, Y.C. Lee, MD, MMSc, Northwestern University, Chicago, Illinois; Yvonne.lee@northwestern.edu.ORCID 0000-0002-2105-3393
Northwestern University · USUniversity of Michigan · USBoston University · USJohns Hopkins University · USMassachusetts General Hospital · USTufts University · US

Funding

Sample Processing and Immunoassay Research CoreP30AR070254 · NIAMS · JOHNS HOPKINS UNIVERSITY · PI CLIFTON O BINGHAM, Antony Rosen · 2016 to 2026
$8.9M
Resource CoreP30AR072579 · NIAMS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI NAN E ROTHROCK · 2017 to 2026
$8.3M
Northwestern University Clinical and Translational Science Institute (NUCATS)KL2TR001424 · NCATS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI SHARMA, LEENA · 2015 to 2023
$8.1M
CNS Pain Mechanisms in Early Rheumatoid Arthritis: Implications for the Acute to Chronic Pain TransitionR01AR064850 · NIAMS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI LEE, YVONNE CLAIRE · 2013 to 2025
$7.9M
Research and Evaluation Support Core Unit (RESCU Core)P30AR072571 · NIAMS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI TUHINA NEOGI · 2019 to 2026
$6.9M
The Role of Urate in Knee Osteoarthritis-Related Inflammation, Pathology and PainK24AR070892 · NIAMS · BOSTON UNIVERSITY MEDICAL CAMPUS · PI TUHINA NEOGI · 2017 to 2026
$1.1M
Mentored Patient-Oriented Research of Novel Mechanisms Linking Pain, Sleep-Wake Patterns, and Autonomic Activity in Rheumatic DiseasesK24AR080840 · NIAMS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI Yvonne Claire Lee · 2023 to 2026
$764k
NCATS NIH HHS KL2 TR001424NIAMS NIH HHS K24 AR070892NIAMS NIH HHS K24 AR080840NIAMS NIH HHS P30 AR070254NIAMS NIH HHS P30 AR072571NIAMS NIH HHS P30 AR072579NIAMS NIH HHS R01 AR064850
6 · The paper itself

Abstract

objectiveAlthough pain affects the assessment of disease activity in patients with rheumatoid arthritis (RA), pain is not always directly related to peripheral joint inflammation. Peripheral and central nervous system regulatory mechanisms also affect pain perception. We used regression tree methodology to identify mechanisms most predictive of disease activity after disease-modifying antirheumatic drug (DMARD) treatment.

methodsDisease activity was evaluated using the Disease Activity Score in 28 joints (DAS28) in 176 patients with RA, before and after starting a DMARD. Quantitative sensory testing (QST), including pressure pain thresholds (PPTs), temporal summation, and conditioned pain modulation (CPM), were used to assess pain mechanisms. Regression tree methodology was used to determine the QST modalities most predictive of DAS28 after DMARD treatment.

resultsThis analysis identified 4 groups defined by baseline DAS28 category and either knee PPT (a combined measure of peripheral and central nervous system dysregulation) or CPM (a measure of descending pain inhibition). Among patients starting with low/moderate disease activity, lower knee PPT (PPT ≤ 4.65 kgf) most strongly predicted higher posttreatment disease activity (group 1 mean DAS28 2.8 [SD 1.0] vs group 2 mean DAS28 3.5 [SD 1.0]). Among patients starting with high baseline disease activity, less efficient descending pain modulation (CPM ≤ 1.55) most strongly predicted higher posttreatment disease activity (group 3 mean DAS28 3.4 [SD 1.4] vs group 4 mean DAS28 4.6 [SD 1.1]).

conclusionThese results highlight the importance of identifying and treating aberrant peripheral and central pain regulation in patients with RA starting or switching DMARD therapy.

Indexed as

Antirheumatic AgentsArthritis, RheumatoidHumansPainSeverity of Illness IndexTreatment OutcomeAntirheumatic Agentsdisease-modifying antirheumatic drugsinflammationpain managementpain perceptionpain thresholdsrheumatoid arthritis

Identifiers

PMID36642431
PMCPMC10238556
OpenAlexW4316254384

What OpenQuestion holds

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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.