Evidence map›Paper›PMID 42476632›Full record

ArticleRMD open2026

Refining serological scores in rheumatoid arthritis classification: an international study.

Lieve Van Hoovels, Christos Chatzichristos, Juan Irure-Ventura, Daphné Vandebeek, Elke Lodewijckx, Bert Vander Cruyssen, Daniela Sieghart, Carolien Bonroy, Eszter Nagy, Rille Pullerits and 24 more

Abstract read
In one paragraph

Article in RMD open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

34 authors.

Lieve Van HoovelsDepartment of Microbiology, Immunology and Transplantation, KU Leuven, Leuven, Belgium.ORCID http://orcid.org/0000-0002-3462-7288
Christos ChatzichristosDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.
Juan Irure-VenturaImmunopathology Group, Department of Immunology, Marqués de Valdecilla University Hospital-IDIVAL, Santander, Spain.
Daphné VandebeekDepartment of Laboratory Medicine, University Hospitals Leuven, Leuven, Belgium.
Elke LodewijckxDepartment of Rheumatology, University Hospitals Leuven, Leuven, Belgium.
Bert Vander CruyssenDepartment of Rheumatology, AZORG, Aalst, Belgium.
Daniela SieghartDivision of Rheumatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria.
Carolien BonroyDepartment of Internal Medicine, Ghent University, Gent, Belgium.
Eszter NagyDepartment of Laboratory Medicine, Semmelweis University, Budapest, Hungary.
Rille PulleritsDepartment of Clinical Immunology and Transfusion Medicine, Sahlgrenska University Hospital Gothenburg, Gothenburg, Sweden.
Saša ČučnikDepartment of Rheumatology, University Medical Centre Ljubljana, Ljubljana, Slovenia.
Charlotte DahleDivision of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
Ingmar HeijnenDepartment of Laboratory Medicine, University Hospital Basel, Basel, Switzerland.
Luca BernasconiDepartment of Laboratory Medicine, Kantonsspital Aarau, Aarau, Switzerland.
Farid BenkhadraDepartment of Laboratory Medicine, Centre Hospitalier de Luxembourg, Luxembourg City, Luxembourg.
Laura BogaertDepartment of Laboratory Medicine, AZORG Hospital, Aalst, Belgium.
Stefanie Van Den BremtDepartment of Laboratory Medicine, AZORG Hospital, Aalst, Belgium.
Ann Van LiedekerkeDepartment of Laboratory Medicine, AZ Sint-Elisabeth, Zottegem, Belgium.
Geert VanheuleDepartment of Laboratory Medicine, AZ Rivierenland, Bornem, Belgium.
Johan RobbrechtDepartment of Laboratory Medicine, AZ Sint-Lucas, Bruges, Belgium.
Claudine WirthDepartment of Rheumatology, Centre Hospitalier de Luxembourg, Luxembourg City, Luxembourg.
Rüdiger B MuellerRheumazentrum Ostschweiz GmbH, Waisenhausstr, St.Gallen, Switzerland.
Diego KyburzDepartment of Rheumatology, University Hospital Basel, Basel, Switzerland.
Christopher SjöwallDivision of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.ORCID http://orcid.org/0000-0003-0900-2048
Alf KastbomDivision of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.ORCID http://orcid.org/0000-0001-7187-1477
Rok JešeDepartment of Rheumatology, University Medical Centre Ljubljana, Ljubljana, Slovenia.
Boja JovancevicDepartment of Rheumatology, Sahlgrenska Academy at University of Gothenburg, Gothenburg, Sweden.
Emese KissDepartment of Rheumatology and Immunology, Semmelweis University, Budapest, Hungary.
Peggy JacquesDepartment of Rheumatology, University Hospital Ghent and VIB Inflammation Research Center, Ghent, Belgium.ORCID http://orcid.org/0000-0001-9227-257X
Maarten De VosDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium.
Marcos López-HoyosImmunopathology Group, Department of Immunology, Marqués de Valdecilla University Hospital-IDIVAL, Santander, Spain.
Günter SteinerDivision of Rheumatology, Department of Internal Medicine III, Medical University of Vienna, Vienna, Austria Guenter.steiner@meduniwien.ac.at xavier.bossuyt@uzleuven.be.ORCID http://orcid.org/0000-0002-5089-7405
Patrick VerschuerenDepartment of Rheumatology, University Hospitals Leuven, Leuven, Belgium.ORCID http://orcid.org/0000-0002-0340-3580
Xavier BossuytDepartment of Microbiology, Immunology and Transplantation, KU Leuven, Leuven, Belgium Guenter.steiner@meduniwien.ac.at xavier.bossuyt@uzleuven.be.ORCID http://orcid.org/0000-0001-6856-8485

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn the American College of Rheumatology/European Alliance of Rheumatology Associations 2010 classification criteria for rheumatoid arthritis (RA), rheumatoid factor (RF) and anti-citrullinated protein/peptide antibodies (ACPA) are assigned the same weight, although ACPA have proven more specific than RF. We aimed to refine the serological weight factors for RA classification. MATERIALS AND

methodsDiagnostic samples from 398 patients with RA and 448 diseased controls (DC) were evaluated with RF and ACPA assays from five different manufacturers. A grid search was conducted across all possible integer score pairs for RF and ACPA to identify the weighting combination that optimised the specificity of RA classification. This combination was applied in a refined scoring system (RSS) for three confirmatory cohorts comprising, respectively, 67, 157 and 132 patients with RA and 441, 153 and 193 DC.

findingsIn the investigative cohort, the optimal combination of weighting scores was characterised by higher scores for ACPA, higher antibody levels and double RF/ACPA positivity.Applying the optimal combination of weighting scores decreased misclassification compared with the 2010 RA classification criteria, minimally affecting sensitivity. For seropositive patients, RSS significantly lowered misclassification from 38.3-55.8% to 15.0-26.9%.The improved specificity of RSS (compared with the 2010 criteria) was validated in the confirmatory cohorts. Considering only seropositive patients, the RSS significantly decreased RA misclassification (8.6-36.8% vs 20.0-78.9%), minimally affecting the sensitivity (86.7-97.3% vs 86.7-96.0%).

interpretationSerological weight factors for RA classification can be improved by taking into account the antibody type, the antibody levels and single or combined positivity. The application of an RSS reduced the number of RA misclassifications.

Indexed as

Anti-Citrullinated Protein AntibodiesArthritis, RheumatoidAdultAgedAutoantibodiesBiomarkersFemaleHumansMaleMiddle AgedRheumatoid FactorSerologic TestsAnti-Citrullinated Protein AntibodiesAutoantibodiesBiomarkersRheumatoid FactorAnti-Citrullinated Protein AntibodiesArthritis, RheumatoidClassificationRheumatoid Factor

Identifiers

PMID42476632
PMCPMC13386081

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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.