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Genomic and Serological Rheumatoid Arthritis Biomarkers, <i>MUC5B</i> Promoter Variant, and Interstitial Lung Abnormalities

2024· article· en· W4403424440 on OpenAlexaff
John S. Kim, K.F. Flack, Vidhi Malik, Ani Manichaikul, Saori Sakaue, Yang Luo, Claire McGroder, Mary Salvatore, Michaela R. Anderson, Eric A. Hoffman, Anna J. Podolanczuk, Jae Hee Yun, Gregory C McDermott, Jeffrey A. Sparks, Rachel K. Putman, Matthew Moll, Stephen S. Rich, Jerome I. Rotter, Imre Noth, Ganesh Raghu, Jon T. Giles, Robert Winchester, Soumya Raychaudhuri, Gary M. Hunninghake, Michael H. Cho, Christine Kim Garcia, R. Graham Barr, Elana J. Bernstein

Bibliographic record

VenueAnnals of the American Thoracic Society · 2024
Typearticle
Languageen
FieldMedicine
TopicMonoclonal and Polyclonal Antibodies Research
Canadian institutionsInstitute of Infection and Immunity
FundersNational Institute of Environmental Health SciencesNational Human Genome Research InstituteU.S. Department of DefenseNational Institute of Diabetes and Digestive and Kidney DiseasesNational Heart, Lung, and Blood InstituteNational Center for Advancing Translational SciencesNational Institute of Arthritis and Musculoskeletal and Skin DiseasesKennedy Trust for Rheumatology Research
KeywordsMedicineRheumatoid arthritisSerologyLungImmunologyPathologyInternal medicineAntibody

Abstract

fetched live from OpenAlex

Abstract Rationale Rheumatoid arthritis (RA) has been implicated in interstitial lung disease, as the majority of studies have comprised patients with known RA. However, it remains unclear whether an underlying risk for RA in combination with genetic risk for pulmonary fibrosis is associated with radiological markers of early lung injury and fibrosis in broader population samples. Objective We sought to determine whether genetic and serological biomarkers of RA risk in combination with the MUC5B (rs35705950) risk allele (T) are associated with interstitial lung abnormalities (ILAs) on computed tomography scans. Methods Associations of RA-risk HLA-DRB1 alleles (*04:01, *04:08, *04:05, *04:04, and *10:01) and serum RA autoantibodies with ILA in the Multi-Ethnic Study of Atherosclerosis (MESA; n = 4,018) and COPDGene (n = 5,963) cohorts were modeled using logistic regression and adjusted for age, sex, self-reported race and ethnicity, smoking history, body mass index, and principal components of genetic ancestry. Results The prevalence of an RA-risk HLA-DRB1 allele was 16.5% and 21.9% in the MESA and COPDGene cohorts, respectively. ILA was present in 3.9% and 11% of the MESA and COPDGene cohorts, respectively. An RA-risk HLA-DRB1 allele was not significantly associated with ILA in the MESA and COPDGene cohorts. In the MESA cohort, higher serum levels of immunoglobulin (Ig)A rheumatoid factor (RF) and anticyclic citrullinated peptide were associated with odds ratios for ILA of 1.20 (95% confidence interval [CI] = 1.07–1.35) and 1.19 (95% CI = 1.04–1.38), respectively. Among smokers without baseline ILA, per doubling of IgM RF was associated with an odds ratio for ILA 10 years later of 1.25 (95% CI = 1.08–1.44). Associations were not significantly different by MUC5B risk allele status. Conclusions RA-related HLA-DRB1 alleles were not associated with ILA, whereas higher serum levels of IgM RF among smokers without baseline ILA were associated with subsequent ILA.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.056
GPT teacher head0.377
Teacher spread0.320 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations3
Published2024
Admission routes1
Has abstractyes

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