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Record W4386273701 · doi:10.1136/lupus-2023-la.3

03 Disease modification and prevention of damage

2023· article· en· W4386273701 on OpenAlexaff
Murray B. Urowitz

Bibliographic record

VenueAbstracts · 2023
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineDiseasePrednisoneIntensive care medicineImmunologySurgeryInternal medicine

Abstract

fetched live from OpenAlex

Although there is currently a need to adopt a treat to target approach in systemic lupus erythematosus (SLE), there are no clear descriptions of disease modifications to guide this approach. Recently van Vollenhoven et al reported a conceptual framework for defining disease modification in SLE in three epochs, year 1, years 2–5, and ≥5 years.1 They suggested criteria to define disease modification for each epoch including minimizing disease activity and slowing or preventing organ damage progression.1 Failure to achieve these disease modifications results in damage accrual either due to the disease or its treatment. Furthermore, damage accrual predicts increasing damage and mortality.2 3 Very few of the therapeutic agents currently available to treat SLE have been successful in disease modification in all three epochs either because their therapeutic effect is short lived, or they have not yet been used for ≥5 years or toxicity has precluded long term use. Four medications merit mention at this time: corticosteroids, antimalarials, belimumab and anifrolumab. Corticosteroids are very effective anti-inflammatory/anti-immunologic agents, but should not be used long term because of their significant toxicities. One should use a dose required to achieve suppression of the acute inflammatory clinical disease BUT strive to wean to a dose of ≤5 mg prednisone by 3 months. Time to achieve the clinical response desired may vary depending on disease manifestations, but rapid weaning should remain the desired target. With complete remission weaning the last 5 mg prednisone is possible, using a slow taper schedule.4 Antimalarials used early and consistently have been shown to protect against damage accrual and mortality.2 3 Belimumab, the first biologic developed for the treatment of SLE, was first approved in 2011 and has now been shown to be disease modifying in each of the three epochs with minimal toxicity. Belimumab’s long term use has demonstrated a reduction in organ damage progression, a slowed rate of organ damage progression and reduction in the magnitude of year-to-year organ damage.5 Anifrolumab was approved by the FDA in 2021 but has data for 3 years of follow-up in an extension study that show the initial therapeutic responses persist. There is a lower cumulative corticosteroid dose in patients and there was no safety issue signal.6 References van Vollenhoven R, et al. Conceptual framework for defining disease modification in systemic lupus erythematosus: a call for formal criteria. Lupus Sci Med. 2022 Mar;9(1):e000634. doi: 10.1136/lupus-2021-000634. Bruce IN, et al. Factors associated with damage accrual in patients with systemic lupus erythematosus: results from the systemic lupus international collaborating clinics (SLICC) inception cohort. Ann Rheum Dis. 2015 Sep;74(9):1706–13. doi: 10.1136/annrheumdis-2013-205171. Rahman P, et al. Early damage as measured by the SLICC/ACR damage index is a predictor of mortality in systemic lupus erythematosus. Lupus. 2001;10(2):93–6. doi: 10.1191/096120301670679959. Tselios K, et al. Gradual glucocorticosteroid withdrawal is safe in clinically quiescent systemic lupus erythematosus. ACR Open Rheumatol. 2021 Aug;3(8):550–557. doi: 10.1002/acr2.11267. Epub 2021 Jul 10. Urowitz MB, et al. Organ damage in patients treated with belimumab versus standard of care: a propensity score-matched comparative analysis. Ann Rheum Dis. 2019 Mar;78(3):372–379. doi: 10.1136/annrheumdis-2018-214043. Kalunian KC, et al. A randomized, placebo-controlled phase iii extension trial of the long-term safety and tolerability of anifrolumab in active systemic lupus erythematosus. Arthritis Rheumatol. 2023 Feb;75(2):253–265. doi: 10.1002/art.42392. Epub 2022 Nov 11. Learning Objectives Describe a definition of disease modification in SLE Describe that failure of disease modification results in significant damage Explain how managing corticosteroids, antimalarials and two newer biologics may aid damage prevention

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.069
Threshold uncertainty score0.231

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0040.001
Open science0.0010.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0690.024

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 head0.064
GPT teacher head0.364
Teacher spread0.300 · 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 designNot applicable
Domainnot available
GenreOther

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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Citations0
Published2023
Admission routes1
Has abstractyes

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