Evidence map›Paper›PMID 36645017›Full record

Observational studyArthritis care & research2023

Development and Validation of a Simulation Model for Treatment to Maintain Remission in Antineutrophil Cytoplasmic Antibody-Associated Vasculitis.

Zachary S Wallace, John H Stone, Xiaoqing Fu, Peter A Merkel, Eli M Miloslavsky, Yuqing Zhang, Hyon K Choi, Emily P Hyle

Open access · bronzeAbstract readObservational Study
In one paragraph

Observational study in Arthritis care & research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
0.5field-weighted citation impact, top 32% 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

0 citing papers in PubMed, 2 citations in OpenAlex.

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

8 authors at 3 institutions in 1 country.

Zachary S WallaceMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-4708-7038
John H StoneMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-6588-9435
Xiaoqing FuMassachusetts General Hospital, Boston.
Peter A MerkelUniversity of Pennsylvania, Philadelphia.ORCID 0000-0001-9284-7345
Eli M MiloslavskyMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-0008-8105
Yuqing ZhangMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-7638-0888
Hyon K ChoiMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-2862-0442
Emily P HyleMassachusetts General Hospital and Harvard Medical School, Boston, Massachusetts.
Harvard University · USMassachusetts General Hospital · USUniversity of Pennsylvania · US

Funding

Impact of ANCA Type and Rituximab vs. Cyclophosphamide on Cardiovascular Risk, Mortality, and Quality-Adjusted Life Years inANCA-Associated VasculitisK23AR073334 · NIAMS · MASSACHUSETTS GENERAL HOSPITAL · PI WALLACE, ZACHARY SCOTT · 2018 to 2022
$948k
Personalizing AAV Management by Leveraging Big Data: Targeting Complication ClustersR03AR078938 · NIAMS · MASSACHUSETTS GENERAL HOSPITAL · PI WALLACE, ZACHARY SCOTT · 2021 to 2022
$189k
NIAMS NIH HHS K23 AR073334NIAMS NIH HHS L30 AR070520NIAMS NIH HHS R03 AR078938NIAMS NIH HHS R03AR078938
6 · The paper itself

Abstract

objectiveFixed and tailored rituximab retreatment strategies to maintain remission in antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) are associated with tradeoffs. The current study was undertaken to develop a simulation model (AAV-Sim) to project clinical outcomes with these strategies.

methodsWe developed the AAV-Sim, a microsimulation model of clinical events among individuals with AAV initiating treatment to maintain remission. Individuals transition between health states of remission or relapse and are at risk for severe infection, end-stage renal disease, or death. We estimated transition rates from published literature, stratified by individual-level characteristics. We performed validation using the mean average percent error (MAPE) and the coefficient of variation of root mean square error (CV-RMSE). In internal validation, we compared model-projected outcomes over 28 months with outcomes observed in the Rituximab versus Azathioprine in ANCA-Associated Vasculitis 2 (MAINRITSAN2) trial, which compared fixed versus tailored retreatment. In external validation, we compared outcomes with fixed rituximab retreatment from the AAV-Sim to outcomes from the MAINRITSAN1 trial and an observational study.

resultsThe AAV-Sim projected outcomes similar to those in the MAINRITSAN2 trial, including minor (AAV-Sim 6.0% fixed versus 7.3% tailored; MAINRITSAN2 6.2% versus 8.6%; MAPE 3% and 15%) and major relapse (AAV-Sim 3.5% versus 5.5%; MAINRITSAN2 3.7% versus 7.4%; MAPE 5% and 26%), severe infection (AAV-Sim 19.4% versus 11.1%; MAINRITSAN2 19.8% versus 10.2%; MAPE 2% and 9%), and relapse-free survival (AAV-Sim 84.8% versus 82.3%; MAINRITSAN2 86% versus 84%; CV-RMSE 2.3% and 2.5%). Similar performance was observed in external validation.

conclusionThe AAV-Sim projected a range of clinical outcomes for different treatment approaches that were validated against published data. The AAV-Sim has the potential to inform management guidelines and research priorities.

Indexed as

Antibodies, Antineutrophil CytoplasmicAnti-Neutrophil Cytoplasmic Antibody-Associated VasculitisAzathioprineHumansRemission InductionRituximabAntibodies, Antineutrophil CytoplasmicAzathioprineRituximab

Identifiers

PMID36645017
PMCPMC10349892
OpenAlexW4316467177

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.