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Development and internal validation of a model to predict long-term survival of ANCA associated vasculitis.

Authors :
Chen Z
Tian X
Qu J
Chen J
Yang Y
Li J
Source :
Rheumatology and immunology research [Rheumatol Immunol Res] 2023 Apr 18; Vol. 4 (1), pp. 30-39. Date of Electronic Publication: 2023 Apr 18 (Print Publication: 2023).
Publication Year :
2023

Abstract

Objectives: Risk stratification and prognosis prediction are critical for appropriate management of anti-neutrophil cytoplasmic antibody (ANCA) associated vasculitis (AAV). Herein, we aim to develop and internally validate a prediction model specifically for long-term survival of patients with AAV.<br />Methods: We thoroughly reviewed the medical charts of patients with AAV admitted to Peking Union Medical College Hospital from January 1999 to July 2019. The Least Absolute Shrinkage and Selection Operator method and the COX proportional hazard regression was used to develop the prediction model. The Harrell's concordance index (C-index), calibration curves and Brier scores were calculated to evaluate the model performance. The model was internally validated by bootstrap resampling methods.<br />Results: A total of 653 patients were included in the study, including 303 patients with microscopic polyangiitis, 245 patients with granulomatosis with polyangiitis and 105 patients with eosinophilic granulomatosis with polyangiitis, respectively. During a median follow-up of 33 months (interquartile range 15-60 months), 120 deaths occurred. Age at admission, chest and cardiovascular involvement, serum creatinine grade, hemoglobin levels at baseline and AAV sub-types were selected as predictive parameters in the final model. The optimism-corrected C-index and integrated Brier score of our prediction model were 0.728 and 0.109. The calibration plots showed fine agreement between observed and predicted probability of all-cause death. The decision curve analysis (DCA) showed that in a wide range of threshold probabilities, our prediction model had higher net benefits compared with the revised five factor score (rFFSand) and the birmingham vasculitis activity score (BVAS) system.<br />Conclusion: Our model performs well in predicting outcomes of AAV patients. Patients with moderate-to-high probability of death should be followed closely and personalized monitoring plan should be scheduled.<br />Competing Interests: Conflict of Interest The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. Meanwhile, Xinping Tian is the Executive Editor-in-Chief of of the journal, The article was subject to the journal's standard procedures, with peer review handled independently of the editor and the affiliated research groups.<br /> (© 2023 Zhe Chen et a., published by De Gruyter.)

Details

Language :
English
ISSN :
2719-4523
Volume :
4
Issue :
1
Database :
MEDLINE
Journal :
Rheumatology and immunology research
Publication Type :
Academic Journal
Accession number :
37138647
Full Text :
https://doi.org/10.2478/rir-2023-0005