Related Experiment Video
Updated: May 30, 2026

Supervised Machine Learning for Semi-Quantification of Extracellular DNA in Glomerulonephritis
Published on: June 18, 2020
Re-evaluation of 129 patients with systemic necrotizing vasculitides by using classification algorithm according to
Sevil Kamali1, Bahar Artim-Esen, Burak Erer
1Division of Rheumatology, Department of Internal Medicine, Istanbul Medical Faculty, Istanbul University, Mevlana Cad. Topkapı Merkez Evleri 1. Etap A4 Blok Daire 13, Zeytinburnu, Istanbul, Turkey. sevilkamali@hotmail.com
This study validated a new classification algorithm for systemic necrotizing vasculitides. The algorithm proved helpful and practical, with most patients maintaining their original diagnoses, aiding epidemiological research.
Area of Science:
- Rheumatology
- Immunology
- Internal Medicine
Background:
- Systemic necrotizing vasculitides require accurate classification for diagnosis and research.
- Existing criteria, including the American College of Rheumatology (ACR) and Chapel Hill Consensus Criteria (CHCC), have limitations.
- A novel classification algorithm (CA) was proposed by Watts et al. to improve classification.
Purpose of the Study:
- To validate the newly proposed classification algorithm (CA) for systemic necrotizing vasculitides in a clinical cohort.
- To assess the agreement between the CA and existing diagnostic criteria.
- To evaluate the practicality and utility of the CA in patient reclassification.
Main Methods:
- Retrospective analysis of 129 patients with vasculitis.
- Reclassification of patients using the proposed CA, incorporating ACR, CHCC, and Sorensen (So) surrogate markers.
- Statistical analysis using Kappa statistic to assess agreement between criteria.
Main Results:
- The majority of patients (12 CSS, 91% WG, 78% MPA, 93% c-PAN) retained their prior diagnoses after applying the CA.
- Significant agreement was observed between ACR and So criteria in Wegener's granulomatosis (WG) (κ=0.62).
- The CA successfully reclassified some previously unclassified patients and facilitated categorization within WG and microscopic polyangiitis (MPA).
Conclusions:
- The CA is a helpful and practical tool for classifying systemic necrotizing vasculitides, particularly in epidemiological studies.
- The algorithm demonstrated good concordance with previous diagnoses for most patients.
- Discrepancies in classification may arise from the diverse features (clinical, histopathological, serological) captured by different criteria.
Related Concept Videos
Nephrotic Syndrome II : Assessment and Medical Management
Acute Pyelonephritis II: Diagnostic Studies and Management
Heart Failure IV: Classification and Diagnostic Evaluation
Varicose Veins II: Diagnostic Studies and Interprofessional Care
