A multicenter explainable machine learning analysis of autoimmune disease comorbidity in ankylosing spondylitis

Using routinely available clinical data, an explainable machine learning framework enables accurate identification and characterization of autoimmune comorbidity in AS. This approach has practical potential for early risk stratification and clinical decision support in real-world settings.

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Publication Details

Journal
Frontiers in Immunology
Published
2026-02-26
DOI
https://doi.org/10.3389/fimmu.2026.1775877
Primary Topic
Spondyloarthritis Studies and Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

A multicenter explainable machine learning analysis of autoimmune disease comorbidity in ankylosing spondylitis

Chengqian Huang, Changli Liu, Jichong Zhu, Lei Ren et al.
Frontiers in Immunology
Spondyloarthritis Studies and Treatments
article

A multicenter explainable machine learning analysis of autoimmune disease comorbidity in ankylosing spondylitis

Chengqian Huang, Changli Liu, Jichong Zhu, Lei Ren, Jiang Xue, Hong Cheng, Hao Li, Yang Lin, Tianyou Chen, Jiarui Chen, Xinli Zhan
article en

Abstract

Using routinely available clinical data, an explainable machine learning framework enables accurate identification and characterization of autoimmune comorbidity in AS. This approach has practical potential for early risk stratification and clinical decision support in real-world settings.

Frontiers in ImmunologyVol. 17
Guangxi University (CN), Guangxi Medical University (CN), Guilin Medical University (CN), The People's Hospital of Guangxi Zhuang Autonomous Region (CN), First Affiliated Hospital of GuangXi Medical University (CN), Affiliated Hospital of Youjiang Medical University for Nationalities (CN), Affiliated Hospital of Guilin Medical College (CN), Nanxi Mountain Hospital (CN)
National Natural Science Foundation of China, Natural Science Foundation of Guangxi Province
Gender equality
Openalex Percentile: Top 44%
Spondyloarthritis Studies and Treatments
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