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Risk prediction in IgA nephropathy: from conventional models to machine learning, deep learning, and precision

Han Xu1, Shuwang Ge1

  • 1Department of Nephrology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.

Renal Failure
|February 8, 2026
PubMed
Summary

IgA nephropathy (IgAN) prognostication has evolved from traditional scores to advanced AI models. Next-generation tools integrating multi-omics and dynamic data promise personalized, real-time clinical decision support for better kidney disease management.

Keywords:
AI pathologyIgA nephropathyfederated learningprecision nephrologyrisk predictionsurvival analysis

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