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← brief for 2026-09-16 · Slowing decline

Risk prediction of PLA2R-Ab-negative membranous nephropathy: an interpretable multicenter machine learning model

Paper C Peer reviewed Observational

Key takeaways

Researchers at several hospitals built a computer model to predict how a kidney disease called membranous nephropathy will go. The model is for people whose blood tests negative for PLA2R, the antibody behind most cases. Membranous nephropathy is when the immune system attacks the kidney's filters. This is a prediction tool built from patient records, so it shows links, not proof of cause. No abstract was available, so we cannot report how accurate it was.

Who did this work

Qian K (Xinxiang Key Laboratory of Microfluidic Immunodiagnosis for Kidney Diseases, Kidney Disease Hospital, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Niu H (Network and Information Center, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Li Y (Network and Information Center, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Yang F (Network and Information Center, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Shi Z (Department of General Practice, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Dang Y (Xinxiang Key Laboratory of Microfluidic Immunodiagnosis for Kidney Diseases, Kidney Disease Hospital, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Li Y (Xinxiang Key Laboratory of Microfluidic Immunodiagnosis for Kidney Diseases, Kidney Disease Hospital, The First Affiliated Hospital of Henan Medical University, Henan Province , , ) · Guo J (Department of Nephrology, Xinxiang Central Hospital, Henan Province , , ) · Li X (Department of Nephrology, Xinhua Hospital, Henan Province , , ) · Li J (Xinxiang Key Laboratory of Microfluidic Immunodiagnosis for Kidney Diseases, Kidney Disease Hospital, The First Affiliated Hospital of Henan Medical University, Henan Province , , )

Source

Paper · Europe PMC, CKD · 2026-09-16
https://europepmc.org/article/PMC/PMC13574958