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Review Open access Sep 2026

Novel blood biomarkers for heart failure mortality: mechanistic pathways, aging biology, and risk stratification

Heart failure (HF) is a major global health burden associated with high mortality after decompensation, particularly in older patients with multimorbidity. Although established biomarkers such as natriuretic peptides remain essential for initial risk stratification, they capture only a fraction of mortality risk in bio...

Xiao-Feng Zeng, W. Cheng, Yan Jiang et al. · 0 citations
Review Open access Aug 2026

Machine learning prediction models for diabetic kidney disease: A systematic review and meta-analysis.

BACKGROUND Machine learning (ML) has emerged as a promising tool for predicting diabetic kidney disease (DKD), yet the performance and clinical utility of these models remain unclear. We conducted a systematic review and meta-analysis to evaluate ML models for DKD prediction. METHODS We systematically searched seven...

Chenglong Zhou, Xiao-Chu Wu, Zhi-Li Tian et al. · 0 citations

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