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For example, chronic kidney disease was strongly correlated with heart failure, while it was negatively correlated with metformin usage

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Nonetheless, the mechanistic alignment between these pathways provides a biologically plausible rationale for future investigationparticularly in the context of dementia prevention, where upstream metabolic and vascular interventions may offer greater leverage than late-stage amyloid-targeted approaches

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