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. 2026 Sep 22;18:1919708. doi: 10.3389/fnagi.2026.1919708

Table 1.

Mapping of Zhang et al. (2025) findings to the hierarchical-circular model of biological memory.

Finding HCM level Evidence from Zhang et al. (2025) Consistency
44 CpGs and 44 DMRs associated with incident dementia Level 2: Epigenetic molecular memory Meta-analysis identified 44 CpGs (FDR < 5%) and 44 DMRs (Sidak p < 0.05) consistently associated with time to dementia in FHS9 and ADNI. Indirect/conceptual – DNA methylation is the molecular substrate of epigenetic memory.
Pathway enrichment: immune responses Level 4: PNEI network Enriched KEGG and Reactome pathways included B-cell receptor signaling, chemokine signaling, leukocyte transendothelial migration, IL-1 signaling, and Toll-like receptor cascades. Indirect/conceptual – The PNEI network encompasses neuroimmune dynamics; inflammation is a core component of allostatic load.
Pathway enrichment: metabolic dysfunction Level 3: Allostatic load Enriched pathways included glycolysis/gluconeogenesis, insulin signaling, and steroid biosynthesis. Indirect/conceptual – Metabolic dysfunction is a key component of allostatic load and systemic physiological adaptation.
MRS predicts cognitive decline Level 2 → Prediction 1 MRS significantly associated with progression (estimate = 0.142, p = 0.041) after adjustment for age, sex, APOE4, education, baseline diagnosis, and MMSE. Supports Prediction 1 – Composite epigenetic indices outperform single biomarkers.
Independence from APOE4 and education Prediction 4 MRS remained significant after adjustment for APOE4 status and years of education. Supports Prediction 4 – Allostatic integrity (reflected by epigenetics) is consistent with being distinct from genetic risk and cognitive reserve.
Temporal precedence: methylation precedes dementia Circular dynamics Longitudinal design (FHS9: 4.98 ± 2.33 years; ADNI: 5.97 ± 3.00 years) with DNAm measured at baseline, before dementia onset. Consistent – Epigenetic changes precede clinical dementia, supporting Level 2 → Level 5 propagation.

Evidence is classified as indirect/conceptual support because pathway enrichment and observational associations do not directly measure physiological allostatic load or establish causality.