Identification and Validation of New Molecular Subtypes within the Early and Late Mild Cognitive Impairment Stages of Alzheimer's Disease
Bowei Li, Shashank YadaviD, Shu Wen ZhouiD, Yuheng DuiD, Leyuan Qian, Zachary KarasiD, Yueyang ZhangiD, Li SheniD, Jenny J. Lee, Badri Narayan VardarajaniD, Annie LeeiD, Lana Xia GarmireiD, Alzheimer’s Disease Neuroimaging Initiative
Abstract
Alzheimers disease (AD) is a heterogeneous neurodegenerative condition. This study identifies clinically relevant new molecular subtypes of the early and late mild cognitive impairment (EMCI and LMCI) stages of AD from 401 patients in the ADNI consortium. Metabolomics and peripheral blood mononuclear cell (PBMC) transcriptomics data are integrated using Similarity Network Fusion (SNF), resulting in two molecular subtypes within EMCI (EMCI-1 and EMCI-2) and LMCI (LMCI-1 and LMCI-2), respectively. Metabolomics, rather than gene expression profiling, is the major contributor to subtyping. Subtype-specific differences in metabolite levels and gene expression correlate with AD pathophysiology, supported by cognitive scores, pseudo-trajectory analysis, and longitudinal dementia diagnoses. The new molecular subtypes are further validated through the EFIGA dataset, and present a clear trend of increase in protein biomarkers including p-Tau181, p-Tau217, A{beta}40, and A{beta}42. These refined subtypes represent a step toward more personalized therapeutic strategies targeting early disease stages before AD diagnosis.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 3
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Alzheimer's subtypesA supervised, unsupervised, multimodal, multilayered embedded recursive (SUMMER) AI study
Sivan Kinreich, Arjun Bingly, Gayathri Pandey·bioRxiv·May 9, 2025
- Epigenomic subtypes of late-onset Alzheimer's disease reveal distinct microglial signatures
Valentin Laroche, Rachel Cavill, … Ehsan Pishva·Acta NeuropathologicaPeer-reviewed·Feb 24, 2026
- Tau-first subtype of Alzheimer's disease consistently identified across in vivo and post mortem studies
Leon Aksman, Neil P. Oxtoby, … Alzheimer’s Disease Neuroimaging Initiative·BrainPeer-reviewed·Jul 11, 2023
- Differential brain atrophy and neurogenetic profiles in cognitively-defined Alzheimer's disease subgroups
Colin Groot, Michel J. Grothe, … Rik Ossenkoppele·bioRxiv·Aug 4, 2020
- Multimodal Imaging and Logistic Weighted Cognitive Scores for Classification of MCI, AD, and FTD Subtypes
Sunil Kumar Khokhar, Rohit Misra, … Rose Dawn Bharath·bioRxiv·Sep 27, 2025
- Predicting Alzheimer's disease progression trajectory and clinical subtypes using machine learning
Vipul K. Satone, Rachneet Kaur, … Faraz Faghri·bioRxiv·Aug 26, 2020