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Record W7117765549 · doi:10.1038/s41467-025-67744-y

4R-tau seeding activity reveals molecular subtypes in progressive supranuclear palsy

2025· article· en· W7117765549 on OpenAlexafffund
Ivan Martinez-Valbuena, Seojin Lee, Enrique Santamaría, Fernandez-Irigoyen Joaquin, Shelley L. Forrest, Silvia Zampar, J. -Y. Li, Hidetomo Tanaka, Blas Couto, Nikolai Gil D. Reyes, Syeda Hania Qamar, Ali Mohammadi Karakani, Ain Kim, Konstantin Senkevich, Ekaterina Rogaeva, Susan H. Fox, M. Carmela Tartaglia, Naomi P. Visanji, Martin Ingelsson, Tallulah Andrews, Anthony E. Lang, Gábor G. Kovács

Bibliographic record

VenueNature Communications · 2025
Typearticle
Languageen
FieldMedicine
TopicAlzheimer's disease research and treatments
Canadian institutionsWestern UniversityMcGill UniversityOntario Brain InstituteOccupational Cancer Research CentreToronto Western HospitalMontreal Neurological Institute and HospitalUniversity of TorontoUniversity Health Network
FundersKrembil FoundationNational Institute on AgingAgencia Estatal de InvestigaciónNational Institutes of HealthEdmond J. Safra Philanthropic Foundation
KeywordsProgressive supranuclear palsySeedingDiseaseTau proteinTau pathology

Abstract

fetched live from OpenAlex

Progressive supranuclear palsy (PSP) is a neurodegenerative disease characterized by abnormal accumulation of the protein tau in the brain, leading to motor and cognitive symptoms that vary between individuals. The reasons for this clinical heterogeneity are unknown. Here we show that distinct molecular forms of tau, particularly high molecular weight (HMW) assemblies, differ in abundance and biological activity across PSP brains. By combining biochemical examination, seed amplification assays, proteomic profiling, and spatial transcriptomics, we identify that HMW tau species drive the strongest aggregation activity in the primary motor cortex. Cases with high tau seeding activity display molecular signatures of altered immune and metabolic pathways. These findings reveal that tau seeding activity reflects underlying molecular heterogeneity in PSP and suggest that measuring 4R-tau seeding capacity could help stratify patients and guide the development of targeted therapeutic approaches. This study shows that high-molecular weight tau has enhanced seeding capacity, and seeding differences can define molecular subtypes of progressive supranuclear palsy, underpinning the disease’s heterogeneity.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.025
GPT teacher head0.382
Teacher spread0.356 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations6
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueNature Communications→Same topicAlzheimer's disease research and treatments→French-language works237,207→