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Record W4390008521 · doi:10.1101/2023.12.19.23300164

Persistent Hyposmia as Surrogate for α-Synuclein-Linked Brain Pathology

2023· preprint· en· W4390008521 on OpenAlexaff
Brit Mollenhauer, Juan Li, Sebastian Schade, Sandrina Weber, Claudia Trenkwalder, Luis Concha‐Marambio, Julianna J. Tomlinson

Bibliographic record

VenuemedRxiv · 2023
Typepreprint
Languageen
FieldNeuroscience
TopicOlfactory and Sensory Function Studies
Canadian institutionsOttawa Hospital
FundersMichael J. Fox Foundation for Parkinson's Research
KeywordsHyposmiaOlfactionParkinsonismNeurodegenerationDementiaInternal medicineParkinson's diseaseCerebrospinal fluidMedicineGastroenterologyDiseasePathologyPsychologyAudiologyNeuroscience

Abstract

fetched live from OpenAlex

ABSTRACT Impaired olfaction can be associated with neurodegenerative disorders. We examined odor identification in newly diagnosed patients with parkinsonism and those at increased risk, measured olfactory performances longitudinally, and juxtaposed results to cerebrospinal fluid (CSF) values. Using Sniffin’-Sticks-Identification Tests (SST-ID), we examined 312 age-matched individuals at a German center, including: 126 with Parkinson disease (PD), 109 healthy controls, 25 with other neurodegenerative disorders and 52 with a REM-sleep behavior disorder (RBD). As expected, PD patients had significantly lower SST-ID scores than controls. Scent identification by subjects with other neurodegenerative diseases fell between those with PD and healthy individuals. Those with isolated RBD, who subsequently converted to PD or dementia, had lower baseline scores than non-converters. When monitoring olfaction in participants up to a decade, we saw small group differences in progression rates for hyposmia. However, these variations were insignificant after controlling for age, sex and length of intervals between testing. When analyzing participants’ sense of smell versus several CSF biomarkers linked to neurodegeneration, we found no correlation with SST-ID scores. However, the means for normalized concentrations of α-synuclein, total tau, phosphorylated tau and amyloid-β peptide 42 were reduced in PD. We also identified significant age- and sex-linked differences in CSF values. Finally, we compared olfaction to the results of a validated α-synuclein ‘Seed Amplification Assay’ (SAA) using CSF. We found that hyposmia strongly correlated with a positive CSF α-synuclein SAA-test. We conclude that chronically impaired olfaction in older adults is strongly associated with a positive α-synuclein SAA-test from CSF but not with the concentrations of several, neuropathologically relevant CSF markers. We posit that simple-to-administer, quantitative smell tests could serve as inexpensive screening tools in future population studies for the identification of α-synuclein-related brain disorders, including Parkinson’s during its premotor phase.

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)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.282
GPT teacher head0.323
Teacher spread0.041 · 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 designObservational
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

Citations2
Published2023
Admission routes1
Has abstractyes

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