Evidence map›Paper›PMID 35985146›Full record

ArticleParkinsonism & related disorders2022

Natural speech markers of Alzheimer's disease co-pathology in Lewy body dementias.

Sanjana Shellikeri, Sunghye Cho, Katheryn A Q Cousins, Mark Liberman, Erica Howard, Yvonne Balganorth, Daniel Weintraub, Meredith Spindler, Andres Deik, Edward B Lee and 5 more

Open access · greenAbstract read
In one paragraph

Article in Parkinsonism & related disorders, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed, 1 pooled it
1.7field-weighted citation impact, top 14% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.

  1. Pooled it
  2. Where do PDD and DLB SYNdromes fit in neuronal alpha-SYNuclein biological frameworks?Journal of neural transmission (Vienna, Austria : 1996) · 2026
    Review
  3. Review
  4. Automatic classification of AD pathology in FTD phenotypes using natural speech.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024
    Article
  5. Speech patterns during memory recall relates to early tau burden across adulthood.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2024
    Article
  6. Evaluation of ATNNeurology · 2024
    Article
  7. Article
  8. Plasma GFAP associates with secondary Alzheimer's pathology in Lewy body disease.Annals of clinical and translational neurology · 2023
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors at 5 institutions in 1 country.

Sanjana ShellikeriPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA. Electronic address: sanjana.shellikeri@pennmedicine.upenn.edu.
Sunghye ChoLinguistic Data Consortium, University of Pennsylvania, Philadelphia, PA, USA.
Katheryn A Q CousinsPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Mark LibermanLinguistic Data Consortium, University of Pennsylvania, Philadelphia, PA, USA; Department of Linguistics, University of Pennsylvania, Philadelphia, PA, USA.
Erica HowardDepartment of Psychology, The Ohio State University, Columbus, OH, USA.
Yvonne BalganorthPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Daniel WeintraubDepartment of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA.
Meredith SpindlerParkinson's Disease and Movement Disorders Center, and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Andres DeikParkinson's Disease and Movement Disorders Center, and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Edward B LeeCenter for Neurodegenerative Disease Research, and Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
John Q TrojanowskiCenter for Neurodegenerative Disease Research, and Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA, USA.
David IrwinPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
David WolkPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Murray GrossmanPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA.
Naomi NevlerPenn Frontotemporal Degeneration Center and Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA. Electronic address: naomine@pennmedicine.upenn.edu.
University of Pennsylvania · USInstitute for Neurodegenerative Disorders · USPenn Center for AIDS Research · USPennsylvania Academic Library Consortium · USThe Ohio State University · US

Funding

TDP-43 Loss-of-Function: Biology to BiomarkersP01AG019724 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Jennifer Merrilees · 2002 to 2026
$67.2M
Research Education ComponentP30AG072979 · NIA · UNIVERSITY OF PENNSYLVANIA · PI DAVID A WOLK · 2021 to 2026
$24.8M
Understanding Environmental Contributions to Heterogeneity in bvFTD.P01AG066597 · NIA · UNIVERSITY OF PENNSYLVANIA · PI David John Irwin, Corey T McMillan · 2020 to 2026
$18.8M
Project IV "Tackling Heterogeneity of Cognitive Trajectory in LBD"U19AG062418 · NIA · UNIVERSITY OF PENNSYLVANIA · PI LEE, VIRGINIA M · 2019 to 2023
$18.1M
Progressive Aphasia Cognition Anatomy and ProgressionR01NS050915 · NINDS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MARIA LUISA GORNO TEMPINI · 2004 to 2026
$11.0M
Spreading Tau Pathology in Non-Amnestic Alzheimer's DiseaseR01AG054519 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Jeffrey S Phillips · 2018 to 2026
$7.4M
Connectomic imaging in familial and sporadic frontotemporal degenerationU01AG052943 · NIA · UNIVERSITY OF PENNSYLVANIA · PI GORNO TEMPINI, MARIA LUISA, GROSSMAN, MURRAY · 2016 to 2019
$5.9M
Training program in the neurology of language and neurodegenerative aphasiasK24DC015544 · NIDCD · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI GORNO TEMPINI, MARIA LUISA · 2016 to 2025
$1.9M
Digital biomarkers in narrative and conversational speech in Frontotemporal DementiaK99AG073510 · NIA · UNIVERSITY OF PENNSYLVANIA · PI NEVLER, NAOMI · 2021 to 2022
$259k
NIA NIH HHS K99 AG073510NIA NIH HHS P01 AG019724NIA NIH HHS P01 AG066597NIA NIH HHS P30 AG072979NIA NIH HHS R01 AG054519NIA NIH HHS U01 AG052943NIA NIH HHS U19 AG062418NIDCD NIH HHS K24 DC015544NINDS NIH HHS R01 NS050915
6 · The paper itself

Abstract

introductionAn estimated 50% of patients with Lewy body dementias (LBD), including Parkinson's disease dementia (PDD) and Dementia with Lewy bodies (DLB), have co-occurring Alzheimer's disease (AD) that is associated with worse prognosis. This study tests an automated analysis of natural speech as an inexpensive, non-invasive screening tool for AD co-pathology in biologically-confirmed cohorts of LBD patients with AD co-pathology (SYN + AD) and without (SYN-AD).

methodsWe analyzed lexical-semantic and acoustic features of picture descriptions using automated methods in 22 SYN + AD and 38 SYN-AD patients stratified using AD CSF biomarkers or autopsy diagnosis. Speech markers of AD co-pathology were identified using best subset regression, and their diagnostic discrimination was tested using receiver operating characteristic. ANCOVAs compared measures between groups covarying for demographic differences and cognitive disease severity. We tested relations with CSF tau levels, and compared speech measures between PDD and DLB clinical disorders in the same cohort.

resultsAge of acquisition of nouns (p = 0.034, |d| = 0.77) and lexical density (p = 0.0064, |d| = 0.72) were reduced in SYN + AD, and together showed excellent discrimination for SYN + AD vs. SYN-AD (95% sensitivity, 66% specificity; AUC = 0.82). Lower lexical density was related to higher CSF t-Tau levels (R = -0.41, p = 0.0021). Clinically-diagnosed PDD vs. DLB did not differ on any speech features.

conclusionAD co-pathology may result in a deviant natural speech profile in LBD characterized by specific lexical-semantic impairments, not detectable by clinical disorder diagnosis. Our study demonstrates the potential of automated digital speech analytics as a screening tool for underlying AD co-pathology in LBD.

Indexed as

Alzheimer DiseaseDementiaLewy Body DiseaseParkinson Diseasealpha-SynucleinAmyloid beta-PeptidesBiomarkersHumansSpeechtau Proteinsalpha-SynucleinAmyloid beta-PeptidesBiomarkerstau ProteinsAlzheimer's diseaseAutomatic speech processingDigital biomarkerLewy body dementiaNatural language processingParkinson disease dementiaSpeech analysis

Identifiers

PMID35985146
PMCPMC9680016
OpenAlexW4292170336

What OpenQuestion holds

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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.