Evidence map›Paper›PMID 42814823›Full record

ArticleScience advances2026

Speech clocks decode dementia phenotypes, social exposome, and biological aging.

Hernan Hernandez, Lizeth Katherine Pedraza, Hernando Santamaria-Garcia, Sebastian Moguilner, Agustina Legaz, Pavel Prado, Jhosmary Cuadros, Lucía Amoruso, Liset Gonzalez, Damián Dellavale and 42 more

Abstract read
In one paragraph

Article in Science advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
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

1 citing paper in PubMed.

  1. 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

52 authors.

Hernan HernandezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0002-0597-6059
Lizeth Katherine PedrazaLaboratorio de Bases Biológicas del Comportamiento, Facultad de Ciencias del Comportamiento, Universidad de La Sabana, Chía, Colombia.
Hernando Santamaria-GarciaPontificia Universidad Javeriana (PhD Program in Neuroscience), Bogotá, San Ignacio, Colombia.ORCID 0000-0001-9422-3579
Sebastian MoguilnerLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0003-1731-8325
Agustina LegazLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0002-3753-6824
Pavel PradoEscuela de Fonoaudiología, Facultad de Ciencias de la Rehabilitación y Calidad de Vida, Universidad San Sebastián, Santiago, Chile.ORCID 0000-0002-1324-6400
Jhosmary CuadrosLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0001-7665-0171
Lucía AmorusoCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0000-0003-4696-2187
Liset GonzalezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.
Damián DellavaleConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Centro Atómico Bariloche, San Carlos de Bariloche, Río Negro, Argentina.ORCID 0000-0003-0472-8472
Juan Pablo Espinoza-PuellesLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0009-0004-3192-5070
Javier Palma EspinosaLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0003-2055-2964
Cecilia JarneLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0002-3917-920X
Fabio MattiussiLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0009-0002-0037-2042
Matías CacciaCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.
Alejandro Sosa WelfordCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.
Nicolás PelellaCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0009-0006-0334-0918
Jeremías InchauspeCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0009-0000-6919-7567
Franco J FerranteCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0000-0002-9455-2214
Gonzalo PérezCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0000-0001-5781-8944
Marcelo Adrián MaitoLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0009-0003-5909-7740
Guido RocattiCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0000-0002-8941-2188
Maria Eugenia GodoyLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.
Joaquin MigeotLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.
Paulina OrellanaLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0001-8752-7750
Ariel CaviedesLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0003-4373-5587
Martin BrunoConsejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Godoy Cruz, Buenos Aires, Argentina.
Leonel TakadaHospital das Clinicas, University of Sao Paulo Medical School, Sao Paulo, Brazil.ORCID 0000-0002-0121-9253
Andrea SlachevskyCentro Gerociencias, Salud Mental y Metabolismo (GERO), Santiago, Chile.
Maria I BehrensDepartamento de Neurología y Psiquiatría, Clínica Alemana-Universidad del Desarrollo, Santiago, Chile.ORCID 0000-0003-0964-426X
Bárbara BrunaCentro de Investigación Clínica Avanzada (CICA), Hospital Clínico Universidad de Chile, Santiago, Chile.
David AguillonGrupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellín, Colombia.ORCID 0000-0003-2283-536X
Lina ZapataGlobal Brain Health Institute (GBHI), University of California, San Francisco, CA, USA.ORCID 0000-0002-9615-4981
Jose Alberto Avila-FunesDirección de Ensenanza, Instituto Nacional de Ciencias Medicas y Nutricion, Salvador Zubirán, DF, Mexico.ORCID 0000-0003-0033-5508
Nilton CustodioUnidad de Investigación de Deterioro Cognitivo y Prevención de Demencia, Instituto Peruano de Neurociencias, Lince, Peru.ORCID 0000-0002-8025-3272
Bruce MillerGlobal Brain Health Institute (GBHI), University of California, San Francisco, CA, USA.ORCID 0000-0002-2152-4220
Maria Luisa Gorno-TempiniGlobal Brain Health Institute (GBHI), University of California, San Francisco, CA, USA.ORCID 0000-0002-7426-7782
Stefanie Pina EscuderoGlobal Brain Health Institute (GBHI), University of California, San Francisco, CA, USA.ORCID 0000-0001-7467-8365
Pablo ReyesDepartamento de Psiquiatría y Salud Mental, Facultad de Medicina, Pontificia Universidad Javeriana, Bogotá, Colombia.ORCID 0000-0001-6705-7157
Kun HuDepartment of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Harvard Medical School, Massachusetts, USA.ORCID 0000-0003-0350-3132
Maira Okada de OliveiraGlobal Brain Health Institute (GBHI), University of California, San Francisco, CA, USA.
Carlos Coronel-OliverosLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0002-9428-2410
Josephine CruzatLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0002-3252-8657
Juan Felipe CardonaDepartment of Developmental Sciences, Cognition and Neuroscience, Faculty of Psychology, Universidad del Valle, Cali, Colombia.ORCID 0000-0001-6795-7753
Michael CorleyRose Stein Institute for Research on Aging and Center for Healthy Aging, UCSD, La Jolla (San Diego), USA.
Irene B MeierDavos Alzheimer's Collaborative, Wayne PA, USA.
Vaibhav A NarayanDavos Alzheimer's Collaborative, Wayne PA, USA.
Enzo TagliazucchiLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0003-0421-9993
Sandra BaezGlobal Brain Health Institute (GBHI), Trinity College Dublin (TCD), Dublin, Ireland.ORCID 0000-0003-0875-1709
Claudia Duran-AniotzLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0003-2503-8366
Adolfo M GarcíaCognitive Neuroscience Center, Departamento de Ciencias de la Vida y del Comportamiento, Universidad de San Andrés, Buenos Aires, Argentina.ORCID 0000-0002-6936-0114
Agustin IbanezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibañez, Santiago de Chile, Chile.ORCID 0000-0001-6758-5101

Funding

TDP-43 Loss-of-Function: Biology to BiomarkersP01AG019724 · NIA · UNIVERSITY OF PENNSYLVANIA · PI Jennifer Merrilees · 2002 to 2026
$67.2M
An automated machine learning approach to language changes in Alzheimer’s disease and frontotemporal dementia across Latino and English-speaking populationsR01AG075775 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI MARIA LUISA GORNO TEMPINI, Adolfo Martin Garcia · 2023 to 2026
$7.2M
US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative ResearchR01AG057234 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Claudia Duran-Aniotz, Agustin M. Ibanez · 2019 to 2026
$6.1M
Social epigenetics of Alzheimer's disease and related dementias in Latin American countriesR01AG082056 · NIA · WEILL MEDICAL COLL OF CORNELL UNIV · PI Michael Jay Corley · 2024 to 2026
$3.6M
Circadian Disturbance and Dementia in Latin AmericaR01AG083799 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI Kun Hu, Agustin M. Ibanez · 2023 to 2026
$3.0M
Genetic and environmental risk factors in mestizos and indigenous populations of Peru: the role of Native component in Alzheimer's diseaseR56AG069118 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI TOSTO, GIUSEPPE · 2020 to 2020
$1.1M
Research Training in Alzheimer's Disease and Brain Health in ColombiaD43TW012455 · FIC · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI DIANA MATALLANA, Hernando Santamaria-Garcia · 2024 to 2026
$733k
FIC NIH HHS D43 TW012455NIA NIH HHS P01 AG019724NIA NIH HHS R01 AG057234NIA NIH HHS R01 AG075775NIA NIH HHS R01 AG082056NIA NIH HHS R01 AG083799NIA NIH HHS R56 AG069118NIDA NIH HHS 75N95022C00031Wellcome Trust
6 · The paper itself

Abstract

Biological aging clocks offer estimations of aging and dementia, yet scalability is limited. We introduce a large-scale, cross-national speech clock derived from 2928 individuals across five Latin American countries, spanning healthy controls (HCs), mild cognitive impairment (MCI), Alzheimer's disease (AD), and non-language/language-dominant frontotemporal dementia (nldFTD/ldFTD). Multimodal acoustic and linguistic features were trained with supervised models to estimate chronological age, generating speech age gaps (SAGs) as cross-sectional markers of deviations from chronological age, with positive values interpreted as relatively older-appearing speech profiles. SAGs differentiated diagnostic groups (HCs < patient groups, with AD < nldFTD < ldFTD). This pattern was associated with clinical/cognitive domains. SAGs correlated with phosphorylated tau (p-Tau217) in AD and social exposome in HCs and AD. Brain clocks (structural/functional/combined) were associated with SAG in AD, nldFTD, and ldFTD. Epigenetic age correlated with SAGs in HCs and AD across Hannum, Retroclock, and OMICmAge, whereas ldFTD associations were limited to Retroclock and OMICmAge. These results indicate that SAGs capture cross-sectional multilevel aging-related variation and may offer a scalable, culturally adaptable, low-cost biomarker candidate for research in underrepresented global settings.

Indexed as

AgingDementiaFrontotemporal DementiaSpeechAgedAlzheimer DiseaseCognitive DysfunctionFemaleHumansMalePhenotype

Identifiers

PMID42814823
PMCPMC13626050

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