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Neural embedding of frailty in cognitively unimpaired aging and dementia across Latin America.

Overview

Authors: Joaquin Migeot1,2, Olivia Wen1, Raul Gonzalez‐Gomez1, Hernan Hernandez1, David Aguillon3, Jose Alberto Avila‐Funes4,5, Maria I. Behrens6,7,8,9, Martin A. Bruno10,11, Nilton Custodio12,13, Carolina Delgado14,15, Claudia Duran‐Aniotz1, Dafne Duron‐Reyes2,16, Adolfo M. García17,18,19, Maria E. Godoy19, Kun Hu20,21,22, Brian Lawlor2, Peng Li20,21,22, Marcelo Adrian Maito19, Diana L. Matallana23,24, Bruce Miller18,25
and 13 other authorsMaira Okada de Oliveira18,26, Stefanie D. Pina‐Escudero18,25, Katherine L. Possin18,25, Elisa de Paula França Resende18,27, Pablo Reyes28, Hernando Santamaria‐Garcia28,29, Andrea Slachevsky30,31,32,33, Leonel T. Takada26, Paulina Vergara2, Kristine Yaffe18,34, Jennifer S. Yokoyama18,25,35, Roman Romero‐Ortuño2,36, Agustin Ibanez1,2,19,37,38
38 affiliations
  1. Latin American Brain Health Institute (BrainLat) Universidad Adolfo Ibañez Santiago de Chile, Metropolitan Region of Santiago Chile
  2. Global Brain Health Institute (GBHI) Trinity College Dublin Dublin Ireland
  3. Grupo de Neurociencias de Antioquia Facultad de Medicina Universidad de Antioquia Medellín Colombia
  4. Dirección de Enseñanza Instituto Nacional de Ciencias Médicas y Nutrición Salvador Zubirán Mexico City Mexico
  5. Univ. Bordeaux Inserm, Bordeaux Population Health Research Center Bordeaux France
  6. Centro de Investigación Clínica Avanzada (CICA) – Hospital Clínico Universidad de Chile, Santiago Chile Independencia Santiago Chile
  7. Departamento de Neurología y Neurocirugía Hospital Clínico Universidad de Chile Independencia Santiago Chile
  8. Departamento de Neurociencia Facultad de Medicina Universidad de Chile Independencia Santiago Chile
  9. Departamento de Neurología y Psiquiatría Clínica Alemana de Santiago‐Universidad del Desarrollo Santiago Chile
  10. Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) Buenos Aires Argentina
  11. Instituto de Ciencias Biomédicas (ICBM) Facultad de Ciencias Médicas Universidad Católica de Cuyo San Juan Argentina
  12. Unidad de diagnóstico de deterioro cognitivo y prevención de demencia, Instituto Peruano de Neurociencias Lima Perú
  13. Unidad de investigación, Equilibria Lima Perú
  14. Departamento de Neurología y Neurocirugía. Hospital Clínico Universidad de Chile Santiago Chile
  15. Departamento de Neurociencia Facultad de medicina Universidad de Chile Santiago Chile
  16. Alzheimer Aguascalientes Family Foundation Aguascalientes Mexico
  17. Departamento de Lingüística y Literatura Facultad de Humanidades Universidad de Santiago de Chile Santiago Chile
  18. Global Brain Health Institute University of California San Francisco California USA
  19. Cognitive Neuroscience Center Universidad de San Andrés Buenos Aires Argentina
  20. Department of Anesthesia Critical Care and Pain Medicine Massachusetts General Hospital Harvard Medical School Boston Massachusetts USA
  21. Division of Sleep Medicine Harvard Medical School Boston Massachusetts USA
  22. The Broad Institute of MIT and Harvard Cambridge Massachusetts USA
  23. Departamento de Salud Mental Hospital Universitario Fundación Santa Fe Bogotá Colombia
  24. Centro de Memoria y Cognición Hospital Universitario San Ignacio Bogotá Colombia
  25. Department of Neurology Memory and Aging Center University of California San Francisco California USA
  26. Cognitive Neurology and Behavioral Unit (GNCC) University of São Paulo São Paulo Brazil
  27. Universidade Federal de Minas Gerais Belo Horizonte Minas Gerais Brazil
  28. Pontificia Universidad Javeriana Bogotá, D.C. Colombia
  29. Hospital Universitario San Ignacio Center for Memory and Cognition, Intellectus Bogotá, D.C Colombia
  30. Geroscience Center for Brain Health and Metabolism (GERO) Santiago de Chile, Metropolitan Region of Santiago Chile
  31. Memory and Neuropsychiatric Center (CMYN) Neurology Department Hospital del Salvador & Faculty of Medicine University of Chile Santiago de Chile Chile
  32. Neuropsychology and Clinical Neuroscience Laboratory (LANNEC) Physiopathology Program – Institute of Biomedical Sciences Neuroscience and East Neuroscience Departments Faculty of Medicine University of Chile Santiago de Chile Chile
  33. Departamento de Medicina Servicio de Neurología Clínica Alemana‐Universidad del Desarrollo Santiago de Chile, Metropolitan Region of Santiago Chile
  34. Department of Psychiatry Weill Institute for Neurosciences University of California San Francisco California USA
  35. Department of Epidemiology & Biostatistics University of California San Francisco California USA
  36. Discipline of Medical Gerontology School of Medicine Trinity College Dublin Ireland
  37. Department of Biophysics School of Medicine Istanbul Medipol University Istanbul Türkiye
  38. Barcelonaβeta Brain Research Center (BBRC) Pasqual Maragall Foundation Barcelona Spain
Journal: Alzheimer's & dementia : the journal of the Alzheimer's Association, volume 22, issue 4, article e71232
Dates: received 1 September 2025; accepted 13 January 2026; published online 22 April 2026; in print April 2026
Type: Research article · Language: English
License: CC BY
Identifiers: DOI 10.1002/alz.71232 · PMID 42017463 · PMCID PMC13100973 · OpenAlex W7155154065
Open access: hybrid, a free copy (OpenAlex)
Status: data only
Categories: structural MRI / diffusion (modality), human (organism), Alzheimer's / dementia (population)
Methods: Spectral & time-frequency, Statistics, Machine learning, Connectivity, fMRI & imaging, Preprocessing
Keywords: Alzheimer's disease, brain frailty, cognitively unimpaired subjects, frailty, frailty network, frontotemporal lobar degeneration, functional connectivity, gray matter volume, Latin America, machine learning, neuroimaging, voxel‐based morphometry
MeSH: Aging*, Alzheimer Disease*, Brain*, Dementia*, Frailty*, Frontotemporal Lobar Degeneration*, Aged, Female, Humans, Latin America, Magnetic Resonance Imaging, Male (* major topic)
Topic: Frailty in Older Adults (Geriatrics and Gerontology, Medicine), according to OpenAlex
Funding: ANID Fondecyt regular (1250091, 1210176, 1220995, 1210622); ANID/FONDAP/15150012; U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging); NIDA; Ache for Educational Materials (2024); Novo Nordisk for Lectures and Congress Participation (2023–2024); Lilly for Training Activities (2024); Davos Alzheimer’s Collaborative; ANID (FONDECYT Regular 1250317 1250091); DICYT-USACH (032351GDAS); Agencia Nacional de Promoción Científica y Tecnológica (ANPCyT); ANID/NAM22I0007; ANID/PIA/ANILLOS ACT210096; ANID/FOVI240065; ANID/Proyecto Exploración (13240170); ANID/FONDAP (15150012); ANID/FONDECYT (1231839); ANID/FONDEF (ID22I10251); ANID/Proyectos de Exploración (13220082); ReDLat; ANID/FONDEF/ ID18I10113; ANID/Fondecyt 123183; Alzheimer's Association (Provided in the ms)
Citations: not cited yet (Europe PMC); 122 references in the paper

Abstract

INTRODUCTION: Frailty influences dementia risk and severity. However, its role in differentiating dementia subtypes and associations with brain structural and functional alterations remain understudied, especially in Latin America.

METHODS: Multi‐Partner Consortium to Expand Dementia Research in Latin America data included 3461 participants (cognitively unimpaired [CU], Alzheimer's disease [AD], and frontotemporal lobar degeneration [FTLD]) from Latin America using a frailty index constructed from 32 health‐related variables. XGBoost‐logistic regression models tested group discrimination, and voxel‐based morphometry plus functional connectivity analyses explored neural correlates.

RESULTS: Frailty distinguished CU from AD (area under the curve [AUC] = 0.85) and CU from FTLD (AUC = 0.88) but not AD from FTLD (AUC = 0.59). Higher frailty was linked to widespread gray matter loss, with temporal involvement in CU and stronger frontotemporal effects in dementia, particularly FTLD. Connectivity analyses showed fronto‐temporo‐posterior reductions and increased connectivity across the frailty network.

DISCUSSION: Findings position frailty as a promising marker for identifying AD and FTLD relative to CU individuals, linked with brain health alterations in Latin American populations.

Reproduced under the paper's license (CC BY), from the paper cited above.

Code

The paper links to its data, not to its authors' code: see the Data section.

Tracing map

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Data

Datasets cited

  • osf:natbh, at OSF; found in the text, “Frailty index scoring procedure”

Versions

The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.

Version 1, 28 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 33 authors, 12 keywords, 12 MeSH terms, 24 funders, 116 references.

Cite

This paper

Migeot, J., Wen, O., Gonzalez‐Gomez, R., Hernandez, H., Aguillon, D., Avila‐Funes, J. A., Behrens, M. I., Bruno, M. A., Custodio, N., Delgado, C., Duran‐Aniotz, C., Duron‐Reyes, D., García, A. M., Godoy, M. E., Hu, K., Lawlor, B., Li, P., Maito, M. A., Matallana, D. L., . . . Ibanez, A. (2026). Neural embedding of frailty in cognitively unimpaired aging and dementia across Latin America. Alzheimer's & dementia : the journal of the Alzheimer's Association, 22(4), e71232. https://doi.org/10.1002/alz.71232

BibTeX

@article{migeot2026neural,
author = {Migeot, Joaquin and Wen, Olivia and Gonzalez‐Gomez, Raul and Hernandez, Hernan and Aguillon, David and Avila‐Funes, Jose Alberto and Behrens, Maria I. and Bruno, Martin A. and Custodio, Nilton and Delgado, Carolina and Duran‐Aniotz, Claudia and Duron‐Reyes, Dafne and García, Adolfo M. and Godoy, Maria E. and Hu, Kun and Lawlor, Brian and Li, Peng and Maito, Marcelo Adrian and Matallana, Diana L. and Miller, Bruce and de Oliveira, Maira Okada and Pina‐Escudero, Stefanie D. and Possin, Katherine L. and Resende, Elisa de Paula França and Reyes, Pablo and Santamaria‐Garcia, Hernando and Slachevsky, Andrea and Takada, Leonel T. and Vergara, Paulina and Yaffe, Kristine and Yokoyama, Jennifer S. and Romero‐Ortuño, Roman and Ibanez, Agustin},
title = {{Neural embedding of frailty in cognitively unimpaired aging and dementia across Latin America}},
journal = {Alzheimer's \& dementia : the journal of the Alzheimer's Association},
year = {2026},
month = apr,
volume = {22},
number = {4},
pages = {e71232},
publisher = {Wiley},
issn = {1552-5260},
doi = {10.1002/alz.71232},
url = {https://doi.org/10.1002/alz.71232},
pmid = {42017463},
pmcid = {PMC13100973}
}

RIS

TY - JOUR
AU - Migeot, Joaquin
AU - Wen, Olivia
AU - Gonzalez‐Gomez, Raul
AU - Hernandez, Hernan
AU - Aguillon, David
AU - Avila‐Funes, Jose Alberto
AU - Behrens, Maria I.
AU - Bruno, Martin A.
AU - Custodio, Nilton
AU - Delgado, Carolina
AU - Duran‐Aniotz, Claudia
AU - Duron‐Reyes, Dafne
AU - García, Adolfo M.
AU - Godoy, Maria E.
AU - Hu, Kun
AU - Lawlor, Brian
AU - Li, Peng
AU - Maito, Marcelo Adrian
AU - Matallana, Diana L.
AU - Miller, Bruce
AU - de Oliveira, Maira Okada
AU - Pina‐Escudero, Stefanie D.
AU - Possin, Katherine L.
AU - Resende, Elisa de Paula França
AU - Reyes, Pablo
AU - Santamaria‐Garcia, Hernando
AU - Slachevsky, Andrea
AU - Takada, Leonel T.
AU - Vergara, Paulina
AU - Yaffe, Kristine
AU - Yokoyama, Jennifer S.
AU - Romero‐Ortuño, Roman
AU - Ibanez, Agustin
TI - Neural embedding of frailty in cognitively unimpaired aging and dementia across Latin America
T2 - Alzheimer's & dementia : the journal of the Alzheimer's Association
J2 - Alzheimers Dement
PY - 2026
DA - 2026/04/01
VL - 22
IS - 4
SP - e71232
SN - 1552-5260
PB - Wiley
DO - 10.1002/alz.71232
UR - https://doi.org/10.1002/alz.71232
LA - en
ER -

CSL-JSON

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