Evidence mapPaperPMID 41372244Full record

ArticleNature communications2025

Computational whole-body-exposome models for global precision brain health.

Agustín Ibáñez, Claudia Duran-Aniotz, Joaquín Migeot, Sandra Báez, Sol Fittipaldi, Carlos Coronel-Oliveros, Harris A Eyre, Chinedu Udeh-Momoh, Henrik Zetterberg, Suvarna Alladi and 18 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

  1. Trial
  2. Toward the prevention of clinically manifest Parkinson's disease.Journal of neural transmission (Vienna, Austria : 1996) · 2026
    Review
  3. Article
  4. Article
  5. Linking the exposome to the brain-behaviour phenotype.Nature reviews. Neuroscience · 2026
    Review
  6. Music as a scientific metaphor for mind and brain.Neuroscience and biobehavioral reviews · 2026
    Review
  7. Review
  8. Article
  9. Article
  10. Review
  11. Scientific knowledge about dementia: From the Global South to the world.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
    Review
  12. Review
  13. Expotype-phenotype resilience and multimodal aging clocks.Clinical and translational medicine · 2026
    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

28 authors.

Agustín IbáñezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile. agustin.ibanez@gbhi.org.ORCID http://orcid.org/0000-0001-6758-5101
Claudia Duran-AniotzLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
Joaquín MigeotLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
Sandra BáezLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.ORCID http://orcid.org/0000-0003-0875-1709
Sol FittipaldiLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.ORCID http://orcid.org/0000-0001-7704-3349
Carlos Coronel-OliverosLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
Harris A EyreBaker Institute for Public Policy, Rice University, Houston, TX, USA.
Chinedu Udeh-MomohGlobal Brain Health Institute, Weill Institute of Neurosciences, University of California San Francisco (UCSF), San Francisco, USA.
Henrik ZetterbergDepartment of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Mölndal, Sweden.ORCID http://orcid.org/0000-0003-3930-4354
Suvarna AlladiNational Institute of Mental Health and Neurosciences (NIMHANS), Bengaluru, India.
Carmen SandiBrain Mind Institute, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.ORCID http://orcid.org/0000-0001-7713-8321
Ian H RobertsonGlobal Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Sanne FranzenDepartment of Neurology & Alzheimer Center, Erasmus MC University Medical Center, Rotterdam, The Netherlands.ORCID http://orcid.org/0000-0002-4461-5109
Temitope FarombiGlobal Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Janitza L Montalvo OrtizYale University, New Haven, USA.ORCID http://orcid.org/0000-0002-7657-8365
Sudha SeshadriGlenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA.ORCID http://orcid.org/0000-0001-6135-2622
Felipe CourtCenter for Aging Research and Healthy Longevity, Universidad Mayor, Santiago, Chile.
Pedro Valdes-SosaUniversity of Electronic Science and Technology of China, Chengdu, China.ORCID http://orcid.org/0000-0001-5485-2661
Jiayuan XuDepartment of Radiology, Tianjin Key Lab of Functional Imaging and State Key Laboratory of Experimental Hematology, Tianjin Medical University General Hospital, Tianjin, China.ORCID http://orcid.org/0000-0001-9473-1047
Chunshui YuDepartment of Radiology, Tianjin Key Lab of Functional Imaging and State Key Laboratory of Experimental Hematology, Tianjin Medical University General Hospital, Tianjin, China.
Lea GrinbergGlobal Brain Health Institute, Weill Institute of Neurosciences, University of California San Francisco (UCSF), San Francisco, USA.
Brian LawlorGlobal Brain Health Institute, Trinity College Dublin, Dublin, Ireland.
Perminder S SachdevCentre for Healthy Brain Ageing (CHeBA), University of New South Wales, Sydney, Australia.
Kristine YaffeUCSF School of Medicine, San Francisco, CA, USA.
Vladimir HachinskiRobarts Research Institute, Western University, London, Canada.
Karl FristonDepartment of Imaging Neuroscience, UCL Queen Square Institute of Neurology, London, UK.ORCID http://orcid.org/0000-0001-7984-8909
Enzo TagliazucchiLatin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
Hernando Santamaría-GarcíaGlobal Brain Health Institute, Weill Institute of Neurosciences, University of California San Francisco (UCSF), San Francisco, USA. hernando.santamaria@gbhi.org.ORCID http://orcid.org/0000-0001-9422-3579

Funding

An automated machine learning approach to language changes in Alzheimer’s disease and frontotemporal dementia across Latino and English-speaking populationsR01AG075775 · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · 2025 to 2025
$2.0M
Look AHEAD Sleep: Sleep-disordered breathing, circadian rest/activity rhythms, and the risk of Alzheimer's disease and related dementias in Look AHEADR01AG074562 · WAKE FOREST UNIVERSITY HEALTH SCIENCES · 2025 to 2025
$1.6M
Social epigenetics of Alzheimer's disease and related dementias in Latin American countriesR01AG082056 · UNIVERSITY OF CALIFORNIA, SAN DIEGO · 2025 to 2025
$1.2M
Circadian Disturbance and Dementia in Latin AmericaR01AG083799 · MASSACHUSETTS GENERAL HOSPITAL · 2025 to 2025
$681k
US-South American Initiative for Genetic-Neural-Behavioral Interactions in Human Neurodegenerative ResearchR01AG057234 · NIA · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Nilton Custodio, Agustin M. Ibanez · 2023 to 2023
$513k
Deciphering the single-nucleus genomic regulatory structure of opioid use disorder in the human brainDP1DA058737 · YALE UNIVERSITY · 2025 to 2025
$503k
Research Training for Equity in Alzheimer's Disease and Brain Health in ColombiaD43TW012455 · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · 2025 to 2025
$243k
Neuropathological changes underlying clinical heterogeneity in Alzheimer diseaseK24AG053435 · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · 2025 to 2025
$188k
CSRD VA IK2 CX002095FIC NIH HHS D43 TW012455NCI NIH HHS R01 CA241758NIA NIH HHS K24 AG053435NIA NIH HHS R01 AG057234NIA NIH HHS R01 AG074562NIA NIH HHS R01 AG075775NIA NIH HHS R01 AG082056NIA NIH HHS R01 AG083799NIA NIH HHS R35 AG071916NIDA NIH HHS DP1 DA058737NIDA NIH HHS R21 DA050160U.S. Department of Health & Human Services | NIH | National Institute on Alcohol Abuse and Alcoholism (NIAAA) Provided in the msWellcome Trust
6 · The paper itself

Abstract

The worldwide rise of neurological and psychiatric conditions poses major challenges. However, current global research remains fragmented, dominated by limited cohorts and poorly integrated datasets that disconnect whole-body health, exposome, and brain health. Theories rarely unify brain measures with extracerebral factors or capture heterogeneity in individual trajectories. We introduce multimodal diversity, a non-linear, non-simplistic causal and ecological construct integrating data representation, whole-body and exposomic factors, and computational modeling to address this situated, embedded, and embodied complexity. This heuristic metamodel integrates global, multilevel data into personalized predictions fostering population inclusion, multimodal integration, diagnostic precision, and equitable, context-sensitive advances in brain health.

Indexed as

BrainExposomeMental DisordersModels, BiopsychosocialNervous System DiseasesHumansMental HealthPrecision Medicine

Identifiers

PMID41372244
PMCPMC12698732

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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 Socratic graph.