Evidence map›Paper›PMID 29502969›Full record

ArticleCell2018

Brain-wide Electrical Spatiotemporal Dynamics Encode Depression Vulnerability.

Rainbo Hultman, Kyle Ulrich, Benjamin D Sachs, Cameron Blount, David E Carlson, Nkemdilim Ndubuizu, Rosemary C Bagot, Eric M Parise, Mai-Anh T Vu, Neil M Gallagher and 8 more

Open access · bronzeAbstract read
In one paragraph

Article in Cell, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 121 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
121citing papers in PubMed, 2 pooled it
9.7field-weighted citation impact, top 1% 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

121 citing papers in PubMed, 2 syntheses or guidelines pooled it, 193 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Trial
  4. Article
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  9. A widespread internal brain state for fentanyl withdrawal.bioRxiv : the preprint server for biology · 2026
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  11. Neural signatures of human psychological resilience driven by acute stress.Proceedings of the National Academy of Sciences of the United States of America · 2026
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  12. Generative Principal Component Regression via Variational Inference.IEEE transactions on signal processing : a publication of the IEEE Signal Processing Society · 2026
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  13. Neurobiology of resilience to early life stress.Neuropsychopharmacology : official publication of the American College of Neuropsychopharmacology · 2026
    Review
  14. Article
  15. Anxiety and Beyond: Diversity in Ventral Hippocampus Circuits and Function.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025
    Review
  16. Article
  17. Article
  18. Article
  19. Article
  20. Review

61 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

18 authors at 8 institutions in 1 country.

Rainbo HultmanDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA.
Kyle UlrichDepartment of Electrical and Computer Engineering, Duke University, Durham, NC 22208, USA.
Benjamin D SachsDepartment of Psychological and Brain Sciences, Villanova University, Villanova, PA, 19085, USA.
Cameron BlountDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA.
David E CarlsonDepartment of Civil and Electrical Engineering, Biostatistics and Bioinformatics, Duke University, Durham, NC 22208, USA.
Nkemdilim NdubuizuDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA.
Rosemary C BagotFishberg, Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA.
Eric M PariseFishberg, Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA.
Mai-Anh T VuDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA.
Neil M GallagherDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA.
Joyce WangDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA.
Alcino J SilvaDepartments of Neurobiology, Psychiatry & Behavioral Sciences and Psychology, Integrative Center for Learning and Memory, Brain Research Institute, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Karl DeisserothDepartments of Bioengineering and Psychiatry and Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA.
Stephen D MagueDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA.
Marc G CaronDepartment of Cell Biology, Duke University Medical Center, Durham, NC 27710, USA.
Eric J NestlerFishberg, Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Place, New York, NY 10029, USA.
Lawrence CarinDepartment of Electrical and Computer Engineering, Duke University, Durham, NC 22208, USA. Electronic address: lcarin@duke.edu.
Kafui DzirasaDepartment of Psychiatry and Behavioral Sciences, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurobiology, Duke University Medical Center, Durham, NC 27710, USA; Center for Neuroengineering, Duke University Medical Center, Durham, NC 27710, USA; Department of Neurosurgery, Duke University Medical Center, Durham, NC 27710, USA; Duke Institute for Brain Sciences, Duke University Medical Center, Durham, NC 27710, USA; Department of Biomedical Engineering, Duke University, Durham, NC 22208, USA. Electronic address: kafui.dzirasa@duke.edu.
Duke University · USDuke Medical Center · USAllen Institute for Brain Science · USDuke University Hospital · USIcahn School of Medicine at Mount Sinai · USStanford University · USUniversity of California, Los Angeles · USVillanova University · US

Funding

REPRESSIVE HISTONE AND DNA METHYLATION IN RODENT DEPRESSION MODELSP50MH096890 · NIMH · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI ALLIS, CHARLES DAVID · 2012 to 2021
$20.2M
Akt/GSK-3 Signaling Cascade and the Actions of DopamineR37MH073853 · NIMH · DUKE UNIVERSITY · PI CARON, MARC G. · 2011 to 2020
$6.4M
Molecular, Cellular and Circuit Mechanisms for Age-Related Deficits in Memory-LinkingRF1AG013622 · NIA · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI SILVA, ALCINO J. · 2017 to 2022
$4.9M
Basic Predoctoral Training in NeuroscienceT32GM008441 · NIGMS · DUKE UNIVERSITY · PI MCNAMARA, JAMES O. · 1992 to 2017
$4.4M
The 5-HT theory of depression tested in a naturalistic model of 5-HT deficiencyR01MH079201 · NIMH · DUKE UNIVERSITY · PI CARON, MARC G. · 2007 to 2016
$3.7M
CCR5 Activation and Cognitive Dysfunction Caused by HIV-ProteinsR01NS106969 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI SILVA, ALCINO J. · 2017 to 2021
$3.7M
Enabling Stress Resistance-Diversity SupplementR01MH099192 · NIMH · DUKE UNIVERSITY · PI DZIRASA, KAFUI · 2013 to 2018
$2.7M
Molecular, Cellular and Circuit Mechnisms for Memory-linking deficits in Psychiatric DisordersR01MH113071 · NIMH · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI SILVA, ALCINO J. · 2017 to 2021
$2.3M
Environmental Toxins and Microglia-Synapse Interactions in AutismR01ES025549 · NIEHS · MASSACHUSETTS GENERAL HOSPITAL · PI BILBO, STACI D, DZIRASA, KAFUI · 2016 to 2020
$2.1M
Neural-Glial Interactions and Opioid Abuse: Modulation by Early-Life ExperienceR01DA034185 · NIDA · MASSACHUSETTS GENERAL HOSPITAL · PI BILBO, STACI D · 2013 to 2017
$1.8M
NIA NIH HHS RF1 AG013622NIDA NIH HHS R01 DA034185NIEHS NIH HHS R01 ES025549NIGMS NIH HHS T32 GM008441NIMH NIH HHS P50 MH096890NIMH NIH HHS R01 MH079201NIMH NIH HHS R01 MH099192NIMH NIH HHS R01 MH113071NIMH NIH HHS R37 MH073853NINDS NIH HHS R01 NS106969
6 · The paper itself

Abstract

Brain-wide fluctuations in local field potential oscillations reflect emergent network-level signals that mediate behavior. Cracking the code whereby these oscillations coordinate in time and space (spatiotemporal dynamics) to represent complex behaviors would provide fundamental insights into how the brain signals emotional pathology. Using machine learning, we discover a spatiotemporal dynamic network that predicts the emergence of major depressive disorder (MDD)-related behavioral dysfunction in mice subjected to chronic social defeat stress. Activity patterns in this network originate in prefrontal cortex and ventral striatum, relay through amygdala and ventral tegmental area, and converge in ventral hippocampus. This network is increased by acute threat, and it is also enhanced in three independent models of MDD vulnerability. Finally, we demonstrate that this vulnerability network is biologically distinct from the networks that encode dysfunction after stress. Thus, these findings reveal a convergent mechanism through which MDD vulnerability is mediated in the brain.

Indexed as

AnimalsBrainCalcium-Calmodulin-Dependent Protein Kinase Type 2DepressionDisease Models, AnimalElectric StimulationElectrodes, ImplantedImmunoglobulin GKetamineMachine LearningMaleMembrane ProteinsMiceMice, Inbred C57BLPhysiological PhenomenaPrefrontal CortexCalcium-Calmodulin-Dependent Protein Kinase Type 2Immunoglobulin GKetamineMembrane Proteinssidekick-1 protein, mousebraindepressionelectricityketaminenetworksoscillationsspatiotemporal dynamicsstress

Identifiers

PMID29502969
PMCPMC6005365
OpenAlexW2794251999

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.