Evidence map›Paper›PMID 34887577›Full record

ArticleNature medicine2021

Long-term ecological assessment of intracranial electrophysiology synchronized to behavioral markers in obsessive-compulsive disorder.

Nicole R Provenza, Sameer A Sheth, Evan M Dastin-van Rijn, Raissa K Mathura, Yaohan Ding, Gregory S Vogt, Michelle Avendano-Ortega, Nithya Ramakrishnan, Noam Peled, Luiz Fernando Fracassi Gelin and 14 more

Abstract read
In one paragraph

Article in Nature medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 70 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
70citing papers in PubMed, 2 pooled it
–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

70 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Trial
  4. Article
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  8. Article
  9. Review
  10. Article
  11. Explainability in AI-enabled medical neurotechnology: a scoping review.Journal of neuroengineering and rehabilitation · 2026
    Article
  12. Review
  13. Article
  14. Article
  15. Article
  16. Contemporary Ethical Considerations in Psychiatric Neurosurgery.Stereotactic and functional neurosurgery · 2026
    Review
  17. A Multi-Symptom Circuit Architecture of Obsessive-Compulsive Disorder.medRxiv : the preprint server for health sciences · 2025
    Article
  18. Review
  19. Article
  20. Article

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

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

24 authors.

Nicole R ProvenzaBrown University School of Engineering, Providence, RI, USA.ORCID http://orcid.org/0000-0002-6952-5417
Sameer A ShethDepartment of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
Evan M Dastin-van RijnBrown University School of Engineering, Providence, RI, USA.ORCID http://orcid.org/0000-0002-1428-0723
Raissa K MathuraDepartment of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
Yaohan DingIntelligent Systems Program, University of Pittsburgh, Pittsburgh, PA, USA.
Gregory S VogtMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Michelle Avendano-OrtegaMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Nithya RamakrishnanMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Noam PeledMGH/HST Martinos Center for Biomedical Imaging, Charlestown, MA, USA.ORCID http://orcid.org/0000-0002-2327-6478
Luiz Fernando Fracassi GelinCenter for Computation and Visualization, Brown University, Providence, RI, USA.
David XingBrown University School of Engineering, Providence, RI, USA.
Laszlo A JeniRobotics Institute, Carnegie Mellon University, Pittsburgh, PA, USA.
Itir Onal ErtugrulDepartment of Cognitive Science and Artificial Intelligence, Tilburg University, Tilburg, the Netherlands.
Adriel Barrios-AndersonThe Warren Alpert Medical School of Brown University, Providence, RI, USA.
Evan MattesonBrown University School of Engineering, Providence, RI, USA.
Andrew D WieseMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Junqian XuMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.ORCID http://orcid.org/0000-0001-8438-2066
Ashwin ViswanathanDepartment of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
Matthew T HarrisonDivision of Applied Mathematics, Brown University, Providence, RI, USA.
Kelly R BijankiDepartment of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
Eric A StorchMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
Jeffrey F CohnDepartment of Psychology, University of Pittsburgh, Pittsburgh, PA, USA.ORCID http://orcid.org/0000-0002-9393-1116
Wayne K GoodmanMenninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
David A BortonBrown University School of Engineering, Providence, RI, USA. david_borton@brown.edu.ORCID http://orcid.org/0000-0003-0710-3005

Funding

Deep brain stimulation for depression using directional current steering an individualized network targetingUH3NS103549 · NINDS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI GOODMAN, WAYNE K, POURATIAN, NADER · 2017 to 2025
$8.7M
Steps towards a paternal gene activation therapy for Angelman syndromeU54HD083092 · NICHD · BAYLOR COLLEGE OF MEDICINE · PI NELSON, DAVID LOREN, NEUL, JEFFREY L · 2014 to 2019
$7.8M
Measuring Automated Behavioral Observations & Vocal Expressions (ABOVE) while Recording from the BrainUH3NS100549 · NINDS · BAYLOR COLLEGE OF MEDICINE · PI GOODMAN, WAYNE K · 2016 to 2022
$7.8M
Data Archive for the Brain Initiative (DABI)R24MH114796 · NIMH · UNIVERSITY OF SOUTHERN CALIFORNIA · PI DUNCAN, DOMINIQUE, POURATIAN, NADER · 2018 to 2023
$6.2M
Automatic Multimodal Affect Detection for Research and Clinical Use R01MH096951 · NIMH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI COHN, JEFFREY F · 2012 to 2021
$5.6M
Mapping and Modulating the Spatiotemporal dynamics of socio-affective processing.R01MH127006 · NIMH · BAYLOR COLLEGE OF MEDICINE · PI BIJANKI, KELLY ROWE · 2021 to 2025
$3.2M
Promoting Research Training During Psychiatry ResidencyR25MH101076 · NIMH · BROWN UNIVERSITY · PI AUDREY TYRKA · 2013 to 2026
$2.8M
Pediatric Deep Brain Stimulation: Neuroethics and Decision Making: Training SupplementRF1MH121371 · NIMH · BAYLOR COLLEGE OF MEDICINE · PI BLUMENTHAL-BARBY, JENNIFER, LAZARO-MUNOZ, GABRIEL · 2019 to 2020
$1.9M
The human amygdala in social processing: circuits, physiology, behavior, and neuromodulationK01MH116364 · NIMH · EMORY UNIVERSITY · PI BIJANKI, KELLY ROWE · 2018 to 2021
$650k
Brain Science Compute ClusterS10OD025181 · OD · BROWN UNIVERSITY · PI SANES, JEROME N · 2019 to 2019
$600k
Novel Strategies for Mapping the Emotional Neural Circuitry Using Human Brain StimulationR21NS104953 · NINDS · EMORY UNIVERSITY · PI BIJANKI, KELLY ROWE, WILLIE, JON TIMOTHY · 2018 to 2019
$385k
NICHD NIH HHS U54 HD083092NIH HHS S10 OD025181NIMH NIH HHS K01 MH116364NIMH NIH HHS R01 MH096951NIMH NIH HHS R01 MH127006NIMH NIH HHS R24 MH114796NIMH NIH HHS R25 MH101076NIMH NIH HHS RF1 MH121371NINDS NIH HHS R21 NS104953NINDS NIH HHS UH3 NS100549NINDS NIH HHS UH3 NS103549
6 · The paper itself

Abstract

Detection of neural signatures related to pathological behavioral states could enable adaptive deep brain stimulation (DBS), a potential strategy for improving efficacy of DBS for neurological and psychiatric disorders. This approach requires identifying neural biomarkers of relevant behavioral states, a task best performed in ecologically valid environments. Here, in human participants with obsessive-compulsive disorder (OCD) implanted with recording-capable DBS devices, we synchronized chronic ventral striatum local field potentials with relevant, disease-specific behaviors. We captured over 1,000 h of local field potentials in the clinic and at home during unstructured activity, as well as during DBS and exposure therapy. The wide range of symptom severity over which the data were captured allowed us to identify candidate neural biomarkers of OCD symptom intensity. This work demonstrates the feasibility and utility of capturing chronic intracranial electrophysiology during daily symptom fluctuations to enable neural biomarker identification, a prerequisite for future development of adaptive DBS for OCD and other psychiatric disorders.

Indexed as

AdultBiomarkersElectrodesElectrophysiologyFeasibility StudiesFemaleHumansMaleObsessive-Compulsive DisorderVentral StriatumBiomarkers

Identifiers

PMID34887577
PMCPMC8800455

What OpenQuestion holds

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Registered trials

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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.