Evidence map›Paper›PMID 37196986›Full record

ArticleNeuroImage2023

Computational modelling in disorders of consciousness: Closing the gap towards personalised models for restoring consciousness.

Andrea I Luppi, Joana Cabral, Rodrigo Cofre, Pedro A M Mediano, Fernando E Rosas, Abid Y Qureshi, Amy Kuceyeski, Enzo Tagliazucchi, Federico Raimondo, Gustavo Deco and 8 more

Open access · goldAbstract read
In one paragraph

Article in NeuroImage, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
9.0field-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

18 citing papers in PubMed, 42 citations in OpenAlex.

  1. Review
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  3. A Virtual Clinical Trial of Psychedelics to Treat Patients With Disorders of Consciousness.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
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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

18 authors at 15 institutions in 11 countries.

Andrea I LuppiDivision of Anaesthesia and Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK; Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada. Electronic address: al857@cam.ac.uk.
Joana CabralLife and Health Sciences Research Institute, University of Minho, Portugal.
Rodrigo CofreCIMFAV-Ingemat, Facultad de Ingeniería, Universidad de Valparaíso, Valparaíso, Chile; Centre National de la Recherche Scientifique (CNRS), Institute of Neuroscience (NeuroPSI), Paris-Saclay University, Gif-sur-Yvette, France.
Pedro A M MedianoDepartment of Computing, Imperial College London, London, UK; Department of Psychology, University of Cambridge, Cambridge, UK.
Fernando E RosasDepartment of Informatics, University of Sussex, Brighton, UK; Centre for Psychedelic Research, Department of Brain Sciences, Imperial College London, London, UK; Centre for Complexity Science, Imperial College London, London, UK; Centre for Eudaimonia and Human Flourishing, Linacre College, University of Oxford, Oxford, UK.
Abid Y QureshiUniversity of Kansas Medical Center, Kansas City, MO, USA.
Amy KuceyeskiDepartment of Radiology, Weill Cornell Medicine, New York, USA.
Enzo TagliazucchiDepartamento de Física (UBA) e Instituto de Fisica de Buenos Aires (CONICET), Buenos Aires, Argentina; Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
Federico RaimondoInstitute of Neuroscience and Medicine (INM-7: Brain and Behaviour), Research Centre Jülich, Germany; Institute of Systems Neuroscience, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
Gustavo DecoCenter for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain; Department of Neuropsychology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany; Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain; Turner Institute for Brain and Mental Health, Monash University, Melbourne, VIC, Australia.
James M ShineBrain and Mind Center, The University of Sydney, Sydney, Australia.
Morten L KringelbachCentre for Eudaimonia and Human Flourishing, Linacre College, University of Oxford, Oxford, UK; Department of Psychiatry, University of Oxford, Oxford, UK; Center for Music in the Brain, Department of Clinical Medicine, Aarhus University, Aarhus, Denmark.
Patricio OrioCentro Interdisciplinario de Neurociencia de Valparaíso and Instituto de Neurociencia, Universidad de Valparaíso, Valparaíso, Chile.
ShiNung ChingElectrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO, USA.
Yonatan Sanz PerlCenter for Brain and Cognition, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain; Institut du Cerveau et de la Moelle épinière - Paris Brain Institute, ICM, Paris, France; National Scientific and Technical Research Council (CONICET), Godoy Cruz, CABA 2290, Argentina.
Michael N DiringerDepartment of Neurology and Neurosurgery, Washington University in St. Louis, St. Louis, MO, USA.
Robert D StevensDepartments of Anesthesiology and Critical Care Medicine, Neurology, and Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA.
Jacobo Diego SittInstitut du Cerveau et de la Moelle épinière - Paris Brain Institute, ICM, Paris, France; Sorbonne Université, Inserm, CNRS, APHP, Hôpital de la Pitié Salpêtrière, Paris, France. Electronic address: jacobo.sitt@icm-institute.org.
Centre National de la Recherche Scientifique · FRConsejo Nacional de Investigaciones Científicas y Técnicas · ARWashington University in St. Louis · USAarhus University · DKBrain (Germany) · DECornell University · USInstitució Catalana de Recerca i Estudis Avançats · ESJohns Hopkins University · USMontreal Neurological Institute and Hospital · CAThe University of Sydney · AUUniversity of Cambridge · GBUniversity of Kansas Medical Center · USUniversity of Minho · PTUniversity of Sussex · GBUniversity of Valparaíso · CL

Funding

Multi-Modal Imaging of the Mechanisms Underlying Impaired Executive Attention After Traumatic Brain InjuryR01NS102646 · NINDS · WEILL MEDICAL COLL OF CORNELL UNIV · PI KUCEYESKI, AMY FRANCES, SHAH, SUDHIN · 2018 to 2022
$2.8M
Heritability and cognitive implications of structural-functional connectome couplingRF1MH123232 · NIMH · WEILL MEDICAL COLL OF CORNELL UNIV · PI KUCEYESKI, AMY FRANCES · 2021 to 2021
$1.3M
SCH: Tracking Individual Brain State Trajectories: Methods and Applications in Precision Neurocritical CareR01NS130693 · NINDS · WASHINGTON UNIVERSITY · PI CHING, SHINUNG, GUERRIERO, REJEAN M · 2022 to 2025
$1.2M
NIMH NIH HHS RF1 MH123232NINDS NIH HHS R01 NS102646NINDS NIH HHS R01 NS130693
6 · The paper itself

Abstract

Disorders of consciousness are complex conditions characterised by persistent loss of responsiveness due to brain injury. They present diagnostic challenges and limited options for treatment, and highlight the urgent need for a more thorough understanding of how human consciousness arises from coordinated neural activity. The increasing availability of multimodal neuroimaging data has given rise to a wide range of clinically- and scientifically-motivated modelling efforts, seeking to improve data-driven stratification of patients, to identify causal mechanisms for patient pathophysiology and loss of consciousness more broadly, and to develop simulations as a means of testing in silico potential treatment avenues to restore consciousness. As a dedicated Working Group of clinicians and neuroscientists of the international Curing Coma Campaign, here we provide our framework and vision to understand the diverse statistical and generative computational modelling approaches that are being employed in this fast-growing field. We identify the gaps that exist between the current state-of-the-art in statistical and biophysical computational modelling in human neuroscience, and the aspirational goal of a mature field of modelling disorders of consciousness; which might drive improved treatments and outcomes in the clinic. Finally, we make several recommendations for how the field as a whole can work together to address these challenges.

Indexed as

Brain InjuriesConsciousnessComputer SimulationConsciousness DisordersHumansNeuroimagingBiophysical modelsComputational modelsDisorders of consciousnessGenerative modelsMachine learningStatistical models

Identifiers

PMID37196986
PMCPMC10262065
OpenAlexW4377011049

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.