Evidence map›Paper›PMID 36612505›Full record

ArticleInternational journal of environmental research and public health2022

Network Analysis of Neurobehavioral Symptom Patterns in an International Sample of Spanish-Speakers with a History of COVID-19 and Controls.

Paul B Perrin, Daniela Ramos-Usuga, Samuel J West, Kritzia Merced, Daniel W Klyce, Anthony H Lequerica, Laiene Olabarrieta-Landa, Elisabet Alzueta, Fiona C Baker, Stella Iacovides and 2 more

Open access · goldAbstract read
In one paragraph

Article in International journal of environmental research and public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.8field-weighted citation impact, top 26% 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

4 citing papers in PubMed, 6 citations in OpenAlex.

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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

12 authors at 9 institutions in 3 countries.

Paul B PerrinSchool of Data Science, University of Virginia, 400 Brandon Ave., Charlottesville, VA 22903, USA.
Daniela Ramos-UsugaBiomedical Research Doctorate Program, University of the Basque Country, Barrio Sarriena, s/n, 48940 Leioa, Spain.
Samuel J WestDepartment of Psychology, Virginia State University, 1 Hayden St., Petersburg, VA 23803, USA.
Kritzia MercedCentral Virginia Veterans Affairs Health Care System, 1201 Broad Rock Blvd, Richmond, VA 23249, USA.ORCID 0000-0003-2293-7614
Daniel W KlyceCentral Virginia Veterans Affairs Health Care System, 1201 Broad Rock Blvd, Richmond, VA 23249, USA.
Anthony H LequericaCenter for Traumatic Brain Injury Research, Kessler Foundation, 120 Eagle Rock Avenue, East Hanover, NJ 07936, USA.
Laiene Olabarrieta-LandaHealth Sciences Department, Public University of Navarre (UPNA), Cataluña, s/n, 31006 Pamplona, Spain.ORCID 0000-0002-8305-8720
Elisabet AlzuetaCenter for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA 94025, USA.ORCID 0000-0002-2770-2104
Fiona C BakerCenter for Health Sciences, SRI International, 333 Ravenswood Ave, Menlo Park, CA 94025, USA.
Stella IacovidesBrain Function Research Group, School of Physiology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg 2193, South Africa.
Mar CortesDepartment of Rehabilitation and Human Performance, Icahn School of Medicine at Mount Sinai, 1 Gustave L. Levy Pl, New York, NY 10029, USA.ORCID 0000-0003-2828-8504
Juan Carlos Arango-LasprillaDepartments of Psychology and Physical Medicine and Rehabilitation, Virginia Commonwealth University, 907 Floyd Ave., Richmond, VA 23284, USA.ORCID 0000-0002-7184-8311
Virginia Commonwealth University · USSRI International · USIcahn School of Medicine at Mount Sinai · USKessler Foundation · USMcCormick (United States) · USUniversidad Publica de Navarra · ESUniversity of the Basque Country · ESUniversity of the Witwatersrand · ZAVirginia State University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

(1) Background: Psychometric network analysis provides a novel statistical approach allowing researchers to model clusters of related symptoms as a dynamic system. This study applied network analysis to investigate the patterns of somatic, cognitive, and affective neurobehavioral symptoms in an international sample of Spanish-speaking individuals with a history of COVID-19 positivity and non-COVID controls; (2) methods: the sample (n = 1093) included 650 adults from 26 countries who reported having previously tested positive for COVID-19 (COVID+) through a viral and/or antigen test (average of 147 days since diagnosis). The control group (COVID-) was comprised of 443 adults from 20 countries who had completed the survey prior to the COVID-19 pandemic; (3) results: relative to the COVID- network, the COVID+ network was very well-connected, such that each neurobehavioral symptom was positively connected to the network. The organize-to-headache and dizzy-to-balance connections in the COVID+ network were stronger than in the COVID- network. The hearing, numbness, and tense symptoms were more central to the COVID+ network with the latter connected to the sleep, fatigue, and frustrated symptoms. The COVID- network was largely disjointed, with most of the somatosensory symptoms forming their own cluster with no connections to other symptom groups and fatigue not being connected to any other symptom. The cognitive and affective symptoms in the COVID- network were also largely connected to symptoms from within their own groups; (4) conclusions: These findings suggest that many of the long-term neurobehavioral symptoms of COVID-19 form a discernable network and that headaches, frustration, hearing problems, forgetfulness, and tension are the most central symptoms. Cognitive and behavioral rehabilitation strategies targeting these central symptom network features may hold promise to help fracture the lingering symptom network of COVID-19.

Indexed as

COVID-19AdultControl GroupsDizzinessFatigueHeadacheHumansPandemicsPsychometricsCOVID-19Long-COVIDnetwork analysisneurobehavioral symptomsSARS-CoV-2

Identifiers

PMID36612505
PMCPMC9819652
OpenAlexW4312172667

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.