Evidence map›Paper›PMID 35897436›Full record

ArticleInternational journal of environmental research and public health2022

Big Data to Knowledge Analytics Reveals the Zika Virus Epidemic as Only One of Multiple Factors Contributing to a Year-Over-Year 28-Fold Increase in Microcephaly Incidence.

Myriam Patricia Cifuentes, Clara Mercedes Suarez, Ricardo Cifuentes, Noel Malod-Dognin, Sam Windels, Jose Fernando Valderrama, Paul D Juarez, R Burciaga Valdez, Cynthia Colen, Charles Phillips and 6 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. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
0.4field-weighted citation impact, top 37% 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

0 citing papers in PubMed, 2 citations in OpenAlex.

No citing paper in PubMed yet.

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

16 authors at 12 institutions in 3 countries.

Myriam Patricia CifuentesDepartment of Mathematics, College of Sciences, Antonio Nariño University, Bogotá 111321, Colombia.
Clara Mercedes SuarezMaestria en Salud Pública, Universidad Santo Tomás, Bogota 150001, Colombia.
Ricardo CifuentesSchool of Medicine and Health Sciences, Universidad Militar Nueva Granada, Bogotá 110111, Colombia.
Noel Malod-DogninDepartment of Computer Science, University College London, London WC1E 6BT, UK.
Sam WindelsDepartment of Computer Science, University College London, London WC1E 6BT, UK.
Jose Fernando ValderramaSubdirectorate of Transmissible Diseases, Ministry of Health and Social Protection, Bogotá 110311, Colombia.
Paul D JuarezDepartment of Family and Community Medicine, Meharry Medical College, Nashville, TN 37208, USA.ORCID 0000-0002-3120-7333
R Burciaga ValdezDepartment of Family & Community Medicine, School of Medicine, University of New Mexico, Albuquerque, NM 87106, USA.
Cynthia ColenDepartment of Sociology, College of Arts and Sciences, Ohio State University, Columbus, OH 43210, USA.ORCID 0000-0001-6926-2541
Charles PhillipsElectrical Engineering and Computer Science, University of Tennessee, Knoxville, TN 37996, USA.
Aramandla RameshDepartment of Biochemistry, Cancer Biology, Neuroscience and Pharmacology, Meharry Medical College, Nashville, TN 37208, USA.
Wansoo ImDepartment of Family and Community Medicine, Meharry Medical College, Nashville, TN 37208, USA.
Maureen LichtveldDepartment of Environmental and Occupational Health, University of Pittsburgh, Pittsburgh, PA 15261, USA.
Charles MoutonDepartment of Family Medicine, College of Medicine, University of Texas Medical Branch, Galveston, TX 77555, USA.
Nataša PržuljDepartment of Computer Science, University College London, London WC1E 6BT, UK.
Darryl B HoodDivision of Environmental Health Sciences, College of Public Health, Ohio State University, Columbus, OH 43210, USA.ORCID 0000-0003-3053-1024
Meharry Medical College · USUniversity College London · GBFlorida State University · USMilitary University Nueva Granada · COMinistry of Health and Social Protection · COThe Ohio State University · USThe University of Texas Medical Branch at Galveston · USUniversidad Antonio Nariño · COUniversidad Santo Tomás · COUniversity of New Mexico · USUniversity of Pittsburgh · USUniversity of Tennessee at Knoxville · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

During the 2015-2016 Zika Virus (ZIKV) epidemic in Brazil, the geographical distributions of ZIKV infection and microcephaly outbreaks did not align. This raised doubts about the virus as the single cause of the microcephaly outbreak and led to research hypotheses of alternative explanatory factors, such as environmental variables and factors, agrochemical use, or immunizations. We investigated context and the intermediate and structural determinants of health inequalities, as well as social environment factors, to determine their interaction with ZIKV-positive- and ZIKV-negative-related microcephaly. The results revealed the identification of 382 associations among 382 nonredundant variables of Zika surveillance, including multiple determinants of environmental public health factors and variables obtained from 5565 municipalities in Brazil. This study compared those factors and variables directly associated with microcephaly incidence positive to ZIKV and those associated with microcephaly incidence negative to ZIKV, respectively, and mapped them in case and control subnetworks. The subnetworks of factors and variables associated with low birth weight and birthweight where birth incidence served as an additional control were also mapped. Non-significant differences in factors and variables were observed, as were weights of associations between microcephaly incidence, both positive and negative to ZIKV, which revealed diagnostic inaccuracies that translated to the underestimation of the scope of the ZIKV outbreak. A detailed analysis of the patterns of association does not support a finding that vaccinations contributed to microcephaly, but it does raise concerns about the use of agrochemicals as a potential factor in the observed neurotoxicity arising from the presence of heavy metals in the environment and microcephaly not associated with ZIKV. Summary: A comparative network inferential analysis of the patterns of variables and factors associated with Zika virus infections in Brazil during 2015-2016 coinciding with a microcephaly epidemic identified multiple contributing determinants. This study advances our understanding of the cumulative interactive effects of exposures to chemical and non-chemical stressors in the built, natural, physical, and social environments on adverse pregnancy and health outcomes in vulnerable populations.

Indexed as

MicrocephalyZika VirusZika Virus InfectionBig DataBrazilFemaleHumansIncidencePregnancyagrochemicalsBig Data to Knowledge (BD2K)chemical and non-chemical stressorscomparative network inferential analysisenvironmental public healthmicrocephalypublic health exposome (PHE)vulnerable populationsZika Virus (ZIKV)

Identifiers

PMID35897436
PMCPMC9331749
OpenAlexW4287832124

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.