Big Data to Knowledge Analytics Reveals the Zika Virus Epidemic as Only One of Multiple Factors Contributing to a
Myriam Patricia Cifuentes1,2, Clara Mercedes Suarez3, Ricardo Cifuentes4
1Department of Mathematics, College of Sciences, Antonio Nariño University, Bogotá 111321, Colombia.
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.
Insights
The 2015-2016 Zika Virus (ZIKV) epidemic in Brazil showed misaligned ZIKV and microcephaly outbreaks, suggesting other factors contributed. This study found agrochemical use and environmental heavy metals, not vaccinations, may be linked to neurotoxicity and microcephaly.
Area of Science:
- Environmental health
- Epidemiology
- Public health
Background:
- The 2015-2016 Zika Virus (ZIKV) epidemic in Brazil coincided with a microcephaly outbreak, but their geographical distributions did not align.
- This discrepancy prompted investigation into factors beyond ZIKV, including environmental variables, agrochemical use, and immunizations, as potential contributors to microcephaly.
Purpose of the Study:
- To investigate the interaction of environmental, social, and health inequality determinants with ZIKV-positive and ZIKV-negative microcephaly.
- To identify factors associated with microcephaly incidence in Brazil during the epidemic.
Main Methods:
- A comparative network inferential analysis was conducted on 382 variables from 5565 Brazilian municipalities.
- Factors and variables associated with ZIKV-positive and ZIKV-negative microcephaly were mapped in case and control subnetworks.
- Subnetworks for low birth weight and birth weight were also mapped using birth incidence as a control.
Main Results:
- The study identified 382 associations among environmental public health factors and surveillance variables.
- Non-significant differences in factors and association weights between ZIKV-positive and ZIKV-negative microcephaly suggested diagnostic inaccuracies and underestimation of the ZIKV outbreak.
- Analysis did not support vaccinations as a cause of microcephaly but raised concerns about agrochemicals and environmental heavy metals linked to non-ZIKV-associated neurotoxicity and microcephaly.
Conclusions:
- Multiple environmental and social determinants interact to influence adverse pregnancy outcomes, including microcephaly.
- Diagnostic inaccuracies in ZIKV surveillance may have underestimated the epidemic's scope.
- Agrochemicals and environmental heavy metals warrant further investigation as potential contributors to microcephaly and neurotoxicity.
More Related Videos
Related Concept Videos
Steps in Outbreak Investigation
Statistical Methods for Analyzing Epidemiological Data


