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Characterizing environmental surveillance sites in Nigeria and their sensitivity to detect poliovirus and other enteroviruses
- Publication Year :
- 2020
- Publisher :
- Oxford University Press (OUP), 2020.
-
Abstract
- Background Environmental surveillance (ES) for poliovirus is increasingly important for polio eradication, often detecting circulating virus before paralytic cases are reported. The sensitivity of ES depends on appropriate selection of sampling sites, which is difficult in low-income countries with informal sewage networks. Methods We measured ES site and sample characteristics in Nigeria during June 2018–May 2019, including sewage physicochemical properties, using a water-quality probe, flow volume, catchment population, and local facilities such as hospitals, schools, and transit hubs. We used mixed-effects logistic regression and machine learning (random forests) to investigate their association with enterovirus isolation (poliovirus and nonpolio enteroviruses) as an indicator of surveillance sensitivity. Results Four quarterly visits were made to 78 ES sites in 21 states of Nigeria, and ES site characteristic data were matched to 1345 samples with an average enterovirus prevalence among sites of 68% (range, 9%–100%). A larger estimated catchment population, high total dissolved solids, and higher pH were associated with enterovirus detection. A random forests model predicted “good” sites (enterovirus prevalence >70%) from measured site characteristics with out-of-sample sensitivity and specificity of 75%. Conclusions Simple measurement of sewage properties and catchment population estimation could improve ES site selection and increase surveillance sensitivity.
- Subjects :
- 0301 basic medicine
ERADICATION
030231 tropical medicine
Population
Immunology
Site selection
Sewage
Nigeria
Biology
medicine.disease_cause
Logistic regression
Microbiology
environmental
03 medical and health sciences
0302 clinical medicine
Environmental health
Poliomyelitis eradication
medicine
Enterovirus Infections
Immunology and Allergy
Humans
sewage
education
Antigens, Viral
PROGRESS
11 Medical and Health Sciences
Enterovirus
education.field_of_study
Science & Technology
poliovirus
business.industry
Environmental surveillance
Poliovirus
06 Biological Sciences
030104 developmental biology
Infectious Diseases
surveillance
business
Life Sciences & Biomedicine
Poliomyelitis
Environmental Monitoring
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....48d6be0ac83000c6895e726431c9a2f2