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Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania.

Publication ,  Journal Article
Bodenham, RF; Mazeri, S; Cleaveland, S; Crump, JA; Fasina, FO; de Glanville, WA; Haydon, DT; Kazwala, RR; Kibona, TJ; Maro, VP; Maze, MJ ...
Published in: PLoS Negl Trop Dis
August 2021

BACKGROUND: Brucellosis is a neglected zoonosis endemic in many countries, including regions of sub-Saharan Africa. Evaluated diagnostic tools for the detection of exposure to Brucella spp. are important for disease surveillance and guiding prevention and control activities. METHODS AND FINDINGS: Bayesian latent class analysis was used to evaluate performance of the Rose Bengal plate test (RBT) and a competitive ELISA (cELISA) in detecting Brucella spp. exposure at the individual animal-level for cattle, sheep, and goats in Tanzania. Median posterior estimates of RBT sensitivity were: 0.779 (95% Bayesian credibility interval (BCI): 0.570-0.894), 0.893 (0.636-0.989), and 0.807 (0.575-0.966), and for cELISA were: 0.623 (0.443-0.790), 0.409 (0.241-0.644), and 0.561 (0.376-0.713), for cattle, sheep, and goats, respectively. Sensitivity BCIs were wide, with the widest for cELISA in sheep. RBT and cELISA median posterior estimates of specificity were high across species models: RBT ranged between 0.989 (0.980-0.998) and 0.995 (0.985-0.999), and cELISA between 0.984 (0.974-0.995) and 0.996 (0.988-1). Each species model generated seroprevalence estimates for two livestock subpopulations, pastoralist and non-pastoralist. Pastoralist seroprevalence estimates were: 0.063 (0.045-0.090), 0.033 (0.018-0.049), and 0.051 (0.034-0.076), for cattle, sheep, and goats, respectively. Non-pastoralist seroprevalence estimates were below 0.01 for all species models. Series and parallel diagnostic approaches were evaluated. Parallel outperformed a series approach. Median posterior estimates for parallel testing were ≥0.920 (0.760-0.986) for sensitivity and ≥0.973 (0.955-0.992) for specificity, for all species models. CONCLUSIONS: Our findings indicate that Brucella spp. surveillance in Tanzania using RBT and cELISA in parallel at the animal-level would give high test performance. There is a need to evaluate strategies for implementing parallel testing at the herd- and flock-level. Our findings can assist in generating robust Brucella spp. exposure estimates for livestock in Tanzania and wider sub-Saharan Africa. The adoption of locally evaluated robust diagnostic tests in setting-specific surveillance is an important step towards brucellosis prevention and control.

Duke Scholars

Published In

PLoS Negl Trop Dis

DOI

EISSN

1935-2735

Publication Date

August 2021

Volume

15

Issue

8

Start / End Page

e0009630

Location

United States

Related Subject Headings

  • Tropical Medicine
  • Tanzania
  • Sheep Diseases
  • Sheep
  • Serologic Tests
  • Seroepidemiologic Studies
  • Rose Bengal
  • Male
  • Latent Class Analysis
  • Goats
 

Citation

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Bodenham, R. F., Mazeri, S., Cleaveland, S., Crump, J. A., Fasina, F. O., de Glanville, W. A., … Halliday, J. E. B. (2021). Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania. PLoS Negl Trop Dis, 15(8), e0009630. https://doi.org/10.1371/journal.pntd.0009630
Bodenham, Rebecca F., Stella Mazeri, Sarah Cleaveland, John A. Crump, Folorunso O. Fasina, William A. de Glanville, Daniel T. Haydon, et al. “Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania.PLoS Negl Trop Dis 15, no. 8 (August 2021): e0009630. https://doi.org/10.1371/journal.pntd.0009630.
Bodenham RF, Mazeri S, Cleaveland S, Crump JA, Fasina FO, de Glanville WA, et al. Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania. PLoS Negl Trop Dis. 2021 Aug;15(8):e0009630.
Bodenham, Rebecca F., et al. “Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania.PLoS Negl Trop Dis, vol. 15, no. 8, Aug. 2021, p. e0009630. Pubmed, doi:10.1371/journal.pntd.0009630.
Bodenham RF, Mazeri S, Cleaveland S, Crump JA, Fasina FO, de Glanville WA, Haydon DT, Kazwala RR, Kibona TJ, Maro VP, Maze MJ, Mmbaga BT, Mtui-Malamsha NJ, Shirima GM, Swai ES, Thomas KM, Bronsvoort BMD, Halliday JEB. Latent class evaluation of the performance of serological tests for exposure to Brucella spp. in cattle, sheep, and goats in Tanzania. PLoS Negl Trop Dis. 2021 Aug;15(8):e0009630.

Published In

PLoS Negl Trop Dis

DOI

EISSN

1935-2735

Publication Date

August 2021

Volume

15

Issue

8

Start / End Page

e0009630

Location

United States

Related Subject Headings

  • Tropical Medicine
  • Tanzania
  • Sheep Diseases
  • Sheep
  • Serologic Tests
  • Seroepidemiologic Studies
  • Rose Bengal
  • Male
  • Latent Class Analysis
  • Goats