Back to Search Start Over

Defining Seropositivity Thresholds for Use in Trachoma Elimination Studies.

Authors :
Stephanie J Migchelsen
Diana L Martin
Khamphoua Southisombath
Patrick Turyaguma
Anne Heggen
Peter Paul Rubangakene
Hassan Joof
Pateh Makalo
Gretchen Cooley
Sarah Gwyn
Anthony W Solomon
Martin J Holland
Paul Courtright
Rebecca Willis
Neal D E Alexander
David C W Mabey
Chrissy H Roberts
Source :
PLoS Neglected Tropical Diseases, Vol 11, Iss 1, p e0005230 (2017)
Publication Year :
2017
Publisher :
Public Library of Science (PLoS), 2017.

Abstract

BACKGROUND:Efforts are underway to eliminate trachoma as a public health problem by 2020. Programmatic guidelines are based on clinical signs that correlate poorly with Chlamydia trachomatis (Ct) infection in post-treatment and low-endemicity settings. Age-specific seroprevalence of anti Ct Pgp3 antibodies has been proposed as an alternative indicator of the need for intervention. To standardise the use of these tools, it is necessary to develop an analytical approach that performs reproducibly both within and between studies. METHODOLOGY:Dried blood spots were collected in 2014 from children aged 1-9 years in Laos (n = 952) and Uganda (n = 2700) and from people aged 1-90 years in The Gambia (n = 1868). Anti-Pgp3 antibodies were detected by ELISA. A number of visual and statistical analytical approaches for defining serological status were compared. PRINCIPAL FINDINGS:Seroprevalence was estimated at 11.3% (Laos), 13.4% (Uganda) and 29.3% (The Gambia) by visual inspection of the inflection point. The expectation-maximisation algorithm estimated seroprevalence at 10.4% (Laos), 24.3% (Uganda) and 29.3% (The Gambia). Finite mixture model estimates were 15.6% (Laos), 17.1% (Uganda) and 26.2% (The Gambia). Receiver operating characteristic (ROC) curve analysis using a threshold calibrated against external reference specimens estimated the seroprevalence at 6.7% (Laos), 6.8% (Uganda) and 20.9% (The Gambia) when the threshold was set to optimise Youden's J index. The ROC curve analysis was found to estimate seroprevalence at lower levels than estimates based on thresholds established using internal reference data. Thresholds defined using internal reference threshold methods did not vary substantially between population samples. CONCLUSIONS:Internally calibrated approaches to threshold specification are reproducible and consistent and thus have advantages over methods that require external calibrators. We propose that future serological analyses in trachoma use a finite mixture model or expectation-maximisation algorithm as a means of setting the threshold for ELISA data. This will facilitate standardisation and harmonisation between studies and eliminate the need to establish and maintain a global calibration standard.

Details

Language :
English
ISSN :
19352727 and 19352735
Volume :
11
Issue :
1
Database :
Directory of Open Access Journals
Journal :
PLoS Neglected Tropical Diseases
Publication Type :
Academic Journal
Accession number :
edsdoj.f8a8bf16d8042a99a3f770937bb3040
Document Type :
article
Full Text :
https://doi.org/10.1371/journal.pntd.0005230