The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis.
BACKGROUND:Stable low pre-control prevalences of helminth infection are not uncommon in field settings, yet it is poorly understood how such low levels can be sustained, thereby challenging efforts to model them. Disentangling possible facilitating mechanisms is important, since these may differentl...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2018-10-01
|
Series: | PLoS Neglected Tropical Diseases |
Online Access: | http://europepmc.org/articles/PMC6175282?pdf=render |
_version_ | 1818480822634676224 |
---|---|
author | Anneke S de Vos Wilma A Stolk Sake J de Vlas Luc E Coffeng |
author_facet | Anneke S de Vos Wilma A Stolk Sake J de Vlas Luc E Coffeng |
author_sort | Anneke S de Vos |
collection | DOAJ |
description | BACKGROUND:Stable low pre-control prevalences of helminth infection are not uncommon in field settings, yet it is poorly understood how such low levels can be sustained, thereby challenging efforts to model them. Disentangling possible facilitating mechanisms is important, since these may differently affect intervention impact. Here we explore the role of assortative (i.e. non-homogenous) mixing and exposure heterogeneity in helminth transmission, using onchocerciasis as an example. METHODOLOGY/PRINCIPAL FINDINGS:We extended the established individual-based model ONCHOSIM to allow for assortative mixing, assuming that individuals who are relatively more exposed to fly bites are more connected to each other than other individuals in the population as a result of differential exposure to a sub-population of blackflies. We used the model to investigate how transmission stability, equilibrium microfilarial (mf) prevalence and intensity, and impact of mass drug administration depend on the assumed degree of assortative mixing and exposure heterogeneity, for a typical rural population of about 400 individuals. The model clearly demonstrated that with homogeneous mixing and moderate levels of exposure heterogeneity, onchocerciasis could not be sustained below 35% mf prevalence. In contrast, assortative mixing stabilised onchocerciasis prevalence at levels as low as 8% mf prevalence. Increasing levels of assortative mixing significantly reduced the probability of interrupting transmission, given the same duration and coverage of mass drug administration. CONCLUSIONS/SIGNIFICANCE:Assortative mixing patterns are an important factor to explain stable low prevalence situations and are highly relevant for prospects of elimination. Their effect on the pre-control distribution of mf intensities in human populations is only detectable in settings with mf prevalences <30%, where high skin mf density in mf-positive people may be an indication of assortative mixing. Local spatial variation in larval infection intensity in the blackfly intermediate host may also be an indicator of assortative mixing. |
first_indexed | 2024-12-10T11:27:28Z |
format | Article |
id | doaj.art-1372d5ad6f62493a88f11afc02dc5b2d |
institution | Directory Open Access Journal |
issn | 1935-2727 1935-2735 |
language | English |
last_indexed | 2024-12-10T11:27:28Z |
publishDate | 2018-10-01 |
publisher | Public Library of Science (PLoS) |
record_format | Article |
series | PLoS Neglected Tropical Diseases |
spelling | doaj.art-1372d5ad6f62493a88f11afc02dc5b2d2022-12-22T01:50:41ZengPublic Library of Science (PLoS)PLoS Neglected Tropical Diseases1935-27271935-27352018-10-011210e000662410.1371/journal.pntd.0006624The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis.Anneke S de VosWilma A StolkSake J de VlasLuc E CoffengBACKGROUND:Stable low pre-control prevalences of helminth infection are not uncommon in field settings, yet it is poorly understood how such low levels can be sustained, thereby challenging efforts to model them. Disentangling possible facilitating mechanisms is important, since these may differently affect intervention impact. Here we explore the role of assortative (i.e. non-homogenous) mixing and exposure heterogeneity in helminth transmission, using onchocerciasis as an example. METHODOLOGY/PRINCIPAL FINDINGS:We extended the established individual-based model ONCHOSIM to allow for assortative mixing, assuming that individuals who are relatively more exposed to fly bites are more connected to each other than other individuals in the population as a result of differential exposure to a sub-population of blackflies. We used the model to investigate how transmission stability, equilibrium microfilarial (mf) prevalence and intensity, and impact of mass drug administration depend on the assumed degree of assortative mixing and exposure heterogeneity, for a typical rural population of about 400 individuals. The model clearly demonstrated that with homogeneous mixing and moderate levels of exposure heterogeneity, onchocerciasis could not be sustained below 35% mf prevalence. In contrast, assortative mixing stabilised onchocerciasis prevalence at levels as low as 8% mf prevalence. Increasing levels of assortative mixing significantly reduced the probability of interrupting transmission, given the same duration and coverage of mass drug administration. CONCLUSIONS/SIGNIFICANCE:Assortative mixing patterns are an important factor to explain stable low prevalence situations and are highly relevant for prospects of elimination. Their effect on the pre-control distribution of mf intensities in human populations is only detectable in settings with mf prevalences <30%, where high skin mf density in mf-positive people may be an indication of assortative mixing. Local spatial variation in larval infection intensity in the blackfly intermediate host may also be an indicator of assortative mixing.http://europepmc.org/articles/PMC6175282?pdf=render |
spellingShingle | Anneke S de Vos Wilma A Stolk Sake J de Vlas Luc E Coffeng The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. PLoS Neglected Tropical Diseases |
title | The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. |
title_full | The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. |
title_fullStr | The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. |
title_full_unstemmed | The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. |
title_short | The effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration: Model explorations for onchocerciasis. |
title_sort | effect of assortative mixing on stability of low helminth transmission levels and on the impact of mass drug administration model explorations for onchocerciasis |
url | http://europepmc.org/articles/PMC6175282?pdf=render |
work_keys_str_mv | AT annekesdevos theeffectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT wilmaastolk theeffectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT sakejdevlas theeffectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT lucecoffeng theeffectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT annekesdevos effectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT wilmaastolk effectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT sakejdevlas effectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis AT lucecoffeng effectofassortativemixingonstabilityoflowhelminthtransmissionlevelsandontheimpactofmassdrugadministrationmodelexplorationsforonchocerciasis |