Evaluation of outbreak response immunization in the control of pertussis using agent-based modeling
Authored by Nathaniel D Osgood, Alexander Doroshenko, Weicheng Qian
Date Published: 2016
DOI: 10.7717/peerj.2337
Sponsors:
The Alberta Health grant
A. Doroshenko’s start-up funds
Platforms:
AnyLogic
Model Documentation:
Other Narrative
Pseudocode
Model Code URLs:
Model code not found
Abstract
Background. Pertussis control remains a challenge due to recently
observed effects of waning immunity to acellular vaccine and suboptimal
vaccine coverage. Multiple outbreaks have been reported in different
ages worldwide. For certain outbreaks, public health authorities can
launch an outbreak response immunization (OM) campaign to control
pertussis spread. We investigated effects of an outbreak response
immunization targeting young adolescents in averting pertussis cases.
Methods. We developed an agent-based model for pertussis transmission
representing disease mechanism, waning immunity, vaccination schedule
and pathogen transmission in a spatially-explicit 500,000-person contact
network representing a typical Canadian Public Health district.
Parameters were derived from literature and calibration. We used
published cumulative incidence and dose-specific vaccine coverage to
calibrate the model's epidemiological curves. We endogenized outbreak
response by defining thresholds to trigger simulated immunization
campaigns in the 10-14 age group offering 80\% coverage. We ran paired
simulations with and without outbreak response immunization and included
those resulting in a single ORI within a 10-year span. We calculated the
number of cases averted attributable to outbreak immunization campaign
in all ages, in the 10-14 age group and in infants. The count of cases
averted were tested using Mann Whitney U test to determine statistical
significance. Numbers needed to vaccinate during immunization campaign
to prevent a single case in respective age groups were derived from the
model. We varied adult vaccine coverage, waning immunity pararneters, immunization campaign eligibility and tested stronger vaccination
boosting effect in sensitivity analyses.
Results. 189 qualified paired-runs were analyzed. On average, ORI was
triggered every 26 years. On a per-run basis, there were an average of
124, 243 and 429 pertussis cases averted across all age groups within 1, 3 and 10 years of a campaign, respectively. During the same time
periods, 53, 96, and 163 cases were averted in the 10-14 age group, and
6, 11, 20 in infants under 1 (p < 0.001, all groups). Numbers needed to
vaccinate ranged from 49 to 221, from 130 to 519 and from 1,031 to 4,903
for all ages, the 10-14 age group and for infants, respectively. Most
sensitivity analyses resulted in minimal impact on a number of cases
averted.
Discussion. Our model generated 30 years of longitudinal data to
evaluate effects of outbreak response immunization in a controlled
study. Immunization campaign implemented as an outbreak response measure
among adolescents may confer benefits across all ages accruing over a
10-year period. Our inference is dependent on having an outbreak of
significant magnitude affecting predominantly the selected age and
achieving a comprehensive vaccine coverage during the campaign. Economic
evaluations and comparisons with other control measures can add to
conclusions generated by our work.
Tags
Infection
Policy
systems
transmission
disease
Strategies
Vaccine
Immunity
Cocooning program
Adolescent