Research Methodology
SHIELD Model Structure
Our model defines population compartments along three main axes:
- Syphilis natural history - tracking infection stages and progression
- Syphilis care cascade - modeling screening, diagnosis, and treatment
- HIV care continuum - incorporating HIV status and care engagement
These compartments are further stratified by:
- Age - focusing on key age groups with differential risk
- Race/ethnicity - to capture disparities in disease burden
- STI risk - including MSM, heterosexual activity, injection drug use, and pregnancy status
- Social determinants of health - incorporating factors like insurance coverage and housing instability
Calibration Approach
We use a Bayesian calibration approach that:
Combines prior knowledge about factors underpinning US syphilis epidemics with local-level data
Quantifies uncertainty in parameter estimates
Generates a range of possible epidemic projections
Yields estimates that are robust to model assumptions and inherent unknowns in surveillance
Research Aims
Assessing Existing Control Strategies
We evaluate combinations of improvements in syphilis testing, partner tracing, and treatment initiation among subgroups of people with HIV (PWH) and other priority subgroups (MSM and pregnant women).
Key activities include:
- Projecting the interventions' impact on future trajectory and health disparities
- Estimating the interventions' cost-effectiveness
- Identifying the most impactful and cost-effective intervention combinations for each city
Projecting the Impact of Emerging Strategies
We simulate novel prevention and diagnostic approaches including:
We identify scenarios that are most impactful while remaining cost-effective, and explore combinations with existing approaches that can reduce racial/ethnic disparities in syphilis incidence.
Developing a Decision Support Toolkit
We are developing an online toolkit to help local decision-makers:
Design syphilis interventions based on local epidemiology
Consider budgetary constraints in planning
Visualize projections of impact, cost, and effects on racial disparities
Health Department Partnerships
The SHIELD project partners with health departments in:
- New York City
- Baltimore City
- New York State
Economic Modeling
Our economic analysis assesses the affordability and cost-effectiveness of potential interventions for syphilis control:
- Estimating costs from both healthcare and societal perspectives
- Calculating total budget impact based on population coverage
- Determining cost per quality-adjusted life year (QALY) gained
- Evaluating cost per syphilis infection averted and cost per congenital syphilis case averted
"Given funding constraints in the public health landscape, effective allocation of scarce public health resources is critical to controlling the syphilis epidemic."