| Literature DB >> 24983455 |
Ashleigh R Tuite1, Ann N Burchell2, David N Fisman3.
Abstract
BACKGROUND: Syphilis co-infection risk has increased substantially among HIV-infected men who have sex with men (MSM). Frequent screening for syphilis and treatment of men who test positive might be a practical means of controlling the risk of infection and disease sequelae in this population.Entities:
Mesh:
Year: 2014 PMID: 24983455 PMCID: PMC4077736 DOI: 10.1371/journal.pone.0101240
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Model variables and sources.
| Variable | Details | Base Case Value | Range | Source |
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| Age (yr, SD) | 43.5 | 9.6 | Burchell et al. | |
| CD4 count (cells/µL) (SD) | 455 | 266 | Burchell et al. | |
| Population with previous treated syphilis infection (%) | 21 | – | Burchell et al. | |
| Annual incidence (%) | First infection | 4.0 | – | Burchell et al. |
| Re-infection | 4.8 | – | Burchell et al. | |
| Probability of death (per yr) | Baseline probability of death | Age-specific estimates | Statistics Canada | |
| Excess mortality hazard in HIV-positive individuals | 0.05 | 0.03–0.09 | Bhaskaran et al. | |
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| Average duration of syphilis stages (mo) | Primary | 0.7 | 0.2–3.0 | Garnett et al. |
| Secondary | 3.6 | 0.5–6.0 | Garnett et al. | |
| Early latent | 7.7 | 3.0–11.3 | Garnett et al. | |
| Duration of immunity after treatment of late latent syphilis (yr) | 5 | 1–10 | Garnett et al. | |
| Time to develop late neurosyphilis (yr) | 15 | 2–30 | Golden et al. | |
| Probability of developing symptomatic neurosyphilis | Probability of neurologic involvement | 0.33 | 0.2–0.4 | Golden et al. |
| Probability of developing early neurosyphilis | 0.05 | 0.03–0.09 | Golden et al. | |
| Probability of developing late neurosyphilis (among those with neurologic involvement) | 0.09 | 0.04–0.14 | Golden et al. | |
| Probability of recovery from symptomatic early neurosyphilis without disability, following treatment | 0.70 | 0.54–0.83 | CDC | |
| Odds of developing neurosyphilis if CD4 count <350 cells/mL (relative to CD4≥350) | 3 | 1.3–7 | Ghanem et al. | |
| Time to develop tertiary syphilis (yr) | 20 | 10–30 | PHAC | |
| Probability of developing tertiary syphilis (gummatous and cardiovascular) | 0.25 | 0.15–0.35 | Larsen | |
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| Screening test (EIA) sensitivity | Primary | 0.93 | 0.77–1 | Sena et al. |
| Secondary | 1 | 0.95–1 | Owusu-Edusei et al. | |
| Early latent | 1 | 0.95–1 | Owusu-Edusei et al. | |
| Late latent | 0.99 | 0.94–1 | Owusu-Edusei et al. | |
| Screening test (EIA) specificity | No prior syphilis infection | 0.99 | 0.94–1 | Sena et al. |
| Previous treated syphilis infection | 0.11 | 0.02–0.28 | Blandford et al. | |
| Confirmatory test (RPR) sensitivity | Primary | 0.86 | 0.77–0.99 | Sena et al. |
| Secondary | 0.99 | 0.95–1 | Owusu-Edusei et al. | |
| Early latent | 0.98 | 0.95–1 | Sena et al. | |
| Late latent | 0.73 | 0.37–0.94 | Owusu-Edusei et al. | |
| Confirmatory test (RPR) specificity | No prior syphilis infection | 0.98 | 0.93–0.99 | Sena et al. |
| Previous treated syphilis infection | 0.95 | 0.7–1 | Owusu-Edusei et al. | |
| Probability of receiving lumbar puncture | Late latent, tertiary, neurosyphilis or any state with CD4 count ≤350 cells/µL | 1 | PHAC | |
| CD4 count >350 cells/µL and not in late latent, tertiary or neurosyphilis stage | 0 | PHAC | ||
| Probability of post-dural headache following lumbar puncture | 0.2 | 0.06–0.36 | Turnbull and Shepherd | |
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| Probability of seeking treatment for syphilis symptoms | Primary | 0.35 | 0.2–0.45 | Bissessor et al. |
| Secondary | 0.6 | 0.4–0.85 | Bissessor et al. | |
| Early latent | 0.1 | 0.05–0.15 | Bissessor et al. | |
| Probability of treating individual identified as syphilis infected | True positive | 0.95 | 0.8–1 | Blandford et al. |
| False positive, no prior history of syphilis infection | 0.95 | 0.8–1 | Blandford et al. | |
| False positive, history of treated syphilis infection | 0.2 | 0–0.95 | Assumption | |
| Probability of treatment failure | Early syphilis | 0.05 | 0.02–0.09 | Blank et al. |
| Late syphilis | 0.19 | 0.15–0.30 | Blank et al. | |
| Probability of anaphylaxis following treatment | 0.0002 | 0.0001–0.0004 | Tsevat et al. | |
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| Set point viral load (log copies/mL) | 4.6 | – | Deeks et al. | |
| Increase in CD4 count with initiation of ART (cells/µL) |
| – | Drusano et al. | |
| Decline in CD4 count with detectable viral load (cells/µL) | −79.2+33.5× log viral load | – | Cook et al. | |
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| Achieved coverage | Higher coverage screening | 1 | – | Assumption |
| Usual care | 0.57 | – | Burchell et al. | |
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| Diagnostic tests (including labour) | Screening test | 3.8 | 3.0–5.3 | Public Health Ontario Laboratories (PHOL); Ontario Ministry of Health and Long-Term Care (MHLTC) |
| Confirmatory test | 16.0 | 6.0–25.0 | PHOL; Ontario Ministry of Health and Long-Term Care (MHLTC) | |
| Lumbar puncture | 275 | 128–309 | PHOL; Ontario Ministry of Health and Long-Term Care (MHLTC) | |
| Treatment | Early syphilis | 400 | 200–600 | MHLTC |
| Late syphilis | 635 | 320–950 | MHLTC | |
| Neurosyphilis | 14680 | 7340–22020 | MHLTC | |
| Tertiary | 4160 | 2080–6240 | MHLTC | |
| Adverse events | Post-dural headache | 66 | 33–99 | Fisman et al. |
| Anaphylaxis | 4850 | 2425–7275 | Fisman et al. | |
| Lifetime cost of tertiary or neurosyphilis (excluding treatment) | 91015 | 45005–136520 | Owusu-Edusei et al. | |
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| Base case, HIV-infected individual on ART | 0.83 | 0.45–1 | Sanders et al. | |
| Base case, HIV-infected individual, asymptomatic, not on ART | 0.89 | 0.8–1 | Sanders et al. | |
| Syphilis disutility | Primary syphilis | 0.0072 | 0.0065–0.0079 | Kwong et al. |
| Secondary syphilis | 0.041 | 0.036–0.045 | Kwong et al. | |
| Neurosyphilis and tertiary syphilis (per year) | 0.094 | 0.074–0.283 | Kwong et al. | |
| Lumbar puncture disutility | Procedure | 0.01 | 0.005–0.05 | Ward et al., |
| Post-dural headache | 0.02 | 0.005–0.05 | Ward et al., | |
| Disutility of treatment-associated anaphylaxis | 0.02 | 0.007–0.03 | Pepper and Owens | |
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| Cycle length (mo) | 1 | Assumption | ||
| Discount rate (%) | 5 | 0–5 | CADTH |
We assumed no prevalent infection at baseline.
Early neurosyphilis refers to neurosyphilis that develops during the primary, secondary, or early latent stages of syphilis infection.
Early syphilis refers to primary, secondary, or early latent syphilis infection.
Base case treatment cost for neurosyphilis was calculated as the weighted average of inpatient and outpatient treatment, assuming 95% of cases require inpatient treatment. Base case treatment cost for tertiary syphilis was calculated as the weighted average of gummatous and cardiovascular syphilis, assuming 62% of tertiary syphilis cases are gummatous and 38% are cardiovascular [16]. Cardiovascular cases were further subdivided into those requiring surgery (20%) [70] and those not requiring surgery.
Post-dural headache was assumed to require a general practitioner visit. Anaphylaxis was assumed to require hospitalization.
Figure 1Simplified overview of screening and treatment component of the decision analytic model.
A decision is made to screen or not screen HIV-positive MSM at risk of syphilis acquisition. If screening is performed, men can be correctly or incorrectly classified, resulting in appropriate or inappropriate use of resources, with associated costs and health consequences. Syphilis is treated according to the current Canadian guidelines. Chance nodes indicate points at which probabilities (described in ) are applied. Individuals progress to the appropriate health state (outlined in ) following progression through the screening and treatment decision tree. Note that men who seek treatment for symptomatic syphilis infection follow the same set of decisions.
Figure 2Markov model overview.
The model has eleven health states, with allowed transitions between states indicated by arrows. Men have a chance of remaining uninfected or acquiring syphilis and progressing through the disease states. Syphilis infection is characterized by four stages: primary, secondary, early latent, and late latent, which may develop into tertiary syphilis. Men only exit the tertiary syphilis state via death, even if they receive treatment. Men may develop neurosyphilis at any stage of their syphilis infection. Men with early syphilis may receive treatment and recover without disability or have lifetime disability (indicated by entry into the tertiary syphilis state). All men with late neurosyphilis are assumed to have lifetime disability and enter the tertiary syphilis state. Men may transition to the death state from any model state. Treatment results in men returning to the ‘previously infected and treated' state. Movement through the model health states depends on transition probabilities identified from the literature. Disutilities are associated with the primary, secondary, tertiary, and neurosyphilis states and long-term healthcare costs are associated with tertiary and neurosyphilis.
Figure 3Model validation and projections.
Model estimated diagnosis of early neurosyphilis, infectious (primary, secondary, and early latent) syphilis, and false positive cases. Reported values represent the average rates in the modeled cohort over a 20-year period for the different strategies evaluated. Neurosyphilis infections are plotted x100 for comparability. Usual care – annual represents model projections based on current estimates of screening coverage and frequency among HIV-infected MSM under medical care. Toronto HIV-infected men represents estimated rates of diagnosed early neurosyphilis among HIV infected men living in Toronto (average for the years 2008–2012, error bars represent 95% confidence intervals). Usual care, usual 6 months, and usual 3 months refer to screening 57% of the population every 12, 6, or 3 months, respectively. Higher coverage annual, 6, months and 3 months refer to screening 100% of the population every 12, 6, or 3 months, respectively.
Discounted health and economic outcomes associated with different syphilis screening strategies.
| Strategy | Discounted Cost | Incremental Cost (CDN $) | Discounted Life Expectancy (y) | Discounted Effectiveness | Incremental Effectiveness (QALY) | ICER ($/QALY) |
| Higher coverage, 6 months | 1019.51 | – | 16.0871 | 13.3497 | – | – |
| Higher coverage, annual | 1059.74 | 40.22 | 16.0888 | 13.3468 | −0.0030 | Dominated |
| Usual, 6 months | 1148.20 | 128.69 | 16.0891 | 13.3466 | −0.0031 | Dominated |
| Usual, 3 months | 1195.81 | 176.30 | 16.0824 | 13.3448 | −0.0049 | Dominated |
| Usual care | 1310.25 | 290.73 | 16.0855 | 13.3398 | −0.0099 | Dominated |
| Higher coverage, 3 months | 1408.94 | 389.42 | 16.0892 | 13.3548 | 0.0050 | 77,516.35 |
Abbreviations: QALY, quality-adjusted life year; ICER, incremental cost-effectiveness ratio.
Higher coverage, 100% coverage; Usual, 57% coverage.
Discounted at 5%.
Figure 4Strategy acceptability for different willingness-to-pay thresholds.
The frequency with which each strategy was optimal at willingness-to-pay thresholds of 0, $50,000, or $150,000 per QALY is shown for 1000 probabilistic trials with 1000 individuals assigned to each strategy within each trial. Usual care, usual 6 months, and usual 3 months refer to screening 57% of the population every 12, 6, or 3 months, respectively. Higher coverage annual, 6, months and 3 months refer to screening 100% of the population every 12, 6, or 3 months, respectively.
Preferred syphilis screening strategies under alternate model assumptions and for different willingness-to-pay thresholds.
| Preferred Strategy | ||||
| Variable | Details | 0 | 50,000 | 150,000 |
| Base case | Higher coverage 6 | Higher coverage 6 | Higher coverage 3 | |
| Probability of treating false positive cases among previously infected men | 0 | Higher coverage 6 | Higher coverage annual | Higher coverage 3 |
| 0.5 | Higher coverage annual | Higher coverage annual | Higher coverage annual | |
| 0.95 | Higher coverage annual | Usual 6 | Higher coverage 3 | |
| Probability of treating false and true positive cases among previously infected men | 0.2 | Higher coverage 3 | Higher coverage 3 | Higher coverage 3 |
| 0.5 | Higher coverage 6 | Higher coverage 3 | Higher coverage 3 | |
| 0.75 | Higher coverage annual | Higher coverage 6 | Higher coverage 6 | |
| Syphilis incidence | 2-fold increase | Higher coverage 6 | Higher coverage 6 | Higher coverage 6 |
| 5-fold increase | Higher coverage 3 | Higher coverage 3 | Higher coverage 3 | |
| 2-fold decrease | Higher coverage annual | Higher coverage 6 | Higher coverage 6 | |
| 5-fold decrease | Usual care | Higher coverage 6 | Higher coverage 6 | |
| Linear decrease from current level to 0 over 20 years | Higher coverage annual | Higher coverage annual | Higher coverage annual | |
| CD4 count at which initiate ART | 350 cells/mL | Higher coverage 6 | Higher coverage 6 | Higher coverage 3 |
| Uptake of higher coverage screening | 60–90% | Higher coverage 6 | Higher coverage 6 | Higher coverage 6 |
| Duration of infection risk/duration of screening program (yr) | 10/10 | Higher coverage 6 | Higher coverage 6 | Higher coverage 6 |
| 10/20 | Higher coverage annual | Higher coverage 6 | Higher coverage 6 | |
| 10/30 | Higher coverage annual | Higher coverage 6 | Higher coverage 6 | |
| 20/30 | Higher coverage annual | Higher coverage 6 | Higher coverage 6 | |
| 30/30 | Higher coverage 6 | Higher coverage 6 | Higher coverage 6 | |
Higher coverage annual, 6, and 3 refer to screening 100% of the population every 12, 6, or 3 months, respectively (except for the analysis where uptake was varied from 60–90%). Usual care and usual 6 refer to screening 57% of the population every 12 or 6 months, respectively.
In the base case, probability of treating a false positive case with prior history of syphilis infection was 0.2; probability of treating a false positive case with no prior history of syphilis infection and all true positive cases was 0.95; syphilis incidence was 4 per 100 person-years (py) in never infected men and 4.8 per 100 py in previously infected men; ART was initiated when CD4 count was <500 cells/mL; uptake of higher coverage screening was 100%; and duration of infection risk and duration of screening program were both 20 years.
Undiscounted health and economic outcomes associated with different syphilis screening strategies.
| Strategy | Cost (CDN $) | Incremental Cost (CDN $) | Life Expectancy (y) | Effectiveness (QALY) | Incremental Effectiveness (QALY) | ICER ($/QALY) |
| Higher coverage, 6 months | 1661.30 | 35.1304 | 29.129 | |||
| Higher coverage, annual | 1834.26 | 172.96 | 35.1079 | 29.1241 | −0.005 | Dominated |
| Usual, 3 months | 1959.64 | 298.34 | 35.0891 | 29.1037 | −0.0253 | Dominated |
| Usual, 6 months | 2003.24 | 341.94 | 35.1271 | 29.1252 | −0.0039 | Dominated |
| Higher coverage, 3 months | 2225.39 | 564.08 | 35.1205 | 29.1314 | 0.0024 | 239,539 |
| Usual care | 2499.95 | 838.65 | 35.1077 | 29.0968 | −0.0323 | Dominated |
Abbreviations: QALY, quality-adjusted life year; ICER, incremental cost-effectiveness ratio.
Higher coverage, 100% coverage; Usual, 57% coverage.