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. Author manuscript; available in PMC: 2015 Feb 15.
Published in final edited form as: J Acquir Immune Defic Syndr. 2014 Aug 15;66(5):552–558. doi: 10.1097/QAI.0000000000000219

Table 1.

Model Parameters

Epidemiological
Data Point
Value, Rio
de Janeiro
(age 15–59)
Model
Output
Matched Model Parameter Parameter
Value (Fit to
Data)
Sensitivity
Analysis Range
Reference
TB incidence,
per 100,000/yr
122 122 Number of TB transmissions
per infectious person-year
6.54 5.13–7.50 City of Rio de
Janeiro27
TB prevalence,
per 100,000
132 132 Rate of TB diagnosis and
treatment
0.87/year 0.78–1.00 World Health
Organization28
TB mortality, per
100,000/yr
6.5 6.5 Pre-diagnosis TB mortality
rate (HIV-negative)
0.038/year 0.023–0.054 City of Rio de
Janeiro20
TB incidence in
PLHIV, per
100,000 pop/yr
15.7 15.7 Proportion of new TB
infections resulting in rapid
progression (HIV-positive)
1.0a 0.09–1.0 City of Rio de
Janeiro20
Rate of slow TB progression
after remote infection
(HIV-positive)
0.10/yeara 0.04–0.31 Gilks et al29
Horsburgh et al30
TB mortality in
PLHIV, per
100,000/yr
1.54 1.54 Pre-diagnosis TB mortality
rate (HIV, CD4 ≤350)
0.087/yearb 0.048–0.130 City of Rio de
Janeiro20
ART coverage, CD4
≤350
80% 80.0% Rate of ART initiation 1.04/year 0.77–1.47 UNAIDS31
Rate of ART discontinuation 0.2/year 0.12–0.29 Assumption
HIV prevalence,
per 100,000
600 600 HIV incidence 3.8x10−4/year 1.7–5.9x10−4 City of Rio de
Janeiro20
HIV mortality,
per 100,000/yr
24.6 24.6 HIV mortality rate (CD4
≤350, non-TB)
0.061/yearb 0.030–0.100 City of Rio de
Janeiro20
Proportion of
retreatment cases
0.274 0.274 TB relapse rate 0.013/year 0.006–0.030 City of Rio de
Janeiro20
Proportion of TB
that is MDR
0.019 0.019 Relative infectiousness of
MDR-TB
0.65 0.33–0.85 World Health
Organization28
Proportion of
MDR-TB that is
retreatment
0.52 0.52 Proportion of recoveries
ending in new MDR-TB
0.005 0.002–0.007 World Health
Organization28

Literature-Based Model
Parameter
Value (from
Literature)
Sensitivity
Range
Reference

Relative infectiousness of TB
in PLHIV, per person-day
0.75 0.4–1.0 Golub et al32
Partial immunity to TB re-
infection if latently infected
0.56 0.0–1.0 Cohen et al23
Sutherland et al33
Vynnycky et al34
Proportion of infections that
progress rapidly to active TB
0.087 0.066–0.100 Vynnycky et al34
Rate of slow progression
from remote TB infection
(HIV-negative)
0.0005/year 0.0002–0.0011 Horsburgh et al30
Protective efficacy of IPT
against reactivation TBc
0.67 0.5–1.0 Ferebee3
Akolo et al5
Rate of CD4 progression to
≤350 cells/mm3
0.2 0.0–0.4 Sanders et al35
Non-HIV, non-TB mortality 0.004/year 0.0–0.008 City of Rio de
Janeiro20
a

Initial estimates were that 25% of TB infections would result in rapid progression, and the rate of slow progression after remote infection was 0.026/year.30 However, these estimates resulted in substantial underestimates of the burden of HIV/TB. Reasoning that this was more likely due to underestimation of recent, rather than remote, infection (e.g., clustering of recent infection), we allowed the ratio between these two parameters to remain constant, even though this ultimately resulted in an estimated proportion of rapid TB progression equal to 1.0. This provides a maximally conservative estimate of the impact of IPT, which has no benefit against reinfection TB in the model. We also performed sensitivity analysis around a protective effect of antiretroviral therapy (ART) against TB infection of 0.0–1.0.

b

We assumed that HIV-infected populations with either CD4 nadir >350 cells/mm3 or use of ART would experience mortality rates at the mean of the rates listed for HIV-infected (CD4 ≤350) and -uninfected populations in the Table.

c

IPT was assumed to have a duration of effect of at least five years (the duration of the analysis); in a sensitivity analysis, this duration of effect was reduced to six months, as described in the text.