Abstract
Background
Regimens for isoniazid-based preventive therapy (IPT) for tuberculosis (TB) in HIV-infected individuals have not been widely adopted given concerns regarding efficacy, adherence and drug resistance. Further, the cost-effectiveness of IPT has not been studied in India.
Methods
We used an HIV/TB model to project TB incidence, life expectancy, cost and incremental cost-effectiveness of six months of isoniazid plus ethambutol (6EH), thirty-six months of isoniazid (36H) and no IPT for HIV-infected patients in India. Model input parameters included a median CD4 count of 324 cells/mm3, and a rate ratio of developing TB of 0.35 for 6EH and 0.22 for 36H at three years as compared to no IPT. Results of 6EH and 36H were also compared to six months of isoniazid (6H), three months of isoniazid plus rifampin (3RH) and three months of isoniazid plus rifapentine (3RPTH).
Results
Projected TB incidence decreased in the 6EH and 36H regimens by 51% and 62% respectively at three-year follow-up compared to no IPT. Without IPT, projected life expectancy was 136.1 months at a lifetime per person cost of $5,630. 6EH increased life expectancy by 0.8 months at an additional per person cost of $100 (incremental cost-effectiveness ratio (ICER) of $1,490/year of life saved (YLS)). 36H further increased life expectancy by 0.2 months with an additional per person cost of $55 (ICER of $3,120/YLS). The projected clinical impact of 6EH was comparable to 6H and 3RH; however when compared to these other options, 6EH was no longer cost-effective given the high cost of ethambutol. Results were sensitive to baseline CD4 count and adherence.
Conclusions
Three, six and thirty-six-month regimens of isoniazid-based therapy are effective in preventing TB. Three months of isoniazid plus rifampin and six-months of isoniazid are similarly cost-effective in India, and should be considered part of HIV care.
Introduction
The HIV and tuberculosis epidemics represent a major public health challenge in India [1], [2]. Among the estimated 2.4 million people living with HIV/AIDS in India, the incidence of active TB has been reported as high as 6.90 cases/100 person-years (PY) [3], [4]. This is driven in part by reactivation disease in the estimated 40% of HIV-infected persons latently infected with TB [5].
Given the challenge of controlling these epidemics, major stakeholders convened at the World Health Organization and identified intensified TB case-finding, infection control, and isoniazid-based preventive therapy (IPT) as crucial measures in reducing the impact of TB on people living with HIV [6]. In India’s governmental response to the epidemics, the Central TB Division (CTD) and National AIDS Control Organisation (NACO) initiated an “intensified TB-HIV package" of services including routine HIV testing for TB patients and enhanced TB monitoring [7]. While IPT was not recommended, the cost-effectiveness of IPT was listed as a priority research area [7]. Our objective was to examine the cost-effectiveness of IPT for HIV-infected patients in India.
Methods
Analytic Overview
We incorporated data from the National Institute for Research in Tuberculosis clinical trial entitled “Preventive Therapy for TB in HIV-Infected Patients" in India into a previously published model of HIV/TB disease to project the long-term clinical and economic impact of alternative strategies of IPT [8], [9], [10], [11]. The internal validity of the model was assessed by comparing projected incidence of active TB in the IPT strategies at three years to outcomes of the trial [9]. Model outcomes included the incidence of active TB and cost per person at three and ten years (2009 USD), projected life expectancy, lifetime per person costs and cost-effectiveness measured in incremental cost per year of life saved (YLS). Life expectancy and costs were discounted at 3% per year [12]. As suggested by the WHO Commission on Macroeconomics and Health, an IPT strategy was considered to be “cost-effective" if the incremental cost-effectiveness ratio was less than three times the Gross Domestic Product (GDP) per capita (for India, GDP per capita was $980, 3x GDP per capita was $2,940 in 2009 USD [13], [14]Sensitivity analyses were performed to test the stability of model outputs as parameters were varied.
Model Structure
We utilized the Cost-Effectiveness of Preventing AIDS Complications (CEPAC)-International model, a computer-based, state transition model of HIV and TB combined with data on epidemiology and treatment in India. Briefly, individually-simulated, antiretroviral therapy (ART)-naïve patients without past history of TB entered the model and moved on a monthly cycle through health states characterized by chronic HIV infection, active TB, opportunistic diseases, drug toxicity and death. Transition probabilities between health states were determined by CD4 count, HIV RNA level, response to ART, and prior history of opportunistic infection (OI) [15], [16]. Incidence of active TB included reactivation of latent disease and exogenous infection; incidence decreased with use of ART [17]. According to NACO guidelines, co-trimoxazole was initiated at a CD4 threshold of <200 cells/mm3 [18]. Non-nucleoside reverse transcriptase inhibitor-based first-line ART was initiated at a CD4 threshold <250 cells/mm3 or <350 cells/mm3 in the setting of a stage III AIDS-related OI [19]. Patients who failed first-line ART were offered second-line protease inhibitor-containing therapy [19].
Simulated Strategies
Model strategies were based on the intervention arms of an open-label, randomized trial completed by the National Institute for Research in Tuberculosis in Chennai between 2001–2008 comparing the efficacy of two regimens of IPT, a six-month course of isoniazid plus ethambutol (6EH) and thirty-six month course of isoniazid (36H) [9]. The primary outcome of the trial was TB incidence at three-year follow-up. Secondary outcomes were all cause mortality and adverse events. As there was no placebo arm in the trial, a “no IPT" strategy was simulated based on previously published natural history data from the National Institute for Research in Tuberculosis [3]. To remain conservative, IPT was assumed to have no benefit after treatment discontinuation, against drug-resistant TB, and for any patient who did not complete the full six-or thirty-six month regimens. We assumed that the risk of re-infection of TB after IPT discontinuation returned to baseline TB incidence.
To contextualize the findings of 6EH and 36H within current WHO recommendations for IPT of six months of isoniazid alone, as well as recent trial results evaluating the use of shorter, rifamycin-containing regimens for TB prevention in HIV patients, an additional analysis was performed comparing the incremental cost-effectiveness of 6EH and 36H with six months of isoniazid (300 mg) daily (6H), three months of isoniazid (900 mg) plus rifampin (600 mg) twice weekly (3RH), and three months of isoniazid (900 mg) plus rifapentine (900 mg) weekly (3RPTH). All IPT strategies included pyridoxine daily. These IPT regimens were selected based on WHO guidelines for IPT in resource-limited settings, as well as recent efficacy data published in Botswana and South Africa in HIV-infected patients [20], [21], [22].
Input Data
Cohort Characteristics
Baseline cohort characteristics were taken from the National Institute for Research in Tuberculosis trial (Table 1) [9]. The mean age was 30, 63% of patients were female, and the median CD4 count was 324 cells/mm3. Twenty-seven percent of patients met criteria and were initiated on ART.
Table 1. Baseline cohort characteristics, TB and HIV natural history, HIV treatment parameters.
Parameter | Base Case Value | Range for Sensitivity Analysis | References |
Cohort characteristics | |||
Mean age (years), SD | 30, 7 | [9] | |
Gender (% female) | 63 | [9] | |
Median CD4 (cells/mm3), IQR | 324, 200–506 | 100–500 | [9] |
% receiving ART | 27 | [9] | |
TB Natural History | |||
TB Incidence/100 PY | 6.90 | 5.0–10.0 | [3], [9], [24] |
Drug resistant TB | |||
All isoniazid-resistant TB (%) | 16% | 8%–64% | [23] |
MDR-TB (%) | 6% | 3%–24% | [23] |
Probability of death with TB, range by CD4 strataa | |||
Non-MDR TB | 0–0.50 | 0–0.74 | [27], [28], [56] |
MDR-TB | 0–0.56 | 0–0.84 | [27], [28], [56] |
Natural history of HIV | |||
Monthly CD4 decline (cells/mm3) by viral load | |||
>30,000 copies/ml | 6.4 | 3.2–12.8 | [55] |
10,001–30,000 copies/ml | 5.4 | 2.7–10.8 | [55] |
3,001–10,000 copies/ml | 4.6 | 2.3–9.2 | [55] |
501–3,000 copies/ml | 3.7 | 1.85–7.4 | [55] |
< = 500 copies/ml | 3.0 | 1.5–6.0 | [55] |
Efficacy of ART for first and second line ART | |||
HIV RNA suppression at 48 weeks (%) | 73 | 66–80 | [32] |
CD4 cell increase at 24 weeks (cells/mm3) | 148 | 133–163 | [31] |
SD: Standard deviation; IQR: Interquartile range; TB: Tuberculosis; PY: Person-Years; MDR: Multidrug-resistant; ART: Antiretroviral therapy.
Probability of death within 6 months after active TB.
HIV and TB Natural History
In the absence of ART, patients experienced a decline in CD4 count of 3.0–6.4 cells/mm3 per month as determined by their HIV RNA level [16]. The base case incidence of active TB among HIV-infected patients without IPT (6·.90/100 PY) was obtained from previously published data [3]. The prevalence of isoniazid-resistant TB was 16%; 6% of patients developed multidrug-resistant (MDR-TB), defined by resistance to at least isoniazid and rifampin [23]. The incidences of other OIs, including cryptoccocus, esophageal candidiasis, Pneumocystis jiroveci pneumonia, toxoplasmosis, Kaposi’s sarcoma, cytomegalovirus infection, and progressive multifocal encephalopathy were obtained from the Y. R. Gaitonde Centre for AIDS Research and Education (YRG CARE) cohort in Chennai [24], [25]. In the absence of data from India, primary data from Côte d’Ivoire were used for the mortality associated with AIDS and OIs, and from the US for baseline CD4 decline [16], [26], [27], [28]. These parameters were tested in sensitivity analysis.
The Efficacy of IPT
The efficacies of the IPT strategies in the model were based on the TB incidence at three-year follow-up observed in the intent-to-treat analysis of the 6EH and 36H arms of the National Institute for Research in Tuberculosis trial. A rate ratio was calculated by comparing these incidences to the baseline TB incidence of 6.90 cases/100 PY as assumed for the no IPT strategy [9]. The incidence of active TB in the 6EH arm was 2.44 cases/100 PY (95% CI 1.42–3.46), resulting in an incidence rate ratio for the 6EH strategy of 0.35 compared to no IPT [9]. The incidence of active TB in the 36H arm was 1.55 cases/100 PY (95% CI 0.73–2.36), resulting in an incidence rate ratio for the 36H strategy of 0.22 compared to no IPT [9]. Projections were based on the assumption that the difference between the point estimates of efficacy for 6EH and 36H were significant. Because this difference did not reach significance in the trial, likely due to a low event rate and study power, sensitivity analyses were performed to examine the optimal scenarios in which the 36H strategy was cost-effective compared to the 6EH strategy.
In the absence of data from India, and the modeled trial specifically, the efficacy of alternative IPT strategies in HIV-infected patients was estimated from trials performed in HIV-infected persons in sub-Saharan Africa. The relative incidence of TB with 6H compared to continuous isoniazid was obtained using trial data from Botswana [21]. This study was selected given a similar randomized trial structure as that performed in India in the post-ART era. A rate ratio comparing this incidence with the baseline incidence of TB from sub-Saharan Africa, adjusted by the availability of ART was calculated to be 0.39. The efficacy of 3RH and 3RPTH was similarly calculated using data from South Africa and both found to be 0.32 [20], [29].
Active TB Treatment
Active TB in patients who had not received IPT was treated with a Category I regimen, consisting of initiation with isoniazid, rifampin, pyrazinamide, and ethambutol thrice weekly for two months, followed by isoniazid and rifampin for four months as defined by the Revised National TB Control Programme (RNTCP) of India [7]. In patients who received IPT, cases of active TB were considered treatment failures and were treated with a Category II regimen, consisting of isoniazid, rifampin, pyrazinamide, ethambutol thrice-weekly for eight months, and the addition of an injectable aminoglycoside thrice-weekly for the first two months [7]. Of the patients with isoniazid-resistant, non MDR-TB, 18% were presumed to fail Category I treatment and required Category II treatment [30]. Patients with MDR-TB sequentially failed Category I and Category II treatment, and were subsequently treated with an aminoglycoside, a quinolone, ethambutol, ethionamide and pyrazinamide for twenty-four months [7].
HIV Treatment
First-line ART consisted of stavudine, lamivudine, and nevirapine as recommended by NACO [19]. ART efficacy was based on data from the Therapeutics Research, Education, and AIDS Training in Asia (TREAT ASIA), and the Antiretroviral Therapy in Low-Income Countries (ART-LINC) cohorts, which reported 48-week virologic suppression of 73% and mean CD4 count increase of 148 cells/mm3 at 24 weeks [31], [32]. Second-line therapy consisted of tenofovir, lamivudine, and lopinovir/ritonavir [19]. In the absence of efficacy data for protease inhibitor-based regimens in India, the efficacy of second-line therapy was assumed to be similar to first line-therapy. This assumption was tested in sensitivity analysis.
Toxicity
The likelihood of toxicity associated with 6EH and 36H was obtained from the National Institute for Research in Tuberculosis trial. Minor toxicity, defined as rash, elevated aminotransferases, and mild neuropathy, did not change duration of treatment or treatment efficacy, and occurred with a probability of 0.03 in the 6EH and 36H strategies [9]. Major toxicity, defined as severe hepatitis or severe neuropathy leading to permanent discontinuation of treatment occurred in two patients in the 36H arm. As treatment was not permanently discontinued in any patients in the 6EH arm, we calculated a pooled probability of major toxicity of 0.0029 for both strategies [9]. There were no episodes of fatal hepatitis in either the 6EH or 36H strategies. The toxicities of alternate strategies of IPT were obtained from published data (Table 2). Since the likelihood of minor toxicity of 6H was not reported in the Botswana trial, we assumed it to be the same as 6EH. Major toxicity leading to discontinuation of the drug occurred in 1.4% of patients, with fatal hepatitis occurring in 0.1% of patients [21]. Drug discontinuation due to major toxicity or pregnancy in the 3RH and 3RPTH strategies occurred in 3.8% and 1.8% of patients, respectively [20].
Table 2. Efficacy and toxicity of IPT.
Parameter | Base Case Value | Range for Sensitivity Analysis | Ref. |
Efficacy of IPT, RR a | 95% CI | ||
6EH | 0.35 | 0.21–0.5 | [9] |
36H | 0.22 | 0.11–0.34 | [9] |
6H | 0.39 | 0.20–0.60 | [21] |
3RH | 0.32 | 0.16–0.48 | [20] |
3RPTH | 0.32 | 0.16–0.48 | [20] |
Adherence | |||
Regimen completion IPT (%) | 100 | 40–100 | [9] |
Toxicity | |||
Probability of IPT associated minor toxicity | |||
6EH | 0.03 | 0–0.20 | [9] |
36H | 0.03 | 0–0.20 | [9] |
6H | 0.03 | 0–0.20 | Assumed |
3RH | 0.07 | 0–0.20 | [20] |
3RPTH | 0.06 | 0–0.20 | [20] |
Probability of IPT associated major toxicityb | |||
6EH | 0.0029 | 0–0.20 | [9] |
36H | 0.0029 | 0–0.20 | [9] |
6H | 0.0140 | 0–0.20 | [50] |
3RH | 0.0380 | 0–0.20 | [20] |
3RPTH | 0.0180 | 0–0.20 | [20] |
Probability of fatal toxicity | 0–0.001 | 0–0.20 | [9] |
IPT: Isoniazid-based Preventive Therapy; RR: Rate Ratio; 6EH: Six-month regimen of isoniazid plus ethambutol; 36H: Three-year regimen of isoniazid; 3RH: Three-month regimen of isoniazid plus rifampin; 3RPTH: Three-month regimen of isoniazid plus rifapentine.
Efficacy defined by rate ratio of TB incidence in the 6EH and 36H IPT regimens compared to no IPT at three year follow-up.
Within first month of treatment.
Resource Utilization and Cost
The costs of IPT included medication costs, the costs of pre-screening for active TB (symptom screen and exam as recommended by the WHO), quarterly clinic visits, and liver function tests every six months (Table 3) [33], [34], [35]. Costs for Category I, Category II, and MDR-TB treatment included previously published costs of acute disease, medication costs, and directly observed therapy (DOT) [8], [34], [35]. Costs of ART were obtained from NACO [36]. Resource utilization including mean outpatient and inpatient days for routine HIV care, laboratory monitoring including CD4 count, treatment of opportunistic infection, and toxicity were derived from YRG CARE [8], [33], [37].
Table 3. Selected cost parameters.
Parameter | Base Case Value | Range for Sensitivity Analysis | Ref. |
Costs (2009 USD) | |||
Chest radiograph | 1 | 0.30–3 | [35] |
TB sputum stain and culture | 17 | 6–50 | [33], [35] |
Liver function test | 9 | 3–27 | [33] |
DOT visit | 1 | 0.30–3 | [35] |
IPT Regimensa | |||
Total 6EH course | 40 | 19–133 | [33], [34], [35] |
Total 36H course | 90 | 47–363 | [33], [34], [35] |
Total 6H course | 20 | [33], [34], [35] | |
Total 3RH course | 25 | [33], [34], [35] | |
Total 3RPTH course | 180 | [33], [34], [35], [57] | |
Active TB treatmentb | |||
Drug-sensitive TBc | 50 | 41–300 | [8], [34], [35] |
INH-resistant, non-MDR TBd | 140 | 113–906 | [8], [34], [35] |
MDR-TBe | 2,630 | 2,105–16,842 | [8], [34], [35] |
First-line ART (NNRTI-based), monthly | 9 | 8–10 | [36] |
Second-line ART (PI-based), monthly | 55 | 50–60 | [36] |
USD: US Dollars; TB: Tuberculosis; DOT: Directly Observed Therapy; 6EH: Six-month regimen of isoniazid plus ethambutol; 36H: Three-year regimen of isoniazid; 3RH: Three-month regimen of isoniazid plus rifampin; 3RPTH: Three-month regimen of isoniazid plus rifapentine; MDR: multidrug-resistant; ART: Antiretroviral Therapy; NNRTI: Non-nucleoside reverse transcriptase inhibitor; PI: Protease inhibitor; 3RPTH: Three-month regimen of isoniazid plus rifapentine.
Includes clinic visits, TB symptom screening quarterly, liver function tests every six months, and medications.
Includes costs of acute presentation of TB (including inpatient and outpatient visits), plus TB treatment plus DOT.
Category I (two-months intensive phase with isoniazid, rifampin, pyrazinamide, and ethambutol thrice-weekly, then four-months continuation phase with isoniazid and rifampin thrice-weekly) and DOT.
Category I failure, followed by Category II treatment (three-months intensive phase with isoniazid, rifampin, pyrazinamide, and ethambutol thrice-weekly, with first two months including streptomycin thrice-weekly, then five-month continuation phase with isoniazid, rifampin and ethambutol thrice-weekly) and DOT.
Category I and II failure, followed by MDRTB treatment (six-month intensive phase with streptomycin, ofloxacin, ethambutol, ethionamide, and pyrazinamide daily, followed by an eighteen-month of continuation phase with ofloxacin, ethambutol, ethionamide, and pyrazinamide daily) and DOT.
Sensitivity Analysis
Efficacies of 6EH and 36H regimens were varied within the bounds of the 95% confidence interval obtained from the trial analysis [9]. The probability of IPT-related toxicity and associated probability of death from fatal hepatitis were varied in each regimen independently from 0–20% based on the literature [38]. Adherence to IPT was examined by varying the percent of the cohort achieving regimen completion. An ART starting criterio n≤350 cells/mm3 was examined given new WHO guidelines for ART initiation [39]. The costs of IPT and active TB treatment were varied to reflect estimates in the literature, as well as inclusion of intensified case-finding using AFB smear, culture and chest radiograph [40], [41], [42], [43]. The baseline incidence of TB, prevalence of drug-resistant TB, mean CD4 count at model entry, rates of CD4 decline, and CD4-specific mortality were also varied to examine the effect of population heterogeneity. Multi-way analyses of parameters were examined to assess their policy impact.
Results
Base Case Analysis and Model Validation
At three-year follow-up, model projections for TB incidences in the no IPT, 6EH, and 36H strategies were 4.54, 2.23, and 1.74 cases/100 PY (Table 4). The estimates lay within the 95% confidence interval of the trial results [9]. Rates for all strategies trended towards convergence at ten years. At three-year follow-up, per-person costs were $680, $720, and $770 in the no IPT, 6EH and 36H strategies, and at ten-year follow-up, per-person costs were $2,740, $2,820, and $2,870.
Table 4. Model validation and 10-year outcomes for TB incidence and cost of 6EH and 36H compared to no IPT.
Model Validation: 3 Year Outcomes | Model Projections: 10 Year Outcomes | ||||
Trial Data [9] | Model Projections | ||||
Strategy | TB cases per 100 PY(95% CI) | TB cases per100 PY | Discounted mean per person cost, 2009 USD | TB cases per 100 PY | Discounted mean per person cost, 2009 USD |
No IPT | n/a | 4.54 | 680 | 4.47 | 2,740 |
6EH | 2.44 (1.42–3.46) | 2.23 | 720 | 3.62 | 2,820 |
36H | 1.55 (0.73–2.36) | 1.74 | 770 | 3.44 | 2,870 |
TB: Tuberculosis; PY: Person-Years; USD: US Dollars; IPT: Isoniazid-based TB preventive therapy; 6EH: Six-month regimen of isoniazid plus ethambutol; 36H: Three-year regimen of isoniazid.
In the absence of IPT, the projected discounted life expectancy was 136.1 months, with a discounted mean per person lifetime cost of $5,630 (Table 5). 6EH increased the discounted life expectancy to 136.9 months at an additional cost of $101 per person, resulting in an incremental cost-effectiveness ratio of $1,490/YLS. The life expectancy with 36H was 137.1 months at an additional cost of $55 compared to 6EH, resulting in an incremental cost-effectiveness ratio of $3,120/YLS.
Table 5. Incremental cost-effectiveness of TB preventive therapy for HIV-infected individuals in India.
Strategy | Discounted mean per person lifetime cost, 2009 USD | Discounted mean person life expectancy, months (undiscounted) | Incremental Cost-effectiveness ratio, $/YLS |
No IPT | 5,630 | 136.1 (184.5) | – |
6EH | 5,730 | 136.9 (185.6) | 1,490 |
36H | 5,780 | 137.1 (185.8) | 3,120 |
TB: Tuberculosis; PY: Person-Years; USD: US Dollars; IPT: Isoniazid-based TB preventive therapy; 6EH: Six-month regimen of isoniazid plus ethambutol; 36H: Three-year regimen of isoniazid; YLS: Year of life saved.
Sensitivity Analyses: 6EH Compared to No IPT
In one-way sensitivity analysis, 6EH remained cost-effective compared to no IPT (with an incremental cost-effectiveness ratio below the threshold of $2,940/YLS, or 3x GDP per capita of India) when the mean CD4 count was <490 cells/mm3 at baseline, when at least 55% of the total cohort completed the 6EH regimen, and when the cost of the 6EH regimen was increased to $130 reflecting intensified case-finding with three AFB smears and cultures plus chest radiograph at initial screening, as well as two smears and cultures plus chest radiograph every six months thereafter (Figure 1). When the efficacy of 6EH was varied between the bounds of the 95% confidence interval of the point estimates observed in the trial, the incremental cost-effectiveness ratios ranged from $1,360/YLS to $1,790/YLS. The incremental cost-effectiveness ratios remained stable with wide variations in other parameters, including increasing the probability of major toxicity to 20%, increasing the probability of death from major toxicity to 20%, increasing the cost of active TB by 500%, tripling the prevalence of isoniazid-resistant TB to 48% (with prevalence of MDR-TB increased to 18%), ranging the overall incidence of TB from 5 to 10 cases/100 PY, and expanding the CD4 ART initiation to ≤350, cells/mm3. Results were stable with wide variation in rates of CD4 decline, CD4-specific mortality, and ART efficacy.
In a multi-way sensitivity analysis, the incremental cost-effectiveness of 6EH remained ≤$2,940/YLS under the most optimal assumption of efficacy (RR = 0.21, representing the lower bound of the 95% confidence interval for the point estimate of efficacy in the trial) when the probability of toxicity was as high as 20% and at least 56% of the cohort completed the regimen (Figure 2). Using the least optimal assumption for efficacy (RR = 0.50, representing the upper bound of the 95% confidence interval), the regimen remained cost-effective if the probability of major toxicity was less than 10% and at least 69% of the cohort completed the regimen.
Sensitivity Analyses: 36H Compared to 6EH
Assuming a significant difference between the efficacy of 36H and 6EH, the impact of the mean CD4 count, regimen cost, and percent cohort completion had similar impact on cost-effectiveness when parameters were individually varied (Figure 3). The 36H regimen was cost-effective compared to 6EH when the cost was reduced to $70, the median CD4 was decreased to 300 cells/mm3, and when the prevalence of INH-resistant TB was decreased to 8%. A multi-way sensitivity analysis was performed to examine a best case scenario in which the point estimate for the 36H regimen was significant, the cost of the regimens was reduced to $20 by excluding clinic visits and liver function test costs (assuming these would be included in routine HIV costs when HIV and TB care were co-localized) and ART was initiated at a CD4 count ≤350 cells/mm3. In this scenario, the 36H regimen was more cost-effective than the 6H regimen, with an incremental cost-effectiveness ratio, compared to no IPT, of $1,130/YLS.
Expanded IPT Strategies
When additional IPT strategies were considered, 6H resulted in a projected life expectancy of 136.9, with a mean, discounted per person lifetime cost of $5,700, whereas 3RH increased projected life expectancy by 0.03 months at a per person lifetime cost of $5,710 (Table 6). The 6EH strategy was eliminated by extended dominance (less cost-effective than other more effective strategies) due to the increased per person lifetime cost without associated mortality benefit relative the 3RH regimen. When the efficacy of the 6EH regimen was increased to represent the lower bound of the 95% confidence interval for this regimen (TB incidence rate ratio = 0.21), as observed in the trial setting, the strategy was no longer dominated, and had an incremental cost-effectiveness ratio of $2,440/YLS (data not shown).
Table 6. Incremental cost-effectiveness of additional strategies for TB preventive therapy.
Strategy | Discounted mean per person lifetimecost, 2009 USD | Discounted mean person life expectancy, months | Incremental cost-effectivenessratio, $/YLS* |
No IPT | 5,630 | 136.1 | – |
6H | 5,700 | 136.9 | 1,140 |
3RH | 5,710 | 136.9 | 1,610 |
6EH | 5,730 | 136.9 | Dominateda |
36H | 5,780 | 137.1 | 4,290 |
3RPTH | 5,860 | 136.9 | Dominated b |
TB: Tuberculosis; USD: US Dollars; YLS: Years of life saved: IPT: Isoniazid-based preventive therapy; 6H: Six-month regimen of isoniazid; 3RH: Three-month regimen of isoniazid plus rifampin; 6EH: Six-month regimen of isoniazid plus ethambutol; 36H: Three-year regimen of isoniazid; 3RPTH: Three-month regimen of isoniazid plus rifapentine.
The incremental cost-effectiveness ratios may not exactly match the ratios of lifetime cost and life expectancy reported in the table due to rounding.
Weakly dominated (more expensive but confers less clinical benefit than some combination of other strategies) [12].
Strongly dominated (more expensive but confers less clinical benefit than some other strategy) [12].
When compared to the 3RH regimen, the incremental cost-effectiveness of 36H was $4,290/YLS. Compared to 36H, per person lifetime cost increased by $80 for the 3RPTH regimen and was associated with decreased life expectancy.
Discussion
Our analysis demonstrated that a six-month course of isoniazid-based preventive therapy for HIV-infected individuals decreased TB incidence, increased overall life expectancy and was cost-effective in India. These findings were robust across wide variations in parameters including adherence, prevalence of drug-resistant TB, drug toxicity, and costs. The thirty-six month regimen may be considered more cost-effective than the six month regimen in the best case scenario when efficacy was significantly greater than the six-month regimen, only marginal costs of IPT medications were considered in the case of co-localized TB/HIV care, and ART was initiated earlier.
Several recent trials have examined various IPT regimens for HIV-infected individuals in resource-limited settings, including six months versus continuous isoniazid in Botswana, and short courses of rifampin and rifapentine containing regimens in South Africa [20], [21], [44]. Compared to 6H and 3RH, the 6EH regimen offered comparable efficacy at increased cost. When the efficacy of 6EH was varied within the 95% confidence interval of trial observations, the regimen became cost-effective, suggesting marginal differences in the clinical and economic impact of these regimens. 3RPTH, while conferring similar efficacy, was considerably more costly, and was therefore not found to be cost-effective in comparison to other regimens. While improved adherence and toxicity associated with four months of rifampin alone has been demonstrated in published studies, this was not evaluated in the current analysis as efficacy for the regimen has not yet been established in large scale clinical trials [45]. Additionally, concern for the theoretical risk of rifampin resistance in the setting of monotherapy has been raised [46].
The study differs from prior cost-effectiveness analyses of IPT in HIV-infected patients given greater availability of antiretroviral therapy [43], [47], [48]. In an analysis by Bell et. al. in the pre-ART era, six months isoniazid extended life expectancy from 7.79 to 8.37 years, and increased cost per person from $25.30 to $38.31 with an incremental cost-effectiveness ratio of $114/QALY [47]. Other pre-ART studies in Zambia and Cambodia found IPT to be cost-saving [43], [48]. In this analysis ART increased CD4 counts, thereby reducing the risk of TB and related mortality independent of IPT. This attenuation of the absolute IPT efficacy, coupled with the cost of chronic HIV care explains the findings of longer life expectancy, increased lifetime cost, and a higher cost-effectiveness ratio. The six-month regimen remained cost-effective when the CD4 threshold for ART initiation was increased to ≤350 cells/mm3 suggesting that IPT remained a good value for money as countries expand access to ART, and could further support IPT given recent studies examining the complementary effects of IPT and ART [17].
Critics of IPT cite the potential increased risk of hepatotoxicity in the setting of expanded ART [49]. In a recent clinical trial in Botswana of IPT in HIV-infected patients, 1.1% of subjects developed severe hepatitis, of whom 5% died [50]. In sensitivity analysis, six months of IPT remained cost-effective well within this range of toxicity.
Risk of undiagnosed TB at time of IPT initiation, poor adherence, and drug-resistance are other cited barriers to the success of IPT [49], [51], [52]. In the current analysis, six months of IPT remained cost-effective when the cost of intensified case-finding, defined by TB smear and culture times three plus chest radiograph at IPT initiation, and smear and culture times two plus chest radiograph every six months thereafter were included. In regards to adherence, six months of IPT remained cost-effective even if 45% of the population did not complete the regimen. This is consistent with a cohort study performed in South Africa where adherence as low as 59% conferred a 27% reduction in the incidence of TB [53]. Shorter courses of rifamycin-containing IPT may abrogate this issue further still given higher rates of adherence in these regimens [20], [44]. When the prevalence of drug-resistant TB was increased to 48%, six months of IPT remained cost-effective. In most developing countries, including India, the prevalence of primary isoniazid resistance varies from 5 to 27% [54].
These findings should be interpreted within the context of certain limitations. Efficacy calculations were derived comparing trial data to natural history data for TB incidence as there was no placebo arm in recent trials. This is a benefit of model-based studies which can compare strategies that would otherwise be unethical to evaluate in a trial. The difference in efficacy of 36H compared to 6EH did not reach statistical significance in the trial. Projections of the 36H regimen suggest that it may be cost-effective as compared to the 6EH regimen in the best case scenario. Several data sources, including the efficacy of additional IPT regimens, mortality associated with AIDS and OI from Côte d’Ivoire were used to populate the model when Indian data were not available. These assumptions were extensively tested in sensitivity analysis. Previous studies have found greater IPT efficacy in patients with positive tuberculin skin testing [38]. This strategy was not examined as TB incidence was not significantly different when stratified by skin test <5 mm and ≥ 5 mm in either arms of the National Institute for Research in Tuberculosis trial [9]. Finally, secondary TB transmission was not modeled, likely underestimating the benefits of IPT given prevention of TB transmission at no additional cost.
The magnitude of TB-associated morbidity and mortality in HIV-infected patients has prompted the government of India to enhance interventions addressing both diseases [7]. The safety and efficacy of isoniazid-based preventive therapy has been demonstrated in this setting [9]. This analysis shows that a three-month course of isoniazid plus rifampin and a six-month of isoniazid alone both decrease TB incidence and are similarly cost-effective by WHO criteria. Inclusion of isoniazid-based therapy as part of HIV care represents a critical and cost-effective opportunity to enhance TB control and improve outcomes for HIV-infected patients.
Acknowledgments
We gratefully acknowledge Robert Horsburgh for his clinical expertise, Jabine Sharma, Pradeep Menon for data procurement, and Sarah Lorenzana, Angela Wong, and Corina Rusu for manuscript preparation.
The CEPAC- International Investigators include:
Massachusetts General Hospital, Harvard Medical School (Boston, Massachusetts, USA): Aima Ahonkhai, Ingrid Bassett, Jessica Becker, John Chiosi, Jennifer Chu, Andrea Ciaranello, Julie Levison, Sarah Lorenzana, Zhigang Lu, Bethany Morris, Farzad Noubary, June Park, Lynn Ramirez, Erin Rhode, Caroline Sloan, Adam Stoler, Bingxia Wang.
Harvard School of Public Health (Boston, Massachusetts, USA): Sue J. Goldie, April D. Kimmel, Marc Lipsitch, Alethea McCormick, George R. Seage III, Milton C. Weinstein.
Y.R. Gaitonde Centre for AIDS Research & Education (Chennai, India): A.K. Ganesh.
Centre Hospitalier de Tourcoing (Tourcoing, France): Yazdan Yazdanpanah.
INSERM U897 (Bordeaux, France): Xavier Anglaret, Delphine Gabillard.
Programme PAC-CI (Abidjan, Côte d’Ivoire): Christine Danel, Eugène Messou, Raoul Moh, Eric Ouattara, Siaka Touré, Catherine Seyler.
University of Cape Town (Cape Town, South Africa): Robin Wood.
Perinatal HIV Research Unit, WITS Health Consortium (Johannesburg, South Africa): Neil A. Martinson, Lerato Mohapi.
Miriam Hospital (Providence, Rhode Island, USA): Timothy Flanigan.
Yale University (New Haven, Connecticut, USA): David Paltiel.
New York University (New York, New York, USA): Melissa A. Bender.
Footnotes
Competing Interests: The authors have declared that no competing interests exist.
Funding: This work was supported by the National Institute of Allergy And Infectious Diseases award numbers [T32 AI07433, R01-AI058736, K24-AI062476, and K24-AR057827]; the National Institute of Health – Fogarty International Center [D43-TW000237]; the Indian Council of Medical Research; and the WHO/USAID (Model DOTS Project). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Steinbrook R. Tuberculosis and HIV in India. N Engl J Med. 2007;356:1198–1199. doi: 10.1056/NEJMp078049. [DOI] [PubMed] [Google Scholar]
- 2.Swaminathan S, Nagendran G. HIV and tuberculosis in India. J Biosci. 2008;33:527–537. doi: 10.1007/s12038-008-0071-2. [DOI] [PubMed] [Google Scholar]
- 3.Swaminathan S, Ramachandran R, Baskaran G, Paramasivan CN, Ramanathan U, et al. Risk of development of tuberculosis in HIV-infected patients. Int J Tuberc Lung Dis. 2000;4:839–844. [PubMed] [Google Scholar]
- 4.WHO Global tuberculosis control: surveillance, planning, financing Geneva: World Health Organization. 2008.
- 5.Swaminathan S, Subbaraman R, Venkatesan P, Subramanyam S, Kumar SR, et al. Tuberculin skin test results in HIV-infected patients in India: implications for latent tuberculosis treatment. Int J Tuberc Lung Dis. 2008;12:168–173. [PubMed] [Google Scholar]
- 6.WHO . Geneva: World Health Organization; 2009. Three I’s meeting: intensified case finding (ICF), isoniazid preventive therapy (IPT) and TB infection control (IC) for people living with HIV. [Google Scholar]
- 7.TB India. Central TB Division, Directorate General of Health Services, Ministry of Health and Family Welfare. New Delhi; 2011. RNTCP Status Report. [Google Scholar]
- 8.Freedberg KA, Kumarasamy N, Losina E, Cecelia AJ, Scott CA, et al. Clinical impact and cost-effectiveness of antiretroviral therapy in India: starting criteria and second-line therapy. AIDS. 2007;21(Suppl 4):S117–128. doi: 10.1097/01.aids.0000279714.60935.a2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Swaminathan S, Menon PA, Venkatesan P, Kumar S, Ramachandran R, et al. a 36-month regimen for the prevention of TB in HIV-infected persons in India: A randomized clinical trial. [abstract 103]. 17th Conference on Retrovirus and Opportunistic Infections. San Francisco, CA, USA; 2010. Efficacy of a 6-month vs. [Google Scholar]
- 10.Uhler LM, Kumarasamy N, Mayer KH, Saxena A, Losina E, et al. Cost-Effectiveness of HIV Testing Referral Strategies among Tuberculosis Patients in India. PLoS One. 2010;5:e12747. doi: 10.1371/journal.pone.0012747. doi: 12710.11371/journal.pone.0012747. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Walensky RP, Freedberg KA, Weinstein MC, Paltiel AD. Cost-effectiveness of HIV testing and treatment in the United States. Clin Infect Dis. 2007;45(Suppl 4):S248–254. doi: 10.1086/522546. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Gold RM, Seigel EJ, Russell BL. New York: Oxford University Press; 1996. Cost-effectiveness in health and medicine. [Google Scholar]
- 13.World Economic Outlook Database. International Monetary Fund. 2009.
- 14.WHO . Report for the Commission on Macroeconomics and Health. Geneva: World Health Organization; 2001. Macroeconomics and health: Investing in health for economic development. [Google Scholar]
- 15.Freedberg KA, Losina E, Weinstein MC, Paltiel AD, Cohen CJ, et al. The cost effectiveness of combination antiretroviral therapy for HIV disease. N Engl J Med. 2001;344:824–831. doi: 10.1056/NEJM200103153441108. [DOI] [PubMed] [Google Scholar]
- 16.Mellors JW, Munoz A, Giorgi JV, Margolick JB, Tassoni CJ, et al. Plasma viral load and CD4+ lymphocytes as prognostic markers of HIV-1 infection. Ann Intern Med. 1997;126:946–954. doi: 10.7326/0003-4819-126-12-199706150-00003. [DOI] [PubMed] [Google Scholar]
- 17.Lawn SD, Wood R, De Cock KM, Kranzer K, Lewis JJ, et al. Antiretrovirals and isoniazid preventive therapy in the prevention of HIV-associated tuberculosis in settings with limited health-care resources. Lancet Infect Dis. 2010;10:489–498. doi: 10.1016/S1473-3099(10)70078-5. [DOI] [PubMed] [Google Scholar]
- 18.NACO . Ministry of Health and Family Welfare. Government of India; 2007. Guidelines for prevention and management of common opportunistic infections/malignancies among HIV-infected adult and adolescent. [Google Scholar]
- 19.Bachani D, Rewari BB. J Indian Med Assoc 107: 308, 310–304, 316 passim; 2009. Antiretroviral therapy: practice guidelines and National ART Programme. [PubMed] [Google Scholar]
- 20.Martinson NA, Barnes GL, Moulton LH, Msandiwa R, Hausler H, et al. New regimens to prevent tuberculosis in adults with HIV infection. N Engl J Med. 365:11–20. doi: 10.1056/NEJMoa1005136. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Samandari T, Agizew TB, Nyirenda S, Tedla Z, Sibanda T, et al. 1588–1598 [Google Scholar]
- 22.WHO . Geneva, Switzerland; 2011. Guidelines for intensified tuberculosis case-finding and isoniazid preventive therapy for people living with HIV in resource-constrained settings. [Google Scholar]
- 23.Swaminathan S, Paramasivan CN, Ponnuraja C, Iliayas S, Rajasekaran S, et al. Anti-tuberculosis drug resistance in patients with HIV and tuberculosis in South India. Int J Tuberc Lung Dis. 2005;9:896–900. [PubMed] [Google Scholar]
- 24.Kumarasamy N, Solomon S, Chaguturu SK, Cecelia AJ, Vallabhaneni S, et al. The changing natural history of HIV disease: before and after the introduction of generic antiretroviral therapy in southern India. Clin Infect Dis. 2005;41:1525–1528. doi: 10.1086/497267. [DOI] [PubMed] [Google Scholar]
- 25.Wang B, Kumarasamy N, Divi N, Cecelia A, Mayer K, et al. [abstract WePe0279]. 16th International AIDS Conference. Toronto, Canada; 2006. Incidence of opportunistic infections (OIs) within specific CD4 strata in HIV-infected patients in southern India. [Google Scholar]
- 26.Losina E, Yazdanpanah Y, Deuffic-Burban S, Wang B, Wolf LL, et al. The independent effect of highly active antiretroviral therapy on severe opportunistic disease incidence and mortality in HIV-infected adults in Cote d’Ivoire. Antivir Ther. 2007;12:543–551. [PMC free article] [PubMed] [Google Scholar]
- 27.Minga A, Danel C, Abo Y, Dohoun L, Bonard D, et al. Progression to WHO criteria for antiretroviral therapy in a 7-year cohort of adult HIV-1 seroconverters in Abidjan, Cote d’Ivoire. Bull World Health Organ. 2007;85:116–123. doi: 10.2471/BLT.06.032292. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Seyler C, Messou E, Gabillard D, Inwoley A, Alioum A, et al. Morbidity before and after HAART initiation in Sub-Saharan African HIV-infected adults: a recurrent event analysis. AIDS Res Hum Retroviruses. 2007;23:1338–1347. doi: 10.1089/aid.2006.0308. [DOI] [PubMed] [Google Scholar]
- 29.Badri M, Wilson D, Wood R. Effect of highly active antiretroviral therapy on incidence of tuberculosis in South Africa: a cohort study. Lancet. 2002;359:2059–2064. doi: 10.1016/S0140-6736(02)08904-3. [DOI] [PubMed] [Google Scholar]
- 30.Espinal MA, Kim SJ, Suarez PG, Kam KM, Khomenko AG, et al. Standard short-course chemotherapy for drug-resistant tuberculosis: treatment outcomes in 6 countries. JAMA. 2000;283:2537–2545. doi: 10.1001/jama.283.19.2537. [DOI] [PubMed] [Google Scholar]
- 31.Tuboi SH, Brinkhof MW, Egger M, Stone RA, Braitstein P, et al. Discordant responses to potent antiretroviral treatment in previously naive HIV-1-infected adults initiating treatment in resource-constrained countries: the antiretroviral therapy in low-income countries (ART-LINC) collaboration. J Acquir Immune Defic Syndr. 2007;45:52–59. doi: 10.1097/QAI.0b013e318042e1c3. [DOI] [PubMed] [Google Scholar]
- 32.Zhou J, Kumarasamy N, Ditangco R, Kamarulzaman A, Lee CK, et al. The TREAT Asia HIV Observational Database: baseline and retrospective data. J Acquir Immune Defic Syndr. 2005;38:174–179. doi: 10.1097/01.qai.0000145351.96815.d5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Unit costs for components of HIV-related health care. Chennai, India; 2009. YRG Pharmacy. [Google Scholar]
- 34.Monthly Index of Medical Specialties. 2010;30 [Google Scholar]
- 35.Muniyandi M, Rajeswari R, Balasubramanian R. Estimating provider cost for treating patients with tuberculosis under Revised National Tuberculosis Control Programme (RNTCP). Indian Journal of Tuberculosis. 2006;53:12–17. [Google Scholar]
- 36.NACO . Ministry of Health & Family Welfare; 2010. Care, Support & Treatment: National AIDS Control Programme, Phase-III, India. [Google Scholar]
- 37.Homan RK GA, Duraisamy P, Castle C, Sripriya M, Franklin B, Solomon S. Research Triangle Park: Family Health International; 2000. Economic Analysis of YRG CARE Services,. [Google Scholar]
- 38.Akolo C, Adetifa I, Shepperd S, Volmink J. Cochrane Database Syst Rev; 2010. Treatment of latent tuberculosis infection in HIV infected persons.CD000171. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.WHO . Recommendations for a public health approach. Geneva: World Health Organization; 2010. Antiretroviral therapy for HIV infection in adults and adolescents. [PubMed] [Google Scholar]
- 40.Hausler HP, Sinanovic E, Kumaranayake L, Naidoo P, Schoeman H, et al. Costs of measures to control tuberculosis/HIV in public primary care facilities in Cape Town, South Africa. Bull World Health Organ. 2006;84:528–536. doi: 10.2471/blt.04.018606. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.John KR, Daley P, Kincler N, Oxlade O, Menzies D. Costs incurred by patients with pulmonary tuberculosis in rural India. Int J Tuberc Lung Dis. 2009;13:1281–1287. [PubMed] [Google Scholar]
- 42.Shrestha RK, Mugisha B, Bunnell R, Mermin J, Odeke R, et al. Cost-utility of tuberculosis prevention among HIV-infected adults in Kampala, Uganda. Int J Tuberc Lung Dis. 2007;11:747–754. [PubMed] [Google Scholar]
- 43.Sutton BS, Arias MS, Chheng P, Eang MT, Kimerling ME. The cost of intensified case finding and isoniazid preventive therapy for HIV-infected patients in Battambang, Cambodia. Int J Tuberc Lung Dis. 2009;13:713–718. [PubMed] [Google Scholar]
- 44.Sterling TR, Villarino ME, Borisov AS, Shang N, Gordin F, et al. Three months of rifapentine and isoniazid for latent tuberculosis infection. N Engl J Med. 365:2155–2166. doi: 10.1056/NEJMoa1104875. [DOI] [PubMed] [Google Scholar]
- 45.Menzies D, Al Jahdali H, Al Otaibi B. Recent developments in treatment of latent tuberculosis infection. Indian J Med Res. 2011;133:257–266. [PMC free article] [PubMed] [Google Scholar]
- 46.Menzies D, Long R, Trajman A, Dion MJ, Yang J, et al. Adverse events with 4 months of rifampin therapy or 9 months of isoniazid therapy for latent tuberculosis infection: a randomized trial. Ann Intern Med. 2008;149:689–697. doi: 10.7326/0003-4819-149-10-200811180-00003. [DOI] [PubMed] [Google Scholar]
- 47.Bell JC, Rose DN, Sacks HS. Tuberculosis preventive therapy for HIV-infected people in sub-Saharan Africa is cost-effective. AIDS. 1999;13:1549–1556. doi: 10.1097/00002030-199908200-00016. [DOI] [PubMed] [Google Scholar]
- 48.Masobe P, Lee T, Price M. Isoniazid prophylactic therapy for tuberculosis in HIV-seropositive patients–a least-cost analysis. S Afr Med J. 1995;85:75–81. [PubMed] [Google Scholar]
- 49.Howard AA, El-Sadr WM. Integration of tuberculosis and HIV services in sub-Saharan Africa: lessons learned. Clin Infect Dis. 2010;50(Suppl 3):S238–244. doi: 10.1086/651497. [DOI] [PubMed] [Google Scholar]
- 50.Tedla Z, Nyirenda S, Peeler C, Agizew T, Sibanda T, et al. Isoniazid-associated hepatitis and antiretroviral drugs during tuberculosis prophylaxis in hiv-infected adults in Botswana. Am J Respir Crit Care Med. 2010;182:278–285. doi: 10.1164/rccm.200911-1783OC. [DOI] [PubMed] [Google Scholar]
- 51.Hovell M, Blumberg E, Gil-Trejo L, Vera A, Kelley N, et al. Predictors of adherence to treatment for latent tuberculosis infection in high-risk Latino adolescents: a behavioral epidemiological analysis. Soc Sci Med. 2003;56:1789–1796. doi: 10.1016/s0277-9536(02)00176-4. [DOI] [PubMed] [Google Scholar]
- 52.Machado A, Jr, Finkmoore B, Emodi K, Takenami I, Barbosa T, et al. Risk factors for failure to complete a course of latent tuberculosis infection treatment in Salvador, Brazil. Int J Tuberc Lung Dis. 2009;13:719–725. [PubMed] [Google Scholar]
- 53.Golub JE, Pronyk P, Mohapi L, Thsabangu N, Moshabela M, et al. Isoniazid preventive therapy, HAART and tuberculosis risk in HIV-infected adults in South Africa: a prospective cohort. AIDS. 2009;23:631–636. doi: 10.1097/QAD.0b013e328327964f. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.WHO . Geneva: World Health Organization; 2010. Multidrug and extensively drug-resistant TB: Global report on surveillance and response. [Google Scholar]
- 55.Cecelia AJ, Christybai P, Anand S, Jayakumar K, Gurunathan T, et al. Usefulness of an observational database to assess antiretroviral treatment trends in India. Natl Med J India. 2006;19:14–17. [PubMed] [Google Scholar]
- 56.Pardeshi G. Survival analysis and risk factors for death in tuberculosis patients on directly observed treatment-short course. Indian J Med Sci. 2009;63:180–186. [PubMed] [Google Scholar]
- 57.Holland DP, Hamilton CD, Weintrob AC, Engemann JJ, Fortenberry ER, et al. Therapeutic drug monitoring of antimycobacterial drugs in patients with both tuberculosis and advanced human immunodeficiency virus infection. Pharmacotherapy. 2009;29:503–510. doi: 10.1592/phco.29.5.503. [DOI] [PubMed] [Google Scholar]