| Literature DB >> 23418518 |
Miguel Angel Luque-Fernandez1, Gilles Van Cutsem, Eric Goemaere, Katherine Hilderbrand, Michael Schomaker, Nompumelelo Mantangana, Shaheed Mathee, Vuyiseka Dubula, Nathan Ford, Miguel A Hernán, Andrew Boulle.
Abstract
BACKGROUND: Innovative models of care are required to cope with the ever-increasing number of patients on antiretroviral therapy in the most affected countries. This study, in Khayelitsha, South Africa, evaluates the effectiveness of a group-based model of care run predominantly by non-clinical staff in retaining patients in care and maintaining adherence. METHODS ANDEntities:
Mesh:
Year: 2013 PMID: 23418518 PMCID: PMC3571960 DOI: 10.1371/journal.pone.0056088
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1A directed acyclic graph representing the causal relationships between adherence club participation, outcomes, baseline and time-updated covariates.
Patients characteristics at study entry and crude rates of progression to death/loss to follow-up and virologic rebound by club participation.
| Event rates (per 1000 person-years, 95% CI) | ||||||||
| Death/loss to follow-up | Virologic rebound | |||||||
| N (%) | In club | Not in club | N (%) | In club | Not in club | |||
| All patients combined | 2829 | 29.8 (17.9–49.5) | 116.9 (105.2–129.8) | 2517 | 31.8 (18.8–53.6) | 90.4 (79.1–103.4) | ||
| Age in years at study entry | ||||||||
| <25 | 284 (10.0) | 30.8 (4.3–218.6) | 192.8 (149.4–248.9) | 228 (9.1) | 68.0 (17.0–271.9) | 151.4 (106.5–215.3) | ||
| 25–34 | 1397(49.4) | 18.8 (7.8–45.3) | 120.6 (104.0–139.9) | 1234 (49.0) | 34.9 (17.5–69.9) | 97.5 (80.9–117.4) | ||
| 35–44 | 841 (29.7) | 30.1 (12.9–74.4) | 82.1 (65.3–103.3) | 778 (30.9) | 20.8 (6.7–64.6) | 72.4 (55.4–94.5) | ||
| ≥45 | 307 (10.9) | 91.9 (34.5–244.9) | 123.1 (90.6–167.2) | 277 (11.0) | 26.3 (3.7–186.5) | 65.1 (41.0–103.4) | ||
| Median (IQR) | 32.9 (28.5–39.0) | 33.2 (28.7–39.3) | ||||||
| Gender | ||||||||
| Male | 831 (29.4) | 41.5 (18.6–92.3) | 123.1 (101.9–148.8) | 749 (29.8) | 7.8 (1.1–55.8) | 75.2 (57.5–98.4) | ||
| Female | 1997 (70.6) | 25.1 (13.1–48.3) | 114.3 (100.7–129.7) | 1767 (70.2) | 41.5 (24.1–71.5) | 96.9 (83.1–113.2) | ||
| CD4 count (cells/µl) at ART start | ||||||||
| <50 | 601 (21.2) | 15.3 (3.8–61.0) | 153.3 (124.6–188.4) | 518 (20.6) | 34.2 (12.8–91.3) | 94.6 (69.9–128.1) | ||
| 50–99 | 560 (19.8) | 34.2 (12.8–91.2) | 134.1 (107.3–167.7) | 496 (19.7) | 30.0 (9.6–93.0) | 84.6 (61.6–116.3) | ||
| 100–199 | 1276 (45.1) | 37.8 (18.9–75.5) | 100.8 (85.3–119.1) | 1151 (45.4) | 27.1 (11.3–65.1) | 96.2 (79.5–116.4) | ||
| ≥200 | 392 (13.4) | 23.3 (3.3–165.7) | 96.0 (71.1–129.2) | 352 (14.0) | 51.1 (12.8–204.5) | 75.4 (52.0–109.2) | ||
| Median (IQR) | 121 (60–176) | 124 (62–177) | ||||||
| CD4 count (cells/µl) at study entry | ||||||||
| <50 | 520 (18.4) | – | 254.2 (216.5–298.4) | 426 (16.9) | – | 106.7 (79.7–142.9) | ||
| 50–99 | 203 (7.2) | – | 101.3 (68.9–148.7) | 166 (6.6) | – | 64.5 (37.4–110.9) | ||
| 100–199 | 675 (23.9) | 52.4 (7.4–372.0) | 71.3 (55.3–91.7) | 582 (23.1) | 235.1 (75.8–728.8) | 78.3 (59.8–102.5) | ||
| ≥200 | 1431 (50.6) | 29.6 (17.5–49.9) | 87.3 (72.6–105.0) | 1343 (53.4) | 26.3 (14.5–47.5) | 96.6 (79.7–117.2) | ||
| Median (IQR) | 202 (97–386) | 215 (110–404) | ||||||
| Duration on ART in months at study entry | ||||||||
| <24 | 510 (18.1) | – | 136.3 (109.9–168.9) | 464 (18.4) | – | 47.9 (32.6–70.3) | ||
| 25–48 | 1084 (38.3) | 76.7 (19.2–306.9) | 132.9 (114.3–154.5) | 961 (38.2) | – | 90.6 (73.9–111.1) | ||
| >48 | 1235 (43.6) | 27.3 (15.9–47.1) | 87.2 (71.2–106.5) | 1092 (43.4) | 33.7 (19.9–56.9) | 119.2 (97.5–145.7) | ||
| Median (IQR) | 43.1 (28.0–61.1) | 42.8 (27.7–60.9) | ||||||
| Virologic suppression at study entry | ||||||||
| Yes | 2501 (88.4) | 28.6 (16.9–48.3) | 110.6 (98.6–124.2) | – | – | – | ||
| No | 327 (11.6) | 74.9 (10.5–531.5) | 160.0 (124.1–205.9) | – | – | – | ||
| WHO clinical stage at study entry | ||||||||
| I/II | 781 (27.6) | 32.2 (10.4–100.3) | 81.6 (64.7–102.8) | 716 (28.5) | 36.9 (11.9–114.4) | 79.5 (61.6–102.7) | ||
| III/IV | 2045 (72.4) | 29.3 (16.6–51.5) | 131.9 (117.2–148.4) | 1789 (71.5) | 30.6 (16.9–55.3) | 95.6 (81.7–112.0) | ||
Restricted to patients who had virologic suppression at study entry, n = 2517.
Patients who went on to enrol in a club contributed analysis time to the “not in club” group until they were enrolled in the club. There is no single point in time where characteristics of patients who enrol in clubs and other patients can be formally compared due to the progressive nature of club enrolment. Instead predictors of club participation are presented in Table 2. Table 1 shows event rates since study entry to the outcome endpoint or censoring.
ART: Antiretroviral therapy; WHO: World Health Organization; CI: Confidence interval; IQR (inter-quartile range).
Figure 2Patients included in the analysis, enrolment into clubs, and outcomes at the end of the study.
Factors associated with adherence club enrolment.
| Death or LTF | Virologic rebound | |||
| Covariates at study entry | HR (95% CI) | P-value | HR (95% CI) | P-value |
| Age in years | 1.00 (0.98–1.02) | 0.733 | 1.00 (0.98–1.01) | 0.718 |
| Gender (males vs females) | 0.75 (0.60–0.93) | 0.010 | 0.72 (0.58–0.91) | 0.006 |
| CD4 count at ART start (per 100 cells/µl) | 0.86 (0.76–0.96) | 0.012 | 0.83 (0.73–0.94) | 0.005 |
| CD4 count at study entry (per 100 cells/µl) | 1.85 (1.70–2.00) | <0.001 | 1.80 (1.65–1.95) | <0.001 |
| Viral load suppression at study entry (<400 copies/ml) | 3.06 (1.25–7.60) | 0.016 | ||
| Duration on ART (per 12 months) | 1.52 (1.43–1.61) | <0.001 | 1.53 (1.43–1.62) | <0.001 |
| WHO clinical stage (I/II vs III/IV) | 0.85 (0.66–1.11) | 0.214 | 0.86 (0.66–1.12) | 0.281 |
| Time-varying covariates | ||||
| Current CD4 count (Per 100 cells/µl) | 1.02 (0.94–1.09) | 0.585 | 1.01 (0.93–1.09) | 0.754 |
| Six month lagged CD4 count (Per 100 cells/ml) | 0.62 (0.57–0.68) | <0.001 | 0.64 (0.58–0.70) | <0.001 |
| Current viral load <400 copies/ml | 4.46 (1.79–12.5) | 0.001 | ||
Restricted to patients who had virologic suppression at study entry, n = 2517.
Hazard ratios were derived from a pooled unweighted logistic regression model fit on the subsample of person-months of follow-up for which no club participation had yet occurred through the previous months.
P-value based on Wald test.
LTF: Loss to follow-up; ART: Antiretroviral therapy; WHO: World Health Organization; HR: Hazard Ratio; CI: Confidence interval.
Figure 3Estimated effect of club participation from unweighted and weighted Cox models.
Weighted model with baseline covariates estimates the parameters of a marginal structural model, adjusting for confounding due to measured time-dependent covariates.