Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa
dc.contributor.author | Brinkhof, Martin W G | en_ZA |
dc.contributor.author | Spycher, Ben D | en_ZA |
dc.contributor.author | Yiannoutsos, Constantin | en_ZA |
dc.contributor.author | Weigel, Ralf | en_ZA |
dc.contributor.author | Wood, Robin | en_ZA |
dc.contributor.author | Messou, Eugène | en_ZA |
dc.contributor.author | Boulle, Andrew | en_ZA |
dc.contributor.author | Egger, Matthias | en_ZA |
dc.contributor.author | Sterne, Jonathan A C | en_ZA |
dc.contributor.author | (IeDEA), for the International epidemiological Database to Evaluate AIDS | en_ZA |
dc.date.accessioned | 2015-11-23T12:25:38Z | |
dc.date.available | 2015-11-23T12:25:38Z | |
dc.date.issued | 2010 | en_ZA |
dc.description.abstract | BACKGROUND: Evaluation of antiretroviral treatment (ART) programmes in sub-Saharan Africa is difficult because many patients are lost to follow-up. Outcomes in these patients are generally unknown but studies tracing patients have shown mortality to be high. We adjusted programme-level mortality in the first year of antiretroviral treatment (ART) for excess mortality in patients lost to follow-up. Methods and FINDINGS: Treatment-naïve patients starting combination ART in five programmes in Côte d'Ivoire, Kenya, Malawi and South Africa were eligible. Patients whose last visit was at least nine months before the closure of the database were considered lost to follow-up. We filled missing survival times in these patients by multiple imputation, using estimates of mortality from studies that traced patients lost to follow-up. Data were analyzed using Weibull models, adjusting for age, sex, ART regimen, CD4 cell count, clinical stage and treatment programme. A total of 15,915 HIV-infected patients (median CD4 cell count 110 cells/µL, median age 35 years, 68% female) were included; 1,001 (6.3%) were known to have died and 1,285 (14.3%) were lost to follow-up in the first year of ART. Crude estimates of mortality at one year ranged from 5.7% (95% CI 4.9-6.5%) to 10.9% (9.6-12.4%) across the five programmes. Estimated mortality hazard ratios comparing patients lost to follow-up with those remaining in care ranged from 6 to 23. Adjusted estimates based on these hazard ratios ranged from 10.2% (8.9-11.6%) to 16.9% (15.0-19.1%), with relative increases in mortality ranging from 27% to 73% across programmes. CONCLUSIONS: Naïve survival analysis ignoring excess mortality in patients lost to follow-up may greatly underestimate overall mortality, and bias ART programme evaluations. Adjusted mortality estimates can be obtained based on excess mortality rates in patients lost to follow-up. | en_ZA |
dc.identifier.apacitation | Brinkhof, M. W. G., Spycher, B. D., Yiannoutsos, C., Weigel, R., Wood, R., Messou, E., ... (2010). Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa. <i>PLoS One</i>, http://hdl.handle.net/11427/15274 | en_ZA |
dc.identifier.chicagocitation | Brinkhof, Martin W G, Ben D Spycher, Constantin Yiannoutsos, Ralf Weigel, Robin Wood, Eugène Messou, Andrew Boulle, Matthias Egger, Jonathan A C Sterne, and "Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa." <i>PLoS One</i> (2010) http://hdl.handle.net/11427/15274 | en_ZA |
dc.identifier.citation | Brinkhof, M. W., Spycher, B. D., Yiannoutsos, C., Weigel, R., Wood, R., Messou, E., ... & Sterne, J. A. (2010). Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa. PloS one, 5(11), e14149. doi:10.1371/journal.pone.0014149 | en_ZA |
dc.identifier.ris | TY - Journal Article AU - Brinkhof, Martin W G AU - Spycher, Ben D AU - Yiannoutsos, Constantin AU - Weigel, Ralf AU - Wood, Robin AU - Messou, Eugène AU - Boulle, Andrew AU - Egger, Matthias AU - Sterne, Jonathan A C AU - (IeDEA), for the International epidemiological Database to Evaluate AIDS AB - BACKGROUND: Evaluation of antiretroviral treatment (ART) programmes in sub-Saharan Africa is difficult because many patients are lost to follow-up. Outcomes in these patients are generally unknown but studies tracing patients have shown mortality to be high. We adjusted programme-level mortality in the first year of antiretroviral treatment (ART) for excess mortality in patients lost to follow-up. Methods and FINDINGS: Treatment-naïve patients starting combination ART in five programmes in Côte d'Ivoire, Kenya, Malawi and South Africa were eligible. Patients whose last visit was at least nine months before the closure of the database were considered lost to follow-up. We filled missing survival times in these patients by multiple imputation, using estimates of mortality from studies that traced patients lost to follow-up. Data were analyzed using Weibull models, adjusting for age, sex, ART regimen, CD4 cell count, clinical stage and treatment programme. A total of 15,915 HIV-infected patients (median CD4 cell count 110 cells/µL, median age 35 years, 68% female) were included; 1,001 (6.3%) were known to have died and 1,285 (14.3%) were lost to follow-up in the first year of ART. Crude estimates of mortality at one year ranged from 5.7% (95% CI 4.9-6.5%) to 10.9% (9.6-12.4%) across the five programmes. Estimated mortality hazard ratios comparing patients lost to follow-up with those remaining in care ranged from 6 to 23. Adjusted estimates based on these hazard ratios ranged from 10.2% (8.9-11.6%) to 16.9% (15.0-19.1%), with relative increases in mortality ranging from 27% to 73% across programmes. CONCLUSIONS: Naïve survival analysis ignoring excess mortality in patients lost to follow-up may greatly underestimate overall mortality, and bias ART programme evaluations. Adjusted mortality estimates can be obtained based on excess mortality rates in patients lost to follow-up. DA - 2010 DB - OpenUCT DO - 10.1371/journal.pone.0014149 DP - University of Cape Town J1 - PLoS One LK - https://open.uct.ac.za PB - University of Cape Town PY - 2010 T1 - Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa TI - Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa UR - http://hdl.handle.net/11427/15274 ER - | en_ZA |
dc.identifier.uri | http://hdl.handle.net/11427/15274 | |
dc.identifier.uri | http://dx.doi.org/10.1371/journal.pone.0014149 | |
dc.identifier.vancouvercitation | Brinkhof MWG, Spycher BD, Yiannoutsos C, Weigel R, Wood R, Messou E, et al. Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa. PLoS One. 2010; http://hdl.handle.net/11427/15274. | en_ZA |
dc.language.iso | eng | en_ZA |
dc.publisher | Public Library of Science | en_ZA |
dc.publisher.department | Desmond Tutu HIV Centre | en_ZA |
dc.publisher.faculty | Faculty of Health Sciences | en_ZA |
dc.publisher.institution | University of Cape Town | |
dc.rights | This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. | en_ZA |
dc.rights.holder | © 2010 Brinkhof et al | en_ZA |
dc.rights.uri | http://creativecommons.org/licenses/by/4.0 | en_ZA |
dc.source | PLoS One | en_ZA |
dc.source.uri | http://journals.plos.org/plosone | en_ZA |
dc.subject.other | Death rates | en_ZA |
dc.subject.other | Antiretroviral therapy | en_ZA |
dc.subject.other | HIV prevention | en_ZA |
dc.subject.other | AIDS | en_ZA |
dc.subject.other | Antiretrovirals | en_ZA |
dc.subject.other | Survival analysis | en_ZA |
dc.subject.other | Africa | en_ZA |
dc.subject.other | HIV epidemiology | en_ZA |
dc.title | Adjusting mortality for loss to follow-up: analysis of five ART programmes in sub-Saharan Africa | en_ZA |
dc.type | Journal Article | en_ZA |
uct.type.filetype | Text | |
uct.type.filetype | Image | |
uct.type.publication | Research | en_ZA |
uct.type.resource | Article | en_ZA |
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