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Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion
BACKGROUND: Conversion of sputum culture from positive to negative for M. tuberculosis is a key indicator of treatment response. An initial positive culture is a pre-requisite to observe conversion. Consequently, patients with a missing or negative initial culture are excluded from analyses of conve...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648724/ https://www.ncbi.nlm.nih.gov/pubmed/36355658 http://dx.doi.org/10.1371/journal.pone.0276457 |
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author | Rodriguez, Carly A. Lodi, Sara Horsburgh, C. Robert Bastard, Mathieu Hewison, Cathy Huerga, Helena Khan, Munira Khan, Palwasha Y. Khan, Uzma Oyewusi, Lawrence Padayachee, Shrivani Mitnick, Carole D. Franke, Molly F. |
author_facet | Rodriguez, Carly A. Lodi, Sara Horsburgh, C. Robert Bastard, Mathieu Hewison, Cathy Huerga, Helena Khan, Munira Khan, Palwasha Y. Khan, Uzma Oyewusi, Lawrence Padayachee, Shrivani Mitnick, Carole D. Franke, Molly F. |
author_sort | Rodriguez, Carly A. |
collection | PubMed |
description | BACKGROUND: Conversion of sputum culture from positive to negative for M. tuberculosis is a key indicator of treatment response. An initial positive culture is a pre-requisite to observe conversion. Consequently, patients with a missing or negative initial culture are excluded from analyses of conversion outcomes. To identify the initial, or “baseline” culture, researchers must define a sample collection interval. An interval extending past treatment initiation can increase sample size but may introduce selection bias because patients without a positive pre-treatment culture must survive and remain in care to have a culture in the post-treatment interval. METHODS: We used simulated data and data from the endTB observational cohort to investigate the potential for bias when extending baseline culture intervals past treatment initiation. We evaluated bias in the proportion with six-month conversion. RESULTS: In simulation studies, the potential for bias depended on the proportion of patients missing a pre-treatment culture, proportion with conversion, proportion culture positive at treatment initiation, and proportion of patients missing a pre-treatment culture who would have been observed to be culture positive, had they had a culture. In observational data, the maximum potential for bias when reporting the proportion with conversion reached five percentage points in some sites. CONCLUSION: Extending the allowable baseline interval past treatment initiation may introduce selection bias. If investigators choose to extend the baseline collection interval past treatment initiation, the proportion missing a pre-treatment culture and the number of deaths and losses to follow up during the post-treatment allowable interval should be clearly enumerated. |
format | Online Article Text |
id | pubmed-9648724 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-96487242022-11-15 Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion Rodriguez, Carly A. Lodi, Sara Horsburgh, C. Robert Bastard, Mathieu Hewison, Cathy Huerga, Helena Khan, Munira Khan, Palwasha Y. Khan, Uzma Oyewusi, Lawrence Padayachee, Shrivani Mitnick, Carole D. Franke, Molly F. PLoS One Research Article BACKGROUND: Conversion of sputum culture from positive to negative for M. tuberculosis is a key indicator of treatment response. An initial positive culture is a pre-requisite to observe conversion. Consequently, patients with a missing or negative initial culture are excluded from analyses of conversion outcomes. To identify the initial, or “baseline” culture, researchers must define a sample collection interval. An interval extending past treatment initiation can increase sample size but may introduce selection bias because patients without a positive pre-treatment culture must survive and remain in care to have a culture in the post-treatment interval. METHODS: We used simulated data and data from the endTB observational cohort to investigate the potential for bias when extending baseline culture intervals past treatment initiation. We evaluated bias in the proportion with six-month conversion. RESULTS: In simulation studies, the potential for bias depended on the proportion of patients missing a pre-treatment culture, proportion with conversion, proportion culture positive at treatment initiation, and proportion of patients missing a pre-treatment culture who would have been observed to be culture positive, had they had a culture. In observational data, the maximum potential for bias when reporting the proportion with conversion reached five percentage points in some sites. CONCLUSION: Extending the allowable baseline interval past treatment initiation may introduce selection bias. If investigators choose to extend the baseline collection interval past treatment initiation, the proportion missing a pre-treatment culture and the number of deaths and losses to follow up during the post-treatment allowable interval should be clearly enumerated. Public Library of Science 2022-11-10 /pmc/articles/PMC9648724/ /pubmed/36355658 http://dx.doi.org/10.1371/journal.pone.0276457 Text en © 2022 Rodriguez et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Rodriguez, Carly A. Lodi, Sara Horsburgh, C. Robert Bastard, Mathieu Hewison, Cathy Huerga, Helena Khan, Munira Khan, Palwasha Y. Khan, Uzma Oyewusi, Lawrence Padayachee, Shrivani Mitnick, Carole D. Franke, Molly F. Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title | Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title_full | Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title_fullStr | Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title_full_unstemmed | Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title_short | Selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
title_sort | selection bias in multidrug-resistant tuberculosis cohort studies assessing sputum culture conversion |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9648724/ https://www.ncbi.nlm.nih.gov/pubmed/36355658 http://dx.doi.org/10.1371/journal.pone.0276457 |
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