Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients.
There is a paucity of studies applying Generalized Estimating Equations (GEE) for longitudinal analysis of smoking cessation outcomes within the framework of a cluster randomized trial, especially among tuberculosis (TB) patients. In this study, a GEE model which accounts for repeated measures and c...
| Published in: | PLoS ONE |
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| Main Authors: | , , , , |
| Format: | Article |
| Language: | English |
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Public Library of Science (PLoS)
2025-01-01
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| Online Access: | https://doi.org/10.1371/journal.pone.0333992 |
| _version_ | 1848758252756533248 |
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| author | Vasantha Mahalingam Ratnakar Singh Ramesh Kumar Santhanakrishnan Adhin Bhaskar Ponnuraja Chinnaiyan |
| author_facet | Vasantha Mahalingam Ratnakar Singh Ramesh Kumar Santhanakrishnan Adhin Bhaskar Ponnuraja Chinnaiyan |
| author_sort | Vasantha Mahalingam |
| collection | DOAJ |
| container_title | PLoS ONE |
| description | There is a paucity of studies applying Generalized Estimating Equations (GEE) for longitudinal analysis of smoking cessation outcomes within the framework of a cluster randomized trial, especially among tuberculosis (TB) patients. In this study, a GEE model which accounts for repeated measures and cluster-level effects was implemented to identify factors associated with smoking cessation among TB patients. The data included 375 TB patients who were smokers and given TB treatment during 2013-2016 in Kanchipuram and Villupuram districts under a cluster randomized trial. GEE modeling provided robust, population-averaged estimates while accounting for intra-cluster correlation, confirming the sustained impact of these interventions. The model demonstrated that smoking cessation interventions, when integrated with TB treatment, had an impact on cessation outcomes in these populations. |
| format | Article |
| id | doaj-art-901c244f9b4e48dba85bc02f67e2fb54 |
| institution | Directory of Open Access Journals |
| issn | 1932-6203 |
| language | English |
| publishDate | 2025-01-01 |
| publisher | Public Library of Science (PLoS) |
| record_format | Article |
| spelling | doaj-art-901c244f9b4e48dba85bc02f67e2fb542025-10-15T05:31:26ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-012010e033399210.1371/journal.pone.0333992Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients.Vasantha MahalingamRatnakar SinghRamesh Kumar SanthanakrishnanAdhin BhaskarPonnuraja ChinnaiyanThere is a paucity of studies applying Generalized Estimating Equations (GEE) for longitudinal analysis of smoking cessation outcomes within the framework of a cluster randomized trial, especially among tuberculosis (TB) patients. In this study, a GEE model which accounts for repeated measures and cluster-level effects was implemented to identify factors associated with smoking cessation among TB patients. The data included 375 TB patients who were smokers and given TB treatment during 2013-2016 in Kanchipuram and Villupuram districts under a cluster randomized trial. GEE modeling provided robust, population-averaged estimates while accounting for intra-cluster correlation, confirming the sustained impact of these interventions. The model demonstrated that smoking cessation interventions, when integrated with TB treatment, had an impact on cessation outcomes in these populations.https://doi.org/10.1371/journal.pone.0333992 |
| spellingShingle | Vasantha Mahalingam Ratnakar Singh Ramesh Kumar Santhanakrishnan Adhin Bhaskar Ponnuraja Chinnaiyan Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title | Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title_full | Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title_fullStr | Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title_full_unstemmed | Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title_short | Generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients. |
| title_sort | generalized estimating equations for modeling cluster randomized trial data on smoking cessation among tuberculosis patients |
| url | https://doi.org/10.1371/journal.pone.0333992 |
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