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The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women
SIMPLE SUMMARY: Deprivation indices (DIs), constructed from area-level socio-economic indicators, allow to assess the acknowledged relationship between socio-economic status and health outcomes. Their role in adjusting for deprivation has not been evaluated within a mediation analysis of ovarian can...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10571563/ https://www.ncbi.nlm.nih.gov/pubmed/37835542 http://dx.doi.org/10.3390/cancers15194848 |
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author | Lawson, Andrew B. Kim, Joanne Johnson, Courtney Ratnapradipa, Kendra L. Alberg, Anthony J. Akonde, Maxwell Hastert, Theresa Bandera, Elisa V. Terry, Paul Mandle, Hannah Cote, Michele L. Bondy, Melissa Marks, Jeffrey Peres, Lauren C. Schildkraut, Joellen Peters, Edward S. |
author_facet | Lawson, Andrew B. Kim, Joanne Johnson, Courtney Ratnapradipa, Kendra L. Alberg, Anthony J. Akonde, Maxwell Hastert, Theresa Bandera, Elisa V. Terry, Paul Mandle, Hannah Cote, Michele L. Bondy, Melissa Marks, Jeffrey Peres, Lauren C. Schildkraut, Joellen Peters, Edward S. |
author_sort | Lawson, Andrew B. |
collection | PubMed |
description | SIMPLE SUMMARY: Deprivation indices (DIs), constructed from area-level socio-economic indicators, allow to assess the acknowledged relationship between socio-economic status and health outcomes. Their role in adjusting for deprivation has not been evaluated within a mediation analysis of ovarian cancer survival. In this paper, we present a Bayesian SEM approach to causal mediation for direct and indirect effects of DIs in the context of a cohort of African American women with ovarian cancer. ABSTRACT: Background: Deprivation indices are often used to adjust for socio-economic disparities in health studies. Their role has been partially evaluated for certain population-level cancer outcomes, but examination of their role in ovarian cancer is limited. In this study, we evaluated a range of well-recognized deprivation indices in relation to cancer survival in a cohort of self-identified Black women diagnosed with ovarian cancer. This study aimed to determine if clinical or diagnostic characteristics lie on a mediating pathway between socioeconomic status (SES) and deprivation and ovarian cancer survival in a minority population that experiences worse survival from ovarian cancer. Methods: We used mediation analysis to look at the direct and indirect causal effects of deprivation indices with main mediators of the SEER stage at diagnosis and residual disease. The analysis employed Bayesian structural equation models with variable selection. We applied a joint Bayesian structural model for the mediator, including a Weibull mixed model for the vital outcome with deprivation as exposure. We selected modifiers via a Monte Carlo model selection procedure. Results: The results suggest that high SES-related indices, such as Yost, Kolak urbanicity (URB), mobility (MOB) and SES dimensions, and concentrated disadvantage index (CDI), all have a significant impact on improved survival. In contrast, area deprivation index (ADI)/Singh, and area level poverty (POV) did not have a major impact. In some cases, the indirect effects have very wide credible intervals, so the total effect is not well estimated despite the estimation of the direct effect. Conclusions: First, it is clear that commonly used indices such as Yost, or CDI both significantly impact the survival experience of Black women diagnosed with epithelial ovarian cancer. In addition, the Kolak dimension indices (URB, MOB, mixed immigrant: MICA and SES) also demonstrate a significant association, depending on the mediator. Mediation effects differ according to the mediator chosen. |
format | Online Article Text |
id | pubmed-10571563 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105715632023-10-14 The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women Lawson, Andrew B. Kim, Joanne Johnson, Courtney Ratnapradipa, Kendra L. Alberg, Anthony J. Akonde, Maxwell Hastert, Theresa Bandera, Elisa V. Terry, Paul Mandle, Hannah Cote, Michele L. Bondy, Melissa Marks, Jeffrey Peres, Lauren C. Schildkraut, Joellen Peters, Edward S. Cancers (Basel) Article SIMPLE SUMMARY: Deprivation indices (DIs), constructed from area-level socio-economic indicators, allow to assess the acknowledged relationship between socio-economic status and health outcomes. Their role in adjusting for deprivation has not been evaluated within a mediation analysis of ovarian cancer survival. In this paper, we present a Bayesian SEM approach to causal mediation for direct and indirect effects of DIs in the context of a cohort of African American women with ovarian cancer. ABSTRACT: Background: Deprivation indices are often used to adjust for socio-economic disparities in health studies. Their role has been partially evaluated for certain population-level cancer outcomes, but examination of their role in ovarian cancer is limited. In this study, we evaluated a range of well-recognized deprivation indices in relation to cancer survival in a cohort of self-identified Black women diagnosed with ovarian cancer. This study aimed to determine if clinical or diagnostic characteristics lie on a mediating pathway between socioeconomic status (SES) and deprivation and ovarian cancer survival in a minority population that experiences worse survival from ovarian cancer. Methods: We used mediation analysis to look at the direct and indirect causal effects of deprivation indices with main mediators of the SEER stage at diagnosis and residual disease. The analysis employed Bayesian structural equation models with variable selection. We applied a joint Bayesian structural model for the mediator, including a Weibull mixed model for the vital outcome with deprivation as exposure. We selected modifiers via a Monte Carlo model selection procedure. Results: The results suggest that high SES-related indices, such as Yost, Kolak urbanicity (URB), mobility (MOB) and SES dimensions, and concentrated disadvantage index (CDI), all have a significant impact on improved survival. In contrast, area deprivation index (ADI)/Singh, and area level poverty (POV) did not have a major impact. In some cases, the indirect effects have very wide credible intervals, so the total effect is not well estimated despite the estimation of the direct effect. Conclusions: First, it is clear that commonly used indices such as Yost, or CDI both significantly impact the survival experience of Black women diagnosed with epithelial ovarian cancer. In addition, the Kolak dimension indices (URB, MOB, mixed immigrant: MICA and SES) also demonstrate a significant association, depending on the mediator. Mediation effects differ according to the mediator chosen. MDPI 2023-10-04 /pmc/articles/PMC10571563/ /pubmed/37835542 http://dx.doi.org/10.3390/cancers15194848 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lawson, Andrew B. Kim, Joanne Johnson, Courtney Ratnapradipa, Kendra L. Alberg, Anthony J. Akonde, Maxwell Hastert, Theresa Bandera, Elisa V. Terry, Paul Mandle, Hannah Cote, Michele L. Bondy, Melissa Marks, Jeffrey Peres, Lauren C. Schildkraut, Joellen Peters, Edward S. The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title | The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title_full | The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title_fullStr | The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title_full_unstemmed | The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title_short | The Association between Mediated Deprivation and Ovarian Cancer Survival among African American Women |
title_sort | association between mediated deprivation and ovarian cancer survival among african american women |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10571563/ https://www.ncbi.nlm.nih.gov/pubmed/37835542 http://dx.doi.org/10.3390/cancers15194848 |
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